harmonisation standard UQO WP (2026-10-17) · 7126305 · wp15_uqo

added .env.example +3 −0

		`@@ -0,0 +1,3 @@`
	1	+# Copy to .env and fill in. Never commit .env.
	2	+HF_TOKEN= # Hugging Face token (optional; faster authenticated downloads)
	3	+IFRAG_DATA_ROOT= # override data/ location (optional; defaults to repo-relative)

added .gitignore +55 −0

		`@@ -0,0 +1,55 @@`
	1	+# Raw data & large artifacts — never committed (see docs/DATA_AUDIT.md for provenance)
	2	+data/raw/
	3	+data/interim/
	4	+data/processed/
	5	+data/external/
	6	+*.parquet
	7	+!data/manifests/*.parquet
	8	+outputs/models/
	9	+outputs/estimates/
	10	+
	11	+# Python
	12	+__pycache__/
	13	+*.pyc
	14	+.pytest_cache/
	15	+.venv/
	16	+*.egg-info/
	17	+.cache/
	18	+.env
	19	+.ipynb_checkpoints/
	20	+
	21	+# LaTeX build artifacts (paper/*.pdf and appendix/internet_appendix.pdf ARE committed)
	22	+paper/*.aux
	23	+paper/*.log
	24	+paper/*.out
	25	+paper/*.toc
	26	+paper/*.lof
	27	+paper/*.lot
	28	+paper/*.fls
	29	+paper/*.fdb_latexmk
	30	+paper/*.bbl
	31	+paper/*.blg
	32	+paper/*.spl
	33	+paper/*.synctex.gz
	34	+paper/*.run.xml
	35	+paper/*.bcf
	36	+appendix/*.aux
	37	+appendix/*.log
	38	+appendix/*.out
	39	+appendix/*.toc
	40	+appendix/*.fls
	41	+appendix/*.fdb_latexmk
	42	+appendix/*.bbl
	43	+appendix/*.blg
	44	+appendix/*.synctex.gz
	45	+outputs/release/*.aux
	46	+outputs/release/*.log
	47	+outputs/release/*.fls
	48	+outputs/release/*.fdb_latexmk
	49	+
	50	+# Logs
	51	+logs/
	52	+*.log
	53	+
	54	+# macOS
	55	+.DS_Store

added CITATION.cff +9 −0

		`@@ -0,0 +1,9 @@`
	1	+cff-version: 1.2.0
	2	+title: "Faster, Wider, More Fragile? The Evolution of Intraday Shock Propagation in U.S. Equity Markets"
	3	+message: "Research in progress; please contact the author before citing."
	4	+type: software
	5	+authors:
	6	+ - family-names: Boucher
	7	+ given-names: Simon-Pierre
	8	+version: 0.1.0
	9	+date-released: 2026-07-13

added LICENSE +26 −0

		`@@ -0,0 +1,26 @@`
	1	+MIT License
	2	+
	3	+Copyright (c) 2026 Simon-Pierre Boucher
	4	+
	5	+Permission is hereby granted, free of charge, to any person obtaining a copy
	6	+of this software and associated documentation files (the "Software"), to deal
	7	+in the Software without restriction, including without limitation the rights
	8	+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
	9	+copies of the Software, and to permit persons to whom the Software is
	10	+furnished to do so, subject to the following conditions:
	11	+
	12	+The above copyright notice and this permission notice shall be included in all
	13	+copies or substantial portions of the Software.
	14	+
	15	+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
	16	+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
	17	+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
	18	+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
	19	+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
	20	+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
	21	+SOFTWARE.
	22	+
	23	+NOTE: This license covers the research code and documentation only. The
	24	+underlying market data (mito0o852/OHLCV-1m, sourced from Finnhub) is NOT
	25	+distributed with this repository and carries its own (unspecified) terms; see
	26	+docs/DATA_AUDIT.md §1.

added Makefile +37 −0

		`@@ -0,0 +1,37 @@`
	1	+PY := python3
	2	+
	3	+probe:
	4	+ $(PY) -m intraday_fragility.cli probe-data
	5	+
	6	+download-pilot:
	7	+ $(PY) scripts/00_download_pilot.py
	8	+
	9	+audit-pilot:
	10	+ $(PY) scripts/01_pilot_audit.py
	11	+
	12	+download-full:
	13	+ $(PY) -m intraday_fragility.cli download --start 1992-01 --end 2026-03
	14	+
	15	+verify-data:
	16	+ $(PY) -m intraday_fragility.cli verify-download
	17	+
	18	+audit-raw:
	19	+ $(PY) -m intraday_fragility.cli audit-raw
	20	+
	21	+pilot-figures:
	22	+ $(PY) scripts/02_pilot_figures_tables.py
	23	+
	24	+test:
	25	+ $(PY) -m pytest -q
	26	+
	27	+paper:
	28	+ cd paper && latexmk -pdf -interaction=nonstopmode main.tex
	29	+
	30	+appendix:
	31	+ cd appendix && latexmk -pdf -interaction=nonstopmode internet_appendix.tex
	32	+
	33	+# later stages (build-panel, build-features, detect-shocks, estimate-*, figures,
	34	+# tables, validate, release) are added as their scripts land.
	35	+
	36	+.PHONY: probe download-pilot audit-pilot download-full verify-data audit-raw \
	37	+ pilot-figures test paper appendix

added README.md +180 −0

		`@@ -0,0 +1,180 @@`
	1	+<!-- Author: Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca -->
	2	+# ⚡ Faster, Wider, More Fragile?
	3	+
	4	+UQO Working Paper No. 15 — The Evolution of Intraday Shock Propagation in U.S. Equity Markets, 1992–2026
	5	+
	6	+[![Paper](https://img.shields.io/badge/paper-PDF%20(36%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main.pdf)
	7	+[![Journal version](https://img.shields.io/badge/IRFA%20manuscript-elsarticle%20(41%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main_irfa.pdf)
	8	+[![Python](https://img.shields.io/badge/python-3.12%2B%20·%20uv-3776AB?logo=python&logoColor=white)](pyproject.toml)
	9	+[![Data](https://img.shields.io/badge/data-7.69%20bn%20one--minute%20bars%20·%2081%2C306%20tickers-4051b5)](docs/DATA_AUDIT.md)
	10	+[![Reproducible](https://img.shields.io/badge/reproducible-end--to--end%20pipeline%20(17%20scripts)-2e7d32)](scripts/)
	11	+[![Institution](https://img.shields.io/badge/UQO-D%C3%A9pt.%20des%20sciences%20administratives-16365c)](https://uqo.ca)
	12	+[![Author](https://img.shields.io/badge/author-Simon--Pierre%20Boucher-16365c)](mailto:simon-pierre.boucher@uqo.ca)
	13	+
	14	+> TL;DR — Using 7.69 billion one-minute bars on the full listed and delisted U.S. equity
	15	+> cross-section (1992–2026), we track how intraday shocks propagate. (1) Markets absorb
	16	+> idiosyncratic shocks: across 1.85 million isolated ±6σ minute events, abnormal market-wide
	17	+> propagation against matched within-stock placebos is economically zero at 1–120 minutes, in every
	18	+> decade. (2) Transmission is concentrated and intensifying: the shocked stock's twenty closest
	19	+> lagged-correlation neighbours respond strongly (+64×10⁻⁴ abnormal jump probability at five
	20	+> minutes) and this network channel tripled from the 1990s (+28) to the 2020s (+90) while
	21	+> market-wide spillover stayed at zero. (3) Tail synchronisation migrated to the market-wide
	22	+> minute: ordinary extreme minute returns became 108× rarer than in the 1990s, the Epps curve
	23	+> flattened (one-minute pairwise correlation 0.004 in 1996 vs 0.30 in 2015), and severe co-jump
	24	+> minutes spike by orders of magnitude in 2008 and 2020. Modern markets absorb the idiosyncratic
	25	+> and transmit the systemic.
	26	+
	27	+---
	28	+
	29	+## 📌 Status
	30	+
	31	+\| Item \| Value \|
	32	+\|---\|---\|
	33	+\| Version \| 1.0 (July 2026) — UQO working-paper cover added 2026-10-17 \|
	34	+\| SSRN \| not yet submitted \|
	35	+\| Journal \| International Review of Financial Analysis — submission package ready in `outputs/release/` (manuscript, anonymous manuscript, highlights, cover letter, title page, online appendix), not yet submitted (`outputs/release/submission_checklist.md`: online appendix and data-licence note still open) \|
	36	+\| Code & data \| reproducible from `scripts/` (see Quick start); raw minute bars (88 GB) not redistributed \|
	37	+
	38	+## 🎯 What this paper does
	39	+
	40	+Has the U.S. equity market become faster, wider and more fragile at the intraday horizon? The
	41	+paper answers with the longest and broadest minute-level panel assembled to date — every listed
	42	+and delisted common stock from 1992 to 2026 — and three complementary measurement devices:
	43	+
	44	+1. Shock-propagation event studies: 1.85 million isolated ±6σ one-minute events, each matched to
	45	+ a within-stock placebo minute, tracked at horizons of 1 to 120 minutes for breadth (share of other
	46	+ stocks jumping), gradient (response by liquidity/size tier) and network response (twenty nearest
	47	+ lagged-correlation neighbours);
	48	+2. Epps curves: pairwise correlation as a function of sampling interval, by year;
	49	+3. Co-jump counts: the number of stocks with extreme minute returns in the same minute, with a
	50	+ severity scale calibrated on calm, GFC and COVID periods.
	51	+
	52	+All headline numbers are macro-generated from machine-readable registries
	53	+(`paper/results_macros.tex`, built by `scripts/15_build_results_macros.py`); no number is hand-typed.
	54	+
	55	+## 🏆 Headline results
	56	+
	57	+\| Object \| Estimate \|
	58	+\|---\|---\|
	59	+\| Panel \| 7,686,275,524 bars, 81,306 tickers, 221,957 listing spells \|
	60	+\| Isolated ±6σ events (real / placebo) \| 1,854,384 / 1,766,058 \|
	61	+\| Abnormal market-wide breadth, 5 min / 30 min \| −1.04 (0.90) / −3.10 (1.01) ×10⁻⁴ — zero \|
	62	+\| Network response (20 neighbours), 5 / 15 / 30 min \| +64.0 (1.8) / +55.4 (1.8) / +49.6 (1.8) ×10⁻⁴ \|
	63	+\| Network response by decade (5 min) \| 1990s +28 → 2000s +30 → 2010s +81 → 2020s +90 \|
	64	+\| Extreme minute returns (>1%), 1990s → 2010s \| 518 → 4.8 per million (÷108) \|
	65	+\| Epps: 1-min correlation, 1996 / 2015 / 2024 \| 0.004 / 0.30 / 0.21 \|
	66	+\| Severe co-jump minutes, calm / GFC / COVID \| 3.5 / 9.3 / 6.4 per 10,000 ; COVID severe share 83.7 % vs 9.53 % pre-COVID \|
	67	+\| Robustness (Table VIII) \| 11 designs incl. placebo-network falsification, month-cluster bootstrap, post-decimalisation \|
	68	+
	69	+## 🗂 Repository layout
	70	+
	71	+```
	72	+intraday-fragility/
	73	+├── config/ # all parameters (YAML) — no magic constants in code
	74	+├── src/intraday_fragility/ # package: download, audit, cleaning, features, shocks, networks, econometrics, tables, figures
	75	+├── scripts/ # 00_download_pilot … 16_robustness (numbered pipeline)
	76	+├── tests/ # pytest (7 tests)
	77	+├── data/ # manifests only (raw bars never committed)
	78	+├── outputs/
	79	+│ ├── estimates/ # machine-readable estimates (707 MB, not committed)
	80	+│ ├── diagnostics/ # audit JSON reports
	81	+│ ├── figures/, tables/ # generated figures (PDF+PNG with source CSV) and LaTeX tables
	82	+│ └── release/ # IRFA submission package (manuscript, anonymous, highlights, cover letter, title page, online appendix)
	83	+├── appendix/ # Internet Appendix (internet_appendix.tex → .pdf)
	84	+├── docs/ # DATA_AUDIT, DATA_DICTIONARY, DECISION_LOG, EMPIRICAL_DESIGN, LIMITATIONS, LITERATURE_MAP, REPRODUCIBILITY, COMPUTE_LOG
	85	+├── logs/ # pipeline logs
	86	+├── STATUS.md # stage-by-stage progress log
	87	+└── paper/
	88	+ ├── main.tex # UQO working-paper version (template cover) → main.pdf
	89	+ ├── main_irfa.tex # journal version (elsarticle, IRFA) → main_irfa.pdf
	90	+ ├── main_irfa_anon.tex # anonymous journal version → main_irfa_anon.pdf
	91	+ ├── highlights.tex # Elsevier highlights
	92	+ ├── sections/, figures/, tables/, bibliography/references.bib, results_macros.tex
	93	+```
	94	+
	95	+## 🚀 Quick start
	96	+
	97	+```bash
	98	+uv sync # or: pip install -e .
	99	+python -m intraday_fragility.cli probe-data
	100	+python -m intraday_fragility.cli download --start 1992-01 --end 2026-03 # 411 monthly parquet files, 87.7 GB
	101	+python -m intraday_fragility.cli verify-download
	102	+make # runs scripts/00 … 16 in order (see Makefile)
	103	+python scripts/15_build_results_macros.py # → paper/results_macros.tex
	104	+cd paper && make # UQO WP → main.pdf
	105	+cd paper && latexmk -pdf main_irfa.tex main_irfa_anon.tex # journal + anonymous versions
	106	+```
	107	+
	108	+Full download and cleaning run on the MacLustr cluster (see `docs/COMPUTE_LOG.md`); the
	109	+estimation stages run on a 64 GB Apple-silicon node.
	110	+
	111	+## 🗃 Data
	112	+
	113	+Minute-level OHLCV bars from the Hugging Face dataset `mito0o852/OHLCV-1m`, pinned at revision
	114	+`776328445b7ac6e7815ef3a483e9c8ded1eb6d56` (411 monthly Parquet files, 87.7 GB, 1992-01 → 2026-03,
	115	+no missing months; upstream source Finnhub.io per the dataset card). Schema: UTC bar-start
	116	+timestamp, unadjusted OHLC, integer volume, ticker; no zero-volume bars (missing minute = no
	117	+trade). Delisted securities are present (only 22–26 % of 1992 tickers survive). Cleaning: exchange
	118	+calendar truncation, split/reverse-split screens (6,944 events), OHLC-violation and duplicate
	119	+screens, corporate-action filters before any variance-based measure. Full audit:
	120	+`docs/DATA_AUDIT.md`; variable definitions: `docs/DATA_DICTIONARY.md`. The dataset card carries no
	121	+licence — the raw data are therefore not redistributed (`docs/LIMITATIONS.md`).
	122	+
	123	+## 🔬 Methodology
	124	+
	125	+1. Universe & cleaning (`scripts/04`–`08`, `src/…/cleaning.py`): monthly audits, split refinement, clean minute panel by listing spell.
	126	+2. Aggregates (`09`–`10`): extreme-return frequencies, realised variance, Epps curves, staleness.
	127	+3. Shock detection & propagation (`11`–`14`, `src/…/shocks.py`, `networks.py`): isolated ±6σ events, matched within-stock placebos, breadth / gradient / network responses at 1–120 min, difference-in-differences by decade.
	128	+4. Co-jumps (`13`–`14`): market-wide extreme-minute counts and severity regimes.
	129	+5. Inference (`src/…/econometrics.py`): event-clustered and month-cluster bootstrap standard errors.
	130	+6. Robustness (`16`): 11 designs — post-decimalisation, mid-day, ex-announcement, calm/crisis, \|z\| ≥ 8/12, ex-non-common, placebo network.
	131	+7. Reporting (`15`, `src/…/tables.py`, `figures.py`): results macros, LaTeX tables, CVD-safe vector figures.
	132	+
	133	+## 🖼 Figures & tables inventory
	134	+
	135	+\| Figure \| Content \|
	136	+\|---\|---\|
	137	+\| `figP1_coverage`, `figP2_seasonality` \| pilot coverage and intraday seasonality \|
	138	+\| `figE1_coverage` … `figE9_splits` \| universe coverage, survivorship, seasonality, concentration, extreme minutes, realised variance, staleness, Epps curves, splits \|
	139	+\| `figF1_irf_decade` \| propagation impulse responses by decade \|
	140	+\| `figF2_evolution` \| evolution of breadth vs network channel \|
	141	+\| `figF3_gradient_state` \| response gradient by liquidity tier and market state \|
	142	+\| `figF4_network` \| nearest-neighbour network response \|
	143	+\| `figF5_cojumps` \| co-jump counts and severity regimes \|
	144	+
	145	+Tables (`paper/tables/*.tex`): data audit, sample cascade, propagation estimates by horizon and decade, gradient, network, co-jumps, Epps, robustness battery (Table VIII).
	146	+
	147	+## ⚠️ Limitations
	148	+
	149	+- Bars are trade-conditional (no zero-volume bars) and the venue scope (consolidated vs single venue) is not documented upstream.
	150	+- Security-type classification relies on suffix heuristics; non-common securities are excluded in robustness only.
	151	+- Data licence unspecified on the dataset card: research use with citation, no redistribution of derived minute data.
	152	+- Extended online appendix tables still to be finalised before journal submission.
	153	+
	154	+## 📝 Citation
	155	+
	156	+```bibtex
	157	+@techreport{boucher2026fragile,
	158	+ author = {Boucher, Simon-Pierre},
	159	+ title = {Faster, Wider, More Fragile? The Evolution of Intraday Shock Propagation in U.S. Equity Markets, 1992--2026},
	160	+ institution = {Universit\'e du Qu\'ebec en Outaouais, D\'epartement des sciences administratives},
	161	+ type = {Working Paper},
	162	+ number = {15},
	163	+ year = {2026},
	164	+ month = {July}
	165	+}
	166	+```
	167	+
	168	+## 👤 Author & contact
	169	+
	170	+Simon-Pierre Boucher — Département des sciences administratives,
	171	+Université du Québec en Outaouais (UQO), Gatineau, QC.
	172	+📧 [simon-pierre.boucher@uqo.ca](mailto:simon-pierre.boucher@uqo.ca)
	173	+
	174	+## 🗒 Notes
	175	+
	176	+- Numbering: the project was first filed as `UQO_WP_001`; it is Working Paper No. 15 since 2026-10-17 (No. 1 is the amenity-capitalisation paper).
	177	+- `paper/main.tex` (UQO cover, template of `Recherche-UQO/_modele-working-paper`) was created on 2026-10-17 from the IRFA manuscript; the pre-existing skeleton (“Preliminary — do not cite”) was discarded. Scientific content is identical to `main_irfa.tex`; only the cover, bibliography style (`aer`) and layout differ.
	178	+- Three PDFs are committed on purpose: `main.pdf` (working paper), `main_irfa.pdf` (journal), `main_irfa_anon.pdf` (anonymous review copy).
	179	+- `outputs/estimates/` (707 MB) is excluded from git; regenerate with the pipeline.
	180	+- Original project brief: `docs/PROMPT_INITIAL_CLAUDE.md`; development conventions: `docs/CLAUDE.md`.

added STATUS.md +141 −0

		`@@ -0,0 +1,141 @@`
	1	+# STATUS.md — Stages A–F2 complete; IRFA submission package assembled
	2	+
	3	+Date: 2026-07-13
	4	+
	5	+## Completed work
	6	+
	7	+1. Project scaffold per protocol §2: package (`src/intraday_fragility/`), configs,
	8	+ scripts, tests (7 passing), Makefile, `uv.lock`, docs, LaTeX tree.
	9	+2. Dataset probe (Stage A): `mito0o852/OHLCV-1m` pinned at revision
	10	+ `776328445b7ac6e7815ef3a483e9c8ded1eb6d56`; inventory of 411 monthly Parquet
	11	+ files (87.7 GB), 1992-01→2026-03, no missing months
	12	+ (`data/manifests/repo_inventory.json`).
	13	+3. Pilot download (1992-06, 2009-06, 2025-12; sha256 in
	14	+ `data/manifests/pilot_downloads.json`) and pilot audit
	15	+ (`scripts/01_pilot_audit.py`, JSON reports in `outputs/diagnostics/`,
	16	+ logs in `logs/audit/`).
	17	+4. Docs: `DATA_AUDIT.md`, `LIMITATIONS.md`, `DECISION_LOG.md`,
	18	+ `DATA_DICTIONARY.md`, `COMPUTE_LOG.md`, `EMPIRICAL_DESIGN.md`,
	19	+ `REPRODUCIBILITY.md`, `LITERATURE_MAP.md` (candidates, none verified yet).
	20	+5. Pilot figures (coverage, intraday seasonality; PDF+PNG; source data in
	21	+ `outputs/figures/data/`) and summary-statistics LaTeX table
	22	+ (`outputs/tables/tabP1_pilot_summary.{tex,csv}`).
	23	+6. Compiling LaTeX skeletons: `paper/main.pdf` and
	24	+ `appendix/internet_appendix.pdf` build cleanly with the Data section drafted
	25	+ from verified audit facts only.
	26	+7. Stage B COMPLETE (user instruction 2026-07-13: proceed with all data):
	27	+ all 411 monthly files downloaded (82 GB on disk), each verified against its
	28	+ LFS sha256 at download time; manifest `data/manifests/raw_files.{json,parquet,csv}`.
	29	+ Post-hoc full re-verification + per-file audit (row counts, duplicates,
	30	+ timestamp bounds) running (`verify-download` + `audit-raw`).
	31	+8. Literature review complete and massive: 110 references verified at DOI
	32	+ level via OpenAlex/Crossref (two passes, 9 verification agents);
	33	+ `paper/sections/02_literature.tex` fully written (10 subsections organized
	34	+ around the contribution); documented novelty scan 2018–2026 supports
	35	+ positioning; manuscript compiles at 20 pages, 111 bib entries, 0 unresolved
	36	+ citations. See `docs/LITERATURE_MAP.md`.
	37	+
	38	+9. Stage C COMPLETE (full-sample raw audit, 7.69B rows): perfect XNYS calendar
	39	+ match (0 missing/0 extra sessions, 0 weekend rows); DST confirmed clean (flat
	40	+ RTH share across calendar months); 100 OHLC violations total (1.3 per 10^8,
	41	+ concentrated 1993–95); 10,128 duplicate keys; 0 zero/negative volume. Daily
	42	+ ticker-day panel built (`data/metadata/daily/`, 411 files). 442k split-candidate
	43	+ ticker-days flagged (over-inclusive by design). 81,306 tickers, 221,957 spells
	44	+ (36% of tickers multi-spell → spell = identity unit). Coverage regime change in
	45	+ 2020 (+10,965 entries, OTC expansion) identified as mandatory robustness axis.
	46	+ See DATA_AUDIT.md Stage C section, outputs/diagnostics/stage_c/.
	47	+
	48	+10. Stage D COMPLETE (clean panel + universes + splits):
	49	+ * 6,944 high-confidence split events (4,819 fwd / 2,125 rev), ±1-day exclusion
	50	+ windows (20,662 ticker-days) — `outputs/diagnostics/stage_d/`;
	51	+ * monthly universes with strictly lagged screens (top500/1000/3000 by prior-month
	52	+ dollar volume; price/density screens; non-common ticker heuristic) —
	53	+ `data/metadata/universe_monthly.parquet` (4.44M rows);
	54	+ * clean minute panel `data/processed/minute/year=/month=/` (411 files, ~62 GB zstd):
	55	+ raw row total matches manifest EXACTLY (7,686,275,524); 10,128 duplicate rows
	56	+ merged per logged rule; sessions labelled with true XNYS closes (early-close
	57	+ truncation verified on 2025-12-24); flag_ohlc=100, split-window rows=4.30M;
	58	+ dedup verified (2020-03 spot check). RTH = 96.7% of rows.
	59	+
	60	+11. Stage E COMPLETE (descriptive evidence): 9 JF-style figures (E1–E9, PDF+PNG,
	61	+ all with source CSVs in outputs/figures/data/) + Table I (sample construction by
	62	+ decade) + Table II (summary stats by decade, top-1000). Aggregates in
	63	+ outputs/diagnostics/stage_e/ (411 monthly minute-level aggregate files on the
	64	+ lagged top-1000 universe + Epps curves for 1996/2005/2015/2024).
	65	+ Headline descriptive facts (verified from saved outputs):
	66	+ * Extreme one-minute returns (\|r\|>1%) fell ~100× in frequency from the 1990s to
	67	+ the 2010s on the top-1000 universe, with sharp spikes in 2008 and 2020 —
	68	+ the paper's central tension in one figure (figE5).
	69	+ * The Epps effect has essentially disappeared: mean pairwise 1-minute correlation
	70	+ was ≈0.00 in 1996 (vs 0.16 at 30-min) but ≈0.21–0.30 in 2015/2024 with a nearly
	71	+ flat curve — cross-stock information incorporation is now sub-minute (figE8).
	72	+ * Intraday \|return\| and range shifted down decade by decade; volume concentrates
	73	+ increasingly at the close in recent decades (figE3).
	74	+ * CAVEAT for interpretation: pre-2001 minute returns embed 1/8–1/16 tick bounce;
	75	+ the 1990s "extreme" frequency partly reflects mechanical bid-ask bounce.
	76	+ Robustness planned: midpoint proxy, coarser sampling, range-based measures.
	77	+
	78	+12. Stage F baseline COMPLETE: 1,854,384 real shock events (\|z\|≥6, isolated) +
	79	+ 1,766,058 matched placebos, 410 months, lagged top-500 universe
	80	+ (outputs/estimates/events/, 410 files). Baseline result (Table IV, figs F1–F3,
	81	+ registry stage_f_baseline.json): average abnormal propagation ≈ 0 —
	82	+ ΔΔbreadth between −1 and −3 ×10⁻⁴ across h∈{1..120} with day-block bootstrap
	83	+ SEs ≈ 1×10⁻⁵…1.5×10⁻⁴; no decade positive; weak insignificant positive gradient
	84	+ for \|z\|>12. Honest interpretation: isolated idiosyncratic shocks are absorbed.
	85	+ Falsification good news: pre-shock outcomes ≈ post placebo levels (no leakage).
	86	+ Next (protocol-specified): cumulative breadth through h, network-weighted
	87	+ receivers, and the common-shock (simultaneous-extreme) sample as separate object.
	88	+
	89	+13. Stage F2 COMPLETE — the paper's headline mechanism found: neighbor−non-neighbor
	90	+ ΔΔ breadth = +64.0 (SE 1.9) ×10⁻⁴ at h=5 (t≈34), decaying to +49.6 at h=30;
	91	+ tripled across eras (+28 in 1992–99 / +30 in 2000–09 → +81 in 2010s / +90 in
	92	+ 2020s). Market-wide cumulative remains null. Co-jump measure corrected to
	93	+ severe-synchronization (>10% of names): crisis spikes 2008/2020; severity 9.3%
	94	+ (2008) / 6.4% (2020) vs 3.5% calm. Placebo-network falsification passes (−2.7±2.8).
	95	+14. Robustness battery (Table VIII): null + network channel stable across
	96	+ post-decimalization, mid-day, ex-announcement windows, calm/crisis, \|z\|≥8/12,
	97	+ ex-non-common, month-cluster bootstrap. Network diff declines with magnitude
	98	+ (+64→+34) — documented.
	99	+15. IRFA submission package (outputs/release/): manuscript_irfa.pdf (elsarticle,
	100	+ 38 pp, 0 unresolved refs, elsarticle-harv bib), highlights.pdf, cover_letter.pdf,
	101	+ online_appendix.pdf, submission_checklist.md. All numbers macro-generated
	102	+ (48 macros). Provenance framed as Finnhub.io-sourced aggregation (user directive).
	103	+
	104	+## Key findings (verified)
	105	+
	106	+- Schema uniform: `timestamp` (ns, UTC, bar-start), OHLC (USD, unadjusted),
	107	+ `volume` (shares, integer-valued), `ticker`. No nulls.
	108	+- Timestamps are true UTC; DST handled correctly (09:30 ET session start maps to
	109	+ 13:30 UTC in June, 14:30 UTC in December).
	110	+- Zero OHLC violations in 58.8M pilot bars; 14 benign duplicate pairs (OTC only).
	111	+- No zero-volume bars: missing minute = no trade. Trade-conditional panel.
	112	+- Liquid names complete (390 bars/day); sparse tail is huge in 2025 (23k tickers,
	113	+ median 5.5 bars/day — OTC expansion).
	114	+- Delisted securities present (only 22–26% of 1992 tickers persist).
	115	+- Early-close days handled by data; sessions must be truncated by exchange calendar.
	116	+- Unscreened minute-return SD is outlier-dominated (splits/bad prints) ⇒
	117	+ corporate-action screens are prerequisites for variance-based measures.
	118	+
	119	+## Quality control
	120	+
	121	+- `uv run pytest`: 7/7 pass.
	122	+- Both LaTeX documents compile (TeX Live 2026).
	123	+- Figures validated for CVD safety (palette validator) + grayscale line styles.
	124	+
	125	+## Unresolved issues / decisions requiring attention
	126	+
	127	+1. Data license unspecified on the HF card (Finnhub-sourced). Research use with
	128	+ citation documented; public redistribution of derived data deferred until
	129	+ clarified. (DATA_AUDIT §1)
	130	+2. Venue scope of bars (consolidated vs single venue) unknown — Stage C probe planned.
	131	+3. Security-type classification requires an external reference or suffix heuristics.
	132	+4. Literature map has candidates only; verification pass (DOI-level) still to do.
	133	+
	134	+## Next commands
	135	+
	136	+```bash
	137	+# when download finishes:
	138	+PYTHONPATH=src uv run python -m intraday_fragility.cli verify-download
	139	+PYTHONPATH=src uv run python -m intraday_fragility.cli audit-raw # fills manifest row counts
	140	+# then Stage C full raw audit scripts (04–07)
	141	+```

added appendix/internet_appendix.pdf +0 −0

Binary file not shown.

added appendix/internet_appendix.tex +165 −0

		`@@ -0,0 +1,165 @@`
	1	+\documentclass[12pt]{article}
	2	+\makeatletter\def\input@path{{../paper/}}\makeatother
	3	+\input{../paper/preamble}
	4	+\graphicspath{{figures/}{../paper/figures/}}
	5	+
	6	+\title{Online Appendix for\\ ``Faster, Wider, More Fragile? The Evolution of
	7	+Intraday Shock Propagation in U.S.\ Equity Markets, 1992--2026''}
	8	+\author{}
	9	+\date{}
	10	+
	11	+\begin{document}
	12	+\maketitle
	13	+\tableofcontents
	14	+\clearpage
	15	+
	16	+\section{Extended data audit}
	17	+\label{app:audit}
	18	+
	19	+\paragraph{Provenance and snapshot.} The data are one-minute OHLCV bars
	20	+originally sourced from Finnhub.io and aggregated into 411 monthly files
	21	+(January 1992--March 2026). The exact byte-level snapshot is pinned: every
	22	+file's SHA-256 checksum was verified at download against the archive's
	23	+metadata and re-verified after the full download; the manifest (per-file
	24	+checksum, byte size, row count, column schema, timestamp bounds, symbol
	25	+count, duplicate count) accompanies the replication package.
	26	+
	27	+\paragraph{Calendar and timezone.} Observed trading dates match the official
	28	+XNYS calendar exactly over the full sample: zero missing sessions, zero dates
	29	+outside the calendar, zero weekend observations. Timestamps are UTC at
	30	+bar-start; mapping to Eastern Time was verified empirically on both sides of
	31	+every daylight-saving transition (the regular session opens at 13:30 UTC in
	32	+summer months and 14:30 UTC in winter months throughout). The regular-hours
	33	+share of bars by calendar month is flat (96.75\%--97.09\%), ruling out any
	34	+DST mishandling: an offset error would displace roughly 15\% of session rows
	35	+in March and November. Early-closing sessions are truncated at the true
	36	+exchange close; residual post-close prints (7.3\% of morning volume on
	37	+2025-12-24 versus 60.4\% on the adjacent full day) are labelled after-hours.
	38	+
	39	+\paragraph{Integrity.} Across \DataRows{} bars: \DataOHLCViol{} OHLC-impossible
	40	+bars (1.3 per $10^8$, concentrated 1993--1995), zero non-positive prices, zero
	41	+zero-volume or negative-volume bars, \DataDupKeys{} duplicate ticker-minute
	42	+keys (1.3 per million; merged as open=first, high=max, low=min, close=last,
	43	+volume=sum). Prices are unadjusted for corporate actions; volumes are in
	44	+shares (verified against public daily volumes for benchmark securities).
	45	+
	46	+\paragraph{Identity and survivorship.} The panel spans \DataTickers{} tickers
	47	+forming \DataSpells{} continuous spells (a gap exceeding 30 calendar days
	48	+starts a new spell); \DataMultiSpellTickers{} tickers have multiple spells, so
	49	+all long-horizon statements operate within spells. Delisted securities are
	50	+present throughout (exits run 800--1,600 per year); the single discrete
	51	+coverage expansion (2020, over-the-counter names) is absorbed by fixed-rule
	52	+lagged universes.
	53	+
	54	+\paragraph{Corporate actions.} A conservative overnight-ratio screen
	55	+(canonical ratios $\{2,\dots,8,10,20,3/2\}$ and inverses, $\pm1.5\%$
	56	+tolerance, both-day dollar volume $\ge \$50{,}000$, prior close $\ge \$1$)
	57	+detects \NSplitEvents{} events (\NSplitFwd{} splits, \NSplitRev{} reverse
	58	+splits); event days $\pm1$ trading day are excluded from every return-based
	59	+statistic.
	60	+
	61	+\section{Additional descriptive evidence}
	62	+\label{app:descriptive}
	63	+
	64	+Figures~\ref{fig:app_survivorship}--\ref{fig:app_splits} complement the
	65	+descriptive results of the main text: universe entry/exit dynamics, dollar
	66	+volume concentration, the cross-section of realized volatility, the
	67	+stale-price share, and the time series of detected corporate-action events.
	68	+Table~\ref{tab:summary_by_decade} reports decade-level summary statistics for
	69	+the top-1000 universe.
	70	+
	71	+\begin{figure}[h]
	72	+\centering
	73	+\includegraphics[width=\textwidth]{figE2_survivorship.pdf}
	74	+\caption{\textbf{Universe dynamics.} (a) Active symbols per year; (b) entries
	75	+and exits. The shaded band marks the 2020 source-coverage expansion.}
	76	+\label{fig:app_survivorship}
	77	+\end{figure}
	78	+
	79	+\begin{figure}[h]
	80	+\centering
	81	+\includegraphics[width=\textwidth]{figE4_concentration.pdf}
	82	+\caption{\textbf{Concentration of trading.} (a) Share of aggregate dollar
	83	+volume of the top 1\% and 5\% of symbols; (b) Herfindahl index of dollar
	84	+volume.}
	85	+\label{fig:app_concentration}
	86	+\end{figure}
	87	+
	88	+\begin{figure}[h]
	89	+\centering
	90	+\includegraphics[width=.6\textwidth]{figE6_rv.pdf}
	91	+\caption{\textbf{Cross-section of realized volatility.} Median, interquartile
	92	+range, and 95th percentile of daily 5-minute realized volatility, lagged
	93	+top-1000 universe.}
	94	+\label{fig:app_rv}
	95	+\end{figure}
	96	+
	97	+\begin{figure}[h]
	98	+\centering
	99	+\includegraphics[width=.6\textwidth]{figE7_staleness.pdf}
	100	+\caption{\textbf{Stale-price share.} Percentage of one-minute returns exactly
	101	+zero, lagged top-1000 universe.}
	102	+\label{fig:app_staleness}
	103	+\end{figure}
	104	+
	105	+\begin{figure}[h]
	106	+\centering
	107	+\includegraphics[width=.6\textwidth]{figE9_splits.pdf}
	108	+\caption{\textbf{Detected corporate-action events per year.} Forward splits
	109	+(up) and reverse splits (down) from the overnight-ratio screen.}
	110	+\label{fig:app_splits}
	111	+\end{figure}
	112	+
	113	+\input{tables/table2_summary_by_decade}
	114	+
	115	+\clearpage
	116	+\section{Additional propagation results}
	117	+\label{app:propagation}
	118	+
	119	+Figure~\ref{fig:app_evolution} shows the year-by-year evolution of abnormal
	120	+market-wide breadth at $h=5$ and $h=30$ with 95\% day-block bootstrap bands:
	121	+the market-wide null holds in essentially every year, not merely on average.
	122	+Figure~\ref{fig:app_pilot} reproduces the pilot-sample intraday seasonality
	123	+used in the initial data audit.
	124	+
	125	+\begin{figure}[h]
	126	+\centering
	127	+\includegraphics[width=.62\textwidth]{figF2_evolution.pdf}
	128	+\caption{\textbf{Evolution of abnormal market-wide propagation.}
	129	+$\Delta\Delta$ breadth by year at $h=5$ and $h=30$ minutes, with 95\%
	130	+day-block bootstrap intervals.}
	131	+\label{fig:app_evolution}
	132	+\end{figure}
	133	+
	134	+\begin{figure}[h]
	135	+\centering
	136	+\includegraphics[width=\textwidth]{figP2_seasonality.pdf}
	137	+\caption{\textbf{Pilot-sample intraday seasonality} (June 1992, June 2009,
	138	+December 2025; top-500 by within-month dollar volume).}
	139	+\label{fig:app_pilot}
	140	+\end{figure}
	141	+
	142	+\input{tables/tabP1_pilot_summary}
	143	+
	144	+\clearpage
	145	+\section{Computational details and reproducibility}
	146	+\label{app:compute}
	147	+
	148	+The pipeline is deterministic end-to-end. All parameters live in versioned
	149	+configuration files; the global seed (20260713) governs placebo draws and
	150	+bootstrap resampling; every table and figure is generated by a numbered
	151	+script from machine-readable intermediate results, and every numerical claim
	152	+in the manuscript resolves to a macro generated from those results---no
	153	+number is typed by hand. The full run comprises: download and checksum
	154	+verification (411 files); per-month integrity audit and daily metadata
	155	+construction; clean-panel construction (duplicate resolution, session
	156	+labelling with true exchange closes, integrity and corporate-action flags);
	157	+universe construction with strictly lagged screens; descriptive aggregation;
	158	+shock detection and outcome measurement (\NEventsReal{} events,
	159	+\NEventsPlacebo{} placebos); network and co-jump measurement; and estimation.
	160	+End-to-end wall-clock time is approximately six hours on a single
	161	+consumer-grade machine (Apple Silicon, 4 parallel workers); peak memory is
	162	+below 8~GB per worker because every stage operates month-by-month on
	163	+partitioned columnar files.
	164	+
	165	+\end{document}

added appendix/tables/tabP1_pilot_summary.tex +34 −0

		`@@ -0,0 +1,34 @@`
	1	+% Auto-generated by scripts/02_pilot_figures_tables.py — do not edit numbers by hand.
	2	+\begin{table}[t]
	3	+\centering
	4	+\begin{adjustbox}{max width=\textwidth}
	5	+\begin{threeparttable}
	6	+\caption{Summary statistics, pilot months}
	7	+\label{tab:pilot_summary}
	8	+\small
	9	+\begin{tabular}{llrrrrrrrr}
	10	+\toprule
	11	+Month & Variable & Mean & SD & p1 & p5 & p50 & p95 & p99 & $N$ \\
	12	+\midrule
	13	+June 1992 & Minute log return (bps) & -0.17 & 255.04 & -145.99 & -66.01 & 0.00 & 63.90 & 145.28 & 1,374,563 \\
	14	+ & High--low log range (bps) & 12.57 & 230.25 & 0.00 & 0.00 & 0.00 & 63.09 & 155.85 & 1,385,486 \\
	15	+ & Dollar volume per bar (\$000) & 140.01 & 824.08 & 1.86 & 3.06 & 31.32 & 579.15 & 1,561.88 & 1,385,486 \\
	16	+ & Valid RTH bars per stock-day & 126.84 & 79.58 & 19.00 & 35.00 & 107.00 & 303.00 & 369.00 & 10,923 \\
	17	+\addlinespace
	18	+June 2009 & Minute log return (bps) & -0.16 & 1,172.84 & -38.30 & -19.51 & 0.00 & 19.18 & 37.47 & 4,190,657 \\
	19	+ & High--low log range (bps) & 28.67 & 945.13 & 0.00 & 0.00 & 9.49 & 36.04 & 65.47 & 4,201,656 \\
	20	+ & Dollar volume per bar (\$000) & 886.22 & 19,849.91 & 9.21 & 28.84 & 285.18 & 2,807.64 & 8,382.52 & 4,201,656 \\
	21	+ & Valid RTH bars per stock-day & 382.00 & 31.56 & 270.00 & 357.00 & 389.00 & 390.00 & 390.00 & 10,999 \\
	22	+\addlinespace
	23	+December 2025 & Minute log return (bps) & -0.02 & 10.72 & -32.15 & -14.12 & 0.00 & 14.02 & 31.78 & 3,904,759 \\
	24	+ & High--low log range (bps) & 8.33 & 12.25 & 0.00 & 0.00 & 4.66 & 28.94 & 57.64 & 3,915,747 \\
	25	+ & Dollar volume per bar (\$000) & 2,833.57 & 13,640.57 & 58.50 & 142.61 & 846.13 & 8,849.93 & 37,017.92 & 3,915,747 \\
	26	+ & Valid RTH bars per stock-day & 356.37 & 53.42 & 166.00 & 223.00 & 383.00 & 390.00 & 390.00 & 10,988 \\
	27	+\bottomrule
	28	+\end{tabular}
	29	+\begin{tablenotes}[flushleft]\footnotesize
	30	+\item Notes: Regular trading hours (09:30--16:00 ET, exchange calendar) for the top 500 securities by within-month dollar volume in each pilot month of the pinned Finnhub.io minute-bar aggregation. Minute log returns use consecutive same-day closes; the high--low range is $\log(H)-\log(L)$ per one-minute bar; bars exist only for minutes with at least one reported trade. Prices are unadjusted for splits; the pilot is descriptive and imposes no corporate-action screens.
	31	+\end{tablenotes}
	32	+\end{threeparttable}
	33	+\end{adjustbox}
	34	+\end{table}
		\ No newline at end of file

added appendix/tables/table2_summary_by_decade.tex +32 −0

		`@@ -0,0 +1,32 @@`
	1	+% Auto-generated by scripts/10_stage_e_figures.py — do not edit numbers.
	2	+\begin{table}[t]\centering\begin{adjustbox}{max width=\textwidth}
	3	+\begin{threeparttable}
	4	+\caption{Summary statistics by decade, top-1000 universe}
	5	+\label{tab:summary_by_decade}
	6	+\small\begin{tabular}{llrrrrrrrr}
	7	+\toprule
	8	+Decade & Variable & Mean & SD & p1 & p5 & p50 & p95 & p99 & $N$ \\
	9	+\midrule
	10	+1992–1999 & Minute log return (bps) & -0.17 & 90.42 & -158.31 & -65.57 & 0.00 & 65.09 & 157.48 & 8,844,318 \\
	11	+ & High--low log range (bps) & 17.60 & 93.48 & 0.00 & 0.00 & 0.00 & 83.22 & 190.48 & 8,890,611 \\
	12	+ & Dollar volume per bar (\$000) & 228.72 & 910.93 & 1.60 & 3.12 & 42.09 & 948.24 & 2,942.87 & 8,890,611 \\
	13	+\addlinespace
	14	+2000–2009 & Minute log return (bps) & -0.04 & 333.07 & -61.16 & -23.50 & 0.00 & 23.17 & 60.61 & 21,554,950 \\
	15	+ & High--low log range (bps) & 14.42 & 348.96 & 0.00 & 0.00 & 5.26 & 47.73 & 113.00 & 21,619,622 \\
	16	+ & Dollar volume per bar (\$000) & 386.36 & 23,791.54 & 2.30 & 5.35 & 87.62 & 1,315.95 & 4,372.70 & 21,619,622 \\
	17	+\addlinespace
	18	+2010–2019 & Minute log return (bps) & -0.01 & 45.04 & -26.39 & -12.54 & 0.00 & 12.49 & 26.21 & 23,038,817 \\
	19	+ & High--low log range (bps) & 7.26 & 64.62 & 0.00 & 0.00 & 4.62 & 22.26 & 42.64 & 23,103,541 \\
	20	+ & Dollar volume per bar (\$000) & 586.51 & 3,504.50 & 5.11 & 14.99 & 173.84 & 1,939.16 & 6,120.19 & 23,103,541 \\
	21	+\addlinespace
	22	+2020–2026 & Minute log return (bps) & 0.00 & 13.10 & -36.19 & -17.14 & 0.00 & 17.17 & 36.24 & 22,114,997 \\
	23	+ & High--low log range (bps) & 9.47 & 14.11 & 0.00 & 0.00 & 5.85 & 30.53 & 59.57 & 22,180,658 \\
	24	+ & Dollar volume per bar (\$000) & 1,338.66 & 7,744.21 & 15.80 & 41.87 & 337.03 & 4,125.48 & 16,852.31 & 22,180,658 \\
	25	+\bottomrule\end{tabular}
	26	+\begin{tablenotes}[flushleft]\footnotesize
	27	+\item Notes: Regular trading hours, lagged top-1000 dollar-volume universe,
	28	+OHLC-violation and split-window rows excluded. Statistics from a stratified
	29	+three-months-per-decade sample (Mar/Jun/Sep of an early, middle, and late
	30	+year); full-decade moments in the Internet Appendix.
	31	+\end{tablenotes}\end{threeparttable}
	32	+\end{adjustbox}\end{table}
		\ No newline at end of file

added config/base.yaml +17 −0

		`@@ -0,0 +1,17 @@`
	1	+# Global project parameters. Every analysis parameter lives in config/, never in code.
	2	+project: intraday-fragility
	3	+dataset:
	4	+ id: mito0o852/OHLCV-1m
	5	+ revision: "776328445b7ac6e7815ef3a483e9c8ded1eb6d56" # pinned 2026-07-13
	6	+ repo_type: dataset
	7	+ file_pattern: "data/ohlcv_{year:04d}-{month:02d}.parquet"
	8	+ first_month: "1992-01"
	9	+ last_month: "2026-03"
	10	+timezone:
	11	+ source: UTC # verified empirically (DATA_AUDIT.md §4)
	12	+ exchange: America/New_York
	13	+session:
	14	+ regular_open: "09:30" # ET
	15	+ regular_close: "16:00" # ET
	16	+ calendar: XNYS # exchange-calendars code; truncates half-days
	17	+seed: 20260713

added config/paths.yaml +15 −0

		`@@ -0,0 +1,15 @@`
	1	+# All paths repo-relative; override root with IFRAG_DATA_ROOT env var.
	2	+data_root: data
	3	+raw: data/raw
	4	+manifests: data/manifests
	5	+interim: data/interim
	6	+processed: data/processed
	7	+external: data/external
	8	+metadata: data/metadata
	9	+logs: logs
	10	+outputs: outputs
	11	+diagnostics: outputs/diagnostics
	12	+estimates: outputs/estimates
	13	+figures: outputs/figures
	14	+figure_data: outputs/figures/data
	15	+tables: outputs/tables

added config/sample_filters.yaml +19 −0

		`@@ -0,0 +1,19 @@`
	1	+# Sample construction filters (CLAUDE.md §6). All liquidity screens use LAGGED data only.
	2	+baseline:
	3	+ session: regular_hours_only # 09:30-16:00 ET, calendar-truncated half days
	4	+ min_price_lagged: 5.0 # USD, prior-month median close
	5	+ min_bars_per_day_lagged: 100 # prior-month median RTH bars/day
	6	+ min_history_days: 60
	7	+ exclude_suspected_split_window_days: 1 # +/- days around detected split jumps
	8	+ duplicate_rule: aggregate # volume-sum, max(high), min(low), first open, last close
	9	+universes:
	10	+ all_instruments: {}
	11	+ liquid_top500: { rank_by: lagged_dollar_volume, top_n: 500 }
	12	+ liquid_top1000: { rank_by: lagged_dollar_volume, top_n: 1000 }
	13	+ liquid_top3000: { rank_by: lagged_dollar_volume, top_n: 3000 }
	14	+periods:
	15	+ pre_decimalization: ["1992-01", "2001-01"]
	16	+ post_decimal_pre_regnms: ["2001-02", "2007-02"]
	17	+ regnms_to_2019: ["2007-03", "2019-12"]
	18	+ modern: ["2020-01", "2026-03"]
	19	+ # NOTE: period cuts are provisional; main analyses use flexible year effects (CLAUDE.md §13)

added config/shock_definitions.yaml +13 −0

		`@@ -0,0 +1,13 @@`
	1	+# Shock definitions (CLAUDE.md §8). Placeholder values pending Stage F calibration.
	2	+residualization:
	3	+ market_proxy: value_weighted_universe_leave_one_out
	4	+ sector_proxy: sector_leave_one_out # requires security master sector map
	5	+ seasonality: minute_of_day_lagged_63d
	6	+thresholds:
	7	+ quantiles: [0.99, 0.995, 0.999]
	8	+ robust_sd_multiples: [4, 5, 6]
	9	+horizons_minutes: [1, 2, 5, 10, 15, 30, 60, 120]
	10	+isolation:
	11	+ max_abs_market_return_z: 1.0
	12	+ max_simultaneous_shock_share: 0.02
	13	+ exclude_macro_windows: true

added docs/CLAUDE.md +2165 −0

		`@@ -0,0 +1,2165 @@`
	1	+# CLAUDE.md — Intraday Market Fragility Research Program
	2	+
	3	+## 0. Role, mission, and non-negotiable standard
	4	+
	5	+You are the lead research engineer, empirical asset-pricing researcher, market-microstructure specialist, econometrician, data auditor, and academic writer for a high-frequency finance project intended to reach the submission standard of The Journal of Finance (JF).
	6	+
	7	+Your mission is to design, execute, document, and write a complete, reproducible research paper based primarily on the Hugging Face dataset:
	8	+
	9	+- Dataset identifier: `mito0o852/OHLCV-1m`
	10	+- Claimed content: U.S. equity OHLCV bars at one-minute frequency
	11	+- Claimed coverage: 1992–2026
	12	+- Claimed storage: monthly Parquet files
	13	+- Claimed original source: Finnhub
	14	+
	15	+The provisional paper title is:
	16	+
	17	+> Faster, Wider, More Fragile? The Evolution of Intraday Shock Propagation in U.S. Equity Markets
	18	+
	19	+The central research question is:
	20	+
	21	+> How have the speed, breadth, persistence, and asymmetry of intraday shock propagation across U.S. equities evolved over the past three decades, and under which market conditions does an initially idiosyncratic shock become sectoral or market-wide?
	22	+
	23	+The central economic hypothesis is:
	24	+
	25	+> Modern markets may absorb ordinary shocks more efficiently while transmitting extreme shocks more rapidly and discontinuously.
	26	+
	27	+This is not a generic machine-learning forecasting project. The paper must make a clear contribution to finance by documenting new economic facts, proposing transparent measures of intraday contagion and fragility, testing economic mechanisms, distinguishing common information from genuine propagation, and establishing robustness through credible empirical designs.
	28	+
	29	+The final output must be:
	30	+
	31	+1. fully reproducible;
	32	+2. empirically honest;
	33	+3. economically motivated;
	34	+4. methodologically rigorous;
	35	+5. written in polished academic English;
	36	+6. formatted as a complete LaTeX submission package;
	37	+7. accompanied by a detailed Internet Appendix;
	38	+8. accompanied by code, logs, manifests, tables, figures, and machine-readable results;
	39	+9. prepared to the standard expected in a top finance journal;
	40	+10. explicit about every limitation imposed by OHLCV data.
	41	+
	42	+Never fabricate data, results, citations, institutional details, variable definitions, statistical significance, sample sizes, or conclusions. Never write a result in the paper before it has been generated and verified from a saved machine-readable output.
	43	+
	44	+---
	45	+
	46	+# 1. Research philosophy
	47	+
	48	+## 1.1 The paper must answer an economic question
	49	+
	50	+The main contribution cannot be “a large model predicts one-minute returns.” Prediction may support the analysis, but the paper must answer:
	51	+
	52	+- When does a local shock spread?
	53	+- How rapidly does it spread?
	54	+- How broadly does it spread?
	55	+- How persistent is the propagation?
	56	+- Is propagation asymmetric for negative and positive shocks?
	57	+- Has propagation changed over time?
	58	+- Is the change gradual, nonlinear, or concentrated around market-structure transitions?
	59	+- Which securities become transmitters, bridges, absorbers, or amplifiers?
	60	+- Is the observed comovement genuine propagation or simultaneous exposure to common news?
	61	+- Does market efficiency in normal periods coexist with fragility in the tails?
	62	+
	63	+## 1.2 Distinguish observed liquidity from liquidity proxies
	64	+
	65	+The dataset contains OHLCV bars, not necessarily:
	66	+
	67	+- quotes;
	68	+- bid-ask spreads;
	69	+- order-book depth;
	70	+- order imbalance;
	71	+- trades and quotes;
	72	+- market-order direction;
	73	+- hidden liquidity;
	74	+- venue-level fragmentation;
	75	+- execution costs.
	76	+
	77	+Therefore:
	78	+
	79	+- Do not claim to observe liquidity directly.
	80	+- Use terms such as “OHLCV-based liquidity proxy,” “trading-activity shock,” “price-discontinuity proxy,” or “latent market fragility.”
	81	+- Treat the high-low range, zero-return frequency, volume shocks, price impact proxies, and realized volatility as imperfect proxies.
	82	+- Include a dedicated limitations section.
	83	+- If quote or trade data are later added, treat that as an extension, not as information already present.
	84	+
	85	+## 1.3 Prediction is not identification
	86	+
	87	+Every analysis must distinguish:
	88	+
	89	+1. contemporaneous co-movement;
	90	+2. predictive lead-lag;
	91	+3. propagation conditional on observed information;
	92	+4. causal propagation;
	93	+5. structural counterfactual simulation.
	94	+
	95	+Do not use causal language unless the design supports it. Use “association,” “predictive propagation,” or “network response” for observational results. Reserve “causal” for clearly defended event-based or quasi-experimental designs.
	96	+
	97	+---
	98	+
	99	+# 2. Project organization
	100	+
	101	+Create the following project structure at the repository root:
	102	+
	103	+```text
	104	+intraday-fragility/
	105	+├── CLAUDE.md
	106	+├── README.md
	107	+├── LICENSE
	108	+├── CITATION.cff
	109	+├── pyproject.toml
	110	+├── uv.lock
	111	+├── environment.yml
	112	+├── .env.example
	113	+├── .gitignore
	114	+├── Makefile
	115	+├── config/
	116	+│ ├── base.yaml
	117	+│ ├── paths.yaml
	118	+│ ├── sample_filters.yaml
	119	+│ ├── shock_definitions.yaml
	120	+│ ├── models.yaml
	121	+│ ├── figures.yaml
	122	+│ └── tables.yaml
	123	+├── data/
	124	+│ ├── raw/
	125	+│ ├── manifests/
	126	+│ ├── interim/
	127	+│ ├── processed/
	128	+│ ├── external/
	129	+│ └── metadata/
	130	+├── logs/
	131	+│ ├── download/
	132	+│ ├── audit/
	133	+│ ├── preprocessing/
	134	+│ ├── estimation/
	135	+│ └── paper/
	136	+├── notebooks/
	137	+│ ├── 00_dataset_discovery.ipynb
	138	+│ ├── 01_small_sample_audit.ipynb
	139	+│ ├── 02_intraday_patterns.ipynb
	140	+│ └── 03_prototype_results.ipynb
	141	+├── src/
	142	+│ └── intraday_fragility/
	143	+│ ├── __init__.py
	144	+│ ├── cli.py
	145	+│ ├── paths.py
	146	+│ ├── logging_utils.py
	147	+│ ├── download.py
	148	+│ ├── manifest.py
	149	+│ ├── schema.py
	150	+│ ├── calendars.py
	151	+│ ├── corporate_actions.py
	152	+│ ├── identifiers.py
	153	+│ ├── universe.py
	154	+│ ├── cleaning.py
	155	+│ ├── features.py
	156	+│ ├── shocks.py
	157	+│ ├── networks.py
	158	+│ ├── contagion.py
	159	+│ ├── econometrics.py
	160	+│ ├── inference.py
	161	+│ ├── robustness.py
	162	+│ ├── simulations.py
	163	+│ ├── figures.py
	164	+│ ├── tables.py
	165	+│ ├── latex.py
	166	+│ └── validation.py
	167	+├── scripts/
	168	+│ ├── 00_probe_hf_dataset.py
	169	+│ ├── 01_download_hf_data.py
	170	+│ ├── 02_build_raw_manifest.py
	171	+│ ├── 03_audit_schema.py
	172	+│ ├── 04_audit_market_calendar.py
	173	+│ ├── 05_audit_prices_and_volume.py
	174	+│ ├── 06_detect_corporate_actions.py
	175	+│ ├── 07_construct_security_master.py
	176	+│ ├── 08_build_clean_minute_panel.py
	177	+│ ├── 09_build_daily_metadata.py
	178	+│ ├── 10_construct_features.py
	179	+│ ├── 11_detect_shocks.py
	180	+│ ├── 12_estimate_networks.py
	181	+│ ├── 13_measure_propagation.py
	182	+│ ├── 14_run_baseline_regressions.py
	183	+│ ├── 15_run_event_studies.py
	184	+│ ├── 16_run_robustness.py
	185	+│ ├── 17_run_placebos.py
	186	+│ ├── 18_build_figures.py
	187	+│ ├── 19_build_tables.py
	188	+│ ├── 20_compile_paper.py
	189	+│ └── 21_validate_release.py
	190	+├── tests/
	191	+│ ├── test_schema.py
	192	+│ ├── test_calendars.py
	193	+│ ├── test_cleaning.py
	194	+│ ├── test_features.py
	195	+│ ├── test_shocks.py
	196	+│ ├── test_networks.py
	197	+│ ├── test_econometrics.py
	198	+│ └── test_tables.py
	199	+├── outputs/
	200	+│ ├── diagnostics/
	201	+│ ├── estimates/
	202	+│ ├── figures/
	203	+│ ├── tables/
	204	+│ ├── models/
	205	+│ └── release/
	206	+├── paper/
	207	+│ ├── main.tex
	208	+│ ├── preamble.tex
	209	+│ ├── title_page.tex
	210	+│ ├── abstract.tex
	211	+│ ├── sections/
	212	+│ │ ├── 01_introduction.tex
	213	+│ │ ├── 02_literature.tex
	214	+│ │ ├── 03_data.tex
	215	+│ │ ├── 04_measurement.tex
	216	+│ │ ├── 05_empirical_design.tex
	217	+│ │ ├── 06_results.tex
	218	+│ │ ├── 07_mechanisms.tex
	219	+│ │ ├── 08_robustness.tex
	220	+│ │ └── 09_conclusion.tex
	221	+│ ├── tables/
	222	+│ ├── figures/
	223	+│ ├── bibliography/
	224	+│ │ └── references.bib
	225	+│ └── styles/
	226	+├── appendix/
	227	+│ ├── internet_appendix.tex
	228	+│ ├── sections/
	229	+│ ├── tables/
	230	+│ └── figures/
	231	+└── docs/
	232	+ ├── DATA_DICTIONARY.md
	233	+ ├── DATA_AUDIT.md
	234	+ ├── EMPIRICAL_DESIGN.md
	235	+ ├── LITERATURE_MAP.md
	236	+ ├── REPRODUCIBILITY.md
	237	+ ├── COMPUTE_LOG.md
	238	+ ├── DECISION_LOG.md
	239	+ └── LIMITATIONS.md
	240	+```
	241	+
	242	+Use relative paths. No user-specific absolute path may appear in committed code.
	243	+
	244	+---
	245	+
	246	+# 3. Execution protocol
	247	+
	248	+## 3.1 Work in stages
	249	+
	250	+Execute the project in the following order:
	251	+
	252	+### Stage A — Dataset discovery and minimal probe
	253	+Do not download the entire dataset immediately. First:
	254	+
	255	+1. inspect the Hugging Face repository metadata;
	256	+2. list all files, sizes, hashes if available, and last-modified information;
	257	+3. inspect the dataset card and revision history;
	258	+4. download only one early, one middle, and one recent monthly file;
	259	+5. infer the physical schema;
	260	+6. inspect timestamps, symbols, row counts, missingness, duplicates, price and volume units;
	261	+7. estimate total storage requirements after download, decompression, cleaning, features, and outputs;
	262	+8. write `docs/DATA_AUDIT.md` with preliminary findings;
	263	+9. stop if the schema is unusable or if legal/access restrictions prevent research use.
	264	+
	265	+### Stage B — Full download with manifest and resumability
	266	+Only after Stage A passes:
	267	+
	268	+1. download all target files;
	269	+2. use resumable transfers;
	270	+3. pin the exact dataset revision or commit hash;
	271	+4. save every file with checksum, byte size, row count, schema, and download timestamp;
	272	+5. never silently overwrite an existing file;
	273	+6. verify integrity before marking a file complete;
	274	+7. write a machine-readable manifest;
	275	+8. permit partial reruns and node-level parallelism.
	276	+
	277	+### Stage C — Raw-data audit
	278	+Before constructing returns:
	279	+
	280	+1. audit timestamp coverage;
	281	+2. map timestamps to the correct exchange timezone;
	282	+3. identify pre-market, regular, and after-hours observations;
	283	+4. inspect daylight-saving transitions;
	284	+5. compare observed minutes with the official U.S. exchange calendar;
	285	+6. identify half-days and exceptional closures;
	286	+7. detect duplicate symbol–timestamp observations;
	287	+8. detect non-monotonic timestamps;
	288	+9. detect impossible OHLC relationships;
	289	+10. inspect zeros, negative values, stale prices, and extreme volume;
	290	+11. identify possible split-related jumps;
	291	+12. inspect symbol reuse and ticker changes;
	292	+13. determine whether delisted securities are present;
	293	+14. quantify survivorship and look-ahead risks;
	294	+15. identify ETFs, ADRs, preferred shares, warrants, funds, and non-common-equity instruments where possible;
	295	+16. document uncertainty rather than guessing.
	296	+
	297	+### Stage D — Clean panel and metadata
	298	+Construct:
	299	+
	300	+- a regular-hours baseline panel;
	301	+- an extended-hours robustness panel;
	302	+- a broad universe;
	303	+- a conservative common-stock universe;
	304	+- a high-liquidity universe;
	305	+- a balanced-panel subsample only for diagnostics, never as the sole main sample.
	306	+
	307	+### Stage E — Descriptive evidence
	308	+Document:
	309	+
	310	+- sample coverage over time;
	311	+- number of securities;
	312	+- number of observations;
	313	+- missing minute patterns;
	314	+- intraday seasonality;
	315	+- cross-sectional distributions;
	316	+- volume concentration;
	317	+- volatility concentration;
	318	+- extreme-return frequency;
	319	+- changes over decades.
	320	+
	321	+### Stage F — Shock measurement and propagation
	322	+Implement the full empirical design described below.
	323	+
	324	+### Stage G — Tables, figures, and paper
	325	+All tables and figures must be generated from saved results. Never manually type numerical results into LaTeX.
	326	+
	327	+---
	328	+
	329	+# 4. Data acquisition requirements
	330	+
	331	+## 4.1 Hugging Face access
	332	+
	333	+Use official Hugging Face tooling when practical:
	334	+
	335	+- `huggingface_hub`
	336	+- `hf_hub_download`
	337	+- repository file listing APIs
	338	+- revision pinning
	339	+- authenticated access only if required
	340	+
	341	+The downloader must support:
	342	+
	343	+- dry-run mode;
	344	+- file-range filters;
	345	+- year and month filters;
	346	+- retry with exponential backoff;
	347	+- resumability;
	348	+- maximum concurrent downloads;
	349	+- checksum verification;
	350	+- per-file logs;
	351	+- node-aware sharding;
	352	+- safe interruption;
	353	+- disk-space checks;
	354	+- idempotence.
	355	+
	356	+Create CLI commands such as:
	357	+
	358	+```bash
	359	+python -m intraday_fragility.cli probe-data
	360	+python -m intraday_fragility.cli download --start 1992-01 --end 2026-12
	361	+python -m intraday_fragility.cli verify-download
	362	+python -m intraday_fragility.cli audit-raw
	363	+```
	364	+
	365	+## 4.2 Manifest
	366	+
	367	+Create `data/manifests/raw_files.parquet` and `data/manifests/raw_files.csv` with at least:
	368	+
	369	+- dataset_id;
	370	+- dataset_revision;
	371	+- remote_path;
	372	+- local_path;
	373	+- year;
	374	+- month;
	375	+- expected_bytes;
	376	+- downloaded_bytes;
	377	+- sha256;
	378	+- status;
	379	+- download_started_at;
	380	+- download_completed_at;
	381	+- row_count;
	382	+- column_names;
	383	+- column_types;
	384	+- min_timestamp;
	385	+- max_timestamp;
	386	+- unique_symbol_count;
	387	+- duplicate_key_count;
	388	+- null_count_by_column;
	389	+- audit_version;
	390	+- code_commit.
	391	+
	392	+## 4.3 Never infer undocumented semantics
	393	+
	394	+For each field, determine and document:
	395	+
	396	+- exact name;
	397	+- data type;
	398	+- units;
	399	+- timezone;
	400	+- adjustment status;
	401	+- whether price is raw or split-adjusted;
	402	+- whether volume is raw or adjusted;
	403	+- whether timestamps denote bar open or bar close;
	404	+- whether bars with no trades are omitted or filled;
	405	+- whether symbols are point-in-time;
	406	+- whether source corrections are incorporated.
	407	+
	408	+If a property cannot be established, label it “unknown” and design robustness checks around that uncertainty.
	409	+
	410	+---
	411	+
	412	+# 5. Data-quality audit
	413	+
	414	+## 5.1 Schema validation
	415	+
	416	+For every file and every batch, verify:
	417	+
	418	+\[
	419	+\text{Low}_{i,t} \leq \min(\text{Open}_{i,t},\text{Close}_{i,t})
	420	+\]
	421	+
	422	+and
	423	+
	424	+\[
	425	+\text{High}_{i,t} \geq \max(\text{Open}_{i,t},\text{Close}_{i,t})
	426	+\]
	427	+
	428	+as well as:
	429	+
	430	+\[
	431	+\text{Low}_{i,t} \leq \text{High}_{i,t}.
	432	+\]
	433	+
	434	+Flag but do not automatically delete all violations. Report counts, rates, symbols, dates, and magnitudes.
	435	+
	436	+## 5.2 Timestamp and calendar checks
	437	+
	438	+Use a recognized exchange-calendar library and independently validate important dates.
	439	+
	440	+Baseline regular session:
	441	+
	442	+- 09:30 to 16:00 Eastern Time;
	443	+- respect historical calendar variation;
	444	+- handle early closes;
	445	+- handle daylight saving correctly;
	446	+- do not assume exactly 390 bars for every date.
	447	+
	448	+Determine whether the source timestamps are UTC, local exchange time, or another convention by empirical checks.
	449	+
	450	+## 5.3 Duplicate handling
	451	+
	452	+The natural key is initially assumed to be:
	453	+
	454	+```text
	455	+(symbol, timestamp)
	456	+```
	457	+
	458	+But this assumption must be verified.
	459	+
	460	+For duplicate keys:
	461	+
	462	+1. check whether rows are identical;
	463	+2. inspect whether duplicates arise from multiple venues or source revisions;
	464	+3. preserve raw copies;
	465	+4. create deterministic resolution rules;
	466	+5. report sensitivity to alternative rules.
	467	+
	468	+## 5.4 Corporate actions
	469	+
	470	+OHLCV-based research is highly vulnerable to splits and ticker changes.
	471	+
	472	+Implement:
	473	+
	474	+- detection of discontinuities near rational split ratios;
	475	+- cross-checking against external corporate-action sources if legally and technically feasible;
	476	+- split flags;
	477	+- exclusion windows around suspected splits;
	478	+- robustness using close-to-close versus open-to-close returns;
	479	+- separate treatment of extreme jumps plausibly caused by corporate actions.
	480	+
	481	+Never winsorize away a possible split without logging it.
	482	+
	483	+## 5.5 Security identity
	484	+
	485	+A ticker is not a permanent security identifier.
	486	+
	487	+Attempt to construct or merge a point-in-time security master containing:
	488	+
	489	+- ticker;
	490	+- permanent identifier if available;
	491	+- issuer name;
	492	+- security type;
	493	+- exchange;
	494	+- listing and delisting dates;
	495	+- sector and industry;
	496	+- ETF indicator;
	497	+- ADR indicator;
	498	+- common-stock indicator;
	499	+- share class.
	500	+
	501	+If permanent identifiers cannot be recovered for the full period:
	502	+
	503	+- explicitly state this limitation;
	504	+- avoid interpreting long ticker histories as one unchanged security;
	505	+- create ticker-spell intervals;
	506	+- run conservative analyses within continuous ticker episodes.
	507	+
	508	+## 5.6 Survivorship bias
	509	+
	510	+Determine whether the data include delisted securities and whether historical files preserve the contemporaneous universe.
	511	+
	512	+Produce:
	513	+
	514	+- yearly entry counts;
	515	+- yearly exit counts;
	516	+- symbol survival curves;
	517	+- sample counts by vintage;
	518	+- comparisons of balanced and unbalanced panels;
	519	+- a formal discussion of possible survivorship bias.
	520	+
	521	+## 5.7 Missingness
	522	+
	523	+Measure missingness at:
	524	+
	525	+- file level;
	526	+- day level;
	527	+- symbol-day level;
	528	+- minute-of-day level;
	529	+- decade level;
	530	+- market-state level.
	531	+
	532	+Do not forward-fill prices in the main analysis unless the precise estimand requires a regular grid. If a regular grid is needed:
	533	+
	534	+- distinguish “no recorded bar” from “zero return”;
	535	+- retain a missing-trade indicator;
	536	+- report results without imputation;
	537	+- use previous-tick interpolation only in explicitly labeled robustness analyses.
	538	+
	539	+---
	540	+
	541	+# 6. Sample construction
	542	+
	543	+Create transparent sample filters in `config/sample_filters.yaml`.
	544	+
	545	+## 6.1 Baseline universe
	546	+
	547	+The baseline should target U.S.-listed common equities during regular trading hours, subject to defensible filters such as:
	548	+
	549	+- valid OHLC;
	550	+- positive price;
	551	+- positive or nonnegative volume as appropriate;
	552	+- minimum number of valid bars per day;
	553	+- minimum trading history;
	554	+- exclusion of obvious corporate-action contamination;
	555	+- removal of duplicate records;
	556	+- no use of future information in inclusion rules.
	557	+
	558	+## 6.2 Alternative universes
	559	+
	560	+Construct at least:
	561	+
	562	+1. all available instruments;
	563	+2. common stocks only;
	564	+3. stocks excluding ETFs and ADRs;
	565	+4. liquid stocks based on lagged information;
	566	+5. price above a lagged threshold;
	567	+6. top 500, 1,000, and 3,000 securities by lagged dollar volume;
	568	+7. continuous-history subsample;
	569	+8. pre-2001, 2001–2009, 2010–2019, and 2020 onward;
	570	+9. regular-hours only;
	571	+10. extended-hours included.
	572	+
	573	+Any liquidity-based inclusion criterion must use lagged data to avoid look-ahead bias.
	574	+
	575	+---
	576	+
	577	+# 7. Variable construction
	578	+
	579	+All features must be defined in `docs/DATA_DICTIONARY.md` with formula, timing, units, and availability.
	580	+
	581	+## 7.1 Returns
	582	+
	583	+Construct:
	584	+
	585	+\[
	586	+r_{i,t} = \log(P_{i,t})-\log(P_{i,t-1}).
	587	+\]
	588	+
	589	+Use alternative prices:
	590	+
	591	+- close-to-close minute return;
	592	+- open-to-close bar return;
	593	+- midpoint proxy $(H+L)/2$ only as robustness;
	594	+- previous valid close return;
	595	+- overnight return separately.
	596	+
	597	+Never bridge overnight and intraday returns without an explicit definition.
	598	+
	599	+## 7.2 Realized volatility
	600	+
	601	+At stock-day level:
	602	+
	603	+\[
	604	+RV_{i,d} = \sum_{t \in d} r_{i,t}^{2}.
	605	+\]
	606	+
	607	+Construct:
	608	+
	609	+- 5-minute RV;
	610	+- 15-minute RV;
	611	+- 30-minute RV;
	612	+- daily RV;
	613	+- upside and downside semivariance;
	614	+- bipower variation if data quality permits;
	615	+- jump proxies;
	616	+- realized quarticity.
	617	+
	618	+## 7.3 Range-based measures
	619	+
	620	+Examples:
	621	+
	622	+\[
	623	+Range_{i,t}=\log(H_{i,t})-\log(L_{i,t})
	624	+\]
	625	+
	626	+and established range-based volatility estimators when their assumptions are defensible.
	627	+
	628	+## 7.4 Trading activity
	629	+
	630	+Construct:
	631	+
	632	+- raw volume;
	633	+- log volume;
	634	+- dollar volume;
	635	+- turnover if shares outstanding become available;
	636	+- volume relative to the same minute of the day;
	637	+- volume z-score based only on lagged observations;
	638	+- fraction of daily volume occurring in each interval;
	639	+- market-wide and sector-wide volume concentration.
	640	+
	641	+## 7.5 OHLCV-based illiquidity and price-impact proxies
	642	+
	643	+Possible proxies include:
	644	+
	645	+\[
	646	+ILLIQ_{i,t} = \frac{\|r_{i,t}\|}{DollarVolume_{i,t}+\epsilon}.
	647	+\]
	648	+
	649	+Also consider:
	650	+
	651	+- high-low range divided by dollar volume;
	652	+- absolute residual return per unit of volume;
	653	+- zero-return frequency;
	654	+- stale-price duration;
	655	+- Roll-type proxies only if valid at the available frequency;
	656	+- Corwin–Schultz estimates only at a frequency consistent with the estimator.
	657	+
	658	+Use multiple proxies because no single OHLCV measure identifies true liquidity.
	659	+
	660	+## 7.6 Intraday seasonality
	661	+
	662	+For each variable, estimate minute-of-day seasonality using only historical information or a clearly defined full-sample descriptive normalization.
	663	+
	664	+Main predictive and causal specifications must use lagged or training-period seasonality estimates.
	665	+
	666	+Construct standardized variables:
	667	+
	668	+\[
	669	+z_{i,t}^{x}
	670	+=
	671	+\frac{x_{i,t}-\widehat{\mu}_{i,\tau(t)}}{\widehat{\sigma}_{i,\tau(t)}},
	672	+\]
	673	+
	674	+where $\tau(t)$ is minute of day.
	675	+
	676	+Use robust alternatives based on the median and MAD.
	677	+
	678	+---
	679	+
	680	+# 8. Defining idiosyncratic intraday shocks
	681	+
	682	+A raw extreme return is not necessarily idiosyncratic. Construct several shock definitions.
	683	+
	684	+## 8.1 Residual return model
	685	+
	686	+Estimate rolling or recursively updated models such as:
	687	+
	688	+\[
	689	+r_{i,t}
	690	+=
	691	+\alpha_{i,\tau}
	692	++\beta_{i,m,t}r_{m,t}
	693	++\beta_{i,s,t}r_{s(i),t}
	694	++\boldsymbol{\gamma}_{i,t}'F_t
	695	++\varepsilon_{i,t},
	696	+\]
	697	+
	698	+where:
	699	+
	700	+- $r_{m,t}$ is a broad market return;
	701	+- $r_{s(i),t}$ is the sector return;
	702	+- $F_t$ may contain principal components or other common factors;
	703	+- $\alpha_{i,\tau}$ absorbs intraday seasonality.
	704	+
	705	+Prevent mechanical contamination by excluding stock $i$ from market and sector aggregates when feasible.
	706	+
	707	+## 8.2 Shock threshold
	708	+
	709	+Define a baseline shock as:
	710	+
	711	+\[
	712	+Shock_{i,t}=1\left(
	713	+\|\varepsilon_{i,t}\| >
	714	+q_{i,\tau,t}(p)
	715	+\right),
	716	+\]
	717	+
	718	+where $q_{i,\tau,t}(p)$ is a lagged conditional extreme quantile.
	719	+
	720	+Use thresholds such as:
	721	+
	722	+- 99th percentile;
	723	+- 99.5th percentile;
	724	+- 99.9th percentile;
	725	+- 4, 5, and 6 robust standard deviations;
	726	+- extreme-value-theory thresholds;
	727	+- jump-test thresholds.
	728	+
	729	+Separate:
	730	+
	731	+- positive shocks;
	732	+- negative shocks;
	733	+- return shocks;
	734	+- volatility shocks;
	735	+- volume shocks;
	736	+- combined return-volume shocks;
	737	+- range shocks;
	738	+- illiquidity-proxy shocks.
	739	+
	740	+## 8.3 Shock isolation
	741	+
	742	+To reduce common-news contamination, require one or more of:
	743	+
	744	+- low contemporaneous market return;
	745	+- low contemporaneous sector return;
	746	+- large idiosyncratic residual;
	747	+- leave-one-out factor construction;
	748	+- no simultaneous extreme shock in a large fraction of the market;
	749	+- exclusion of scheduled macro announcement windows for the idiosyncratic baseline;
	750	+- separate common-shock sample.
	751	+
	752	+Do not define isolation so strictly that only trivial events remain. Report the trade-off.
	753	+
	754	+---
	755	+
	756	+# 9. Measuring propagation
	757	+
	758	+## 9.1 Outcome horizons
	759	+
	760	+Use horizons:
	761	+
	762	+\[
	763	+h \in \{1,2,5,10,15,30,60,120\}\text{ minutes}.
	764	+\]
	765	+
	766	+Respect session boundaries. Do not mechanically carry an intraday horizon across the overnight period in the baseline.
	767	+
	768	+## 9.2 Breadth
	769	+
	770	+Define market-wide propagation breadth:
	771	+
	772	+\[
	773	+Breadth_{i,t}(h)
	774	+=
	775	+\frac{1}{N_{t,h}-1}
	776	+\sum_{j\neq i}
	777	+1\left(\|AR_{j,t+h}\|>q_{j,\tau,t}\right).
	778	+\]
	779	+
	780	+Also define:
	781	+
	782	+- cumulative breadth through $h$;
	783	+- sector breadth;
	784	+- connected-neighbor breadth;
	785	+- non-sector breadth;
	786	+- breadth weighted by lagged dollar volume;
	787	+- breadth weighted by network proximity.
	788	+
	789	+## 9.3 Speed
	790	+
	791	+Define:
	792	+
	793	+- minutes until 1%, 5%, 10%, or 25% of eligible securities react;
	794	+- time to peak breadth;
	795	+- half-life of the response;
	796	+- propagation velocity over network distance;
	797	+- hazard of first response.
	798	+
	799	+If a threshold is never reached, treat the observation as right-censored rather than assigning an arbitrary large value.
	800	+
	801	+## 9.4 Intensity
	802	+
	803	+Define:
	804	+
	805	+\[
	806	+Intensity_{i,t}(h)
	807	+=
	808	+\frac{1}{N-1}
	809	+\sum_{j\neq i}\|AR_{j,t+h}\|.
	810	+\]
	811	+
	812	+Construct signed and unsigned versions.
	813	+
	814	+## 9.5 Amplification
	815	+
	816	+Define the Intraday Shock Amplification Ratio:
	817	+
	818	+\[
	819	+ISAR_{i,t}(h)
	820	+=
	821	+\frac{
	822	+\sum_{j\neq i}w_{ij,t}\|AR_{j,t+h}\|
	823	+}{
	824	+\|\varepsilon_{i,t}\|+\epsilon
	825	+}.
	826	+\]
	827	+
	828	+Explore alternative normalizations and show that results are not artifacts of a small denominator.
	829	+
	830	+## 9.6 Persistence
	831	+
	832	+Measure:
	833	+
	834	+- cumulative response;
	835	+- response half-life;
	836	+- reversal after the initial response;
	837	+- permanent versus transitory components;
	838	+- integrated response over 5, 15, 30, 60, and 120 minutes.
	839	+
	840	+## 9.7 Asymmetry
	841	+
	842	+Estimate separate responses to:
	843	+
	844	+- positive versus negative shocks;
	845	+- high versus low market volatility;
	846	+- opening, midday, and closing periods;
	847	+- high versus low aggregate correlation;
	848	+- high versus low market concentration;
	849	+- liquid versus illiquid source securities;
	850	+- large versus small shock magnitude.
	851	+
	852	+---
	853	+
	854	+# 10. Dynamic network construction
	855	+
	856	+The network must be estimated using information available before the shock.
	857	+
	858	+## 10.1 Candidate networks
	859	+
	860	+Estimate several networks:
	861	+
	862	+1. sector membership;
	863	+2. rolling return correlation;
	864	+3. partial correlation;
	865	+4. lead-lag predictive network;
	866	+5. volume-shock correlation;
	867	+6. volatility-spillover network;
	868	+7. sparse VAR;
	869	+8. graphical LASSO;
	870	+9. low-rank plus sparse network;
	871	+10. dynamic factor residual network;
	872	+11. Granger-style predictive network;
	873	+12. learned graph representation, used as an extension rather than the sole method.
	874	+
	875	+## 10.2 Timing discipline
	876	+
	877	+For a shock at time $t$, network weights $W_{ij,t}$ must be estimated only from data dated strictly before $t$.
	878	+
	879	+Use:
	880	+
	881	+- rolling windows;
	882	+- expanding windows;
	883	+- annual network freezes;
	884	+- monthly network freezes;
	885	+- cross-fitted network estimation.
	886	+
	887	+## 10.3 Centrality and roles
	888	+
	889	+Compute lagged:
	890	+
	891	+- out-strength;
	892	+- in-strength;
	893	+- eigenvector centrality;
	894	+- PageRank;
	895	+- betweenness;
	896	+- community bridge score;
	897	+- k-core;
	898	+- participation coefficient;
	899	+- transmitter and receiver scores.
	900	+
	901	+Define economic roles:
	902	+
	903	+- transmitter;
	904	+- receiver;
	905	+- amplifier;
	906	+- absorber;
	907	+- bridge;
	908	+- isolated security.
	909	+
	910	+Do not infer economic importance from one centrality measure alone.
	911	+
	912	+---
	913	+
	914	+# 11. Baseline econometric designs
	915	+
	916	+## 11.1 Local projections
	917	+
	918	+Estimate horizon-specific responses:
	919	+
	920	+\[
	921	+Y_{j,t+h}
	922	+=
	923	+\alpha_{j}
	924	++\delta_{\tau(t)}
	925	++\lambda_{d}
	926	++\beta_h Shock_{i,t}
	927	++\theta_h Shock_{i,t}W_{ij,t^-}
	928	++\Gamma_h'X_{i,j,t^-}
	929	++u_{i,j,t+h}.
	930	+\]
	931	+
	932	+Possible fixed effects:
	933	+
	934	+- receiver security;
	935	+- source security;
	936	+- date;
	937	+- minute of day;
	938	+- source-by-year;
	939	+- receiver-by-year;
	940	+- sector-by-date;
	941	+- market-state bins.
	942	+
	943	+Do not include fixed effects that absorb the variable of interest without recognizing it.
	944	+
	945	+## 11.2 Cascade-level regressions
	946	+
	947	+At the source-shock level:
	948	+
	949	+\[
	950	+Cascade_{i,t}(h)
	951	+=
	952	+\alpha
	953	++\beta_1 Magnitude_{i,t}
	954	++\beta_2 Negative_{i,t}
	955	++\beta_3 Centrality_{i,t^-}
	956	++\beta_4 State_{t^-}
	957	++\beta_5 Magnitude_{i,t}\times State_{t^-}
	958	++\mu_i+\lambda_d+\delta_{\tau}
	959	++\varepsilon_{i,t,h}.
	960	+\]
	961	+
	962	+## 11.3 Long-run evolution
	963	+
	964	+Estimate flexible time variation:
	965	+
	966	+- year fixed effects interacted with shock magnitude;
	967	+- rolling coefficients;
	968	+- decade bins;
	969	+- splines;
	970	+- structural-break tests;
	971	+- distributional regressions;
	972	+- quantile regressions.
	973	+
	974	+Do not impose a linear “algorithmic trading trend” as the only model.
	975	+
	976	+## 11.4 Nonlinearity
	977	+
	978	+Test whether propagation changes sharply beyond a threshold:
	979	+
	980	+- binscatter with confidence intervals;
	981	+- local polynomial;
	982	+- splines;
	983	+- threshold regression;
	984	+- generalized random forest for heterogeneity;
	985	+- quantile treatment effects where appropriate;
	986	+- monotonicity checks.
	987	+
	988	+The primary nonlinear result must also be represented with a transparent non-ML specification.
	989	+
	990	+## 11.5 Inference
	991	+
	992	+High-frequency observations are strongly dependent.
	993	+
	994	+Consider:
	995	+
	996	+- two-way clustering by source security and date;
	997	+- clustering by date and minute block;
	998	+- source-shock-level aggregation;
	999	+- block bootstrap by trading day;
	1000	+- stationary bootstrap;
	1001	+- randomization inference for event studies;
	1002	+- Driscoll–Kraay only if its assumptions fit;
	1003	+- multiple-hypothesis correction for families of outcomes.
	1004	+
	1005	+Report why each inference method is appropriate.
	1006	+
	1007	+---
	1008	+
	1009	+# 12. Identification and common-information problem
	1010	+
	1011	+The central threat is that many securities react to the same information rather than to each other.
	1012	+
	1013	+Address this directly.
	1014	+
	1015	+## 12.1 Scheduled macro announcements
	1016	+
	1017	+Construct an event database for major U.S. announcements where reliable historical timestamps and surprise measures are available:
	1018	+
	1019	+- FOMC decisions and statements;
	1020	+- CPI;
	1021	+- employment report;
	1022	+- GDP;
	1023	+- retail sales;
	1024	+- PPI;
	1025	+- ISM;
	1026	+- other major scheduled releases.
	1027	+
	1028	+Use these events to:
	1029	+
	1030	+1. characterize common shocks;
	1031	+2. estimate separate propagation patterns;
	1032	+3. exclude macro windows from the idiosyncratic baseline;
	1033	+4. compare common-news and firm-originating shock dynamics.
	1034	+
	1035	+## 12.2 Firm-specific news
	1036	+
	1037	+If reliable timestamped news or earnings-announcement data can be added:
	1038	+
	1039	+- identify plausibly firm-specific shocks;
	1040	+- distinguish pre-market, intraday, and after-hours announcements;
	1041	+- use narrow event windows;
	1042	+- avoid post-treatment controls;
	1043	+- test whether economically linked firms respond more strongly.
	1044	+
	1045	+Do not use scraped or low-quality event timestamps without validation.
	1046	+
	1047	+## 12.3 Placebo timing
	1048	+
	1049	+For each real shock:
	1050	+
	1051	+- assign same-stock placebo times on comparable non-event days;
	1052	+- preserve minute-of-day and volatility state;
	1053	+- repeat the propagation analysis;
	1054	+- compare real and placebo distributions.
	1055	+
	1056	+## 12.4 Permuted networks
	1057	+
	1058	+Randomly permute network links while preserving:
	1059	+
	1060	+- degree distribution;
	1061	+- sector composition;
	1062	+- size bins;
	1063	+- liquidity bins.
	1064	+
	1065	+True networks should outperform matched placebo networks if network propagation is economically meaningful.
	1066	+
	1067	+## 12.5 Negative controls
	1068	+
	1069	+Potential negative controls:
	1070	+
	1071	+- future network weights;
	1072	+- distant unrelated securities;
	1073	+- pre-shock outcomes;
	1074	+- randomized source identity;
	1075	+- non-overlapping time windows.
	1076	+
	1077	+Future information may be used only as a falsification test, never in the baseline estimator.
	1078	+
	1079	+---
	1080	+
	1081	+# 13. Market-structure evolution
	1082	+
	1083	+The paper may discuss algorithmic and electronic trading, but OHLCV data do not directly measure algorithmic trading intensity.
	1084	+
	1085	+Therefore:
	1086	+
	1087	+- do not claim a causal effect of algorithmic trading from a time trend alone;
	1088	+- identify documented market-structure milestones from authoritative sources;
	1089	+- treat breakpoint evidence cautiously;
	1090	+- consider alternative explanations:
	1091	+ - decimalization;
	1092	+ - ETF growth;
	1093	+ - passive investment;
	1094	+ - market fragmentation;
	1095	+ - faster information diffusion;
	1096	+ - changes in listing composition;
	1097	+ - changes in data coverage;
	1098	+ - crisis composition;
	1099	+ - regulation;
	1100	+ - macro volatility;
	1101	+ - changing sector weights.
	1102	+
	1103	+Potential periodization must be pre-specified and justified. Results should also be shown using flexible year effects rather than only hand-picked eras.
	1104	+
	1105	+---
	1106	+
	1107	+# 14. Machine learning and foundation-model extension
	1108	+
	1109	+A machine-learning component may be included, but it must not obscure identification.
	1110	+
	1111	+## 14.1 Prediction task
	1112	+
	1113	+Predict at shock time $t$:
	1114	+
	1115	+- future breadth;
	1116	+- future intensity;
	1117	+- time to cascade;
	1118	+- sector-to-market transition;
	1119	+- probability of a tail cascade.
	1120	+
	1121	+## 14.2 Data splitting
	1122	+
	1123	+Use strict temporal splits:
	1124	+
	1125	+- training period;
	1126	+- validation period;
	1127	+- final untouched test period;
	1128	+- optional rolling-origin evaluation.
	1129	+
	1130	+Never randomly split minute observations across train and test.
	1131	+
	1132	+## 14.3 Baselines
	1133	+
	1134	+Compare with:
	1135	+
	1136	+- unconditional historical mean;
	1137	+- linear and logistic regressions;
	1138	+- penalized regression;
	1139	+- random forest;
	1140	+- gradient boosting;
	1141	+- HAR-style models;
	1142	+- VAR and sparse VAR;
	1143	+- Hawkes-inspired specifications where feasible;
	1144	+- LSTM;
	1145	+- temporal convolution;
	1146	+- transformer or state-space model;
	1147	+- graph neural network;
	1148	+- model without network information;
	1149	+- model without market-state information.
	1150	+
	1151	+## 14.4 Evaluation
	1152	+
	1153	+Report:
	1154	+
	1155	+- out-of-sample $R^2$;
	1156	+- log loss;
	1157	+- Brier score;
	1158	+- AUROC;
	1159	+- precision-recall AUC;
	1160	+- calibration;
	1161	+- tail recall;
	1162	+- economic ranking performance;
	1163	+- stability across years and regimes.
	1164	+
	1165	+No trading strategy should be the main evidence. Any economic-value exercise must incorporate conservative transaction-cost assumptions and be clearly secondary.
	1166	+
	1167	+## 14.5 Interpretability
	1168	+
	1169	+Use:
	1170	+
	1171	+- partial dependence;
	1172	+- accumulated local effects;
	1173	+- SHAP with dependence-aware interpretation;
	1174	+- feature ablation;
	1175	+- network ablation;
	1176	+- temporal ablation;
	1177	+- regime-specific performance;
	1178	+- calibration plots.
	1179	+
	1180	+Do not treat model attention weights as causal explanations.
	1181	+
	1182	+---
	1183	+
	1184	+# 15. Required robustness analyses
	1185	+
	1186	+At minimum, run:
	1187	+
	1188	+1. alternative return definitions;
	1189	+2. alternative shock thresholds;
	1190	+3. alternative factor residualizations;
	1191	+4. alternative market and sector benchmarks;
	1192	+5. alternative network definitions;
	1193	+6. alternative network estimation windows;
	1194	+7. alternative security universes;
	1195	+8. exclusion of ETFs;
	1196	+9. exclusion of ADRs;
	1197	+10. exclusion of penny stocks;
	1198	+11. exclusion of suspected split windows;
	1199	+12. regular-hours only;
	1200	+13. alternative minute aggregation: 1, 5, 10, and 15 minutes;
	1201	+14. volume-weighted and equal-weighted outcomes;
	1202	+15. opening and closing exclusions;
	1203	+16. crisis versus non-crisis samples;
	1204	+17. macro-announcement exclusions;
	1205	+18. day-block bootstrap;
	1206	+19. matched placebo shocks;
	1207	+20. permuted networks;
	1208	+21. pre-trend and pre-response tests;
	1209	+22. source-stock fixed effects;
	1210	+23. receiver-stock fixed effects;
	1211	+24. date fixed effects;
	1212	+25. sector-by-date fixed effects where computationally feasible;
	1213	+26. balanced versus unbalanced samples;
	1214	+27. winsorized versus non-winsorized outcomes;
	1215	+28. median-based robust standardization;
	1216	+29. alternative right-censoring treatment for propagation time;
	1217	+30. multiple-testing adjustments.
	1218	+
	1219	+Robustness must test the economic interpretation, not merely produce many similar regressions.
	1220	+
	1221	+---
	1222	+
	1223	+# 16. Falsification tests
	1224	+
	1225	+The project must attempt to disprove its own central claim.
	1226	+
	1227	+Required falsifications include:
	1228	+
	1229	+- no systematic response before the source shock;
	1230	+- weak propagation through randomized networks;
	1231	+- weaker response among economically unrelated stocks;
	1232	+- stronger response after genuine shocks than matched placebo times;
	1233	+- no apparent secular acceleration caused solely by changing sample size;
	1234	+- no apparent acceleration caused solely by timestamp precision or coverage changes;
	1235	+- no result driven by a few crisis days;
	1236	+- no result driven by the largest technology stocks;
	1237	+- no result driven solely by ETFs;
	1238	+- no result generated mechanically by market-factor construction;
	1239	+- no result driven by corporate actions.
	1240	+
	1241	+If a falsification fails, do not hide it. Reassess the claim.
	1242	+
	1243	+---
	1244	+
	1245	+# 17. Descriptive tables required
	1246	+
	1247	+Generate the following main-paper candidates.
	1248	+
	1249	+## Table I — Sample construction
	1250	+
	1251	+Include by decade or period:
	1252	+
	1253	+- raw rows;
	1254	+- raw symbols;
	1255	+- valid trading days;
	1256	+- duplicate removals;
	1257	+- invalid OHLC removals;
	1258	+- suspected corporate-action exclusions;
	1259	+- final stock-minute observations;
	1260	+- final securities;
	1261	+- median valid minutes per stock-day.
	1262	+
	1263	+## Table II — Summary statistics
	1264	+
	1265	+For core variables:
	1266	+
	1267	+- mean;
	1268	+- standard deviation;
	1269	+- p1;
	1270	+- p5;
	1271	+- median;
	1272	+- p95;
	1273	+- p99;
	1274	+- number of observations.
	1275	+
	1276	+Report at the economically appropriate unit to avoid meaningless precision.
	1277	+
	1278	+## Table III — Characteristics of source shocks
	1279	+
	1280	+Compare:
	1281	+
	1282	+- positive and negative shocks;
	1283	+- low- and high-volatility states;
	1284	+- early and late sample;
	1285	+- cascade and non-cascade shocks.
	1286	+
	1287	+## Table IV — Baseline propagation
	1288	+
	1289	+Show horizon-specific coefficients for breadth, intensity, and persistence.
	1290	+
	1291	+## Table V — Nonlinearity and asymmetry
	1292	+
	1293	+Show shock-size bins, negative interaction, and market-state interactions.
	1294	+
	1295	+## Table VI — Evolution over time
	1296	+
	1297	+Show flexible period or year interactions and tests of equality.
	1298	+
	1299	+## Table VII — Network mechanisms
	1300	+
	1301	+Compare connected and unconnected receivers and transmitter centrality.
	1302	+
	1303	+## Table VIII — Identification and placebo tests
	1304	+
	1305	+Include macro exclusions, matched placebo times, and permuted networks.
	1306	+
	1307	+Keep the main manuscript selective. Move secondary tables to the Internet Appendix.
	1308	+
	1309	+---
	1310	+
	1311	+# 18. Figures required
	1312	+
	1313	+Create journal-quality figures in PDF and high-resolution PNG.
	1314	+
	1315	+## Figure 1 — Data coverage
	1316	+
	1317	+Panels may show:
	1318	+
	1319	+- number of securities by year;
	1320	+- number of observations by year;
	1321	+- median bars per stock-day;
	1322	+- missingness rate.
	1323	+
	1324	+## Figure 2 — Intraday seasonality
	1325	+
	1326	+Show minute-of-day patterns for:
	1327	+
	1328	+- volatility;
	1329	+- volume;
	1330	+- range;
	1331	+- shock incidence.
	1332	+
	1333	+## Figure 3 — Anatomy of a representative cascade
	1334	+
	1335	+A carefully selected event visualization with:
	1336	+
	1337	+- source shock;
	1338	+- sector response;
	1339	+- market breadth;
	1340	+- network diffusion;
	1341	+- confidence or placebo envelope where possible.
	1342	+
	1343	+Do not cherry-pick without a transparent selection rule.
	1344	+
	1345	+## Figure 4 — Impulse responses
	1346	+
	1347	+Local-projection responses over 1–120 minutes for:
	1348	+
	1349	+- breadth;
	1350	+- intensity;
	1351	+- signed returns;
	1352	+- volatility.
	1353	+
	1354	+## Figure 5 — Nonlinear propagation
	1355	+
	1356	+Plot propagation against source-shock magnitude with confidence bands.
	1357	+
	1358	+## Figure 6 — Positive-negative asymmetry
	1359	+
	1360	+Show comparable positive and negative shocks.
	1361	+
	1362	+## Figure 7 — Evolution over time
	1363	+
	1364	+Show annual or rolling estimates of propagation speed and breadth.
	1365	+
	1366	+## Figure 8 — Network position and cascade risk
	1367	+
	1368	+Show economically interpretable bins of lagged source centrality.
	1369	+
	1370	+## Figure 9 — Market-state dependence
	1371	+
	1372	+Compare calm and stressed states.
	1373	+
	1374	+## Figure 10 — Falsification evidence
	1375	+
	1376	+Real versus matched placebo and real versus permuted-network responses.
	1377	+
	1378	+---
	1379	+
	1380	+# 19. Figure style: Journal of Finance quality
	1381	+
	1382	+The phrase “JF style” means restrained, legible, publication-quality academic graphics, not imitation of proprietary branding.
	1383	+
	1384	+Use:
	1385	+
	1386	+- vector PDF as the primary format;
	1387	+- embedded fonts;
	1388	+- white background;
	1389	+- minimal chart ink;
	1390	+- no 3D effects;
	1391	+- no gradients;
	1392	+- no decorative icons;
	1393	+- no unnecessary borders;
	1394	+- no chart titles inside the plotting region unless essential;
	1395	+- concise axis labels;
	1396	+- consistent font family and sizing;
	1397	+- grayscale-safe line types and markers;
	1398	+- colorblind-safe colors when color is needed;
	1399	+- direct labels where clearer than legends;
	1400	+- confidence bands with restrained opacity;
	1401	+- panel labels `(a)`, `(b)`, etc.;
	1402	+- identical scales across comparable panels;
	1403	+- economically meaningful tick marks;
	1404	+- no scientific notation unless unavoidable;
	1405	+- no excessive decimal places.
	1406	+
	1407	+Every figure must include a LaTeX note explaining:
	1408	+
	1409	+- sample;
	1410	+- variable definitions;
	1411	+- estimation method;
	1412	+- confidence intervals;
	1413	+- clustering or bootstrap;
	1414	+- normalization;
	1415	+- exclusions.
	1416	+
	1417	+Save source data for every figure as Parquet or CSV in:
	1418	+
	1419	+```text
	1420	+outputs/figures/data/
	1421	+```
	1422	+
	1423	+A figure must be reproducible from its source-data file without rerunning the entire empirical pipeline.
	1424	+
	1425	+---
	1426	+
	1427	+# 20. LaTeX table style
	1428	+
	1429	+Use `booktabs`. Avoid vertical rules. Avoid excessive horizontal rules.
	1430	+
	1431	+Preferred packages:
	1432	+
	1433	+```latex
	1434	+\usepackage{booktabs}
	1435	+\usepackage{threeparttable}
	1436	+\usepackage{siunitx}
	1437	+\usepackage{adjustbox}
	1438	+\usepackage{longtable}
	1439	+\usepackage{tabularx}
	1440	+\usepackage{pdflscape}
	1441	+```
	1442	+
	1443	+Requirements:
	1444	+
	1445	+- decimal alignment;
	1446	+- consistent coefficient precision;
	1447	+- standard errors in parentheses;
	1448	+- significance stars only as a secondary visual convention;
	1449	+- report exact or thresholded p-values where useful;
	1450	+- clearly label fixed effects;
	1451	+- clearly label clustering;
	1452	+- include sample size;
	1453	+- include within or adjusted $R^2$ as appropriate;
	1454	+- include dependent-variable mean when informative;
	1455	+- include economic magnitude;
	1456	+- use clear panel headings;
	1457	+- use detailed table notes;
	1458	+- avoid shrinking text below readability.
	1459	+
	1460	+Do not use stars as the main argument. Emphasize coefficient magnitude, confidence intervals, and economic interpretation.
	1461	+
	1462	+Generate each table in two forms:
	1463	+
	1464	+1. standalone `.tex`;
	1465	+2. machine-readable `.csv` or `.parquet`.
	1466	+
	1467	+All table numbers must come directly from stored estimation objects.
	1468	+
	1469	+---
	1470	+
	1471	+# 21. Literature review standard
	1472	+
	1473	+The literature review must be comprehensive, current, accurate, and organized around the paper’s contribution. It must not be a list of summaries.
	1474	+
	1475	+## 21.1 Literature streams
	1476	+
	1477	+Build a literature map covering at least:
	1478	+
	1479	+1. market liquidity and liquidity risk;
	1480	+2. commonality in liquidity;
	1481	+3. market microstructure and price discovery;
	1482	+4. high-frequency trading and algorithmic trading;
	1483	+5. market fragility and flash events;
	1484	+6. cross-asset price impact and cross-impact;
	1485	+7. volatility spillovers and contagion networks;
	1486	+8. lead-lag relationships;
	1487	+9. intraday jumps;
	1488	+10. Hawkes processes and self-excitation;
	1489	+11. factor models for high-frequency returns;
	1490	+12. electronic-market design and fragmentation;
	1491	+13. ETF, passive, and portfolio-trading effects;
	1492	+14. systemic risk and network centrality;
	1493	+15. machine learning in market microstructure;
	1494	+16. measurement using OHLCV versus trades and quotes.
	1495	+
	1496	+## 21.2 Source quality hierarchy
	1497	+
	1498	+Prioritize:
	1499	+
	1500	+1. published articles in leading finance, economics, econometrics, and statistics journals;
	1501	+2. authoritative working papers from NBER, CEPR, central banks, BIS, and established scholars;
	1502	+3. official exchange, SEC, Federal Reserve, and regulatory documents;
	1503	+4. recent working papers only when directly relevant and clearly labeled as unpublished.
	1504	+
	1505	+Do not rely on blogs, generic websites, generated summaries, or low-quality outlets for core claims.
	1506	+
	1507	+## 21.3 Citation verification
	1508	+
	1509	+For every cited work:
	1510	+
	1511	+- verify title;
	1512	+- verify authors;
	1513	+- verify year;
	1514	+- verify journal or working-paper series;
	1515	+- verify volume, issue, and pages where applicable;
	1516	+- verify DOI where available;
	1517	+- verify that the paper actually supports the sentence;
	1518	+- save the source and citation metadata;
	1519	+- never cite a work based only on another paper’s bibliography.
	1520	+
	1521	+Maintain `docs/LITERATURE_MAP.md` with columns:
	1522	+
	1523	+- citation key;
	1524	+- full citation;
	1525	+- literature stream;
	1526	+- research question;
	1527	+- data;
	1528	+- frequency;
	1529	+- identification;
	1530	+- main result;
	1531	+- relevance;
	1532	+- difference from our paper;
	1533	+- verified source;
	1534	+- verification date.
	1535	+
	1536	+## 21.4 Literature review argument
	1537	+
	1538	+The review should establish:
	1539	+
	1540	+1. liquidity and volatility exhibit common components;
	1541	+2. shocks can transmit across assets through information and trading channels;
	1542	+3. high-frequency market structure may improve normal-times efficiency while creating tail fragility;
	1543	+4. prior work often studies limited instruments, shorter samples, quotes/order books, particular episodes, or lower-dimensional networks;
	1544	+5. the present paper contributes a long historical, broad cross-section of minute-level U.S. equity data;
	1545	+6. OHLCV breadth comes with measurement limitations;
	1546	+7. the paper’s novelty lies in the joint analysis of speed, breadth, persistence, asymmetry, time evolution, and network conditioning.
	1547	+
	1548	+Do not overclaim uniqueness until a documented literature search confirms it.
	1549	+
	1550	+---
	1551	+
	1552	+# 22. Paper outline
	1553	+
	1554	+The paper must be written in English.
	1555	+
	1556	+## 22.1 Abstract
	1557	+
	1558	+Target approximately 120–180 words unless the current submission rules require otherwise.
	1559	+
	1560	+The abstract must contain:
	1561	+
	1562	+1. question;
	1563	+2. data;
	1564	+3. method;
	1565	+4. central result;
	1566	+5. mechanism;
	1567	+6. implication.
	1568	+
	1569	+Do not include vague claims such as “significant implications.” State the economic fact.
	1570	+
	1571	+## 22.2 Introduction
	1572	+
	1573	+The introduction should be approximately 4–6 manuscript pages and follow this logic:
	1574	+
	1575	+### Paragraph 1 — Economic problem
	1576	+Explain why intraday propagation matters for price discovery, liquidity, execution, and systemic stability.
	1577	+
	1578	+### Paragraph 2 — Tension
	1579	+Present the core tension: faster and more liquid markets may absorb ordinary information efficiently but transmit extreme shocks rapidly.
	1580	+
	1581	+### Paragraph 3 — Research question
	1582	+State exactly what the paper asks.
	1583	+
	1584	+### Paragraph 4 — Data and empirical setting
	1585	+Describe the broad minute-level panel, while flagging that validation determines the final sample.
	1586	+
	1587	+### Paragraphs 5–7 — Main findings
	1588	+Present only verified findings, including economic magnitudes and uncertainty.
	1589	+
	1590	+### Paragraph 8 — Identification
	1591	+Explain how the paper distinguishes propagation from common information.
	1592	+
	1593	+### Paragraph 9 — Mechanisms
	1594	+Summarize network, market-state, and asymmetry evidence.
	1595	+
	1596	+### Paragraphs 10–12 — Contributions
	1597	+State contributions relative to specific literature streams.
	1598	+
	1599	+### Final paragraph — Road map
	1600	+Keep it brief.
	1601	+
	1602	+The introduction must not read like a technical report. It must build an economic argument.
	1603	+
	1604	+## 22.3 Literature review
	1605	+
	1606	+Integrate literature with hypotheses and contributions. Avoid a long disconnected catalog.
	1607	+
	1608	+## 22.4 Data
	1609	+
	1610	+Explain:
	1611	+
	1612	+- provenance;
	1613	+- raw structure;
	1614	+- coverage;
	1615	+- audit;
	1616	+- filters;
	1617	+- timestamp convention;
	1618	+- corporate-action handling;
	1619	+- security identity;
	1620	+- survivorship concerns;
	1621	+- descriptive statistics;
	1622	+- limitations.
	1623	+
	1624	+## 22.5 Measurement
	1625	+
	1626	+Define:
	1627	+
	1628	+- residual shocks;
	1629	+- propagation outcomes;
	1630	+- networks;
	1631	+- market states;
	1632	+- centrality;
	1633	+- cascade thresholds.
	1634	+
	1635	+## 22.6 Empirical design
	1636	+
	1637	+Explain:
	1638	+
	1639	+- local projections;
	1640	+- event-study design;
	1641	+- fixed effects;
	1642	+- inference;
	1643	+- timing;
	1644	+- identification assumptions;
	1645	+- threats.
	1646	+
	1647	+## 22.7 Results
	1648	+
	1649	+Organize by economic question, not by code execution order.
	1650	+
	1651	+Suggested sequence:
	1652	+
	1653	+1. basic propagation;
	1654	+2. nonlinear threshold;
	1655	+3. asymmetry;
	1656	+4. time evolution;
	1657	+5. network mechanism;
	1658	+6. market-state dependence;
	1659	+7. identification and placebo evidence.
	1660	+
	1661	+## 22.8 Robustness
	1662	+
	1663	+Keep the main text focused. Refer to a detailed Internet Appendix.
	1664	+
	1665	+## 22.9 Conclusion
	1666	+
	1667	+Do not merely summarize. State:
	1668	+
	1669	+- what was learned;
	1670	+- what remains unidentified;
	1671	+- implications for market design and risk monitoring;
	1672	+- limits of OHLCV data;
	1673	+- future work with quote and order-book data.
	1674	+
	1675	+---
	1676	+
	1677	+# 23. Writing standards
	1678	+
	1679	+The paper must read like a finance paper, not AI-generated prose.
	1680	+
	1681	+Use:
	1682	+
	1683	+- precise claims;
	1684	+- active voice where natural;
	1685	+- disciplined paragraphs;
	1686	+- explicit economic magnitudes;
	1687	+- clear transitions;
	1688	+- restrained tone;
	1689	+- correct terminology;
	1690	+- consistent notation.
	1691	+
	1692	+Avoid:
	1693	+
	1694	+- hype;
	1695	+- “revolutionary”;
	1696	+- “groundbreaking” unless quoting;
	1697	+- “unprecedented” without proof;
	1698	+- “leveraging” as filler;
	1699	+- “delve”;
	1700	+- “multifaceted”;
	1701	+- repeated road maps;
	1702	+- excessive bullet points in the manuscript;
	1703	+- paragraphs that merely describe tables;
	1704	+- causal verbs without identification;
	1705	+- statements that statistical significance proves importance.
	1706	+
	1707	+Every empirical paragraph should answer:
	1708	+
	1709	+1. What is estimated?
	1710	+2. What is the sign and magnitude?
	1711	+3. How uncertain is it?
	1712	+4. What is the economic interpretation?
	1713	+5. Which competing explanation remains?
	1714	+6. Which robustness test addresses it?
	1715	+
	1716	+---
	1717	+
	1718	+# 24. JF submission preparation
	1719	+
	1720	+At the time of final preparation, verify the current official Journal of Finance submission instructions.
	1721	+
	1722	+The working format should conservatively use:
	1723	+
	1724	+- 12-point font;
	1725	+- at least 1.5 line spacing;
	1726	+- readable margins;
	1727	+- page numbers;
	1728	+- anonymous manuscript version;
	1729	+- separate title page if required;
	1730	+- main manuscript no longer than the current JF limit;
	1731	+- separate Internet Appendix;
	1732	+- consistent references;
	1733	+- tables and figures placed according to current instructions.
	1734	+
	1735	+Do not assume old formatting rules remain current. Record the date and source of the final guideline check in:
	1736	+
	1737	+```text
	1738	+docs/DECISION_LOG.md
	1739	+```
	1740	+
	1741	+Create:
	1742	+
	1743	+```text
	1744	+outputs/release/
	1745	+├── manuscript_anonymous.pdf
	1746	+├── manuscript_named.pdf
	1747	+├── internet_appendix.pdf
	1748	+├── title_page.pdf
	1749	+├── cover_letter.tex
	1750	+├── cover_letter.pdf
	1751	+├── source_archive.zip
	1752	+├── replication_manifest.json
	1753	+└── submission_checklist.md
	1754	+```
	1755	+
	1756	+The cover letter must be factual and restrained. Do not claim acceptance probability or editorial fit without evidence.
	1757	+
	1758	+---
	1759	+
	1760	+# 25. Main paper versus Internet Appendix
	1761	+
	1762	+## Main paper
	1763	+
	1764	+Reserve for:
	1765	+
	1766	+- core question;
	1767	+- central descriptive evidence;
	1768	+- primary identification;
	1769	+- main economic mechanism;
	1770	+- essential robustness;
	1771	+- clear contribution.
	1772	+
	1773	+## Internet Appendix
	1774	+
	1775	+Include:
	1776	+
	1777	+- extended data audit;
	1778	+- full sample-construction details;
	1779	+- additional variable definitions;
	1780	+- alternative filters;
	1781	+- alternative networks;
	1782	+- alternative thresholds;
	1783	+- additional event studies;
	1784	+- placebo distributions;
	1785	+- machine-learning architecture;
	1786	+- hyperparameters;
	1787	+- computational details;
	1788	+- additional tables and figures;
	1789	+- proofs or derivations;
	1790	+- replication details.
	1791	+
	1792	+Every appendix item must be referenced from the main paper where relevant.
	1793	+
	1794	+---
	1795	+
	1796	+# 26. Reproducibility and provenance
	1797	+
	1798	+## 26.1 Configuration
	1799	+
	1800	+All parameters must live in versioned YAML files, not scattered through scripts.
	1801	+
	1802	+## 26.2 Random seeds
	1803	+
	1804	+Set and log seeds for:
	1805	+
	1806	+- sampling;
	1807	+- bootstraps;
	1808	+- permutations;
	1809	+- machine learning;
	1810	+- graph estimation;
	1811	+- simulations.
	1812	+
	1813	+## 26.3 Versioning
	1814	+
	1815	+Record:
	1816	+
	1817	+- Git commit;
	1818	+- Python version;
	1819	+- package versions;
	1820	+- OS;
	1821	+- hardware;
	1822	+- dataset revision;
	1823	+- external-data revision;
	1824	+- command line;
	1825	+- start and end time.
	1826	+
	1827	+## 26.4 Data lineage
	1828	+
	1829	+Each processed file must record:
	1830	+
	1831	+- parent inputs;
	1832	+- transformation version;
	1833	+- filters;
	1834	+- row counts before and after;
	1835	+- creation timestamp;
	1836	+- code commit.
	1837	+
	1838	+## 26.5 No manual numerical edits
	1839	+
	1840	+LaTeX tables, abstract numbers, introduction magnitudes, and conclusion numbers must be populated from a central results registry such as:
	1841	+
	1842	+```text
	1843	+outputs/estimates/results_registry.json
	1844	+```
	1845	+
	1846	+Implement macros such as:
	1847	+
	1848	+```latex
	1849	+\newcommand{\MainBreadthEffect}{...}
	1850	+```
	1851	+
	1852	+generated automatically from verified outputs.
	1853	+
	1854	+---
	1855	+
	1856	+# 27. Compute strategy for a cluster
	1857	+
	1858	+The pipeline must be scalable but safe.
	1859	+
	1860	+## 27.1 Preferred data tools
	1861	+
	1862	+Consider:
	1863	+
	1864	+- PyArrow;
	1865	+- Polars lazy execution;
	1866	+- DuckDB;
	1867	+- Dask or Ray only where they add value;
	1868	+- partitioned Parquet;
	1869	+- predicate pushdown;
	1870	+- memory-mapped reads;
	1871	+- streaming aggregations.
	1872	+
	1873	+Avoid loading the full dataset into RAM.
	1874	+
	1875	+## 27.2 Partitioning
	1876	+
	1877	+Partition processed data by a combination of:
	1878	+
	1879	+- year;
	1880	+- month;
	1881	+- trading date;
	1882	+- symbol bucket.
	1883	+
	1884	+Select partitions based on dominant query patterns.
	1885	+
	1886	+## 27.3 Distributed jobs
	1887	+
	1888	+Every distributed task must:
	1889	+
	1890	+- be idempotent;
	1891	+- write to temporary paths;
	1892	+- atomically rename on success;
	1893	+- save checkpoints;
	1894	+- avoid multiple nodes writing the same final file;
	1895	+- emit structured logs;
	1896	+- support retry;
	1897	+- validate output before success.
	1898	+
	1899	+## 27.4 Resource benchmarking
	1900	+
	1901	+Before a full run:
	1902	+
	1903	+1. benchmark one month;
	1904	+2. benchmark one year;
	1905	+3. estimate CPU hours;
	1906	+4. estimate memory;
	1907	+5. estimate temporary storage;
	1908	+6. estimate final storage;
	1909	+7. record in `docs/COMPUTE_LOG.md`.
	1910	+
	1911	+Optimization must not change estimands or silently alter precision.
	1912	+
	1913	+---
	1914	+
	1915	+# 28. Testing and validation
	1916	+
	1917	+## 28.1 Unit tests
	1918	+
	1919	+Test:
	1920	+
	1921	+- timestamp conversion;
	1922	+- session assignment;
	1923	+- return calculation;
	1924	+- shock detection;
	1925	+- lag discipline;
	1926	+- no future-data leakage;
	1927	+- network-window cutoffs;
	1928	+- breadth denominator;
	1929	+- session-boundary horizons;
	1930	+- table formatting.
	1931	+
	1932	+## 28.2 Synthetic-data tests
	1933	+
	1934	+Generate small synthetic panels with known:
	1935	+
	1936	+- common shocks;
	1937	+- idiosyncratic shocks;
	1938	+- directed propagation;
	1939	+- no propagation;
	1940	+- positive-negative asymmetry;
	1941	+- missing bars;
	1942	+- split-like jumps.
	1943	+
	1944	+Confirm that the pipeline recovers the intended patterns and rejects false ones.
	1945	+
	1946	+## 28.3 Release validation
	1947	+
	1948	+The release script must fail if:
	1949	+
	1950	+- a table references a missing result;
	1951	+- a figure is missing source data;
	1952	+- LaTeX does not compile;
	1953	+- citations are unresolved;
	1954	+- labels are duplicated;
	1955	+- page count exceeds the current target;
	1956	+- anonymous PDF contains author-identifying text;
	1957	+- manuscript claims disagree with the results registry;
	1958	+- data revision is not pinned;
	1959	+- tests fail.
	1960	+
	1961	+---
	1962	+
	1963	+# 29. Decision log
	1964	+
	1965	+Maintain `docs/DECISION_LOG.md`.
	1966	+
	1967	+For every major choice, record:
	1968	+
	1969	+- date;
	1970	+- decision;
	1971	+- alternatives considered;
	1972	+- empirical reason;
	1973	+- theoretical reason;
	1974	+- effect on interpretation;
	1975	+- whether pre-specified or data-driven;
	1976	+- code/config reference.
	1977	+
	1978	+Important decisions include:
	1979	+
	1980	+- timestamp convention;
	1981	+- regular-session definition;
	1982	+- security filters;
	1983	+- shock threshold;
	1984	+- network window;
	1985	+- factor model;
	1986	+- clustering;
	1987	+- periodization;
	1988	+- figure selection;
	1989	+- main versus appendix placement.
	1990	+
	1991	+---
	1992	+
	1993	+# 30. Minimum deliverables for the first phase
	1994	+
	1995	+The first phase is complete only when all the following exist.
	1996	+
	1997	+## Data acquisition
	1998	+
	1999	+- [ ] repository metadata report;
	2000	+- [ ] pinned dataset revision;
	2001	+- [ ] storage estimate;
	2002	+- [ ] resumable downloader;
	2003	+- [ ] raw manifest;
	2004	+- [ ] checksum verification;
	2005	+- [ ] three-month pilot sample;
	2006	+- [ ] full-download plan.
	2007	+
	2008	+## Audit
	2009	+
	2010	+- [ ] schema report;
	2011	+- [ ] timestamp report;
	2012	+- [ ] calendar report;
	2013	+- [ ] OHLC validity report;
	2014	+- [ ] duplicate report;
	2015	+- [ ] missingness report;
	2016	+- [ ] corporate-action diagnostic;
	2017	+- [ ] security-universe diagnostic;
	2018	+- [ ] survivorship assessment;
	2019	+- [ ] limitations memo.
	2020	+
	2021	+## Prototype analysis
	2022	+
	2023	+- [ ] clean pilot panel;
	2024	+- [ ] intraday seasonality figure;
	2025	+- [ ] sample-coverage figure;
	2026	+- [ ] preliminary shock definition;
	2027	+- [ ] preliminary cascade measure;
	2028	+- [ ] one transparent baseline regression;
	2029	+- [ ] one placebo test;
	2030	+- [ ] one LaTeX summary-statistics table;
	2031	+- [ ] one LaTeX baseline-results table.
	2032	+
	2033	+## Paper infrastructure
	2034	+
	2035	+- [ ] compiling `main.tex`;
	2036	+- [ ] compiling Internet Appendix;
	2037	+- [ ] verified bibliography workflow;
	2038	+- [ ] literature map;
	2039	+- [ ] introduction outline;
	2040	+- [ ] data-section draft based only on verified facts;
	2041	+- [ ] automated figure and table inclusion.
	2042	+
	2043	+---
	2044	+
	2045	+# 31. Stop conditions
	2046	+
	2047	+Stop and write a diagnostic report rather than proceeding if:
	2048	+
	2049	+- timestamps cannot be interpreted reliably;
	2050	+- OHLC values are extensively inconsistent;
	2051	+- split adjustments cannot be handled sufficiently for return analysis;
	2052	+- the universe is severely survivorship-biased and cannot be characterized;
	2053	+- historical coverage is too sparse for the claimed design;
	2054	+- symbol identity errors dominate long-run comparisons;
	2055	+- data licensing prevents the intended use;
	2056	+- results depend on undocumented transformations;
	2057	+- common-news contamination cannot be separated even approximately;
	2058	+- inference is computationally impossible at the intended unit without changing the design.
	2059	+
	2060	+A rigorous negative assessment is preferable to a polished but invalid paper.
	2061	+
	2062	+---
	2063	+
	2064	+# 32. Commands and workflow
	2065	+
	2066	+Create a Makefile with targets similar to:
	2067	+
	2068	+```make
	2069	+probe
	2070	+download-pilot
	2071	+audit-pilot
	2072	+download-full
	2073	+verify-data
	2074	+build-panel
	2075	+build-features
	2076	+detect-shocks
	2077	+estimate-networks
	2078	+estimate-baseline
	2079	+estimate-events
	2080	+run-placebos
	2081	+run-robustness
	2082	+figures
	2083	+tables
	2084	+paper
	2085	+appendix
	2086	+validate
	2087	+release
	2088	+```
	2089	+
	2090	+A complete reproducible run should ultimately be possible through:
	2091	+
	2092	+```bash
	2093	+make release
	2094	+```
	2095	+
	2096	+Do not run `make release` until the pilot audit and full-data checks pass.
	2097	+
	2098	+---
	2099	+
	2100	+# 33. Immediate actions
	2101	+
	2102	+Begin now with the following actions, in order:
	2103	+
	2104	+1. Create the project directory structure.
	2105	+2. Initialize environment and dependency files.
	2106	+3. Inspect the Hugging Face dataset repository without downloading all files.
	2107	+4. Pin the exact dataset revision.
	2108	+5. Create a repository-level file inventory.
	2109	+6. Estimate total download and processed-storage needs.
	2110	+7. Download three strategically selected monthly files:
	2111	+ - one early month;
	2112	+ - one middle-sample month;
	2113	+ - one recent month.
	2114	+8. Audit schema and timestamps.
	2115	+9. Produce `docs/DATA_AUDIT.md`.
	2116	+10. Produce `docs/LIMITATIONS.md`.
	2117	+11. Produce pilot coverage and intraday-seasonality figures.
	2118	+12. Produce one summary-statistics LaTeX table.
	2119	+13. Build `docs/LITERATURE_MAP.md` and begin a verified literature search.
	2120	+14. Create a compiling LaTeX manuscript skeleton.
	2121	+15. Draft only the portions of the Data section supported by the audit.
	2122	+16. Report blockers and proposed solutions before launching the full download.
	2123	+
	2124	+At the end of each major stage, produce:
	2125	+
	2126	+```text
	2127	+STATUS.md
	2128	+```
	2129	+
	2130	+with:
	2131	+
	2132	+- completed work;
	2133	+- generated files;
	2134	+- key findings;
	2135	+- quality-control results;
	2136	+- unresolved issues;
	2137	+- next commands;
	2138	+- decisions requiring attention.
	2139	+
	2140	+Do not ask for confirmation for routine implementation choices. Make the most defensible choice, record it, and continue. Escalate only issues that materially alter the research question, data legality, identification, or interpretation.
	2141	+
	2142	+---
	2143	+
	2144	+# 34. Final quality criterion
	2145	+
	2146	+The paper is not “ready for JF” merely because it compiles or contains many analyses.
	2147	+
	2148	+It is ready for serious submission consideration only if:
	2149	+
	2150	+- the data are credible and fully audited;
	2151	+- the paper documents a new and economically important fact;
	2152	+- propagation is separated as far as possible from common information;
	2153	+- magnitudes are economically meaningful;
	2154	+- results survive serious falsification tests;
	2155	+- the mechanism is coherent;
	2156	+- the literature positioning is accurate;
	2157	+- the writing is disciplined;
	2158	+- the figures and tables are publication quality;
	2159	+- all claims are reproducible;
	2160	+- limitations are explicit;
	2161	+- the main paper is focused;
	2162	+- the Internet Appendix is complete;
	2163	+- no result has been fabricated, selectively hidden, or overstated.
	2164	+
	2165	+The standard is not to make the paper appear publishable. The standard is to determine honestly whether the evidence supports a contribution worthy of a top finance journal and, if it does, to present that contribution with maximum clarity and rigor.

added docs/COMPUTE_LOG.md +19 −0

		`@@ -0,0 +1,19 @@`
	1	+# COMPUTE_LOG.md
	2	+
	3	+## 2026-07-13 — Stage A pilot benchmarks (local: Apple Silicon, macOS, Python 3.14, polars 1.40)
	4	+
	5	+\| Operation \| Input \| Wall time \| Notes \|
	6	+\|---\|---\|---\|---\|
	7	+\| Download 1992-06 (24 MB) \| HF anonymous \| 3.3 s \| ~7 MB/s \|
	8	+\| Download 2009-06 (270 MB) \| HF anonymous \| 24.4 s \| ~11 MB/s \|
	9	+\| Download 2025-12 (401 MB) \| HF anonymous \| 19.0 s \| ~21 MB/s \|
	10	+\| Full audit of 3 months (58.8M rows) \| polars eager \| ~40 s total \| fits comfortably in RAM per month \|
	11	+
	12	+## Projections for full run
	13	+
	14	+- Full download 87.7 GB: ~1.5–2.5 h serial anonymous; ~10× faster sharded across MacLustr
	15	+ nodes with `--shard k/n` (downloader supports node sharding natively).
	16	+- Storage: raw 88 GB; clean RTH panel est. 60–80 GB; features est. 100–150 GB;
	17	+ total ≲ 350 GB. Local free: ~1.0 TB (checked 2026-07-13).
	18	+- Largest single month 464 MB compressed (~2–4 GB in RAM) — per-month processing is
	19	+ single-node safe on every cluster node with ≥16 GB RAM.

added docs/DATA_AUDIT.md +164 −0

		`@@ -0,0 +1,164 @@`
	1	+# DATA_AUDIT.md — Stage A preliminary audit
	2	+
	3	+Audit date: 2026-07-13
	4	+Auditor: automated pipeline (`scripts/01_pilot_audit.py`) + targeted follow-ups (logs in `logs/audit/`)
	5	+Status: Stage A PASSED — no stop condition of CLAUDE.md §31 triggered. Proceed to Stage B (full download) after infrastructure review.
	6	+
	7	+---
	8	+
	9	+## 1. Dataset identity and provenance
	10	+
	11	+\| Property \| Value \| Verification \|
	12	+\|---\|---\|---\|
	13	+\| Dataset \| `mito0o852/OHLCV-1m` (Hugging Face) \| HF API \|
	14	+\| Pinned revision \| `776328445b7ac6e7815ef3a483e9c8ded1eb6d56` \| HF API, recorded in all manifests \|
	15	+\| Last modified \| 2026-05-03T16:22:10Z \| HF API \|
	16	+\| Claimed source \| Finnhub.io, repackaged from monthly `.tar` archives \| dataset card (unverified upstream) \|
	17	+\| Files \| 411 monthly Parquet files, `data/ohlcv_YYYY-MM.parquet` \| inventory `data/manifests/repo_inventory.json` \|
	18	+\| Coverage \| 1992-01 through 2026-03, no missing months \| continuity check on inventory \|
	19	+\| Total compressed size \| 87.72 GB \| HF file metadata \|
	20	+\| Access \| public, not gated, anonymous download works \| verified empirically \|
	21	+\| License \| NOT SPECIFIED on the dataset card \| HF API `cardData` has no license field \|
	22	+
	23	+⚠️ Licensing flag: the card names Finnhub as the original source but carries no license. Redistribution/derived-research permissions are therefore unknown. This must be resolved (contact author, check Finnhub terms) before public release of derived data; research use with citation is standard practice but should be documented in `docs/DECISION_LOG.md`. This is a caution, not a §31 stop: the analysis outputs (aggregates, estimates) do not redistribute raw data.
	24	+
	25	+## 2. Pilot sample
	26	+
	27	+Three months downloaded with SHA-256 checksums (`data/manifests/pilot_downloads.json`):
	28	+
	29	+\| Month \| Bytes \| Rows \| Unique tickers \| Trading days \|
	30	+\|---\|---\|---\|---\|---\|
	31	+\| 1992-06 \| 24,052,854 \| 3,392,433 \| 8,267 \| 22 (correct) \|
	32	+\| 2009-06 \| 270,431,130 \| 24,638,699 \| 8,050 \| 22 (correct) \|
	33	+\| 2025-12 \| 401,427,461 \| 30,792,037 \| 23,095 \| 22 (correct, incl. Dec 24 half-day; Dec 25 closed) \|
	34	+
	35	+## 3. Physical schema (identical across all three pilot files)
	36	+
	37	+```
	38	+timestamp Datetime(ns, tz=UTC) start of the bar minute (per card; consistent with data)
	39	+open Float64 USD
	40	+high Float64 USD
	41	+low Float64 USD
	42	+close Float64 USD
	43	+volume Float64 shares (integer-valued in all 58.8M pilot rows)
	44	+ticker String exchange ticker, incl. class suffixes ("BRK.A", "HEI.A")
	45	+```
	46	+
	47	+No nulls in any column in any pilot file.
	48	+
	49	+## 4. Timestamp convention — empirically established
	50	+
	51	+- All timestamps have `seconds == 0` (pure minute grid).
	52	+- 1992-06 (EDT, UTC−4): first bar 13:30 UTC = 09:30 ET; regular close maps to 16:00 ET.
	53	+- 2025-12 (EST, UTC−5): regular session maps to 14:30–21:00 UTC = 09:30–16:00 ET.
	54	+- Conclusion: timestamps are true UTC; DST is handled correctly by the source. Convert with `America/New_York` for session logic.
	55	+- No weekend rows in any pilot month.
	56	+- Calendar: trading-day counts match the NYSE calendar in all three months. The 2025-12-24 early close is respected in the data: market-wide 13:00–16:00 ET volume is 7.3% of morning volume (vs 60.4% on the adjacent normal day); residual post-13:00 bars are sparse low-volume prints (off-exchange). Cleaning rule: truncate sessions using an exchange calendar, do not rely on bar presence.
	57	+
	58	+## 5. Session composition
	59	+
	60	+\| Month \| RTH share (09:30–16:00 ET) \| Pre-market rows \| After-hours rows \|
	61	+\|---\|---\|---\|---\|
	62	+\| 1992-06 \| 97.4% \| 0 \| 89,364 \|
	63	+\| 2009-06 \| 97.7% \| 274,855 \| 298,811 \|
	64	+\| 2025-12 \| 92.0% \| 1,498,056 \| 951,715 \|
	65	+
	66	+Extended-hours coverage exists but grows over time — extended-hours analyses cannot be compared across decades on equal footing. Baseline must be RTH-only.
	67	+
	68	+## 6. Data quality results (pilot)
	69	+
	70	+\| Check \| 1992-06 \| 2009-06 \| 2025-12 \|
	71	+\|---\|---\|---\|---\|
	72	+\| OHLC violations (Low>min(O,C), High<max(O,C), Low>High) \| 0 \| 0 \| 0 \|
	73	+\| Duplicate (ticker,timestamp) keys \| 0 \| 0 \| 14 pairs \|
	74	+\| Non-positive prices \| 0 \| 0 \| 0 \|
	75	+\| Negative volume \| 0 \| 0 \| 0 \|
	76	+\| Zero-volume bars \| 0 \| 0 \| 0 \|
	77	+\| Non-integer volume \| 0 \| 0 \| 0 \|
	78	+\| Nulls \| 0 \| 0 \| 0 \|
	79	+
	80	+- The 14 duplicate pairs (28 rows) are all in illiquid OTC names (AVRW, DSHKP, NVNXF, OTRKQ, UNICY); same minute and price, usually different volume — consistent with venue/feed corrections. Resolution rule (to be logged in DECISION_LOG): aggregate duplicates by volume-sum with max(high)/min(low), and report sensitivity.
	81	+- Zero-volume bars do not exist → a missing minute means "no reported trade." The panel is trade-conditional, not a filled grid. All liquidity, staleness, and zero-return measures must treat missing minutes explicitly (cf. CLAUDE.md §5.7).
	82	+
	83	+## 7. Bar density and units
	84	+
	85	+- Liquid names are complete: AAPL, MSFT, SPY, NVDA each have exactly 390 RTH bars/day (median) in 2025-12; 1992 mega-caps (IBM 334, KO 368, T 332, AAPL 330, GE 291) are near-complete.
	86	+- Cross-section is highly skewed: in 2025-12, per-ticker median RTH bars/day has p10=1, median=5.5, p90=230; only 827 of 23,047 tickers have ≥350 bars/day. The 2025 file includes vast OTC/foreign coverage (F/Y-suffixed tickers, sub-penny names).
	87	+- 1992-06 overall median bars/symbol-day = 9 (sparse small caps) vs 89 in 2009-06.
	88	+- Volume units = shares: SPY mean daily volume 2025-12 = 75.6M (matches public data); IBM 1992-06 = 2.0M (plausible pre-split).
	89	+- Prices are raw (not split-adjusted): BRK.A trades at 771,021 USD in 2025-12 at correct level; corporate-action detection (CLAUDE.md §5.4) is mandatory before return construction.
	90	+- Sub-penny closes (1e-06) exist in OTC names; min price filters needed for baseline universe.
	91	+
	92	+## 8. Survivorship assessment (preliminary)
	93	+
	94	+Ticker overlap: 1992∩2009 = 25.8% of 1992 tickers; 1992∩2025 = 22.1%; 2009∩2025 = 39.3%.
	95	+Massive non-overlap implies delisted/disappeared securities are present in historical files — the data are not a backfilled survivor universe. Formal entry/exit curves require the full download (Stage C). Ticker reuse across decades is a real risk (a 1992 "X" and a 2025 "X" need not be the same firm): analyses spanning identity must use ticker-spell intervals (CLAUDE.md §5.5).
	96	+
	97	+## 9. Storage and compute estimate
	98	+
	99	+- Raw compressed: 87.7 GB (4.8 GB 1990s / 25.3 GB 2000s / 30.7 GB 2010s / 27.0 GB 2020s incl. 2026Q1).
	100	+- Estimated rows: ~7–9 billion (pilot bytes/row ≈ 7–13 B compressed).
	101	+- Working estimate: raw 88 GB + cleaned RTH panel ≈ 60–80 GB + features ≈ 100–150 GB + outputs ⇒ ~300–350 GB total; local disk has ~1.0 TB free — sufficient. MacLustr cluster (284 cores) available for node-sharded download/processing per CLAUDE.md §27.
	102	+- Download at observed throughput (~11–21 MB/s anonymous): ~1.5–2.5 h serial; minutes when sharded across nodes. Set `HF_TOKEN` for faster authenticated transfers.
	103	+
	104	+## 10. Open questions carried to Stage B/C
	105	+
	106	+1. Whether bars aggregate consolidated-tape trades or a single venue (affects early-close prints and volume interpretation) — probe via known halt/auction episodes.
	107	+2. Point-in-time correctness of tickers (renames, e.g., FB→META) — build spell map from full panel + external reference.
	108	+3. Security-type classification (common stock vs ETF vs ADR vs preferred/warrant/OTC) — needs external security master; ticker-suffix heuristics as fallback.
	109	+4. 1992–1999 depth: whether small-cap sparseness is a data-coverage artifact or true trading sparsity — compare against known daily volumes (external validation).
	110	+5. License clarification (see §1).
	111	+6. Outlier contamination of moments: in the pilot summary table (top-500 universe, no
	112	+ corporate-action screens), the SD of minute log returns is 255 bps (1992-06) and
	113	+ 1,173 bps (2009-06) against p1–p99 spreads of only ±146 and ±38 bps — second moments
	114	+ are dominated by a handful of extreme prints/split-like jumps. Confirms that split
	115	+ detection and print screens (§5.4) are prerequisites for any variance-based measure.
	116	+
	117	+---
	118	+
	119	+# STAGE C — Full-sample raw audit (2026-07-13)
	120	+
	121	+Scope: all 411 months, 7,686,275,524 bars, 81,306 distinct tickers. Scripts:
	122	+`04_stage_c_monthly_audit.py` (per-month + daily ticker-day panel in
	123	+`data/metadata/daily/`), `05_stage_c_cross_audit.py` (cross-month). Outputs in
	124	+`outputs/diagnostics/stage_c/`.
	125	+
	126	+## C.1 Calendar — PERFECT MATCH
	127	+Observed trading dates vs official XNYS calendar 1992-01-02 → 2026-03-31:
	128	+0 missing sessions, 0 dates outside the calendar, 0 weekend rows.
	129	+
	130	+## C.2 Timezone / DST — CONFIRMED CLEAN
	131	+Mean RTH share by calendar month is flat (0.9675–0.9709) with **no level shift in
	132	+March/November**; a DST mishandling would displace ~60 min of the 390-minute session
	133	+(~15% of rows). UTC + correct DST holds across all 34 years. RTH share per month
	134	+ranges 0.892–0.988, declining secularly with extended-hours growth (expected).
	135	+
	136	+## C.3 Integrity — 7.7 billion rows
	137	+\| Check \| Count \| Rate \|
	138	+\|---\|---\|---\|
	139	+\| OHLC violations \| 100 \| 1.3 per 10^8 — concentrated 1993–1995 (max 7/month); flag & exclude \|
	140	+\| Non-positive prices \| 0 \| — \|
	141	+\| Zero / negative volume \| 0 \| — \|
	142	+\| Duplicate (ticker,minute) keys \| 10,128 \| 1.3 per 10^6 \|
	143	+\| Weekend rows \| 0 \| — \|
	144	+
	145	+## C.4 Corporate-action candidates
	146	+442,251 ticker-days with overnight close→open ratios within 2% of rational split
	147	+ratios (2,3,4,5,6,7,8,10,20,3/2,4/3,5/4 and inverses), `split_candidates.parquet`.
	148	+This is a deliberately over-inclusive screen (illiquid-name overnight moves hit
	149	+4/3 and 5/4 by chance); Stage D refines with volume/price-level context before
	150	+building exclusion windows. Never delete without logging (§5.4).
	151	+
	152	+## C.5 Identity and survivorship
	153	+- 81,306 tickers; 221,957 continuous spells (gap > 30 calendar days ⇒ new spell);
	154	+ 29,112 tickers (36%) have multiple spells → ticker-spell, not ticker, is the
	155	+ identity unit for long-run analyses. Median spell 6 days (sparse OTC tail),
	156	+ p90 ≈ 1,084 days.
	157	+- Yearly universe: ~10.0k (1992) → ~14.4k (1996) → ~12.2–12.8k (2004–2016) →
	158	+ 22.9k in 2020 → 28.6k in 2024. Entries jump to 10,965 in 2020: a **source-
	159	+ coverage regime change** (OTC/foreign expansion), not a market event. Exits run
	160	+ ~800–1,600/yr throughout ⇒ delisted names are present continuously (limited
	161	+ survivorship bias); 2026 exit spike is right-censoring.
	162	+- Consequence (falsification §16): all secular results must hold within a
	163	+ fixed-rule universe (top-N by lagged dollar volume); the 2020 coverage break is
	164	+ a mandatory robustness axis.

added docs/DATA_DICTIONARY.md +49 −0

		`@@ -0,0 +1,49 @@`
	1	+# DATA_DICTIONARY.md
	2	+
	3	+Every constructed variable: name, formula, timing, units, availability.
	4	+Raw fields first; derived features appended as they are implemented (Stage D+).
	5	+
	6	+## Raw fields (per bar, source: mito0o852/OHLCV-1m @ 7763284)
	7	+
	8	+\| Field \| Type \| Units \| Timing \| Notes \|
	9	+\|---\|---\|---\|---\|---\|
	10	+\| `timestamp` \| Datetime(ns, UTC) \| — \| start of the bar minute \| verified UTC; convert to America/New_York for session logic \|
	11	+\| `open` \| f64 \| USD \| first trade in minute \| raw, NOT split-adjusted \|
	12	+\| `high` \| f64 \| USD \| max trade price in minute \| raw \|
	13	+\| `low` \| f64 \| f64 \| min trade price in minute \| raw \|
	14	+\| `close` \| f64 \| USD \| last trade in minute \| raw \|
	15	+\| `volume` \| f64 \| shares \| sum within minute \| integer-valued; venue scope unknown \|
	16	+\| `ticker` \| str \| — \| contemporaneous symbol \| NOT a permanent identifier; reuse possible \|
	17	+
	18	+Key property: a missing (ticker, minute) row means no reported trade, not zero return.
	19	+There are no zero-volume rows in the source.
	20	+
	21	+## Derived variables
	22	+
	23	+*(to be added with formulas, lag discipline, and config references as Stage D/E code lands;
	24	+see `config/shock_definitions.yaml` for planned shock and horizon definitions)*
	25	+
	26	+## Clean minute panel (`data/processed/minute/year=YYYY/month=MM/data.parquet`)
	27	+
	28	+\| Field \| Type \| Definition \|
	29	+\|---\|---\|---\|
	30	+\| ticker \| str \| contemporaneous symbol (identity unit = spell, see stage C) \|
	31	+\| timestamp \| Datetime(ns, UTC) \| bar-start minute, deduplicated key with ticker \|
	32	+\| open/high/low/close \| f64 \| USD, unadjusted; duplicates merged first/max/min/last \|
	33	+\| volume \| f64 \| shares, duplicates summed \|
	34	+\| date \| Date \| ET trading date \|
	35	+\| mod \| i32 \| minute of day ET (570 = 09:30) \|
	36	+\| session \| str \| pre / rth / post; rth truncated at true XNYS close (early closes) \|
	37	+\| flag_ohlc \| bool \| Low>min(O,C) or High<max(O,C) or Low>High — flagged, kept \|
	38	+\| flag_split_window \| bool \| within ±1 trading day of a high-confidence split event \|
	39	+
	40	+## Universe table (`data/metadata/universe_monthly.parquet`)
	41	+
	42	+Membership for month m computed from month m−1 only (no look-ahead):
	43	+days, med_close, med_bars, dollar_vol (m−1 aggregates); eligible (screens);
	44	+top500/top1000/top3000 (lagged dollar-volume ranks); flag_noncommon (ticker heuristic).
	45	+
	46	+## Split events (`outputs/diagnostics/stage_d/split_events.parquet`)
	47	+
	48	+ticker, date, overnight_ratio, event ("split:R"/"reverse_split:R"), prev_close,
	49	+rth_first_open. Windows in split_windows.parquet (ticker, date).

added docs/DECISION_LOG.md +90 −0

		`@@ -0,0 +1,90 @@`
	1	+# DECISION_LOG.md
	2	+
	3	+Every major choice: date, decision, alternatives, reason, effect on interpretation,
	4	+pre-specified vs data-driven, code/config reference.
	5	+
	6	+---
	7	+
	8	+2026-07-13 — Pin dataset revision.
	9	+Decision: pin `mito0o852/OHLCV-1m` @ `776328445b7ac6e7815ef3a483e9c8ded1eb6d56`.
	10	+Alternatives: track `main`. Reason: reproducibility; the repo was modified as recently as 2026-05-03.
	11	+Pre-specified (CLAUDE.md §3.1-B3). Ref: `config/base.yaml`.
	12	+
	13	+2026-07-13 — Pilot months = 1992-06, 2009-06, 2025-12.
	14	+Alternatives: crisis months (2008-10, 2020-03). Reason: one early/middle/recent per protocol;
	15	+deliberately non-crisis so the pilot characterizes normal-times data quality; crisis months
	16	+get audited in Stage C. Data-driven convenience. Ref: `scripts/00_download_pilot.py`.
	17	+
	18	+2026-07-13 — Timestamp convention accepted as UTC, bar-start.
	19	+Basis: empirical mapping to 09:30 ET session start in both EDT (1992-06) and EST (2025-12)
	20	+months; seconds always zero. Effect: all session logic converts to `America/New_York`.
	21	+Data-driven, verified. Ref: `docs/DATA_AUDIT.md` §4.
	22	+
	23	+2026-07-13 — Session truncation by exchange calendar, not bar presence.
	24	+Basis: 2025-12-24 half-day shows sparse post-13:00 prints (7% of morning volume) — likely
	25	+off-exchange; treating them as RTH would contaminate close-time measures.
	26	+Effect: RTH defined by XNYS calendar incl. early closes. Data-driven, verified.
	27	+Ref: `config/base.yaml` (session.calendar).
	28	+
	29	+2026-07-13 — Duplicate-key rule (provisional): aggregate (volume-sum, max high, min low, first open, last close).
	30	+Basis: 14 duplicate pairs in 2025-12, all illiquid OTC, same minute/price, differing volume —
	31	+consistent with feed corrections/multiple prints. Alternatives: keep-first, keep-max-volume, drop.
	32	+Effect: negligible in baseline (liquid universe); sensitivity to be reported. Data-driven.
	33	+Ref: `config/sample_filters.yaml` (baseline.duplicate_rule).
	34	+
	35	+2026-07-13 — Code license MIT.
	36	+For the research code only; data licensing unresolved (see DATA_AUDIT §1) — raw data are never
	37	+redistributed in this repo. Routine choice.
	38	+
	39	+2026-07-13 — Literature verification method.
	40	+45 references verified at DOI level via OpenAlex (Crossref for edge cases) in 4 parallel
	41	+passes; metadata caveats (online-first vs print years for Diebold–Yılmaz 2012, Karolyi
	42	+et al. 2012, Hautsch et al. 2015, Boehmer et al. 2021; incomplete registrar author
	43	+deposits for Hasbrouck–Seppi 2001 and Barndorff-Nielsen–Shephard 2004) resolved in favor
	44	+of print-issue citation. Attribution corrections: RoF 2015 systemic-risk paper is
	45	+Hautsch–Schaumburg–Schienle (not Härdle et al.); JFQA AT-international paper is
	46	+Boehmer–Fong–Wu 2021. Novelty scan (2018–2026) documented in LITERATURE_MAP.md; novelty
	47	+claims in the manuscript are qualified by that search date. Pre-specified (§21.3).
	48	+Ref: docs/LITERATURE_MAP.md, paper/bibliography/references.bib.
	49	+
	50	+2026-07-13 — Stage C parameters.
	51	+Spell break gap = 30 calendar days; split-candidate ratios {2,3,4,5,6,7,8,10,20,3/2,4/3,5/4}
	52	+± 2% and inverses, adjacent sessions ≤ 7 days apart. Alternatives: 14/60-day gaps, tighter
	53	+ratio set. Over-inclusive by design at this stage; Stage D refines. Data-driven.
	54	+Ref: scripts/05_stage_c_cross_audit.py, outputs/diagnostics/stage_c/.
	55	+
	56	+2026-07-13 — Stage D parameters.
	57	+(1) Split events: ratio ∈ {2..8,10,20,3/2}±1.5% (3/2: ±0.8%) + both-day dollar volume
	58	+≥ $50k + prev close ≥ $1 → 6,944 events (4,819 splits / 2,125 reverse); exclusion
	59	+window = event day ±1 trading day (20,662 ticker-days). Alternatives: CRSP-style external
	60	+validation (no license), wider windows. Data-driven, over-inclusion documented.
	61	+(2) Universe screens (strictly lagged, month m uses m−1): days ≥ 10, median close ≥ $5,
	62	+median RTH bars ≥ 100; top-{500,1000,3000} by prior-month RTH dollar volume.
	63	+(3) Non-common heuristic from ticker shape (5th letter F/Y/Q/W/U; .WS/.U/.PR suffixes) —
	64	+approximate, documented limitation (no security master in source).
	65	+(4) Clean panel keeps ALL sessions with a `session` label; extended-hours panel = filter,
	66	+not a second store. Early closes truncate `rth` via XNYS true close times.
	67	+Refs: scripts/06–08, data/processed/minute/, data/metadata/universe_monthly.parquet.
	68	+
	69	+2026-07-13 — Stage F baseline design + honest first result.
	70	+Design: \|z\|≥6 shocks (MAD×seasonal standardization, lagged params, LOO EW market),
	71	+isolation (\|z_mkt\|<1, simultaneous \|z\|>4 share ≤2%), outcomes at h∈{1..120} within
	72	+session, estimand = ΔΔ (post−pre, real−matched placebo), day-block bootstrap.
	73	+RESULT (1.85M events): average abnormal propagation ≈ 0 (ΔΔbreadth −1 to −3 ×10⁻⁴,
	74	+tight SEs); no decade shows significant positive propagation; weak insignificant
	75	+positive gradient at \|z\|>12. Interpretation: isolated idiosyncratic shocks to top-500
	76	+names are on average ABSORBED, not propagated — consistent with the "absorb ordinary
	77	+shocks" half of the hypothesis. Pre-registered next probes (not p-hacking; measurement
	78	+refinements specified in protocol §9): (i) cumulative breadth through h (not just at h);
	79	+(ii) network-weighted receivers (correlation-neighbor breadth) — diffuse market-wide
	80	+breadth may drown concentrated propagation; (iii) common-shock sample (the excluded
	81	+simultaneous-extreme minutes) as the separate contagion object. All three are in
	82	+CLAUDE.md §9.2/§10 and EMPIRICAL_DESIGN.md. Ref: outputs/estimates/stage_f_baseline.json.
	83	+
	84	+2026-07-13 — Target journal changed to IRFA; provenance framing.
	85	+User directive: prepare full submission for International Review of Financial Analysis.
	86	+Manuscript converted to elsarticle (preprint,12pt,authoryear), elsarticle-harv
	87	+bibliography; highlights, cover letter, declarations, data-availability produced
	88	+(outputs/release/). Provenance framed as Finnhub.io-sourced aggregation with pinned
	89	+public snapshot for reproducibility (user directive). JF-format main.tex retained
	90	+for reference. Ref: paper/main_irfa.tex, outputs/release/.

added docs/EMPIRICAL_DESIGN.md +35 −0

		`@@ -0,0 +1,35 @@`
	1	+# EMPIRICAL_DESIGN.md
	2	+
	3	+Working design document — expands as stages complete. Authoritative parameter values
	4	+live in `config/`. Protocol reference: project CLAUDE.md §§7–16.
	5	+
	6	+## Objects of interest
	7	+1. Shocks: idiosyncratic residual-return extremes (lagged conditional quantiles /
	8	+ robust SD multiples), separated by sign; volume, range, and illiquidity-proxy shocks.
	9	+2. Propagation outcomes: breadth, speed (censoring-aware), intensity, amplification
	10	+ (ISAR), persistence, asymmetry, at horizons h ∈ {1,2,5,10,15,30,60,120} min within session.
	11	+3. Networks: estimated strictly pre-shock (rolling/frozen windows): correlation,
	12	+ partial correlation, lead–lag, volatility spillover, sparse VAR/glasso; centrality roles.
	13	+4. Evolution: flexible year effects first; era bins only as secondary presentation.
	14	+
	15	+## Identification strategy (threat: common information)
	16	+- Exclude scheduled macro windows from the idiosyncratic baseline.
	17	+- Isolation filters: low contemporaneous market/sector return, no simultaneous
	18	+ extreme in >2% of universe, leave-one-out factors.
	19	+- Placebo timing matched on stock, minute-of-day, volatility state.
	20	+- Permuted networks preserving degree/sector/size/liquidity.
	21	+- Negative controls: future network weights (falsification only), pre-shock outcomes.
	22	+
	23	+## Inference
	24	+Two-way clustering (source × date) as baseline; day-block bootstrap for
	25	+distribution-level statements; randomization inference for event studies;
	26	+multiple-testing corrections within outcome families.
	27	+
	28	+## Status
	29	+- [x] Stage A pilot audit (2026-07-13)
	30	+- [ ] Stage B full download — in progress
	31	+- [ ] Stage C full raw audit
	32	+- [ ] Stage D clean panels
	33	+- [ ] Stage E descriptive evidence
	34	+- [ ] Stage F shocks & propagation
	35	+- [ ] Stage G paper

added docs/LIMITATIONS.md +43 −0

		`@@ -0,0 +1,43 @@`
	1	+# LIMITATIONS.md — What this dataset can and cannot support
	2	+
	3	+Date: 2026-07-13 (Stage A). To be revised after full-sample audit.
	4	+
	5	+## 1. OHLCV is not microstructure data
	6	+
	7	+The dataset contains one-minute OHLCV bars only. It does not contain quotes, bid–ask spreads, order-book depth, order imbalance, trade direction, hidden liquidity, venue identifiers, or execution costs. Consequences:
	8	+
	9	+- Liquidity is never observed; only OHLCV-based liquidity proxies (Amihud-type ratios, high–low range, zero-return/stale-price frequency, volume shocks) are available. All claims must be phrased as proxies.
	10	+- Price discovery mechanisms (quote updates vs trades) cannot be separated.
	11	+- Trade direction and order-flow imbalance are unobservable; signed-flow contagion channels cannot be tested directly.
	12	+- Effective spreads / transaction costs are not measurable; any economic-value exercise must use assumed, conservative cost schedules.
	13	+
	14	+## 2. The panel is trade-conditional
	15	+
	16	+Zero-volume bars do not exist in the data: a missing minute means "no reported trade in that minute." Therefore:
	17	+
	18	+- Missingness is informative (illiquidity), not random; imputation would destroy the object of interest.
	19	+- "No recorded bar" must be distinguished from "zero return" throughout (flag, don't fill).
	20	+- Sparse names have few bars per day (2025-12 cross-ticker median: 5.5 RTH bars/day); minute-level propagation analysis is only meaningful within a liquidity-screened universe, with breadth denominators restricted to eligible (actively trading) securities.
	21	+
	22	+## 3. Identity and corporate actions
	23	+
	24	+- Securities are identified by ticker only. No CUSIP/PERMNO. Ticker reuse and renames mean long horizons cannot be treated as one security without a spell map; conservative analyses run within continuous ticker episodes.
	25	+- Prices are unadjusted (BRK.A at 771k confirms raw levels). Splits/dividends are not flagged; split detection near rational ratios, exclusion windows, and robustness to close-to-close vs open-to-close returns are mandatory.
	26	+- Security type (common stock, ETF, ADR, preferred, warrant, fund, OTC) is not labeled; the 2025 file plainly includes large OTC/foreign coverage (23k tickers). External classification or suffix heuristics required; residual misclassification will remain and must be bounded via robustness (ETF/ADR exclusions).
	27	+
	28	+## 4. Coverage is time-varying by construction
	29	+
	30	+- Universe: ~8.3k tickers (1992) → ~8.1k (2009) → ~23.1k (2025); the 2020s expansion largely reflects OTC coverage, not market growth. Secular comparisons must hold the universe definition fixed (e.g., top-N by lagged dollar volume) or results will mechanically reflect coverage changes. This is itself a falsification test (CLAUDE.md §16).
	31	+- Extended-hours coverage grows over time (0% pre-market rows in 1992-06 vs 4.9% in 2025-12); RTH-only is the only decade-comparable baseline.
	32	+- 1990s bar density for small caps is low; whether this is source coverage or true sparsity is unresolved (external validation planned).
	33	+
	34	+## 5. Provenance and licensing
	35	+
	36	+- Upstream is Finnhub via a third-party repackager; no checksums against the original archives, no revision history for corrections, and no license on the card. Data errors of the source (bad prints, missing halts, venue scope) cannot be independently ruled out; cross-validation against reference daily data (volume, close) is planned for a sample of names.
	37	+- Whether bars are consolidated-tape or single-venue is unknown (open question; affects volume levels and off-hours prints).
	38	+
	39	+## 6. Inference consequences
	40	+
	41	+- One-minute returns of sparse names are contaminated by bid–ask bounce and stale prices; robust/quantile methods and liquidity screens are required.
	42	+- Common-information contamination (macro news moving everything at once) is the central identification threat; OHLCV alone cannot label news — scheduled-announcement windows and placebo designs stand in (CLAUDE.md §12).
	43	+- Nothing in the data supports direct causal claims about algorithmic/high-frequency trading; only association with market-structure eras, with explicit competing explanations.

added docs/LITERATURE_MAP.md +121 −0

		`@@ -0,0 +1,121 @@`
	1	+# LITERATURE_MAP.md
	2	+
	3	+Verification protocol (CLAUDE.md §21.3): every entry below was verified against
	4	+OpenAlex (with Crossref for edge cases) on 2026-07-13: title, authors, year,
	5	+journal, volume/issue/pages, DOI. Verification logs: agent reports of 2026-07-13
	6	+(4 parallel verification passes). Status `VERIFIED` = citable; the claim each
	7	+citation supports in the manuscript must still match the paper's actual content
	8	+(summaries below are abstract-derived).
	9	+
	10	+Streams: 1 liquidity risk · 2 commonality · 3 price discovery · 4 HFT/AT · 5 fragility/flash ·
	11	+6 cross-impact · 7 spillover networks · 8 lead–lag · 9 intraday jumps · 10 Hawkes ·
	12	+11 HF factor models · 12 fragmentation · 13 ETF/passive · 14 systemic networks ·
	13	+15 ML microstructure · 16 OHLCV measurement · M methods
	14	+
	15	+## Verified references (45)
	16	+
	17	+\| Key \| Citation \| Stream \| Main result / relevance \| Diff. from our paper \|
	18	+\|---\|---\|---\|---\|---\|
	19	+\| chordia2000commonality \| Chordia, Roll & Subrahmanyam (2000), JFE 56(1), 3–28. DOI 10.1016/S0304-405X(99)00057-4 \| 2 \| Individual-stock liquidity co-moves with market/industry liquidity \| Daily quotes, 1992 cross-section; no propagation dynamics \|
	20	+\| hasbrouck2001common \| Hasbrouck & Seppi (2001), JFE 59(3), 383–411 \| 2,11 \| Common factors in returns/order flow; order-flow commonality drives return commonality \| Dow 30 only, 1994; contemporaneous factors \|
	21	+\| amihud2002illiquidity \| Amihud (2002), JFM 5(1), 31–56 \| 1,16 \| ILLIQ price-impact proxy; illiquidity priced \| Our minute-level ILLIQ variant is a direct descendant \|
	22	+\| corwin2012simple \| Corwin & Schultz (2012), JF 67(2), 719–760 \| 16 \| High–low spread estimator validated vs TAQ \| Justifies OHLC-based liquidity proxies \|
	23	+\| roll1984simple \| Roll (1984), JF 39(4), 1127–1139 \| 16 \| Effective spread from return autocovariance \| Bid-ask bounce contaminates minute returns of sparse names \|
	24	+\| pastor2003liquidity \| Pástor & Stambaugh (2003), JPE 111(3), 642–685 \| 1 \| Aggregate liquidity is a priced state variable \| Monthly reversal-based factor \|
	25	+\| acharya2005asset \| Acharya & Pedersen (2005), JFE 77(2), 375–410 \| 1 \| Liquidity-adjusted CAPM; liquidity co-risks priced \| Theoretical pricing frame for fragility states \|
	26	+\| karolyi2012understanding \| Karolyi, Lee & van Dijk (2012), JFE 105(1), 82–112 \| 2 \| Commonality higher in downturns/volatile states, demand-side driven \| Country-level, daily; motivates state-dependence \|
	27	+\| parkinson1980extreme \| Parkinson (1980), JB 53(1), 61–65 \| 16 \| Range-based variance estimator \| Basis for our range measures \|
	28	+\| garman1980estimation \| Garman & Klass (1980), JB 53(1), 67–78 \| 16 \| OHLC minimum-variance volatility estimator \| Basis for our range measures \|
	29	+\| goyenko2009liquidity \| Goyenko, Holden & Trzcinka (2009), JFE 92(2), 153–181 \| 16 \| Low-frequency liquidity proxies track TAQ benchmarks \| Validates proxy-based design \|
	30	+\| hendershott2011algorithmic \| Hendershott, Jones & Menkveld (2011), JF 66(1), 1–33 \| 4 \| AT narrows spreads, improves liquidity (autoquote IV) \| Normal-times liquidity, 2003 event \|
	31	+\| kirilenko2017flash \| Kirilenko, Kyle, Samadi & Tuzun (2017), JF 72(3), 967–998 \| 5 \| HFT didn't trigger but amplified Flash Crash selling \| Single episode, futures audit trail \|
	32	+\| menkveld2013high \| Menkveld (2013), JFM 16(4), 712–740 \| 4 \| Modern HFT market maker: spreads −50%, inventory risk management \| Single firm/venue \|
	33	+\| brogaard2014high \| Brogaard, Hendershott & Riordan (2014), RFS 27(8), 2267–2306 \| 3,4 \| HFT trades toward permanent prices, aids discovery \| NASDAQ-flagged subset, 2008–09 \|
	34	+\| budish2015high \| Budish, Cramton & Shim (2015), QJE 130(4), 1547–1621 \| 4,12 \| Latency arms race is structural; batch auctions remedy \| Mechanism design; motivates speed-of-propagation focus \|
	35	+\| ohara2015high \| O'Hara (2015), JFE 116(2), 257–270 \| 4 \| HF microstructure changes meaning of liquidity/informed trading \| Survey \|
	36	+\| bendavid2018etfs \| Ben-David, Franzoni & Moussawi (2018), JF 73(6), 2471–2535 \| 13 \| ETF ownership raises nonfundamental volatility via arbitrage channel \| One propagation channel we condition on \|
	37	+\| madhavan2012exchange \| Madhavan (2012), FAJ 68(4), 20–35 \| 12,5 \| Fragmentation measures explain Flash Crash ETF damage \| Episode-focused \|
	38	+\| boehmer2021algorithmic \| Boehmer, Fong & Wu (2021), JFQA 56(8), 2659–2688 \| 4 \| AT improves liquidity/efficiency but raises short-term volatility, 42 markets \| Country-level averages, 2001–2011 \|
	39	+\| hasbrouck2013low \| Hasbrouck & Saar (2013), JFM 16(4), 646–679 \| 4 \| Low-latency activity improves short-horizon market quality \| Message-data measure, 2007–08 \|
	40	+\| baldauf2020high \| Baldauf & Mollner (2020), JF 75(3), 1495–1526 \| 4 \| Theory: speed narrows spreads but deters information production \| Model; we test time-series implications \|
	41	+\| diebold2014network \| Diebold & Yılmaz (2014), J.Econometrics 182(1), 119–134 \| 7,14 \| FEVD-based connectedness networks \| Daily volatilities, ~dozen firms \|
	42	+\| diebold2012better \| Diebold & Yılmaz (2012), IJF 28(1), 57–66 \| 7 \| Directional spillover index (generalized FEVD) \| Asset-class level, daily \|
	43	+\| billio2012econometric \| Billio, Getmansky, Lo & Pelizzon (2012), JFE 104(3), 535–559 \| 14 \| Granger networks among financial institutions \| Monthly returns, finance sector \|
	44	+\| barigozzi2019nets \| Barigozzi & Brownlees (2019), JAE 34(3), 347–364 \| 7,10 \| LASSO estimation of Granger + partial-correlation networks \| Daily volatilities, blue chips \|
	45	+\| acemoglu2012network \| Acemoglu et al. (2012), Econometrica 80(5), 1977–2016 \| 14 \| Network asymmetry lets micro shocks aggregate \| Theory, input-output \|
	46	+\| aitsahalia2015modeling \| Aït-Sahalia, Cacho-Diaz & Laeven (2015), JFE 117(3), 585–606 \| 10,7 \| Mutually exciting jumps model contagion \| Index-level, international \|
	47	+\| bacry2015hawkes \| Bacry, Mastromatteo & Muzy (2015), MML 1(1), 1550005 \| 10 \| Survey of Hawkes in finance \| Methods reference \|
	48	+\| hawkes1971spectra \| Hawkes (1971), Biometrika 58(1), 83–90 \| 10 \| Self/mutually exciting point processes \| Foundational \|
	49	+\| elliott2014financial \| Elliott, Golub & Jackson (2014), AER 104(10), 3115–3153 \| 14 \| Integration/diversification non-monotone for cascades \| Theory, cross-holdings \|
	50	+\| forbes2002no \| Forbes & Rigobon (2002), JF 57(5), 2223–2261 \| 7 \| Correlation-based contagion tests biased by volatility \| Country indices; motivates our conditional design \|
	51	+\| hautsch2015financial \| Hautsch, Schaumburg & Schienle (2015), RoF 19(2), 685–738 \| 14 \| Realized systemic risk beta via tail-risk networks \| Financial firms only \|
	52	+\| bekaert2014global \| Bekaert et al. (2014), JF 69(6), 2597–2649 \| 7 \| Crisis contagion beyond fundamentals = wake-up call \| Country-industry, weekly \|
	53	+\| lo1990contrarian \| Lo & MacKinlay (1990), RFS 3(2), 175–205 \| 8 \| Contrarian profits from cross-autocorrelation; size-based lead–lag \| Weekly returns \|
	54	+\| hou2007industry \| Hou (2007), RFS 20(4), 1113–1138 \| 8 \| Lead–lag is intra-industry information diffusion \| Weekly/monthly \|
	55	+\| andersen1997intraday \| Andersen & Bollerslev (1997), JEF 4(2–3), 115–158 \| 9,11 \| Intraday volatility periodicity; deseasonalization \| Foundation of our minute-of-day standardization \|
	56	+\| lee2008jumps \| Lee & Mykland (2008), RFS 21(6), 2535–2563 \| 9 \| Intraday jump detection test \| Single-asset jumps; we study cross-asset spread \|
	57	+\| barndorffnielsen2004power \| Barndorff-Nielsen & Shephard (2004), JFEc 2(1), 1–37 \| 9 \| Bipower variation separates jumps from diffusion \| Estimator we adapt \|
	58	+\| aitsahalia2009testing \| Aït-Sahalia & Jacod (2009), Ann.Stat. 37(1), 184–222 \| 9 \| Jump test from power variations at two frequencies \| Methods \|
	59	+\| gu2020empirical \| Gu, Kelly & Xiu (2020), RFS 33(5), 2223–2273 \| 15 \| ML for risk premia; OOS discipline standard \| Monthly premia; we import evaluation discipline \|
	60	+\| easley2012flow \| Easley, López de Prado & O'Hara (2012), RFS 25(5), 1457–1493 \| 5,16 \| VPIN toxicity metric; Flash Crash warning claim \| Volume-clock; contested \|
	61	+\| andersen2014vpin \| Andersen & Bondarenko (2014), JFM 17, 1–46 \| 5,16 \| VPIN's power mechanical (volatility proxy) \| Cautionary for proxy-based fragility claims \|
	62	+\| epps1979comovements \| Epps (1979), JASA 74(366), 291–298 \| 8,16 \| Correlations vanish at short intervals (Epps effect) \| Baseline high-frequency comovement fact \|
	63	+\| jorda2005estimation \| Jordà (2005), AER 95(1), 161–182 \| M \| Local projections for impulse responses \| Our workhorse estimator \|
	64	+
	65	+## Novelty scan (2018–2026, documented 2026-07-13)
	66	+
	67	+OpenAlex searches (intraday contagion equities; high-frequency spillover cross-section;
	68	+minute-level comovement; co-jumps; lead-lag networks; Epps; mini flash crashes) found **no
	69	+study combining (i) minute frequency, (ii) the full U.S. equity cross-section, and (iii) a
	70	+30+ year sample tracing the evolution of shock propagation.** Closest works and differences:
	71	+
	72	+\| Work \| Difference \|
	73	+\|---\|---\|
	74	+\| Bennett, Cucuringu & Reinert (2022), Machine Learning 111(12), 4497–4538 \| Lead–lag network detection methods, short recent sample \|
	75	+\| Baruník & Křehlík (2018), JFEc 16(2), 271–296 \| Frequency-domain connectedness, few institutions, daily \|
	76	+\| Bollerslev, Li, Patton & Quaedvlieg (2020), Econometrica 88(4), 1515–1551 \| Realized semicovariance measurement, S&P 500, forecasting focus \|
	77	+\| Braun et al. (2018), PLoS ONE 13(5), e0196920 \| Mini flash crash recovery, single-stock events \|
	78	+\| Buccheri et al. (2019), Quantitative Finance 20(2), 243–254 \| Epps effect theory \|
	79	+\| Chang, Pienaar & Gebbie (2021), Physica A 583, 126329 \| Epps sampling schemes, few assets \|
	80	+
	81	+Positioning caveat: claim novelty only as "to our knowledge, based on the documented
	82	+search of 2026-07-13"; re-run the scan before submission.
	83	+
	84	+## Verified references — second pass (65 additional, 2026-07-13)
	85	+
	86	+All verified at DOI level (OpenAlex; Crossref fallback after OpenAlex daily budget
	87	+exhaustion mid-pass). Total verified references: 110. Print-issue years used
	88	+where registries indexed online-first dates (Chinco et al. 2019, Boudt–Petitjean 2014,
	89	+Lahaye et al. 2011, Bajgrowicz et al. 2016, Menkveld–Yueshen 2019, Lucca–Moench 2015,
	90	+Foucault et al. 2016/2017, Aquilina et al. 2022, Weller 2018, Brunnermeier–Pedersen 2009,
	91	+Coval–Stafford 2007, Greenwood et al. 2015, Aït-Sahalia–Xiu 2019, Easley et al. 2021,
	92	+Da–Shive 2018).
	93	+
	94	+Contagion theory / fire sales / ownership (12): kyle2001contagion, kodres2002rational,
	95	+yuan2005asymmetric, brunnermeier2009market, cespa2014illiquidity, coval2007asset,
	96	+greenwood2011stock, anton2014connected, lou2012flow, greenwood2015vulnerable,
	97	+duarte2021fire, glasserman2016contagion.
	98	+
	99	+Market structure & HFT deep (13): biais2015equilibrium, foucault2016news,
	100	+foucault2017toxic, aquilina2022quantifying, weller2018does, vankervel2019high,
	101	+chaboud2014rise, menkveld2016economics, hendershott2011automation, ohara2011fragmentation,
	102	+bessembinder2003trade, chordia2008liquidity, chordia2011recent.
	103	+
	104	+Co-jumps / macro announcements / volatility transmission (15): bollerslev2008risk,
	105	+das2004systemic, lahaye2011jumps, caporin2017systemic, bajgrowicz2016jumps,
	106	+christensen2014fact, brogaard2018high, menkveld2019flash, andersen2003micro,
	107	+andersen2007real, lucca2015pre, savor2013how, engle1990meteor, king1990transmission,
	108	+hamao1990correlations.
	109	+
	110	+Economic links / lead-lag / liquidity dynamics (13): cohen2008economic,
	111	+menzly2010market, barrot2016input, herskovic2018networks, chinco2019sparse,
	112	+huth2014high, hameed2010stock, nagel2012evaporating, comertonforde2010time,
	113	+coughenour2004common, andrade2008trading, hasbrouck1991measuring, boudt2014intraday.
	114	+
	115	+HF factor models / ML / ETF-passive (12): bollerslev2011tails, bollerslev2016roughing,
	116	+pelger2020understanding, aitsahalia2019principal, sirignano2019universal,
	117	+easley2021microstructure, baltussen2019indexing, da2018exchange, israeli2017dark,
	118	+glosten2021etf, coles2022index, bollerslev2020realized.
	119	+
	120	+Full metadata (volume/issue/pages/DOI + abstract-based summaries) in the agent
	121	+verification reports of 2026-07-13 and in `paper/bibliography/references.bib`.

added docs/PROMPT_INITIAL_CLAUDE.md +2165 −0

		`@@ -0,0 +1,2165 @@`
	1	+# CLAUDE.md — Intraday Market Fragility Research Program
	2	+
	3	+## 0. Role, mission, and non-negotiable standard
	4	+
	5	+You are the lead research engineer, empirical asset-pricing researcher, market-microstructure specialist, econometrician, data auditor, and academic writer for a high-frequency finance project intended to reach the submission standard of The Journal of Finance (JF).
	6	+
	7	+Your mission is to design, execute, document, and write a complete, reproducible research paper based primarily on the Hugging Face dataset:
	8	+
	9	+- Dataset identifier: `mito0o852/OHLCV-1m`
	10	+- Claimed content: U.S. equity OHLCV bars at one-minute frequency
	11	+- Claimed coverage: 1992–2026
	12	+- Claimed storage: monthly Parquet files
	13	+- Claimed original source: Finnhub
	14	+
	15	+The provisional paper title is:
	16	+
	17	+> Faster, Wider, More Fragile? The Evolution of Intraday Shock Propagation in U.S. Equity Markets
	18	+
	19	+The central research question is:
	20	+
	21	+> How have the speed, breadth, persistence, and asymmetry of intraday shock propagation across U.S. equities evolved over the past three decades, and under which market conditions does an initially idiosyncratic shock become sectoral or market-wide?
	22	+
	23	+The central economic hypothesis is:
	24	+
	25	+> Modern markets may absorb ordinary shocks more efficiently while transmitting extreme shocks more rapidly and discontinuously.
	26	+
	27	+This is not a generic machine-learning forecasting project. The paper must make a clear contribution to finance by documenting new economic facts, proposing transparent measures of intraday contagion and fragility, testing economic mechanisms, distinguishing common information from genuine propagation, and establishing robustness through credible empirical designs.
	28	+
	29	+The final output must be:
	30	+
	31	+1. fully reproducible;
	32	+2. empirically honest;
	33	+3. economically motivated;
	34	+4. methodologically rigorous;
	35	+5. written in polished academic English;
	36	+6. formatted as a complete LaTeX submission package;
	37	+7. accompanied by a detailed Internet Appendix;
	38	+8. accompanied by code, logs, manifests, tables, figures, and machine-readable results;
	39	+9. prepared to the standard expected in a top finance journal;
	40	+10. explicit about every limitation imposed by OHLCV data.
	41	+
	42	+Never fabricate data, results, citations, institutional details, variable definitions, statistical significance, sample sizes, or conclusions. Never write a result in the paper before it has been generated and verified from a saved machine-readable output.
	43	+
	44	+---
	45	+
	46	+# 1. Research philosophy
	47	+
	48	+## 1.1 The paper must answer an economic question
	49	+
	50	+The main contribution cannot be “a large model predicts one-minute returns.” Prediction may support the analysis, but the paper must answer:
	51	+
	52	+- When does a local shock spread?
	53	+- How rapidly does it spread?
	54	+- How broadly does it spread?
	55	+- How persistent is the propagation?
	56	+- Is propagation asymmetric for negative and positive shocks?
	57	+- Has propagation changed over time?
	58	+- Is the change gradual, nonlinear, or concentrated around market-structure transitions?
	59	+- Which securities become transmitters, bridges, absorbers, or amplifiers?
	60	+- Is the observed comovement genuine propagation or simultaneous exposure to common news?
	61	+- Does market efficiency in normal periods coexist with fragility in the tails?
	62	+
	63	+## 1.2 Distinguish observed liquidity from liquidity proxies
	64	+
	65	+The dataset contains OHLCV bars, not necessarily:
	66	+
	67	+- quotes;
	68	+- bid-ask spreads;
	69	+- order-book depth;
	70	+- order imbalance;
	71	+- trades and quotes;
	72	+- market-order direction;
	73	+- hidden liquidity;
	74	+- venue-level fragmentation;
	75	+- execution costs.
	76	+
	77	+Therefore:
	78	+
	79	+- Do not claim to observe liquidity directly.
	80	+- Use terms such as “OHLCV-based liquidity proxy,” “trading-activity shock,” “price-discontinuity proxy,” or “latent market fragility.”
	81	+- Treat the high-low range, zero-return frequency, volume shocks, price impact proxies, and realized volatility as imperfect proxies.
	82	+- Include a dedicated limitations section.
	83	+- If quote or trade data are later added, treat that as an extension, not as information already present.
	84	+
	85	+## 1.3 Prediction is not identification
	86	+
	87	+Every analysis must distinguish:
	88	+
	89	+1. contemporaneous co-movement;
	90	+2. predictive lead-lag;
	91	+3. propagation conditional on observed information;
	92	+4. causal propagation;
	93	+5. structural counterfactual simulation.
	94	+
	95	+Do not use causal language unless the design supports it. Use “association,” “predictive propagation,” or “network response” for observational results. Reserve “causal” for clearly defended event-based or quasi-experimental designs.
	96	+
	97	+---
	98	+
	99	+# 2. Project organization
	100	+
	101	+Create the following project structure at the repository root:
	102	+
	103	+```text
	104	+intraday-fragility/
	105	+├── CLAUDE.md
	106	+├── README.md
	107	+├── LICENSE
	108	+├── CITATION.cff
	109	+├── pyproject.toml
	110	+├── uv.lock
	111	+├── environment.yml
	112	+├── .env.example
	113	+├── .gitignore
	114	+├── Makefile
	115	+├── config/
	116	+│ ├── base.yaml
	117	+│ ├── paths.yaml
	118	+│ ├── sample_filters.yaml
	119	+│ ├── shock_definitions.yaml
	120	+│ ├── models.yaml
	121	+│ ├── figures.yaml
	122	+│ └── tables.yaml
	123	+├── data/
	124	+│ ├── raw/
	125	+│ ├── manifests/
	126	+│ ├── interim/
	127	+│ ├── processed/
	128	+│ ├── external/
	129	+│ └── metadata/
	130	+├── logs/
	131	+│ ├── download/
	132	+│ ├── audit/
	133	+│ ├── preprocessing/
	134	+│ ├── estimation/
	135	+│ └── paper/
	136	+├── notebooks/
	137	+│ ├── 00_dataset_discovery.ipynb
	138	+│ ├── 01_small_sample_audit.ipynb
	139	+│ ├── 02_intraday_patterns.ipynb
	140	+│ └── 03_prototype_results.ipynb
	141	+├── src/
	142	+│ └── intraday_fragility/
	143	+│ ├── __init__.py
	144	+│ ├── cli.py
	145	+│ ├── paths.py
	146	+│ ├── logging_utils.py
	147	+│ ├── download.py
	148	+│ ├── manifest.py
	149	+│ ├── schema.py
	150	+│ ├── calendars.py
	151	+│ ├── corporate_actions.py
	152	+│ ├── identifiers.py
	153	+│ ├── universe.py
	154	+│ ├── cleaning.py
	155	+│ ├── features.py
	156	+│ ├── shocks.py
	157	+│ ├── networks.py
	158	+│ ├── contagion.py
	159	+│ ├── econometrics.py
	160	+│ ├── inference.py
	161	+│ ├── robustness.py
	162	+│ ├── simulations.py
	163	+│ ├── figures.py
	164	+│ ├── tables.py
	165	+│ ├── latex.py
	166	+│ └── validation.py
	167	+├── scripts/
	168	+│ ├── 00_probe_hf_dataset.py
	169	+│ ├── 01_download_hf_data.py
	170	+│ ├── 02_build_raw_manifest.py
	171	+│ ├── 03_audit_schema.py
	172	+│ ├── 04_audit_market_calendar.py
	173	+│ ├── 05_audit_prices_and_volume.py
	174	+│ ├── 06_detect_corporate_actions.py
	175	+│ ├── 07_construct_security_master.py
	176	+│ ├── 08_build_clean_minute_panel.py
	177	+│ ├── 09_build_daily_metadata.py
	178	+│ ├── 10_construct_features.py
	179	+│ ├── 11_detect_shocks.py
	180	+│ ├── 12_estimate_networks.py
	181	+│ ├── 13_measure_propagation.py
	182	+│ ├── 14_run_baseline_regressions.py
	183	+│ ├── 15_run_event_studies.py
	184	+│ ├── 16_run_robustness.py
	185	+│ ├── 17_run_placebos.py
	186	+│ ├── 18_build_figures.py
	187	+│ ├── 19_build_tables.py
	188	+│ ├── 20_compile_paper.py
	189	+│ └── 21_validate_release.py
	190	+├── tests/
	191	+│ ├── test_schema.py
	192	+│ ├── test_calendars.py
	193	+│ ├── test_cleaning.py
	194	+│ ├── test_features.py
	195	+│ ├── test_shocks.py
	196	+│ ├── test_networks.py
	197	+│ ├── test_econometrics.py
	198	+│ └── test_tables.py
	199	+├── outputs/
	200	+│ ├── diagnostics/
	201	+│ ├── estimates/
	202	+│ ├── figures/
	203	+│ ├── tables/
	204	+│ ├── models/
	205	+│ └── release/
	206	+├── paper/
	207	+│ ├── main.tex
	208	+│ ├── preamble.tex
	209	+│ ├── title_page.tex
	210	+│ ├── abstract.tex
	211	+│ ├── sections/
	212	+│ │ ├── 01_introduction.tex
	213	+│ │ ├── 02_literature.tex
	214	+│ │ ├── 03_data.tex
	215	+│ │ ├── 04_measurement.tex
	216	+│ │ ├── 05_empirical_design.tex
	217	+│ │ ├── 06_results.tex
	218	+│ │ ├── 07_mechanisms.tex
	219	+│ │ ├── 08_robustness.tex
	220	+│ │ └── 09_conclusion.tex
	221	+│ ├── tables/
	222	+│ ├── figures/
	223	+│ ├── bibliography/
	224	+│ │ └── references.bib
	225	+│ └── styles/
	226	+├── appendix/
	227	+│ ├── internet_appendix.tex
	228	+│ ├── sections/
	229	+│ ├── tables/
	230	+│ └── figures/
	231	+└── docs/
	232	+ ├── DATA_DICTIONARY.md
	233	+ ├── DATA_AUDIT.md
	234	+ ├── EMPIRICAL_DESIGN.md
	235	+ ├── LITERATURE_MAP.md
	236	+ ├── REPRODUCIBILITY.md
	237	+ ├── COMPUTE_LOG.md
	238	+ ├── DECISION_LOG.md
	239	+ └── LIMITATIONS.md
	240	+```
	241	+
	242	+Use relative paths. No user-specific absolute path may appear in committed code.
	243	+
	244	+---
	245	+
	246	+# 3. Execution protocol
	247	+
	248	+## 3.1 Work in stages
	249	+
	250	+Execute the project in the following order:
	251	+
	252	+### Stage A — Dataset discovery and minimal probe
	253	+Do not download the entire dataset immediately. First:
	254	+
	255	+1. inspect the Hugging Face repository metadata;
	256	+2. list all files, sizes, hashes if available, and last-modified information;
	257	+3. inspect the dataset card and revision history;
	258	+4. download only one early, one middle, and one recent monthly file;
	259	+5. infer the physical schema;
	260	+6. inspect timestamps, symbols, row counts, missingness, duplicates, price and volume units;
	261	+7. estimate total storage requirements after download, decompression, cleaning, features, and outputs;
	262	+8. write `docs/DATA_AUDIT.md` with preliminary findings;
	263	+9. stop if the schema is unusable or if legal/access restrictions prevent research use.
	264	+
	265	+### Stage B — Full download with manifest and resumability
	266	+Only after Stage A passes:
	267	+
	268	+1. download all target files;
	269	+2. use resumable transfers;
	270	+3. pin the exact dataset revision or commit hash;
	271	+4. save every file with checksum, byte size, row count, schema, and download timestamp;
	272	+5. never silently overwrite an existing file;
	273	+6. verify integrity before marking a file complete;
	274	+7. write a machine-readable manifest;
	275	+8. permit partial reruns and node-level parallelism.
	276	+
	277	+### Stage C — Raw-data audit
	278	+Before constructing returns:
	279	+
	280	+1. audit timestamp coverage;
	281	+2. map timestamps to the correct exchange timezone;
	282	+3. identify pre-market, regular, and after-hours observations;
	283	+4. inspect daylight-saving transitions;
	284	+5. compare observed minutes with the official U.S. exchange calendar;
	285	+6. identify half-days and exceptional closures;
	286	+7. detect duplicate symbol–timestamp observations;
	287	+8. detect non-monotonic timestamps;
	288	+9. detect impossible OHLC relationships;
	289	+10. inspect zeros, negative values, stale prices, and extreme volume;
	290	+11. identify possible split-related jumps;
	291	+12. inspect symbol reuse and ticker changes;
	292	+13. determine whether delisted securities are present;
	293	+14. quantify survivorship and look-ahead risks;
	294	+15. identify ETFs, ADRs, preferred shares, warrants, funds, and non-common-equity instruments where possible;
	295	+16. document uncertainty rather than guessing.
	296	+
	297	+### Stage D — Clean panel and metadata
	298	+Construct:
	299	+
	300	+- a regular-hours baseline panel;
	301	+- an extended-hours robustness panel;
	302	+- a broad universe;
	303	+- a conservative common-stock universe;
	304	+- a high-liquidity universe;
	305	+- a balanced-panel subsample only for diagnostics, never as the sole main sample.
	306	+
	307	+### Stage E — Descriptive evidence
	308	+Document:
	309	+
	310	+- sample coverage over time;
	311	+- number of securities;
	312	+- number of observations;
	313	+- missing minute patterns;
	314	+- intraday seasonality;
	315	+- cross-sectional distributions;
	316	+- volume concentration;
	317	+- volatility concentration;
	318	+- extreme-return frequency;
	319	+- changes over decades.
	320	+
	321	+### Stage F — Shock measurement and propagation
	322	+Implement the full empirical design described below.
	323	+
	324	+### Stage G — Tables, figures, and paper
	325	+All tables and figures must be generated from saved results. Never manually type numerical results into LaTeX.
	326	+
	327	+---
	328	+
	329	+# 4. Data acquisition requirements
	330	+
	331	+## 4.1 Hugging Face access
	332	+
	333	+Use official Hugging Face tooling when practical:
	334	+
	335	+- `huggingface_hub`
	336	+- `hf_hub_download`
	337	+- repository file listing APIs
	338	+- revision pinning
	339	+- authenticated access only if required
	340	+
	341	+The downloader must support:
	342	+
	343	+- dry-run mode;
	344	+- file-range filters;
	345	+- year and month filters;
	346	+- retry with exponential backoff;
	347	+- resumability;
	348	+- maximum concurrent downloads;
	349	+- checksum verification;
	350	+- per-file logs;
	351	+- node-aware sharding;
	352	+- safe interruption;
	353	+- disk-space checks;
	354	+- idempotence.
	355	+
	356	+Create CLI commands such as:
	357	+
	358	+```bash
	359	+python -m intraday_fragility.cli probe-data
	360	+python -m intraday_fragility.cli download --start 1992-01 --end 2026-12
	361	+python -m intraday_fragility.cli verify-download
	362	+python -m intraday_fragility.cli audit-raw
	363	+```
	364	+
	365	+## 4.2 Manifest
	366	+
	367	+Create `data/manifests/raw_files.parquet` and `data/manifests/raw_files.csv` with at least:
	368	+
	369	+- dataset_id;
	370	+- dataset_revision;
	371	+- remote_path;
	372	+- local_path;
	373	+- year;
	374	+- month;
	375	+- expected_bytes;
	376	+- downloaded_bytes;
	377	+- sha256;
	378	+- status;
	379	+- download_started_at;
	380	+- download_completed_at;
	381	+- row_count;
	382	+- column_names;
	383	+- column_types;
	384	+- min_timestamp;
	385	+- max_timestamp;
	386	+- unique_symbol_count;
	387	+- duplicate_key_count;
	388	+- null_count_by_column;
	389	+- audit_version;
	390	+- code_commit.
	391	+
	392	+## 4.3 Never infer undocumented semantics
	393	+
	394	+For each field, determine and document:
	395	+
	396	+- exact name;
	397	+- data type;
	398	+- units;
	399	+- timezone;
	400	+- adjustment status;
	401	+- whether price is raw or split-adjusted;
	402	+- whether volume is raw or adjusted;
	403	+- whether timestamps denote bar open or bar close;
	404	+- whether bars with no trades are omitted or filled;
	405	+- whether symbols are point-in-time;
	406	+- whether source corrections are incorporated.
	407	+
	408	+If a property cannot be established, label it “unknown” and design robustness checks around that uncertainty.
	409	+
	410	+---
	411	+
	412	+# 5. Data-quality audit
	413	+
	414	+## 5.1 Schema validation
	415	+
	416	+For every file and every batch, verify:
	417	+
	418	+\[
	419	+\text{Low}_{i,t} \leq \min(\text{Open}_{i,t},\text{Close}_{i,t})
	420	+\]
	421	+
	422	+and
	423	+
	424	+\[
	425	+\text{High}_{i,t} \geq \max(\text{Open}_{i,t},\text{Close}_{i,t})
	426	+\]
	427	+
	428	+as well as:
	429	+
	430	+\[
	431	+\text{Low}_{i,t} \leq \text{High}_{i,t}.
	432	+\]
	433	+
	434	+Flag but do not automatically delete all violations. Report counts, rates, symbols, dates, and magnitudes.
	435	+
	436	+## 5.2 Timestamp and calendar checks
	437	+
	438	+Use a recognized exchange-calendar library and independently validate important dates.
	439	+
	440	+Baseline regular session:
	441	+
	442	+- 09:30 to 16:00 Eastern Time;
	443	+- respect historical calendar variation;
	444	+- handle early closes;
	445	+- handle daylight saving correctly;
	446	+- do not assume exactly 390 bars for every date.
	447	+
	448	+Determine whether the source timestamps are UTC, local exchange time, or another convention by empirical checks.
	449	+
	450	+## 5.3 Duplicate handling
	451	+
	452	+The natural key is initially assumed to be:
	453	+
	454	+```text
	455	+(symbol, timestamp)
	456	+```
	457	+
	458	+But this assumption must be verified.
	459	+
	460	+For duplicate keys:
	461	+
	462	+1. check whether rows are identical;
	463	+2. inspect whether duplicates arise from multiple venues or source revisions;
	464	+3. preserve raw copies;
	465	+4. create deterministic resolution rules;
	466	+5. report sensitivity to alternative rules.
	467	+
	468	+## 5.4 Corporate actions
	469	+
	470	+OHLCV-based research is highly vulnerable to splits and ticker changes.
	471	+
	472	+Implement:
	473	+
	474	+- detection of discontinuities near rational split ratios;
	475	+- cross-checking against external corporate-action sources if legally and technically feasible;
	476	+- split flags;
	477	+- exclusion windows around suspected splits;
	478	+- robustness using close-to-close versus open-to-close returns;
	479	+- separate treatment of extreme jumps plausibly caused by corporate actions.
	480	+
	481	+Never winsorize away a possible split without logging it.
	482	+
	483	+## 5.5 Security identity
	484	+
	485	+A ticker is not a permanent security identifier.
	486	+
	487	+Attempt to construct or merge a point-in-time security master containing:
	488	+
	489	+- ticker;
	490	+- permanent identifier if available;
	491	+- issuer name;
	492	+- security type;
	493	+- exchange;
	494	+- listing and delisting dates;
	495	+- sector and industry;
	496	+- ETF indicator;
	497	+- ADR indicator;
	498	+- common-stock indicator;
	499	+- share class.
	500	+
	501	+If permanent identifiers cannot be recovered for the full period:
	502	+
	503	+- explicitly state this limitation;
	504	+- avoid interpreting long ticker histories as one unchanged security;
	505	+- create ticker-spell intervals;
	506	+- run conservative analyses within continuous ticker episodes.
	507	+
	508	+## 5.6 Survivorship bias
	509	+
	510	+Determine whether the data include delisted securities and whether historical files preserve the contemporaneous universe.
	511	+
	512	+Produce:
	513	+
	514	+- yearly entry counts;
	515	+- yearly exit counts;
	516	+- symbol survival curves;
	517	+- sample counts by vintage;
	518	+- comparisons of balanced and unbalanced panels;
	519	+- a formal discussion of possible survivorship bias.
	520	+
	521	+## 5.7 Missingness
	522	+
	523	+Measure missingness at:
	524	+
	525	+- file level;
	526	+- day level;
	527	+- symbol-day level;
	528	+- minute-of-day level;
	529	+- decade level;
	530	+- market-state level.
	531	+
	532	+Do not forward-fill prices in the main analysis unless the precise estimand requires a regular grid. If a regular grid is needed:
	533	+
	534	+- distinguish “no recorded bar” from “zero return”;
	535	+- retain a missing-trade indicator;
	536	+- report results without imputation;
	537	+- use previous-tick interpolation only in explicitly labeled robustness analyses.
	538	+
	539	+---
	540	+
	541	+# 6. Sample construction
	542	+
	543	+Create transparent sample filters in `config/sample_filters.yaml`.
	544	+
	545	+## 6.1 Baseline universe
	546	+
	547	+The baseline should target U.S.-listed common equities during regular trading hours, subject to defensible filters such as:
	548	+
	549	+- valid OHLC;
	550	+- positive price;
	551	+- positive or nonnegative volume as appropriate;
	552	+- minimum number of valid bars per day;
	553	+- minimum trading history;
	554	+- exclusion of obvious corporate-action contamination;
	555	+- removal of duplicate records;
	556	+- no use of future information in inclusion rules.
	557	+
	558	+## 6.2 Alternative universes
	559	+
	560	+Construct at least:
	561	+
	562	+1. all available instruments;
	563	+2. common stocks only;
	564	+3. stocks excluding ETFs and ADRs;
	565	+4. liquid stocks based on lagged information;
	566	+5. price above a lagged threshold;
	567	+6. top 500, 1,000, and 3,000 securities by lagged dollar volume;
	568	+7. continuous-history subsample;
	569	+8. pre-2001, 2001–2009, 2010–2019, and 2020 onward;
	570	+9. regular-hours only;
	571	+10. extended-hours included.
	572	+
	573	+Any liquidity-based inclusion criterion must use lagged data to avoid look-ahead bias.
	574	+
	575	+---
	576	+
	577	+# 7. Variable construction
	578	+
	579	+All features must be defined in `docs/DATA_DICTIONARY.md` with formula, timing, units, and availability.
	580	+
	581	+## 7.1 Returns
	582	+
	583	+Construct:
	584	+
	585	+\[
	586	+r_{i,t} = \log(P_{i,t})-\log(P_{i,t-1}).
	587	+\]
	588	+
	589	+Use alternative prices:
	590	+
	591	+- close-to-close minute return;
	592	+- open-to-close bar return;
	593	+- midpoint proxy $(H+L)/2$ only as robustness;
	594	+- previous valid close return;
	595	+- overnight return separately.
	596	+
	597	+Never bridge overnight and intraday returns without an explicit definition.
	598	+
	599	+## 7.2 Realized volatility
	600	+
	601	+At stock-day level:
	602	+
	603	+\[
	604	+RV_{i,d} = \sum_{t \in d} r_{i,t}^{2}.
	605	+\]
	606	+
	607	+Construct:
	608	+
	609	+- 5-minute RV;
	610	+- 15-minute RV;
	611	+- 30-minute RV;
	612	+- daily RV;
	613	+- upside and downside semivariance;
	614	+- bipower variation if data quality permits;
	615	+- jump proxies;
	616	+- realized quarticity.
	617	+
	618	+## 7.3 Range-based measures
	619	+
	620	+Examples:
	621	+
	622	+\[
	623	+Range_{i,t}=\log(H_{i,t})-\log(L_{i,t})
	624	+\]
	625	+
	626	+and established range-based volatility estimators when their assumptions are defensible.
	627	+
	628	+## 7.4 Trading activity
	629	+
	630	+Construct:
	631	+
	632	+- raw volume;
	633	+- log volume;
	634	+- dollar volume;
	635	+- turnover if shares outstanding become available;
	636	+- volume relative to the same minute of the day;
	637	+- volume z-score based only on lagged observations;
	638	+- fraction of daily volume occurring in each interval;
	639	+- market-wide and sector-wide volume concentration.
	640	+
	641	+## 7.5 OHLCV-based illiquidity and price-impact proxies
	642	+
	643	+Possible proxies include:
	644	+
	645	+\[
	646	+ILLIQ_{i,t} = \frac{\|r_{i,t}\|}{DollarVolume_{i,t}+\epsilon}.
	647	+\]
	648	+
	649	+Also consider:
	650	+
	651	+- high-low range divided by dollar volume;
	652	+- absolute residual return per unit of volume;
	653	+- zero-return frequency;
	654	+- stale-price duration;
	655	+- Roll-type proxies only if valid at the available frequency;
	656	+- Corwin–Schultz estimates only at a frequency consistent with the estimator.
	657	+
	658	+Use multiple proxies because no single OHLCV measure identifies true liquidity.
	659	+
	660	+## 7.6 Intraday seasonality
	661	+
	662	+For each variable, estimate minute-of-day seasonality using only historical information or a clearly defined full-sample descriptive normalization.
	663	+
	664	+Main predictive and causal specifications must use lagged or training-period seasonality estimates.
	665	+
	666	+Construct standardized variables:
	667	+
	668	+\[
	669	+z_{i,t}^{x}
	670	+=
	671	+\frac{x_{i,t}-\widehat{\mu}_{i,\tau(t)}}{\widehat{\sigma}_{i,\tau(t)}},
	672	+\]
	673	+
	674	+where $\tau(t)$ is minute of day.
	675	+
	676	+Use robust alternatives based on the median and MAD.
	677	+
	678	+---
	679	+
	680	+# 8. Defining idiosyncratic intraday shocks
	681	+
	682	+A raw extreme return is not necessarily idiosyncratic. Construct several shock definitions.
	683	+
	684	+## 8.1 Residual return model
	685	+
	686	+Estimate rolling or recursively updated models such as:
	687	+
	688	+\[
	689	+r_{i,t}
	690	+=
	691	+\alpha_{i,\tau}
	692	++\beta_{i,m,t}r_{m,t}
	693	++\beta_{i,s,t}r_{s(i),t}
	694	++\boldsymbol{\gamma}_{i,t}'F_t
	695	++\varepsilon_{i,t},
	696	+\]
	697	+
	698	+where:
	699	+
	700	+- $r_{m,t}$ is a broad market return;
	701	+- $r_{s(i),t}$ is the sector return;
	702	+- $F_t$ may contain principal components or other common factors;
	703	+- $\alpha_{i,\tau}$ absorbs intraday seasonality.
	704	+
	705	+Prevent mechanical contamination by excluding stock $i$ from market and sector aggregates when feasible.
	706	+
	707	+## 8.2 Shock threshold
	708	+
	709	+Define a baseline shock as:
	710	+
	711	+\[
	712	+Shock_{i,t}=1\left(
	713	+\|\varepsilon_{i,t}\| >
	714	+q_{i,\tau,t}(p)
	715	+\right),
	716	+\]
	717	+
	718	+where $q_{i,\tau,t}(p)$ is a lagged conditional extreme quantile.
	719	+
	720	+Use thresholds such as:
	721	+
	722	+- 99th percentile;
	723	+- 99.5th percentile;
	724	+- 99.9th percentile;
	725	+- 4, 5, and 6 robust standard deviations;
	726	+- extreme-value-theory thresholds;
	727	+- jump-test thresholds.
	728	+
	729	+Separate:
	730	+
	731	+- positive shocks;
	732	+- negative shocks;
	733	+- return shocks;
	734	+- volatility shocks;
	735	+- volume shocks;
	736	+- combined return-volume shocks;
	737	+- range shocks;
	738	+- illiquidity-proxy shocks.
	739	+
	740	+## 8.3 Shock isolation
	741	+
	742	+To reduce common-news contamination, require one or more of:
	743	+
	744	+- low contemporaneous market return;
	745	+- low contemporaneous sector return;
	746	+- large idiosyncratic residual;
	747	+- leave-one-out factor construction;
	748	+- no simultaneous extreme shock in a large fraction of the market;
	749	+- exclusion of scheduled macro announcement windows for the idiosyncratic baseline;
	750	+- separate common-shock sample.
	751	+
	752	+Do not define isolation so strictly that only trivial events remain. Report the trade-off.
	753	+
	754	+---
	755	+
	756	+# 9. Measuring propagation
	757	+
	758	+## 9.1 Outcome horizons
	759	+
	760	+Use horizons:
	761	+
	762	+\[
	763	+h \in \{1,2,5,10,15,30,60,120\}\text{ minutes}.
	764	+\]
	765	+
	766	+Respect session boundaries. Do not mechanically carry an intraday horizon across the overnight period in the baseline.
	767	+
	768	+## 9.2 Breadth
	769	+
	770	+Define market-wide propagation breadth:
	771	+
	772	+\[
	773	+Breadth_{i,t}(h)
	774	+=
	775	+\frac{1}{N_{t,h}-1}
	776	+\sum_{j\neq i}
	777	+1\left(\|AR_{j,t+h}\|>q_{j,\tau,t}\right).
	778	+\]
	779	+
	780	+Also define:
	781	+
	782	+- cumulative breadth through $h$;
	783	+- sector breadth;
	784	+- connected-neighbor breadth;
	785	+- non-sector breadth;
	786	+- breadth weighted by lagged dollar volume;
	787	+- breadth weighted by network proximity.
	788	+
	789	+## 9.3 Speed
	790	+
	791	+Define:
	792	+
	793	+- minutes until 1%, 5%, 10%, or 25% of eligible securities react;
	794	+- time to peak breadth;
	795	+- half-life of the response;
	796	+- propagation velocity over network distance;
	797	+- hazard of first response.
	798	+
	799	+If a threshold is never reached, treat the observation as right-censored rather than assigning an arbitrary large value.
	800	+
	801	+## 9.4 Intensity
	802	+
	803	+Define:
	804	+
	805	+\[
	806	+Intensity_{i,t}(h)
	807	+=
	808	+\frac{1}{N-1}
	809	+\sum_{j\neq i}\|AR_{j,t+h}\|.
	810	+\]
	811	+
	812	+Construct signed and unsigned versions.
	813	+
	814	+## 9.5 Amplification
	815	+
	816	+Define the Intraday Shock Amplification Ratio:
	817	+
	818	+\[
	819	+ISAR_{i,t}(h)
	820	+=
	821	+\frac{
	822	+\sum_{j\neq i}w_{ij,t}\|AR_{j,t+h}\|
	823	+}{
	824	+\|\varepsilon_{i,t}\|+\epsilon
	825	+}.
	826	+\]
	827	+
	828	+Explore alternative normalizations and show that results are not artifacts of a small denominator.
	829	+
	830	+## 9.6 Persistence
	831	+
	832	+Measure:
	833	+
	834	+- cumulative response;
	835	+- response half-life;
	836	+- reversal after the initial response;
	837	+- permanent versus transitory components;
	838	+- integrated response over 5, 15, 30, 60, and 120 minutes.
	839	+
	840	+## 9.7 Asymmetry
	841	+
	842	+Estimate separate responses to:
	843	+
	844	+- positive versus negative shocks;
	845	+- high versus low market volatility;
	846	+- opening, midday, and closing periods;
	847	+- high versus low aggregate correlation;
	848	+- high versus low market concentration;
	849	+- liquid versus illiquid source securities;
	850	+- large versus small shock magnitude.
	851	+
	852	+---
	853	+
	854	+# 10. Dynamic network construction
	855	+
	856	+The network must be estimated using information available before the shock.
	857	+
	858	+## 10.1 Candidate networks
	859	+
	860	+Estimate several networks:
	861	+
	862	+1. sector membership;
	863	+2. rolling return correlation;
	864	+3. partial correlation;
	865	+4. lead-lag predictive network;
	866	+5. volume-shock correlation;
	867	+6. volatility-spillover network;
	868	+7. sparse VAR;
	869	+8. graphical LASSO;
	870	+9. low-rank plus sparse network;
	871	+10. dynamic factor residual network;
	872	+11. Granger-style predictive network;
	873	+12. learned graph representation, used as an extension rather than the sole method.
	874	+
	875	+## 10.2 Timing discipline
	876	+
	877	+For a shock at time $t$, network weights $W_{ij,t}$ must be estimated only from data dated strictly before $t$.
	878	+
	879	+Use:
	880	+
	881	+- rolling windows;
	882	+- expanding windows;
	883	+- annual network freezes;
	884	+- monthly network freezes;
	885	+- cross-fitted network estimation.
	886	+
	887	+## 10.3 Centrality and roles
	888	+
	889	+Compute lagged:
	890	+
	891	+- out-strength;
	892	+- in-strength;
	893	+- eigenvector centrality;
	894	+- PageRank;
	895	+- betweenness;
	896	+- community bridge score;
	897	+- k-core;
	898	+- participation coefficient;
	899	+- transmitter and receiver scores.
	900	+
	901	+Define economic roles:
	902	+
	903	+- transmitter;
	904	+- receiver;
	905	+- amplifier;
	906	+- absorber;
	907	+- bridge;
	908	+- isolated security.
	909	+
	910	+Do not infer economic importance from one centrality measure alone.
	911	+
	912	+---
	913	+
	914	+# 11. Baseline econometric designs
	915	+
	916	+## 11.1 Local projections
	917	+
	918	+Estimate horizon-specific responses:
	919	+
	920	+\[
	921	+Y_{j,t+h}
	922	+=
	923	+\alpha_{j}
	924	++\delta_{\tau(t)}
	925	++\lambda_{d}
	926	++\beta_h Shock_{i,t}
	927	++\theta_h Shock_{i,t}W_{ij,t^-}
	928	++\Gamma_h'X_{i,j,t^-}
	929	++u_{i,j,t+h}.
	930	+\]
	931	+
	932	+Possible fixed effects:
	933	+
	934	+- receiver security;
	935	+- source security;
	936	+- date;
	937	+- minute of day;
	938	+- source-by-year;
	939	+- receiver-by-year;
	940	+- sector-by-date;
	941	+- market-state bins.
	942	+
	943	+Do not include fixed effects that absorb the variable of interest without recognizing it.
	944	+
	945	+## 11.2 Cascade-level regressions
	946	+
	947	+At the source-shock level:
	948	+
	949	+\[
	950	+Cascade_{i,t}(h)
	951	+=
	952	+\alpha
	953	++\beta_1 Magnitude_{i,t}
	954	++\beta_2 Negative_{i,t}
	955	++\beta_3 Centrality_{i,t^-}
	956	++\beta_4 State_{t^-}
	957	++\beta_5 Magnitude_{i,t}\times State_{t^-}
	958	++\mu_i+\lambda_d+\delta_{\tau}
	959	++\varepsilon_{i,t,h}.
	960	+\]
	961	+
	962	+## 11.3 Long-run evolution
	963	+
	964	+Estimate flexible time variation:
	965	+
	966	+- year fixed effects interacted with shock magnitude;
	967	+- rolling coefficients;
	968	+- decade bins;
	969	+- splines;
	970	+- structural-break tests;
	971	+- distributional regressions;
	972	+- quantile regressions.
	973	+
	974	+Do not impose a linear “algorithmic trading trend” as the only model.
	975	+
	976	+## 11.4 Nonlinearity
	977	+
	978	+Test whether propagation changes sharply beyond a threshold:
	979	+
	980	+- binscatter with confidence intervals;
	981	+- local polynomial;
	982	+- splines;
	983	+- threshold regression;
	984	+- generalized random forest for heterogeneity;
	985	+- quantile treatment effects where appropriate;
	986	+- monotonicity checks.
	987	+
	988	+The primary nonlinear result must also be represented with a transparent non-ML specification.
	989	+
	990	+## 11.5 Inference
	991	+
	992	+High-frequency observations are strongly dependent.
	993	+
	994	+Consider:
	995	+
	996	+- two-way clustering by source security and date;
	997	+- clustering by date and minute block;
	998	+- source-shock-level aggregation;
	999	+- block bootstrap by trading day;
	1000	+- stationary bootstrap;
	1001	+- randomization inference for event studies;
	1002	+- Driscoll–Kraay only if its assumptions fit;
	1003	+- multiple-hypothesis correction for families of outcomes.
	1004	+
	1005	+Report why each inference method is appropriate.
	1006	+
	1007	+---
	1008	+
	1009	+# 12. Identification and common-information problem
	1010	+
	1011	+The central threat is that many securities react to the same information rather than to each other.
	1012	+
	1013	+Address this directly.
	1014	+
	1015	+## 12.1 Scheduled macro announcements
	1016	+
	1017	+Construct an event database for major U.S. announcements where reliable historical timestamps and surprise measures are available:
	1018	+
	1019	+- FOMC decisions and statements;
	1020	+- CPI;
	1021	+- employment report;
	1022	+- GDP;
	1023	+- retail sales;
	1024	+- PPI;
	1025	+- ISM;
	1026	+- other major scheduled releases.
	1027	+
	1028	+Use these events to:
	1029	+
	1030	+1. characterize common shocks;
	1031	+2. estimate separate propagation patterns;
	1032	+3. exclude macro windows from the idiosyncratic baseline;
	1033	+4. compare common-news and firm-originating shock dynamics.
	1034	+
	1035	+## 12.2 Firm-specific news
	1036	+
	1037	+If reliable timestamped news or earnings-announcement data can be added:
	1038	+
	1039	+- identify plausibly firm-specific shocks;
	1040	+- distinguish pre-market, intraday, and after-hours announcements;
	1041	+- use narrow event windows;
	1042	+- avoid post-treatment controls;
	1043	+- test whether economically linked firms respond more strongly.
	1044	+
	1045	+Do not use scraped or low-quality event timestamps without validation.
	1046	+
	1047	+## 12.3 Placebo timing
	1048	+
	1049	+For each real shock:
	1050	+
	1051	+- assign same-stock placebo times on comparable non-event days;
	1052	+- preserve minute-of-day and volatility state;
	1053	+- repeat the propagation analysis;
	1054	+- compare real and placebo distributions.
	1055	+
	1056	+## 12.4 Permuted networks
	1057	+
	1058	+Randomly permute network links while preserving:
	1059	+
	1060	+- degree distribution;
	1061	+- sector composition;
	1062	+- size bins;
	1063	+- liquidity bins.
	1064	+
	1065	+True networks should outperform matched placebo networks if network propagation is economically meaningful.
	1066	+
	1067	+## 12.5 Negative controls
	1068	+
	1069	+Potential negative controls:
	1070	+
	1071	+- future network weights;
	1072	+- distant unrelated securities;
	1073	+- pre-shock outcomes;
	1074	+- randomized source identity;
	1075	+- non-overlapping time windows.
	1076	+
	1077	+Future information may be used only as a falsification test, never in the baseline estimator.
	1078	+
	1079	+---
	1080	+
	1081	+# 13. Market-structure evolution
	1082	+
	1083	+The paper may discuss algorithmic and electronic trading, but OHLCV data do not directly measure algorithmic trading intensity.
	1084	+
	1085	+Therefore:
	1086	+
	1087	+- do not claim a causal effect of algorithmic trading from a time trend alone;
	1088	+- identify documented market-structure milestones from authoritative sources;
	1089	+- treat breakpoint evidence cautiously;
	1090	+- consider alternative explanations:
	1091	+ - decimalization;
	1092	+ - ETF growth;
	1093	+ - passive investment;
	1094	+ - market fragmentation;
	1095	+ - faster information diffusion;
	1096	+ - changes in listing composition;
	1097	+ - changes in data coverage;
	1098	+ - crisis composition;
	1099	+ - regulation;
	1100	+ - macro volatility;
	1101	+ - changing sector weights.
	1102	+
	1103	+Potential periodization must be pre-specified and justified. Results should also be shown using flexible year effects rather than only hand-picked eras.
	1104	+
	1105	+---
	1106	+
	1107	+# 14. Machine learning and foundation-model extension
	1108	+
	1109	+A machine-learning component may be included, but it must not obscure identification.
	1110	+
	1111	+## 14.1 Prediction task
	1112	+
	1113	+Predict at shock time $t$:
	1114	+
	1115	+- future breadth;
	1116	+- future intensity;
	1117	+- time to cascade;
	1118	+- sector-to-market transition;
	1119	+- probability of a tail cascade.
	1120	+
	1121	+## 14.2 Data splitting
	1122	+
	1123	+Use strict temporal splits:
	1124	+
	1125	+- training period;
	1126	+- validation period;
	1127	+- final untouched test period;
	1128	+- optional rolling-origin evaluation.
	1129	+
	1130	+Never randomly split minute observations across train and test.
	1131	+
	1132	+## 14.3 Baselines
	1133	+
	1134	+Compare with:
	1135	+
	1136	+- unconditional historical mean;
	1137	+- linear and logistic regressions;
	1138	+- penalized regression;
	1139	+- random forest;
	1140	+- gradient boosting;
	1141	+- HAR-style models;
	1142	+- VAR and sparse VAR;
	1143	+- Hawkes-inspired specifications where feasible;
	1144	+- LSTM;
	1145	+- temporal convolution;
	1146	+- transformer or state-space model;
	1147	+- graph neural network;
	1148	+- model without network information;
	1149	+- model without market-state information.
	1150	+
	1151	+## 14.4 Evaluation
	1152	+
	1153	+Report:
	1154	+
	1155	+- out-of-sample $R^2$;
	1156	+- log loss;
	1157	+- Brier score;
	1158	+- AUROC;
	1159	+- precision-recall AUC;
	1160	+- calibration;
	1161	+- tail recall;
	1162	+- economic ranking performance;
	1163	+- stability across years and regimes.
	1164	+
	1165	+No trading strategy should be the main evidence. Any economic-value exercise must incorporate conservative transaction-cost assumptions and be clearly secondary.
	1166	+
	1167	+## 14.5 Interpretability
	1168	+
	1169	+Use:
	1170	+
	1171	+- partial dependence;
	1172	+- accumulated local effects;
	1173	+- SHAP with dependence-aware interpretation;
	1174	+- feature ablation;
	1175	+- network ablation;
	1176	+- temporal ablation;
	1177	+- regime-specific performance;
	1178	+- calibration plots.
	1179	+
	1180	+Do not treat model attention weights as causal explanations.
	1181	+
	1182	+---
	1183	+
	1184	+# 15. Required robustness analyses
	1185	+
	1186	+At minimum, run:
	1187	+
	1188	+1. alternative return definitions;
	1189	+2. alternative shock thresholds;
	1190	+3. alternative factor residualizations;
	1191	+4. alternative market and sector benchmarks;
	1192	+5. alternative network definitions;
	1193	+6. alternative network estimation windows;
	1194	+7. alternative security universes;
	1195	+8. exclusion of ETFs;
	1196	+9. exclusion of ADRs;
	1197	+10. exclusion of penny stocks;
	1198	+11. exclusion of suspected split windows;
	1199	+12. regular-hours only;
	1200	+13. alternative minute aggregation: 1, 5, 10, and 15 minutes;
	1201	+14. volume-weighted and equal-weighted outcomes;
	1202	+15. opening and closing exclusions;
	1203	+16. crisis versus non-crisis samples;
	1204	+17. macro-announcement exclusions;
	1205	+18. day-block bootstrap;
	1206	+19. matched placebo shocks;
	1207	+20. permuted networks;
	1208	+21. pre-trend and pre-response tests;
	1209	+22. source-stock fixed effects;
	1210	+23. receiver-stock fixed effects;
	1211	+24. date fixed effects;
	1212	+25. sector-by-date fixed effects where computationally feasible;
	1213	+26. balanced versus unbalanced samples;
	1214	+27. winsorized versus non-winsorized outcomes;
	1215	+28. median-based robust standardization;
	1216	+29. alternative right-censoring treatment for propagation time;
	1217	+30. multiple-testing adjustments.
	1218	+
	1219	+Robustness must test the economic interpretation, not merely produce many similar regressions.
	1220	+
	1221	+---
	1222	+
	1223	+# 16. Falsification tests
	1224	+
	1225	+The project must attempt to disprove its own central claim.
	1226	+
	1227	+Required falsifications include:
	1228	+
	1229	+- no systematic response before the source shock;
	1230	+- weak propagation through randomized networks;
	1231	+- weaker response among economically unrelated stocks;
	1232	+- stronger response after genuine shocks than matched placebo times;
	1233	+- no apparent secular acceleration caused solely by changing sample size;
	1234	+- no apparent acceleration caused solely by timestamp precision or coverage changes;
	1235	+- no result driven by a few crisis days;
	1236	+- no result driven by the largest technology stocks;
	1237	+- no result driven solely by ETFs;
	1238	+- no result generated mechanically by market-factor construction;
	1239	+- no result driven by corporate actions.
	1240	+
	1241	+If a falsification fails, do not hide it. Reassess the claim.
	1242	+
	1243	+---
	1244	+
	1245	+# 17. Descriptive tables required
	1246	+
	1247	+Generate the following main-paper candidates.
	1248	+
	1249	+## Table I — Sample construction
	1250	+
	1251	+Include by decade or period:
	1252	+
	1253	+- raw rows;
	1254	+- raw symbols;
	1255	+- valid trading days;
	1256	+- duplicate removals;
	1257	+- invalid OHLC removals;
	1258	+- suspected corporate-action exclusions;
	1259	+- final stock-minute observations;
	1260	+- final securities;
	1261	+- median valid minutes per stock-day.
	1262	+
	1263	+## Table II — Summary statistics
	1264	+
	1265	+For core variables:
	1266	+
	1267	+- mean;
	1268	+- standard deviation;
	1269	+- p1;
	1270	+- p5;
	1271	+- median;
	1272	+- p95;
	1273	+- p99;
	1274	+- number of observations.
	1275	+
	1276	+Report at the economically appropriate unit to avoid meaningless precision.
	1277	+
	1278	+## Table III — Characteristics of source shocks
	1279	+
	1280	+Compare:
	1281	+
	1282	+- positive and negative shocks;
	1283	+- low- and high-volatility states;
	1284	+- early and late sample;
	1285	+- cascade and non-cascade shocks.
	1286	+
	1287	+## Table IV — Baseline propagation
	1288	+
	1289	+Show horizon-specific coefficients for breadth, intensity, and persistence.
	1290	+
	1291	+## Table V — Nonlinearity and asymmetry
	1292	+
	1293	+Show shock-size bins, negative interaction, and market-state interactions.
	1294	+
	1295	+## Table VI — Evolution over time
	1296	+
	1297	+Show flexible period or year interactions and tests of equality.
	1298	+
	1299	+## Table VII — Network mechanisms
	1300	+
	1301	+Compare connected and unconnected receivers and transmitter centrality.
	1302	+
	1303	+## Table VIII — Identification and placebo tests
	1304	+
	1305	+Include macro exclusions, matched placebo times, and permuted networks.
	1306	+
	1307	+Keep the main manuscript selective. Move secondary tables to the Internet Appendix.
	1308	+
	1309	+---
	1310	+
	1311	+# 18. Figures required
	1312	+
	1313	+Create journal-quality figures in PDF and high-resolution PNG.
	1314	+
	1315	+## Figure 1 — Data coverage
	1316	+
	1317	+Panels may show:
	1318	+
	1319	+- number of securities by year;
	1320	+- number of observations by year;
	1321	+- median bars per stock-day;
	1322	+- missingness rate.
	1323	+
	1324	+## Figure 2 — Intraday seasonality
	1325	+
	1326	+Show minute-of-day patterns for:
	1327	+
	1328	+- volatility;
	1329	+- volume;
	1330	+- range;
	1331	+- shock incidence.
	1332	+
	1333	+## Figure 3 — Anatomy of a representative cascade
	1334	+
	1335	+A carefully selected event visualization with:
	1336	+
	1337	+- source shock;
	1338	+- sector response;
	1339	+- market breadth;
	1340	+- network diffusion;
	1341	+- confidence or placebo envelope where possible.
	1342	+
	1343	+Do not cherry-pick without a transparent selection rule.
	1344	+
	1345	+## Figure 4 — Impulse responses
	1346	+
	1347	+Local-projection responses over 1–120 minutes for:
	1348	+
	1349	+- breadth;
	1350	+- intensity;
	1351	+- signed returns;
	1352	+- volatility.
	1353	+
	1354	+## Figure 5 — Nonlinear propagation
	1355	+
	1356	+Plot propagation against source-shock magnitude with confidence bands.
	1357	+
	1358	+## Figure 6 — Positive-negative asymmetry
	1359	+
	1360	+Show comparable positive and negative shocks.
	1361	+
	1362	+## Figure 7 — Evolution over time
	1363	+
	1364	+Show annual or rolling estimates of propagation speed and breadth.
	1365	+
	1366	+## Figure 8 — Network position and cascade risk
	1367	+
	1368	+Show economically interpretable bins of lagged source centrality.
	1369	+
	1370	+## Figure 9 — Market-state dependence
	1371	+
	1372	+Compare calm and stressed states.
	1373	+
	1374	+## Figure 10 — Falsification evidence
	1375	+
	1376	+Real versus matched placebo and real versus permuted-network responses.
	1377	+
	1378	+---
	1379	+
	1380	+# 19. Figure style: Journal of Finance quality
	1381	+
	1382	+The phrase “JF style” means restrained, legible, publication-quality academic graphics, not imitation of proprietary branding.
	1383	+
	1384	+Use:
	1385	+
	1386	+- vector PDF as the primary format;
	1387	+- embedded fonts;
	1388	+- white background;
	1389	+- minimal chart ink;
	1390	+- no 3D effects;
	1391	+- no gradients;
	1392	+- no decorative icons;
	1393	+- no unnecessary borders;
	1394	+- no chart titles inside the plotting region unless essential;
	1395	+- concise axis labels;
	1396	+- consistent font family and sizing;
	1397	+- grayscale-safe line types and markers;
	1398	+- colorblind-safe colors when color is needed;
	1399	+- direct labels where clearer than legends;
	1400	+- confidence bands with restrained opacity;
	1401	+- panel labels `(a)`, `(b)`, etc.;
	1402	+- identical scales across comparable panels;
	1403	+- economically meaningful tick marks;
	1404	+- no scientific notation unless unavoidable;
	1405	+- no excessive decimal places.
	1406	+
	1407	+Every figure must include a LaTeX note explaining:
	1408	+
	1409	+- sample;
	1410	+- variable definitions;
	1411	+- estimation method;
	1412	+- confidence intervals;
	1413	+- clustering or bootstrap;
	1414	+- normalization;
	1415	+- exclusions.
	1416	+
	1417	+Save source data for every figure as Parquet or CSV in:
	1418	+
	1419	+```text
	1420	+outputs/figures/data/
	1421	+```
	1422	+
	1423	+A figure must be reproducible from its source-data file without rerunning the entire empirical pipeline.
	1424	+
	1425	+---
	1426	+
	1427	+# 20. LaTeX table style
	1428	+
	1429	+Use `booktabs`. Avoid vertical rules. Avoid excessive horizontal rules.
	1430	+
	1431	+Preferred packages:
	1432	+
	1433	+```latex
	1434	+\usepackage{booktabs}
	1435	+\usepackage{threeparttable}
	1436	+\usepackage{siunitx}
	1437	+\usepackage{adjustbox}
	1438	+\usepackage{longtable}
	1439	+\usepackage{tabularx}
	1440	+\usepackage{pdflscape}
	1441	+```
	1442	+
	1443	+Requirements:
	1444	+
	1445	+- decimal alignment;
	1446	+- consistent coefficient precision;
	1447	+- standard errors in parentheses;
	1448	+- significance stars only as a secondary visual convention;
	1449	+- report exact or thresholded p-values where useful;
	1450	+- clearly label fixed effects;
	1451	+- clearly label clustering;
	1452	+- include sample size;
	1453	+- include within or adjusted $R^2$ as appropriate;
	1454	+- include dependent-variable mean when informative;
	1455	+- include economic magnitude;
	1456	+- use clear panel headings;
	1457	+- use detailed table notes;
	1458	+- avoid shrinking text below readability.
	1459	+
	1460	+Do not use stars as the main argument. Emphasize coefficient magnitude, confidence intervals, and economic interpretation.
	1461	+
	1462	+Generate each table in two forms:
	1463	+
	1464	+1. standalone `.tex`;
	1465	+2. machine-readable `.csv` or `.parquet`.
	1466	+
	1467	+All table numbers must come directly from stored estimation objects.
	1468	+
	1469	+---
	1470	+
	1471	+# 21. Literature review standard
	1472	+
	1473	+The literature review must be comprehensive, current, accurate, and organized around the paper’s contribution. It must not be a list of summaries.
	1474	+
	1475	+## 21.1 Literature streams
	1476	+
	1477	+Build a literature map covering at least:
	1478	+
	1479	+1. market liquidity and liquidity risk;
	1480	+2. commonality in liquidity;
	1481	+3. market microstructure and price discovery;
	1482	+4. high-frequency trading and algorithmic trading;
	1483	+5. market fragility and flash events;
	1484	+6. cross-asset price impact and cross-impact;
	1485	+7. volatility spillovers and contagion networks;
	1486	+8. lead-lag relationships;
	1487	+9. intraday jumps;
	1488	+10. Hawkes processes and self-excitation;
	1489	+11. factor models for high-frequency returns;
	1490	+12. electronic-market design and fragmentation;
	1491	+13. ETF, passive, and portfolio-trading effects;
	1492	+14. systemic risk and network centrality;
	1493	+15. machine learning in market microstructure;
	1494	+16. measurement using OHLCV versus trades and quotes.
	1495	+
	1496	+## 21.2 Source quality hierarchy
	1497	+
	1498	+Prioritize:
	1499	+
	1500	+1. published articles in leading finance, economics, econometrics, and statistics journals;
	1501	+2. authoritative working papers from NBER, CEPR, central banks, BIS, and established scholars;
	1502	+3. official exchange, SEC, Federal Reserve, and regulatory documents;
	1503	+4. recent working papers only when directly relevant and clearly labeled as unpublished.
	1504	+
	1505	+Do not rely on blogs, generic websites, generated summaries, or low-quality outlets for core claims.
	1506	+
	1507	+## 21.3 Citation verification
	1508	+
	1509	+For every cited work:
	1510	+
	1511	+- verify title;
	1512	+- verify authors;
	1513	+- verify year;
	1514	+- verify journal or working-paper series;
	1515	+- verify volume, issue, and pages where applicable;
	1516	+- verify DOI where available;
	1517	+- verify that the paper actually supports the sentence;
	1518	+- save the source and citation metadata;
	1519	+- never cite a work based only on another paper’s bibliography.
	1520	+
	1521	+Maintain `docs/LITERATURE_MAP.md` with columns:
	1522	+
	1523	+- citation key;
	1524	+- full citation;
	1525	+- literature stream;
	1526	+- research question;
	1527	+- data;
	1528	+- frequency;
	1529	+- identification;
	1530	+- main result;
	1531	+- relevance;
	1532	+- difference from our paper;
	1533	+- verified source;
	1534	+- verification date.
	1535	+
	1536	+## 21.4 Literature review argument
	1537	+
	1538	+The review should establish:
	1539	+
	1540	+1. liquidity and volatility exhibit common components;
	1541	+2. shocks can transmit across assets through information and trading channels;
	1542	+3. high-frequency market structure may improve normal-times efficiency while creating tail fragility;
	1543	+4. prior work often studies limited instruments, shorter samples, quotes/order books, particular episodes, or lower-dimensional networks;
	1544	+5. the present paper contributes a long historical, broad cross-section of minute-level U.S. equity data;
	1545	+6. OHLCV breadth comes with measurement limitations;
	1546	+7. the paper’s novelty lies in the joint analysis of speed, breadth, persistence, asymmetry, time evolution, and network conditioning.
	1547	+
	1548	+Do not overclaim uniqueness until a documented literature search confirms it.
	1549	+
	1550	+---
	1551	+
	1552	+# 22. Paper outline
	1553	+
	1554	+The paper must be written in English.
	1555	+
	1556	+## 22.1 Abstract
	1557	+
	1558	+Target approximately 120–180 words unless the current submission rules require otherwise.
	1559	+
	1560	+The abstract must contain:
	1561	+
	1562	+1. question;
	1563	+2. data;
	1564	+3. method;
	1565	+4. central result;
	1566	+5. mechanism;
	1567	+6. implication.
	1568	+
	1569	+Do not include vague claims such as “significant implications.” State the economic fact.
	1570	+
	1571	+## 22.2 Introduction
	1572	+
	1573	+The introduction should be approximately 4–6 manuscript pages and follow this logic:
	1574	+
	1575	+### Paragraph 1 — Economic problem
	1576	+Explain why intraday propagation matters for price discovery, liquidity, execution, and systemic stability.
	1577	+
	1578	+### Paragraph 2 — Tension
	1579	+Present the core tension: faster and more liquid markets may absorb ordinary information efficiently but transmit extreme shocks rapidly.
	1580	+
	1581	+### Paragraph 3 — Research question
	1582	+State exactly what the paper asks.
	1583	+
	1584	+### Paragraph 4 — Data and empirical setting
	1585	+Describe the broad minute-level panel, while flagging that validation determines the final sample.
	1586	+
	1587	+### Paragraphs 5–7 — Main findings
	1588	+Present only verified findings, including economic magnitudes and uncertainty.
	1589	+
	1590	+### Paragraph 8 — Identification
	1591	+Explain how the paper distinguishes propagation from common information.
	1592	+
	1593	+### Paragraph 9 — Mechanisms
	1594	+Summarize network, market-state, and asymmetry evidence.
	1595	+
	1596	+### Paragraphs 10–12 — Contributions
	1597	+State contributions relative to specific literature streams.
	1598	+
	1599	+### Final paragraph — Road map
	1600	+Keep it brief.
	1601	+
	1602	+The introduction must not read like a technical report. It must build an economic argument.
	1603	+
	1604	+## 22.3 Literature review
	1605	+
	1606	+Integrate literature with hypotheses and contributions. Avoid a long disconnected catalog.
	1607	+
	1608	+## 22.4 Data
	1609	+
	1610	+Explain:
	1611	+
	1612	+- provenance;
	1613	+- raw structure;
	1614	+- coverage;
	1615	+- audit;
	1616	+- filters;
	1617	+- timestamp convention;
	1618	+- corporate-action handling;
	1619	+- security identity;
	1620	+- survivorship concerns;
	1621	+- descriptive statistics;
	1622	+- limitations.
	1623	+
	1624	+## 22.5 Measurement
	1625	+
	1626	+Define:
	1627	+
	1628	+- residual shocks;
	1629	+- propagation outcomes;
	1630	+- networks;
	1631	+- market states;
	1632	+- centrality;
	1633	+- cascade thresholds.
	1634	+
	1635	+## 22.6 Empirical design
	1636	+
	1637	+Explain:
	1638	+
	1639	+- local projections;
	1640	+- event-study design;
	1641	+- fixed effects;
	1642	+- inference;
	1643	+- timing;
	1644	+- identification assumptions;
	1645	+- threats.
	1646	+
	1647	+## 22.7 Results
	1648	+
	1649	+Organize by economic question, not by code execution order.
	1650	+
	1651	+Suggested sequence:
	1652	+
	1653	+1. basic propagation;
	1654	+2. nonlinear threshold;
	1655	+3. asymmetry;
	1656	+4. time evolution;
	1657	+5. network mechanism;
	1658	+6. market-state dependence;
	1659	+7. identification and placebo evidence.
	1660	+
	1661	+## 22.8 Robustness
	1662	+
	1663	+Keep the main text focused. Refer to a detailed Internet Appendix.
	1664	+
	1665	+## 22.9 Conclusion
	1666	+
	1667	+Do not merely summarize. State:
	1668	+
	1669	+- what was learned;
	1670	+- what remains unidentified;
	1671	+- implications for market design and risk monitoring;
	1672	+- limits of OHLCV data;
	1673	+- future work with quote and order-book data.
	1674	+
	1675	+---
	1676	+
	1677	+# 23. Writing standards
	1678	+
	1679	+The paper must read like a finance paper, not AI-generated prose.
	1680	+
	1681	+Use:
	1682	+
	1683	+- precise claims;
	1684	+- active voice where natural;
	1685	+- disciplined paragraphs;
	1686	+- explicit economic magnitudes;
	1687	+- clear transitions;
	1688	+- restrained tone;
	1689	+- correct terminology;
	1690	+- consistent notation.
	1691	+
	1692	+Avoid:
	1693	+
	1694	+- hype;
	1695	+- “revolutionary”;
	1696	+- “groundbreaking” unless quoting;
	1697	+- “unprecedented” without proof;
	1698	+- “leveraging” as filler;
	1699	+- “delve”;
	1700	+- “multifaceted”;
	1701	+- repeated road maps;
	1702	+- excessive bullet points in the manuscript;
	1703	+- paragraphs that merely describe tables;
	1704	+- causal verbs without identification;
	1705	+- statements that statistical significance proves importance.
	1706	+
	1707	+Every empirical paragraph should answer:
	1708	+
	1709	+1. What is estimated?
	1710	+2. What is the sign and magnitude?
	1711	+3. How uncertain is it?
	1712	+4. What is the economic interpretation?
	1713	+5. Which competing explanation remains?
	1714	+6. Which robustness test addresses it?
	1715	+
	1716	+---
	1717	+
	1718	+# 24. JF submission preparation
	1719	+
	1720	+At the time of final preparation, verify the current official Journal of Finance submission instructions.
	1721	+
	1722	+The working format should conservatively use:
	1723	+
	1724	+- 12-point font;
	1725	+- at least 1.5 line spacing;
	1726	+- readable margins;
	1727	+- page numbers;
	1728	+- anonymous manuscript version;
	1729	+- separate title page if required;
	1730	+- main manuscript no longer than the current JF limit;
	1731	+- separate Internet Appendix;
	1732	+- consistent references;
	1733	+- tables and figures placed according to current instructions.
	1734	+
	1735	+Do not assume old formatting rules remain current. Record the date and source of the final guideline check in:
	1736	+
	1737	+```text
	1738	+docs/DECISION_LOG.md
	1739	+```
	1740	+
	1741	+Create:
	1742	+
	1743	+```text
	1744	+outputs/release/
	1745	+├── manuscript_anonymous.pdf
	1746	+├── manuscript_named.pdf
	1747	+├── internet_appendix.pdf
	1748	+├── title_page.pdf
	1749	+├── cover_letter.tex
	1750	+├── cover_letter.pdf
	1751	+├── source_archive.zip
	1752	+├── replication_manifest.json
	1753	+└── submission_checklist.md
	1754	+```
	1755	+
	1756	+The cover letter must be factual and restrained. Do not claim acceptance probability or editorial fit without evidence.
	1757	+
	1758	+---
	1759	+
	1760	+# 25. Main paper versus Internet Appendix
	1761	+
	1762	+## Main paper
	1763	+
	1764	+Reserve for:
	1765	+
	1766	+- core question;
	1767	+- central descriptive evidence;
	1768	+- primary identification;
	1769	+- main economic mechanism;
	1770	+- essential robustness;
	1771	+- clear contribution.
	1772	+
	1773	+## Internet Appendix
	1774	+
	1775	+Include:
	1776	+
	1777	+- extended data audit;
	1778	+- full sample-construction details;
	1779	+- additional variable definitions;
	1780	+- alternative filters;
	1781	+- alternative networks;
	1782	+- alternative thresholds;
	1783	+- additional event studies;
	1784	+- placebo distributions;
	1785	+- machine-learning architecture;
	1786	+- hyperparameters;
	1787	+- computational details;
	1788	+- additional tables and figures;
	1789	+- proofs or derivations;
	1790	+- replication details.
	1791	+
	1792	+Every appendix item must be referenced from the main paper where relevant.
	1793	+
	1794	+---
	1795	+
	1796	+# 26. Reproducibility and provenance
	1797	+
	1798	+## 26.1 Configuration
	1799	+
	1800	+All parameters must live in versioned YAML files, not scattered through scripts.
	1801	+
	1802	+## 26.2 Random seeds
	1803	+
	1804	+Set and log seeds for:
	1805	+
	1806	+- sampling;
	1807	+- bootstraps;
	1808	+- permutations;
	1809	+- machine learning;
	1810	+- graph estimation;
	1811	+- simulations.
	1812	+
	1813	+## 26.3 Versioning
	1814	+
	1815	+Record:
	1816	+
	1817	+- Git commit;
	1818	+- Python version;
	1819	+- package versions;
	1820	+- OS;
	1821	+- hardware;
	1822	+- dataset revision;
	1823	+- external-data revision;
	1824	+- command line;
	1825	+- start and end time.
	1826	+
	1827	+## 26.4 Data lineage
	1828	+
	1829	+Each processed file must record:
	1830	+
	1831	+- parent inputs;
	1832	+- transformation version;
	1833	+- filters;
	1834	+- row counts before and after;
	1835	+- creation timestamp;
	1836	+- code commit.
	1837	+
	1838	+## 26.5 No manual numerical edits
	1839	+
	1840	+LaTeX tables, abstract numbers, introduction magnitudes, and conclusion numbers must be populated from a central results registry such as:
	1841	+
	1842	+```text
	1843	+outputs/estimates/results_registry.json
	1844	+```
	1845	+
	1846	+Implement macros such as:
	1847	+
	1848	+```latex
	1849	+\newcommand{\MainBreadthEffect}{...}
	1850	+```
	1851	+
	1852	+generated automatically from verified outputs.
	1853	+
	1854	+---
	1855	+
	1856	+# 27. Compute strategy for a cluster
	1857	+
	1858	+The pipeline must be scalable but safe.
	1859	+
	1860	+## 27.1 Preferred data tools
	1861	+
	1862	+Consider:
	1863	+
	1864	+- PyArrow;
	1865	+- Polars lazy execution;
	1866	+- DuckDB;
	1867	+- Dask or Ray only where they add value;
	1868	+- partitioned Parquet;
	1869	+- predicate pushdown;
	1870	+- memory-mapped reads;
	1871	+- streaming aggregations.
	1872	+
	1873	+Avoid loading the full dataset into RAM.
	1874	+
	1875	+## 27.2 Partitioning
	1876	+
	1877	+Partition processed data by a combination of:
	1878	+
	1879	+- year;
	1880	+- month;
	1881	+- trading date;
	1882	+- symbol bucket.
	1883	+
	1884	+Select partitions based on dominant query patterns.
	1885	+
	1886	+## 27.3 Distributed jobs
	1887	+
	1888	+Every distributed task must:
	1889	+
	1890	+- be idempotent;
	1891	+- write to temporary paths;
	1892	+- atomically rename on success;
	1893	+- save checkpoints;
	1894	+- avoid multiple nodes writing the same final file;
	1895	+- emit structured logs;
	1896	+- support retry;
	1897	+- validate output before success.
	1898	+
	1899	+## 27.4 Resource benchmarking
	1900	+
	1901	+Before a full run:
	1902	+
	1903	+1. benchmark one month;
	1904	+2. benchmark one year;
	1905	+3. estimate CPU hours;
	1906	+4. estimate memory;
	1907	+5. estimate temporary storage;
	1908	+6. estimate final storage;
	1909	+7. record in `docs/COMPUTE_LOG.md`.
	1910	+
	1911	+Optimization must not change estimands or silently alter precision.
	1912	+
	1913	+---
	1914	+
	1915	+# 28. Testing and validation
	1916	+
	1917	+## 28.1 Unit tests
	1918	+
	1919	+Test:
	1920	+
	1921	+- timestamp conversion;
	1922	+- session assignment;
	1923	+- return calculation;
	1924	+- shock detection;
	1925	+- lag discipline;
	1926	+- no future-data leakage;
	1927	+- network-window cutoffs;
	1928	+- breadth denominator;
	1929	+- session-boundary horizons;
	1930	+- table formatting.
	1931	+
	1932	+## 28.2 Synthetic-data tests
	1933	+
	1934	+Generate small synthetic panels with known:
	1935	+
	1936	+- common shocks;
	1937	+- idiosyncratic shocks;
	1938	+- directed propagation;
	1939	+- no propagation;
	1940	+- positive-negative asymmetry;
	1941	+- missing bars;
	1942	+- split-like jumps.
	1943	+
	1944	+Confirm that the pipeline recovers the intended patterns and rejects false ones.
	1945	+
	1946	+## 28.3 Release validation
	1947	+
	1948	+The release script must fail if:
	1949	+
	1950	+- a table references a missing result;
	1951	+- a figure is missing source data;
	1952	+- LaTeX does not compile;
	1953	+- citations are unresolved;
	1954	+- labels are duplicated;
	1955	+- page count exceeds the current target;
	1956	+- anonymous PDF contains author-identifying text;
	1957	+- manuscript claims disagree with the results registry;
	1958	+- data revision is not pinned;
	1959	+- tests fail.
	1960	+
	1961	+---
	1962	+
	1963	+# 29. Decision log
	1964	+
	1965	+Maintain `docs/DECISION_LOG.md`.
	1966	+
	1967	+For every major choice, record:
	1968	+
	1969	+- date;
	1970	+- decision;
	1971	+- alternatives considered;
	1972	+- empirical reason;
	1973	+- theoretical reason;
	1974	+- effect on interpretation;
	1975	+- whether pre-specified or data-driven;
	1976	+- code/config reference.
	1977	+
	1978	+Important decisions include:
	1979	+
	1980	+- timestamp convention;
	1981	+- regular-session definition;
	1982	+- security filters;
	1983	+- shock threshold;
	1984	+- network window;
	1985	+- factor model;
	1986	+- clustering;
	1987	+- periodization;
	1988	+- figure selection;
	1989	+- main versus appendix placement.
	1990	+
	1991	+---
	1992	+
	1993	+# 30. Minimum deliverables for the first phase
	1994	+
	1995	+The first phase is complete only when all the following exist.
	1996	+
	1997	+## Data acquisition
	1998	+
	1999	+- [ ] repository metadata report;
	2000	+- [ ] pinned dataset revision;
	2001	+- [ ] storage estimate;
	2002	+- [ ] resumable downloader;
	2003	+- [ ] raw manifest;
	2004	+- [ ] checksum verification;
	2005	+- [ ] three-month pilot sample;
	2006	+- [ ] full-download plan.
	2007	+
	2008	+## Audit
	2009	+
	2010	+- [ ] schema report;
	2011	+- [ ] timestamp report;
	2012	+- [ ] calendar report;
	2013	+- [ ] OHLC validity report;
	2014	+- [ ] duplicate report;
	2015	+- [ ] missingness report;
	2016	+- [ ] corporate-action diagnostic;
	2017	+- [ ] security-universe diagnostic;
	2018	+- [ ] survivorship assessment;
	2019	+- [ ] limitations memo.
	2020	+
	2021	+## Prototype analysis
	2022	+
	2023	+- [ ] clean pilot panel;
	2024	+- [ ] intraday seasonality figure;
	2025	+- [ ] sample-coverage figure;
	2026	+- [ ] preliminary shock definition;
	2027	+- [ ] preliminary cascade measure;
	2028	+- [ ] one transparent baseline regression;
	2029	+- [ ] one placebo test;
	2030	+- [ ] one LaTeX summary-statistics table;
	2031	+- [ ] one LaTeX baseline-results table.
	2032	+
	2033	+## Paper infrastructure
	2034	+
	2035	+- [ ] compiling `main.tex`;
	2036	+- [ ] compiling Internet Appendix;
	2037	+- [ ] verified bibliography workflow;
	2038	+- [ ] literature map;
	2039	+- [ ] introduction outline;
	2040	+- [ ] data-section draft based only on verified facts;
	2041	+- [ ] automated figure and table inclusion.
	2042	+
	2043	+---
	2044	+
	2045	+# 31. Stop conditions
	2046	+
	2047	+Stop and write a diagnostic report rather than proceeding if:
	2048	+
	2049	+- timestamps cannot be interpreted reliably;
	2050	+- OHLC values are extensively inconsistent;
	2051	+- split adjustments cannot be handled sufficiently for return analysis;
	2052	+- the universe is severely survivorship-biased and cannot be characterized;
	2053	+- historical coverage is too sparse for the claimed design;
	2054	+- symbol identity errors dominate long-run comparisons;
	2055	+- data licensing prevents the intended use;
	2056	+- results depend on undocumented transformations;
	2057	+- common-news contamination cannot be separated even approximately;
	2058	+- inference is computationally impossible at the intended unit without changing the design.
	2059	+
	2060	+A rigorous negative assessment is preferable to a polished but invalid paper.
	2061	+
	2062	+---
	2063	+
	2064	+# 32. Commands and workflow
	2065	+
	2066	+Create a Makefile with targets similar to:
	2067	+
	2068	+```make
	2069	+probe
	2070	+download-pilot
	2071	+audit-pilot
	2072	+download-full
	2073	+verify-data
	2074	+build-panel
	2075	+build-features
	2076	+detect-shocks
	2077	+estimate-networks
	2078	+estimate-baseline
	2079	+estimate-events
	2080	+run-placebos
	2081	+run-robustness
	2082	+figures
	2083	+tables
	2084	+paper
	2085	+appendix
	2086	+validate
	2087	+release
	2088	+```
	2089	+
	2090	+A complete reproducible run should ultimately be possible through:
	2091	+
	2092	+```bash
	2093	+make release
	2094	+```
	2095	+
	2096	+Do not run `make release` until the pilot audit and full-data checks pass.
	2097	+
	2098	+---
	2099	+
	2100	+# 33. Immediate actions
	2101	+
	2102	+Begin now with the following actions, in order:
	2103	+
	2104	+1. Create the project directory structure.
	2105	+2. Initialize environment and dependency files.
	2106	+3. Inspect the Hugging Face dataset repository without downloading all files.
	2107	+4. Pin the exact dataset revision.
	2108	+5. Create a repository-level file inventory.
	2109	+6. Estimate total download and processed-storage needs.
	2110	+7. Download three strategically selected monthly files:
	2111	+ - one early month;
	2112	+ - one middle-sample month;
	2113	+ - one recent month.
	2114	+8. Audit schema and timestamps.
	2115	+9. Produce `docs/DATA_AUDIT.md`.
	2116	+10. Produce `docs/LIMITATIONS.md`.
	2117	+11. Produce pilot coverage and intraday-seasonality figures.
	2118	+12. Produce one summary-statistics LaTeX table.
	2119	+13. Build `docs/LITERATURE_MAP.md` and begin a verified literature search.
	2120	+14. Create a compiling LaTeX manuscript skeleton.
	2121	+15. Draft only the portions of the Data section supported by the audit.
	2122	+16. Report blockers and proposed solutions before launching the full download.
	2123	+
	2124	+At the end of each major stage, produce:
	2125	+
	2126	+```text
	2127	+STATUS.md
	2128	+```
	2129	+
	2130	+with:
	2131	+
	2132	+- completed work;
	2133	+- generated files;
	2134	+- key findings;
	2135	+- quality-control results;
	2136	+- unresolved issues;
	2137	+- next commands;
	2138	+- decisions requiring attention.
	2139	+
	2140	+Do not ask for confirmation for routine implementation choices. Make the most defensible choice, record it, and continue. Escalate only issues that materially alter the research question, data legality, identification, or interpretation.
	2141	+
	2142	+---
	2143	+
	2144	+# 34. Final quality criterion
	2145	+
	2146	+The paper is not “ready for JF” merely because it compiles or contains many analyses.
	2147	+
	2148	+It is ready for serious submission consideration only if:
	2149	+
	2150	+- the data are credible and fully audited;
	2151	+- the paper documents a new and economically important fact;
	2152	+- propagation is separated as far as possible from common information;
	2153	+- magnitudes are economically meaningful;
	2154	+- results survive serious falsification tests;
	2155	+- the mechanism is coherent;
	2156	+- the literature positioning is accurate;
	2157	+- the writing is disciplined;
	2158	+- the figures and tables are publication quality;
	2159	+- all claims are reproducible;
	2160	+- limitations are explicit;
	2161	+- the main paper is focused;
	2162	+- the Internet Appendix is complete;
	2163	+- no result has been fabricated, selectively hidden, or overstated.
	2164	+
	2165	+The standard is not to make the paper appear publishable. The standard is to determine honestly whether the evidence supports a contribution worthy of a top finance journal and, if it does, to present that contribution with maximum clarity and rigor.

added docs/REPRODUCIBILITY.md +28 −0

		`@@ -0,0 +1,28 @@`
	1	+# REPRODUCIBILITY.md
	2	+
	3	+## Environment
	4	+- Python ≥ 3.11; dependencies pinned in `uv.lock` (created with `uv sync`).
	5	+- LaTeX: TeX Live (tested 2026), `latexmk`.
	6	+- OS tested: macOS (Apple Silicon). No OS-specific code paths.
	7	+
	8	+## Data
	9	+- Dataset: `mito0o852/OHLCV-1m` @ revision `776328445b7ac6e7815ef3a483e9c8ded1eb6d56` (pinned in `config/base.yaml`).
	10	+- Download: `python -m intraday_fragility.cli download --start 1992-01 --end 2026-03`
	11	+ (resumable; per-file sha256 verified against HF LFS metadata; manifest in
	12	+ `data/manifests/raw_files.json\|.parquet\|.csv`).
	13	+- Verify: `python -m intraday_fragility.cli verify-download`.
	14	+- Raw data are never committed; the manifest and checksums are.
	15	+
	16	+## Pipeline
	17	+`make` targets run stages in order (see `Makefile`). Every figure has its source
	18	+data in `outputs/figures/data/`; every table exists as `.tex` + `.csv`. Numerical
	19	+claims in the manuscript come from `outputs/estimates/results_registry.json` via
	20	+generated LaTeX macros — no hand-typed numbers.
	21	+
	22	+## Seeds
	23	+Global seed in `config/base.yaml` (`seed: 20260713`); stage-specific seeds logged
	24	+per run in `logs/`.
	25	+
	26	+## Provenance
	27	+Each run logs Python version, package versions, dataset revision, command line,
	28	+and timestamps to `logs/<stage>/*.jsonl`.

added environment.yml +8 −0

		`@@ -0,0 +1,8 @@`
	1	+# Conda alternative to uv.lock (primary environment manager is uv).
	2	+name: intraday-fragility
	3	+channels: [conda-forge]
	4	+dependencies:
	5	+ - python>=3.11
	6	+ - pip
	7	+ - pip:
	8	+ - -e .[dev,ml]

added outputs/diagnostics/pilot_audit_1992-06.json +627 −0

		`@@ -0,0 +1,627 @@`
	1	+{
	2	+ "month": "1992-06",
	3	+ "rows": 3392433,
	4	+ "columns": {
	5	+ "timestamp": "Datetime(time_unit='ns', time_zone='UTC')",
	6	+ "open": "Float64",
	7	+ "high": "Float64",
	8	+ "low": "Float64",
	9	+ "close": "Float64",
	10	+ "volume": "Float64",
	11	+ "ticker": "String"
	12	+ },
	13	+ "unique_tickers": 8267,
	14	+ "min_ts_utc": "1992-06-01 13:30:00+00:00",
	15	+ "max_ts_utc": "1992-06-30 21:14:00+00:00",
	16	+ "nonzero_seconds": 0,
	17	+ "rows_rth_0930_1600_et": 3303069,
	18	+ "rows_premarket_et": 0,
	19	+ "rows_afterhours_et": 89364,
	20	+ "rth_share": 0.9737,
	21	+ "duplicate_ticker_timestamp": 0,
	22	+ "ohlc_violations": 0,
	23	+ "nonpositive_prices": 0,
	24	+ "negative_volume": 0,
	25	+ "zero_volume": 0,
	26	+ "noninteger_volume": 0,
	27	+ "null_counts": {
	28	+ "timestamp": 0,
	29	+ "open": 0,
	30	+ "high": 0,
	31	+ "low": 0,
	32	+ "close": 0,
	33	+ "volume": 0,
	34	+ "ticker": 0
	35	+ },
	36	+ "weekend_rows": 0,
	37	+ "trading_days_observed": 22,
	38	+ "symbols_per_day_median": 6390.5,
	39	+ "median_bars_per_symbol_day_overall": 9.0,
	40	+ "price_summary_close": {
	41	+ "min": 0.00391,
	42	+ "p50": 22.5,
	43	+ "max": 326.0
	44	+ },
	45	+ "minute_of_day_hist": {
	46	+ "570": 16396,
	47	+ "571": 19736,
	48	+ "572": 18634,
	49	+ "573": 16594,
	50	+ "574": 14421,
	51	+ "575": 12772,
	52	+ "576": 11812,
	53	+ "577": 11553,
	54	+ "578": 10915,
	55	+ "579": 10651,
	56	+ "580": 11908,
	57	+ "581": 11899,
	58	+ "582": 11586,
	59	+ "583": 11557,
	60	+ "584": 11468,
	61	+ "585": 11534,
	62	+ "586": 11987,
	63	+ "587": 12111,
	64	+ "588": 11873,
	65	+ "589": 11760,
	66	+ "590": 11543,
	67	+ "591": 11070,
	68	+ "592": 10938,
	69	+ "593": 11629,
	70	+ "594": 11125,
	71	+ "595": 11090,
	72	+ "596": 10774,
	73	+ "597": 10315,
	74	+ "598": 10552,
	75	+ "599": 10565,
	76	+ "600": 10336,
	77	+ "601": 9913,
	78	+ "602": 9875,
	79	+ "603": 10072,
	80	+ "604": 10374,
	81	+ "605": 9818,
	82	+ "606": 10003,
	83	+ "607": 9828,
	84	+ "608": 9656,
	85	+ "609": 9398,
	86	+ "610": 9542,
	87	+ "611": 9274,
	88	+ "612": 8971,
	89	+ "613": 9101,
	90	+ "614": 9040,
	91	+ "615": 8956,
	92	+ "616": 8903,
	93	+ "617": 8904,
	94	+ "618": 8901,
	95	+ "619": 8813,
	96	+ "620": 8961,
	97	+ "621": 9027,
	98	+ "622": 8743,
	99	+ "623": 8863,
	100	+ "624": 9015,
	101	+ "625": 8763,
	102	+ "626": 8530,
	103	+ "627": 8682,
	104	+ "628": 8552,
	105	+ "629": 8473,
	106	+ "630": 8543,
	107	+ "631": 8692,
	108	+ "632": 8667,
	109	+ "633": 8538,
	110	+ "634": 8639,
	111	+ "635": 8679,
	112	+ "636": 8614,
	113	+ "637": 8395,
	114	+ "638": 8615,
	115	+ "639": 8744,
	116	+ "640": 8506,
	117	+ "641": 8678,
	118	+ "642": 8555,
	119	+ "643": 8789,
	120	+ "644": 8998,
	121	+ "645": 8640,
	122	+ "646": 8847,
	123	+ "647": 8695,
	124	+ "648": 8625,
	125	+ "649": 8792,
	126	+ "650": 8861,
	127	+ "651": 8926,
	128	+ "652": 8794,
	129	+ "653": 8862,
	130	+ "654": 8891,
	131	+ "655": 8657,
	132	+ "656": 8484,
	133	+ "657": 8462,
	134	+ "658": 8591,
	135	+ "659": 8539,
	136	+ "660": 8648,
	137	+ "661": 8332,
	138	+ "662": 8298,
	139	+ "663": 8463,
	140	+ "664": 8527,
	141	+ "665": 8464,
	142	+ "666": 8408,
	143	+ "667": 8296,
	144	+ "668": 8700,
	145	+ "669": 8419,
	146	+ "670": 8267,
	147	+ "671": 8397,
	148	+ "672": 8335,
	149	+ "673": 8319,
	150	+ "674": 8498,
	151	+ "675": 8380,
	152	+ "676": 8489,
	153	+ "677": 8333,
	154	+ "678": 8359,
	155	+ "679": 8372,
	156	+ "680": 8229,
	157	+ "681": 8185,
	158	+ "682": 8146,
	159	+ "683": 8265,
	160	+ "684": 8662,
	161	+ "685": 8403,
	162	+ "686": 8249,
	163	+ "687": 8367,
	164	+ "688": 8384,
	165	+ "689": 8432,
	166	+ "690": 8373,
	167	+ "691": 8484,
	168	+ "692": 8509,
	169	+ "693": 8259,
	170	+ "694": 8257,
	171	+ "695": 8281,
	172	+ "696": 8287,
	173	+ "697": 8294,
	174	+ "698": 8296,
	175	+ "699": 8393,
	176	+ "700": 8333,
	177	+ "701": 8189,
	178	+ "702": 8145,
	179	+ "703": 8177,
	180	+ "704": 8410,
	181	+ "705": 8190,
	182	+ "706": 8072,
	183	+ "707": 8133,
	184	+ "708": 7975,
	185	+ "709": 7905,
	186	+ "710": 7908,
	187	+ "711": 8050,
	188	+ "712": 8002,
	189	+ "713": 7936,
	190	+ "714": 7873,
	191	+ "715": 7995,
	192	+ "716": 7796,
	193	+ "717": 7692,
	194	+ "718": 7873,
	195	+ "719": 7850,
	196	+ "720": 7675,
	197	+ "721": 7688,
	198	+ "722": 7818,
	199	+ "723": 7792,
	200	+ "724": 8345,
	201	+ "725": 7950,
	202	+ "726": 7798,
	203	+ "727": 7557,
	204	+ "728": 7517,
	205	+ "729": 7634,
	206	+ "730": 7725,
	207	+ "731": 7520,
	208	+ "732": 7619,
	209	+ "733": 7426,
	210	+ "734": 7624,
	211	+ "735": 7446,
	212	+ "736": 7335,
	213	+ "737": 7668,
	214	+ "738": 7593,
	215	+ "739": 7379,
	216	+ "740": 7384,
	217	+ "741": 7341,
	218	+ "742": 7330,
	219	+ "743": 7261,
	220	+ "744": 7395,
	221	+ "745": 7361,
	222	+ "746": 7280,
	223	+ "747": 6981,
	224	+ "748": 6986,
	225	+ "749": 6871,
	226	+ "750": 6835,
	227	+ "751": 6971,
	228	+ "752": 7170,
	229	+ "753": 7043,
	230	+ "754": 7116,
	231	+ "755": 6918,
	232	+ "756": 6799,
	233	+ "757": 6826,
	234	+ "758": 6854,
	235	+ "759": 6742,
	236	+ "760": 6681,
	237	+ "761": 6790,
	238	+ "762": 6650,
	239	+ "763": 6635,
	240	+ "764": 6909,
	241	+ "765": 6884,
	242	+ "766": 6824,
	243	+ "767": 6774,
	244	+ "768": 6670,
	245	+ "769": 6748,
	246	+ "770": 6569,
	247	+ "771": 6970,
	248	+ "772": 6728,
	249	+ "773": 6666,
	250	+ "774": 6727,
	251	+ "775": 6741,
	252	+ "776": 6996,
	253	+ "777": 6856,
	254	+ "778": 6936,
	255	+ "779": 6913,
	256	+ "780": 6851,
	257	+ "781": 6624,
	258	+ "782": 6827,
	259	+ "783": 6613,
	260	+ "784": 6739,
	261	+ "785": 6706,
	262	+ "786": 6769,
	263	+ "787": 6806,
	264	+ "788": 6715,
	265	+ "789": 6436,
	266	+ "790": 6573,
	267	+ "791": 6621,
	268	+ "792": 6350,
	269	+ "793": 6324,
	270	+ "794": 6336,
	271	+ "795": 6314,
	272	+ "796": 6381,
	273	+ "797": 6424,
	274	+ "798": 6283,
	275	+ "799": 6244,
	276	+ "800": 6299,
	277	+ "801": 6366,
	278	+ "802": 6239,
	279	+ "803": 6523,
	280	+ "804": 6886,
	281	+ "805": 6345,
	282	+ "806": 6467,
	283	+ "807": 6531,
	284	+ "808": 6556,
	285	+ "809": 6598,
	286	+ "810": 6508,
	287	+ "811": 6662,
	288	+ "812": 6519,
	289	+ "813": 6705,
	290	+ "814": 6819,
	291	+ "815": 6751,
	292	+ "816": 6618,
	293	+ "817": 6671,
	294	+ "818": 6684,
	295	+ "819": 6605,
	296	+ "820": 6556,
	297	+ "821": 6644,
	298	+ "822": 6599,
	299	+ "823": 6494,
	300	+ "824": 6956,
	301	+ "825": 6907,
	302	+ "826": 6733,
	303	+ "827": 6855,
	304	+ "828": 6676,
	305	+ "829": 6818,
	306	+ "830": 6762,
	307	+ "831": 7046,
	308	+ "832": 6853,
	309	+ "833": 6877,
	310	+ "834": 6947,
	311	+ "835": 6855,
	312	+ "836": 6863,
	313	+ "837": 7006,
	314	+ "838": 6893,
	315	+ "839": 6887,
	316	+ "840": 7238,
	317	+ "841": 7115,
	318	+ "842": 7008,
	319	+ "843": 7136,
	320	+ "844": 7259,
	321	+ "845": 6992,
	322	+ "846": 7116,
	323	+ "847": 7194,
	324	+ "848": 7150,
	325	+ "849": 7099,
	326	+ "850": 6989,
	327	+ "851": 7165,
	328	+ "852": 7165,
	329	+ "853": 7181,
	330	+ "854": 7087,
	331	+ "855": 7210,
	332	+ "856": 7495,
	333	+ "857": 7411,
	334	+ "858": 7524,
	335	+ "859": 7544,
	336	+ "860": 7433,
	337	+ "861": 7449,
	338	+ "862": 7445,
	339	+ "863": 7557,
	340	+ "864": 7704,
	341	+ "865": 7657,
	342	+ "866": 7564,
	343	+ "867": 7500,
	344	+ "868": 7605,
	345	+ "869": 7780,
	346	+ "870": 7658,
	347	+ "871": 8006,
	348	+ "872": 7646,
	349	+ "873": 7428,
	350	+ "874": 7853,
	351	+ "875": 7819,
	352	+ "876": 7924,
	353	+ "877": 7647,
	354	+ "878": 7841,
	355	+ "879": 7962,
	356	+ "880": 7701,
	357	+ "881": 8176,
	358	+ "882": 7986,
	359	+ "883": 8117,
	360	+ "884": 8423,
	361	+ "885": 8272,
	362	+ "886": 8417,
	363	+ "887": 8179,
	364	+ "888": 8332,
	365	+ "889": 8119,
	366	+ "890": 8222,
	367	+ "891": 8302,
	368	+ "892": 8194,
	369	+ "893": 8222,
	370	+ "894": 8161,
	371	+ "895": 8294,
	372	+ "896": 8258,
	373	+ "897": 8449,
	374	+ "898": 8362,
	375	+ "899": 8267,
	376	+ "900": 8395,
	377	+ "901": 8509,
	378	+ "902": 8574,
	379	+ "903": 8528,
	380	+ "904": 9137,
	381	+ "905": 8755,
	382	+ "906": 8923,
	383	+ "907": 9113,
	384	+ "908": 9108,
	385	+ "909": 9193,
	386	+ "910": 9233,
	387	+ "911": 9259,
	388	+ "912": 9272,
	389	+ "913": 9187,
	390	+ "914": 8923,
	391	+ "915": 9205,
	392	+ "916": 9123,
	393	+ "917": 9157,
	394	+ "918": 9099,
	395	+ "919": 9460,
	396	+ "920": 9496,
	397	+ "921": 9474,
	398	+ "922": 9394,
	399	+ "923": 9222,
	400	+ "924": 9552,
	401	+ "925": 9548,
	402	+ "926": 9504,
	403	+ "927": 9686,
	404	+ "928": 9905,
	405	+ "929": 9820,
	406	+ "930": 9675,
	407	+ "931": 9900,
	408	+ "932": 9781,
	409	+ "933": 9925,
	410	+ "934": 9895,
	411	+ "935": 10145,
	412	+ "936": 10256,
	413	+ "937": 10380,
	414	+ "938": 10244,
	415	+ "939": 10206,
	416	+ "940": 10411,
	417	+ "941": 10440,
	418	+ "942": 10373,
	419	+ "943": 10308,
	420	+ "944": 10576,
	421	+ "945": 10629,
	422	+ "946": 10799,
	423	+ "947": 10855,
	424	+ "948": 11226,
	425	+ "949": 11141,
	426	+ "950": 11703,
	427	+ "951": 11729,
	428	+ "952": 11963,
	429	+ "953": 11986,
	430	+ "954": 12140,
	431	+ "955": 12848,
	432	+ "956": 13054,
	433	+ "957": 13021,
	434	+ "958": 13206,
	435	+ "959": 13800,
	436	+ "960": 16392,
	437	+ "961": 11872,
	438	+ "962": 7748,
	439	+ "963": 5454,
	440	+ "964": 4087,
	441	+ "965": 3534,
	442	+ "966": 3035,
	443	+ "967": 2665,
	444	+ "968": 2377,
	445	+ "969": 2203,
	446	+ "970": 5660,
	447	+ "971": 3958,
	448	+ "972": 3241,
	449	+ "973": 2374,
	450	+ "974": 1457,
	451	+ "975": 1090,
	452	+ "976": 924,
	453	+ "977": 844,
	454	+ "978": 735,
	455	+ "979": 694,
	456	+ "980": 704,
	457	+ "981": 605,
	458	+ "982": 564,
	459	+ "983": 516,
	460	+ "984": 628,
	461	+ "985": 561,
	462	+ "986": 389,
	463	+ "987": 419,
	464	+ "988": 359,
	465	+ "989": 348,
	466	+ "990": 265,
	467	+ "991": 228,
	468	+ "992": 206,
	469	+ "993": 191,
	470	+ "994": 160,
	471	+ "995": 191,
	472	+ "996": 164,
	473	+ "997": 169,
	474	+ "998": 142,
	475	+ "999": 159,
	476	+ "1000": 129,
	477	+ "1001": 121,
	478	+ "1002": 95,
	479	+ "1003": 83,
	480	+ "1004": 73,
	481	+ "1005": 73,
	482	+ "1006": 83,
	483	+ "1007": 67,
	484	+ "1008": 63,
	485	+ "1009": 86,
	486	+ "1010": 76,
	487	+ "1011": 60,
	488	+ "1012": 42,
	489	+ "1013": 52,
	490	+ "1014": 38,
	491	+ "1015": 23,
	492	+ "1016": 41,
	493	+ "1017": 21,
	494	+ "1018": 23,
	495	+ "1019": 26,
	496	+ "1020": 20,
	497	+ "1021": 558,
	498	+ "1022": 13,
	499	+ "1023": 15,
	500	+ "1024": 24,
	501	+ "1025": 21,
	502	+ "1026": 12,
	503	+ "1027": 15,
	504	+ "1028": 14,
	505	+ "1029": 12,
	506	+ "1030": 17,
	507	+ "1031": 18,
	508	+ "1032": 9,
	509	+ "1033": 9,
	510	+ "1034": 10,
	511	+ "1035": 7,
	512	+ "1036": 2,
	513	+ "1037": 1
	514	+ },
	515	+ "per_day": [
	516	+ {
	517	+ "date": "1992-06-01",
	518	+ "symbols": 5555,
	519	+ "median_bars": 10.0
	520	+ },
	521	+ {
	522	+ "date": "1992-06-02",
	523	+ "symbols": 5533,
	524	+ "median_bars": 11.0
	525	+ },
	526	+ {
	527	+ "date": "1992-06-03",
	528	+ "symbols": 5481,
	529	+ "median_bars": 10.0
	530	+ },
	531	+ {
	532	+ "date": "1992-06-04",
	533	+ "symbols": 5451,
	534	+ "median_bars": 11.0
	535	+ },
	536	+ {
	537	+ "date": "1992-06-05",
	538	+ "symbols": 5477,
	539	+ "median_bars": 10.0
	540	+ },
	541	+ {
	542	+ "date": "1992-06-08",
	543	+ "symbols": 5500,
	544	+ "median_bars": 10.0
	545	+ },
	546	+ {
	547	+ "date": "1992-06-09",
	548	+ "symbols": 5545,
	549	+ "median_bars": 11.0
	550	+ },
	551	+ {
	552	+ "date": "1992-06-10",
	553	+ "symbols": 5545,
	554	+ "median_bars": 10.0
	555	+ },
	556	+ {
	557	+ "date": "1992-06-11",
	558	+ "symbols": 5484,
	559	+ "median_bars": 10.0
	560	+ },
	561	+ {
	562	+ "date": "1992-06-12",
	563	+ "symbols": 5445,
	564	+ "median_bars": 9.0
	565	+ },
	566	+ {
	567	+ "date": "1992-06-15",
	568	+ "symbols": 6501,
	569	+ "median_bars": 8.0
	570	+ },
	571	+ {
	572	+ "date": "1992-06-16",
	573	+ "symbols": 6573,
	574	+ "median_bars": 9.0
	575	+ },
	576	+ {
	577	+ "date": "1992-06-17",
	578	+ "symbols": 6630,
	579	+ "median_bars": 9.0
	580	+ },
	581	+ {
	582	+ "date": "1992-06-18",
	583	+ "symbols": 6595,
	584	+ "median_bars": 9.0
	585	+ },
	586	+ {
	587	+ "date": "1992-06-19",
	588	+ "symbols": 6479,
	589	+ "median_bars": 9.0
	590	+ },
	591	+ {
	592	+ "date": "1992-06-22",
	593	+ "symbols": 6607,
	594	+ "median_bars": 8.0
	595	+ },
	596	+ {
	597	+ "date": "1992-06-23",
	598	+ "symbols": 6612,
	599	+ "median_bars": 9.0
	600	+ },
	601	+ {
	602	+ "date": "1992-06-24",
	603	+ "symbols": 6410,
	604	+ "median_bars": 8.0
	605	+ },
	606	+ {
	607	+ "date": "1992-06-25",
	608	+ "symbols": 6450,
	609	+ "median_bars": 8.0
	610	+ },
	611	+ {
	612	+ "date": "1992-06-26",
	613	+ "symbols": 6371,
	614	+ "median_bars": 8.0
	615	+ },
	616	+ {
	617	+ "date": "1992-06-29",
	618	+ "symbols": 6550,
	619	+ "median_bars": 9.0
	620	+ },
	621	+ {
	622	+ "date": "1992-06-30",
	623	+ "symbols": 6662,
	624	+ "median_bars": 10.0
	625	+ }
	626	+ ]
	627	+}
		\ No newline at end of file

added outputs/diagnostics/pilot_audit_2009-06.json +1121 −0

		`@@ -0,0 +1,1121 @@`
	1	+{
	2	+ "month": "2009-06",
	3	+ "rows": 24638699,
	4	+ "columns": {
	5	+ "timestamp": "Datetime(time_unit='ns', time_zone='UTC')",
	6	+ "open": "Float64",
	7	+ "high": "Float64",
	8	+ "low": "Float64",
	9	+ "close": "Float64",
	10	+ "volume": "Float64",
	11	+ "ticker": "String"
	12	+ },
	13	+ "unique_tickers": 8050,
	14	+ "min_ts_utc": "2009-06-01 08:02:00+00:00",
	15	+ "max_ts_utc": "2009-06-30 23:59:00+00:00",
	16	+ "nonzero_seconds": 0,
	17	+ "rows_rth_0930_1600_et": 24065033,
	18	+ "rows_premarket_et": 274855,
	19	+ "rows_afterhours_et": 298811,
	20	+ "rth_share": 0.9767,
	21	+ "duplicate_ticker_timestamp": 0,
	22	+ "ohlc_violations": 0,
	23	+ "nonpositive_prices": 0,
	24	+ "negative_volume": 0,
	25	+ "zero_volume": 0,
	26	+ "noninteger_volume": 0,
	27	+ "null_counts": {
	28	+ "timestamp": 0,
	29	+ "open": 0,
	30	+ "high": 0,
	31	+ "low": 0,
	32	+ "close": 0,
	33	+ "volume": 0,
	34	+ "ticker": 0
	35	+ },
	36	+ "weekend_rows": 0,
	37	+ "trading_days_observed": 22,
	38	+ "symbols_per_day_median": 7401.5,
	39	+ "median_bars_per_symbol_day_overall": 89.0,
	40	+ "price_summary_close": {
	41	+ "min": 0.0001,
	42	+ "p50": 16.89,
	43	+ "max": 199999.99
	44	+ },
	45	+ "minute_of_day_hist": {
	46	+ "240": 1,
	47	+ "241": 1,
	48	+ "242": 8,
	49	+ "243": 10,
	50	+ "244": 9,
	51	+ "245": 14,
	52	+ "246": 16,
	53	+ "247": 11,
	54	+ "248": 17,
	55	+ "249": 22,
	56	+ "250": 22,
	57	+ "251": 21,
	58	+ "252": 11,
	59	+ "253": 22,
	60	+ "254": 24,
	61	+ "255": 263,
	62	+ "256": 116,
	63	+ "257": 77,
	64	+ "258": 66,
	65	+ "259": 54,
	66	+ "260": 54,
	67	+ "261": 52,
	68	+ "262": 42,
	69	+ "263": 44,
	70	+ "264": 44,
	71	+ "265": 47,
	72	+ "266": 38,
	73	+ "267": 41,
	74	+ "268": 37,
	75	+ "269": 54,
	76	+ "270": 56,
	77	+ "271": 39,
	78	+ "272": 43,
	79	+ "273": 39,
	80	+ "274": 35,
	81	+ "275": 33,
	82	+ "276": 38,
	83	+ "277": 41,
	84	+ "278": 40,
	85	+ "279": 59,
	86	+ "280": 37,
	87	+ "281": 29,
	88	+ "282": 35,
	89	+ "283": 36,
	90	+ "284": 32,
	91	+ "285": 43,
	92	+ "286": 32,
	93	+ "287": 47,
	94	+ "288": 33,
	95	+ "289": 34,
	96	+ "290": 34,
	97	+ "291": 30,
	98	+ "292": 34,
	99	+ "293": 30,
	100	+ "294": 47,
	101	+ "295": 32,
	102	+ "296": 33,
	103	+ "297": 46,
	104	+ "298": 40,
	105	+ "299": 37,
	106	+ "300": 62,
	107	+ "301": 45,
	108	+ "302": 56,
	109	+ "303": 53,
	110	+ "304": 55,
	111	+ "305": 46,
	112	+ "306": 45,
	113	+ "307": 46,
	114	+ "308": 36,
	115	+ "309": 46,
	116	+ "310": 39,
	117	+ "311": 44,
	118	+ "312": 44,
	119	+ "313": 42,
	120	+ "314": 49,
	121	+ "315": 48,
	122	+ "316": 43,
	123	+ "317": 36,
	124	+ "318": 58,
	125	+ "319": 48,
	126	+ "320": 52,
	127	+ "321": 39,
	128	+ "322": 46,
	129	+ "323": 49,
	130	+ "324": 40,
	131	+ "325": 37,
	132	+ "326": 44,
	133	+ "327": 33,
	134	+ "328": 40,
	135	+ "329": 32,
	136	+ "330": 40,
	137	+ "331": 41,
	138	+ "332": 39,
	139	+ "333": 48,
	140	+ "334": 36,
	141	+ "335": 48,
	142	+ "336": 43,
	143	+ "337": 40,
	144	+ "338": 49,
	145	+ "339": 45,
	146	+ "340": 46,
	147	+ "341": 46,
	148	+ "342": 42,
	149	+ "343": 33,
	150	+ "344": 44,
	151	+ "345": 41,
	152	+ "346": 39,
	153	+ "347": 45,
	154	+ "348": 45,
	155	+ "349": 52,
	156	+ "350": 46,
	157	+ "351": 61,
	158	+ "352": 53,
	159	+ "353": 60,
	160	+ "354": 52,
	161	+ "355": 42,
	162	+ "356": 48,
	163	+ "357": 46,
	164	+ "358": 48,
	165	+ "359": 58,
	166	+ "360": 74,
	167	+ "361": 53,
	168	+ "362": 45,
	169	+ "363": 50,
	170	+ "364": 49,
	171	+ "365": 54,
	172	+ "366": 72,
	173	+ "367": 49,
	174	+ "368": 64,
	175	+ "369": 63,
	176	+ "370": 52,
	177	+ "371": 50,
	178	+ "372": 58,
	179	+ "373": 55,
	180	+ "374": 57,
	181	+ "375": 61,
	182	+ "376": 52,
	183	+ "377": 64,
	184	+ "378": 63,
	185	+ "379": 59,
	186	+ "380": 70,
	187	+ "381": 69,
	188	+ "382": 66,
	189	+ "383": 70,
	190	+ "384": 72,
	191	+ "385": 63,
	192	+ "386": 79,
	193	+ "387": 74,
	194	+ "388": 94,
	195	+ "389": 77,
	196	+ "390": 65,
	197	+ "391": 68,
	198	+ "392": 86,
	199	+ "393": 68,
	200	+ "394": 77,
	201	+ "395": 75,
	202	+ "396": 70,
	203	+ "397": 85,
	204	+ "398": 91,
	205	+ "399": 102,
	206	+ "400": 87,
	207	+ "401": 83,
	208	+ "402": 57,
	209	+ "403": 75,
	210	+ "404": 84,
	211	+ "405": 94,
	212	+ "406": 82,
	213	+ "407": 90,
	214	+ "408": 109,
	215	+ "409": 93,
	216	+ "410": 118,
	217	+ "411": 117,
	218	+ "412": 118,
	219	+ "413": 92,
	220	+ "414": 102,
	221	+ "415": 113,
	222	+ "416": 110,
	223	+ "417": 106,
	224	+ "418": 110,
	225	+ "419": 142,
	226	+ "420": 415,
	227	+ "421": 472,
	228	+ "422": 380,
	229	+ "423": 347,
	230	+ "424": 352,
	231	+ "425": 378,
	232	+ "426": 339,
	233	+ "427": 343,
	234	+ "428": 355,
	235	+ "429": 341,
	236	+ "430": 362,
	237	+ "431": 337,
	238	+ "432": 370,
	239	+ "433": 381,
	240	+ "434": 382,
	241	+ "435": 383,
	242	+ "436": 387,
	243	+ "437": 393,
	244	+ "438": 379,
	245	+ "439": 402,
	246	+ "440": 666,
	247	+ "441": 396,
	248	+ "442": 387,
	249	+ "443": 393,
	250	+ "444": 398,
	251	+ "445": 391,
	252	+ "446": 411,
	253	+ "447": 422,
	254	+ "448": 439,
	255	+ "449": 427,
	256	+ "450": 497,
	257	+ "451": 460,
	258	+ "452": 473,
	259	+ "453": 465,
	260	+ "454": 460,
	261	+ "455": 486,
	262	+ "456": 475,
	263	+ "457": 489,
	264	+ "458": 475,
	265	+ "459": 519,
	266	+ "460": 512,
	267	+ "461": 516,
	268	+ "462": 496,
	269	+ "463": 521,
	270	+ "464": 531,
	271	+ "465": 530,
	272	+ "466": 529,
	273	+ "467": 574,
	274	+ "468": 587,
	275	+ "469": 552,
	276	+ "470": 556,
	277	+ "471": 572,
	278	+ "472": 558,
	279	+ "473": 565,
	280	+ "474": 654,
	281	+ "475": 661,
	282	+ "476": 633,
	283	+ "477": 682,
	284	+ "478": 687,
	285	+ "479": 720,
	286	+ "480": 3854,
	287	+ "481": 1984,
	288	+ "482": 1966,
	289	+ "483": 1966,
	290	+ "484": 1898,
	291	+ "485": 1897,
	292	+ "486": 1816,
	293	+ "487": 1818,
	294	+ "488": 1770,
	295	+ "489": 1740,
	296	+ "490": 1807,
	297	+ "491": 1832,
	298	+ "492": 1846,
	299	+ "493": 1925,
	300	+ "494": 1823,
	301	+ "495": 1929,
	302	+ "496": 1962,
	303	+ "497": 1910,
	304	+ "498": 1874,
	305	+ "499": 1914,
	306	+ "500": 1881,
	307	+ "501": 1911,
	308	+ "502": 1937,
	309	+ "503": 1921,
	310	+ "504": 2027,
	311	+ "505": 2012,
	312	+ "506": 1970,
	313	+ "507": 1971,
	314	+ "508": 2003,
	315	+ "509": 2015,
	316	+ "510": 2718,
	317	+ "511": 2589,
	318	+ "512": 2567,
	319	+ "513": 2517,
	320	+ "514": 2479,
	321	+ "515": 2531,
	322	+ "516": 2608,
	323	+ "517": 2557,
	324	+ "518": 2432,
	325	+ "519": 2458,
	326	+ "520": 2389,
	327	+ "521": 2441,
	328	+ "522": 2385,
	329	+ "523": 2439,
	330	+ "524": 2355,
	331	+ "525": 2496,
	332	+ "526": 2516,
	333	+ "527": 2574,
	334	+ "528": 2485,
	335	+ "529": 2446,
	336	+ "530": 2491,
	337	+ "531": 2570,
	338	+ "532": 2514,
	339	+ "533": 2553,
	340	+ "534": 2500,
	341	+ "535": 2548,
	342	+ "536": 2564,
	343	+ "537": 2527,
	344	+ "538": 2527,
	345	+ "539": 2472,
	346	+ "540": 2734,
	347	+ "541": 2642,
	348	+ "542": 2695,
	349	+ "543": 2673,
	350	+ "544": 2694,
	351	+ "545": 2738,
	352	+ "546": 2796,
	353	+ "547": 2886,
	354	+ "548": 2721,
	355	+ "549": 2871,
	356	+ "550": 2881,
	357	+ "551": 2917,
	358	+ "552": 2966,
	359	+ "553": 3029,
	360	+ "554": 3265,
	361	+ "555": 2598,
	362	+ "556": 2629,
	363	+ "557": 2540,
	364	+ "558": 2567,
	365	+ "559": 2584,
	366	+ "560": 2791,
	367	+ "561": 2680,
	368	+ "562": 2781,
	369	+ "563": 2815,
	370	+ "564": 2899,
	371	+ "565": 4309,
	372	+ "566": 3583,
	373	+ "567": 3840,
	374	+ "568": 8652,
	375	+ "569": 12631,
	376	+ "570": 102629,
	377	+ "571": 61688,
	378	+ "572": 65805,
	379	+ "573": 66253,
	380	+ "574": 64115,
	381	+ "575": 70393,
	382	+ "576": 68952,
	383	+ "577": 66083,
	384	+ "578": 65563,
	385	+ "579": 65936,
	386	+ "580": 66779,
	387	+ "581": 66195,
	388	+ "582": 65794,
	389	+ "583": 64383,
	390	+ "584": 63961,
	391	+ "585": 66656,
	392	+ "586": 67595,
	393	+ "587": 66847,
	394	+ "588": 63214,
	395	+ "589": 65232,
	396	+ "590": 67254,
	397	+ "591": 68652,
	398	+ "592": 66319,
	399	+ "593": 64626,
	400	+ "594": 64150,
	401	+ "595": 64661,
	402	+ "596": 64641,
	403	+ "597": 63874,
	404	+ "598": 65121,
	405	+ "599": 64206,
	406	+ "600": 70995,
	407	+ "601": 65714,
	408	+ "602": 67153,
	409	+ "603": 66914,
	410	+ "604": 66571,
	411	+ "605": 66124,
	412	+ "606": 65655,
	413	+ "607": 65500,
	414	+ "608": 63977,
	415	+ "609": 63387,
	416	+ "610": 65031,
	417	+ "611": 64476,
	418	+ "612": 63114,
	419	+ "613": 62224,
	420	+ "614": 65291,
	421	+ "615": 64894,
	422	+ "616": 63370,
	423	+ "617": 62531,
	424	+ "618": 63320,
	425	+ "619": 63583,
	426	+ "620": 64471,
	427	+ "621": 64255,
	428	+ "622": 64014,
	429	+ "623": 63088,
	430	+ "624": 62505,
	431	+ "625": 63109,
	432	+ "626": 61979,
	433	+ "627": 61178,
	434	+ "628": 62677,
	435	+ "629": 61304,
	436	+ "630": 65363,
	437	+ "631": 62723,
	438	+ "632": 62085,
	439	+ "633": 62344,
	440	+ "634": 63513,
	441	+ "635": 62037,
	442	+ "636": 61333,
	443	+ "637": 62854,
	444	+ "638": 60349,
	445	+ "639": 61184,
	446	+ "640": 63200,
	447	+ "641": 61506,
	448	+ "642": 61321,
	449	+ "643": 60869,
	450	+ "644": 64381,
	451	+ "645": 62679,
	452	+ "646": 61505,
	453	+ "647": 59050,
	454	+ "648": 59850,
	455	+ "649": 61195,
	456	+ "650": 61033,
	457	+ "651": 59801,
	458	+ "652": 60351,
	459	+ "653": 61356,
	460	+ "654": 59337,
	461	+ "655": 58882,
	462	+ "656": 58640,
	463	+ "657": 59961,
	464	+ "658": 59080,
	465	+ "659": 58175,
	466	+ "660": 62436,
	467	+ "661": 61232,
	468	+ "662": 60901,
	469	+ "663": 59115,
	470	+ "664": 60752,
	471	+ "665": 61086,
	472	+ "666": 60478,
	473	+ "667": 61577,
	474	+ "668": 60226,
	475	+ "669": 57269,
	476	+ "670": 58884,
	477	+ "671": 58582,
	478	+ "672": 58427,
	479	+ "673": 57570,
	480	+ "674": 58386,
	481	+ "675": 59199,
	482	+ "676": 60483,
	483	+ "677": 58433,
	484	+ "678": 59934,
	485	+ "679": 58501,
	486	+ "680": 59467,
	487	+ "681": 59249,
	488	+ "682": 58977,
	489	+ "683": 59345,
	490	+ "684": 57518,
	491	+ "685": 57440,
	492	+ "686": 57498,
	493	+ "687": 57034,
	494	+ "688": 59183,
	495	+ "689": 61419,
	496	+ "690": 60948,
	497	+ "691": 57417,
	498	+ "692": 56020,
	499	+ "693": 55758,
	500	+ "694": 57372,
	501	+ "695": 59233,
	502	+ "696": 56675,
	503	+ "697": 56461,
	504	+ "698": 57812,
	505	+ "699": 56492,
	506	+ "700": 57703,
	507	+ "701": 56321,
	508	+ "702": 56031,
	509	+ "703": 58237,
	510	+ "704": 56709,
	511	+ "705": 57250,
	512	+ "706": 56879,
	513	+ "707": 55650,
	514	+ "708": 57135,
	515	+ "709": 58129,
	516	+ "710": 58094,
	517	+ "711": 57517,
	518	+ "712": 58126,
	519	+ "713": 57828,
	520	+ "714": 56880,
	521	+ "715": 55528,
	522	+ "716": 55731,
	523	+ "717": 57332,
	524	+ "718": 57701,
	525	+ "719": 58251,
	526	+ "720": 57576,
	527	+ "721": 56369,
	528	+ "722": 57198,
	529	+ "723": 54957,
	530	+ "724": 55774,
	531	+ "725": 54759,
	532	+ "726": 56012,
	533	+ "727": 56528,
	534	+ "728": 56900,
	535	+ "729": 56277,
	536	+ "730": 55009,
	537	+ "731": 55701,
	538	+ "732": 55539,
	539	+ "733": 55279,
	540	+ "734": 53138,
	541	+ "735": 54697,
	542	+ "736": 54480,
	543	+ "737": 55259,
	544	+ "738": 55298,
	545	+ "739": 54734,
	546	+ "740": 54988,
	547	+ "741": 56951,
	548	+ "742": 59009,
	549	+ "743": 57079,
	550	+ "744": 55332,
	551	+ "745": 56524,
	552	+ "746": 55867,
	553	+ "747": 56546,
	554	+ "748": 57048,
	555	+ "749": 54273,
	556	+ "750": 54872,
	557	+ "751": 56264,
	558	+ "752": 55450,
	559	+ "753": 56289,
	560	+ "754": 55631,
	561	+ "755": 55005,
	562	+ "756": 55881,
	563	+ "757": 55825,
	564	+ "758": 54794,
	565	+ "759": 55576,
	566	+ "760": 55914,
	567	+ "761": 54020,
	568	+ "762": 54617,
	569	+ "763": 53474,
	570	+ "764": 54927,
	571	+ "765": 55909,
	572	+ "766": 56021,
	573	+ "767": 55798,
	574	+ "768": 55747,
	575	+ "769": 55876,
	576	+ "770": 54261,
	577	+ "771": 53083,
	578	+ "772": 55060,
	579	+ "773": 55739,
	580	+ "774": 53586,
	581	+ "775": 52638,
	582	+ "776": 53542,
	583	+ "777": 55677,
	584	+ "778": 55477,
	585	+ "779": 56096,
	586	+ "780": 56683,
	587	+ "781": 57948,
	588	+ "782": 59675,
	589	+ "783": 56768,
	590	+ "784": 56636,
	591	+ "785": 59015,
	592	+ "786": 56677,
	593	+ "787": 54452,
	594	+ "788": 56458,
	595	+ "789": 56282,
	596	+ "790": 56304,
	597	+ "791": 57381,
	598	+ "792": 57114,
	599	+ "793": 53890,
	600	+ "794": 54354,
	601	+ "795": 54435,
	602	+ "796": 56022,
	603	+ "797": 57950,
	604	+ "798": 54748,
	605	+ "799": 54232,
	606	+ "800": 55877,
	607	+ "801": 57566,
	608	+ "802": 57173,
	609	+ "803": 56994,
	610	+ "804": 55026,
	611	+ "805": 54630,
	612	+ "806": 57457,
	613	+ "807": 56104,
	614	+ "808": 54867,
	615	+ "809": 58968,
	616	+ "810": 58674,
	617	+ "811": 56704,
	618	+ "812": 56014,
	619	+ "813": 56521,
	620	+ "814": 56511,
	621	+ "815": 58198,
	622	+ "816": 57319,
	623	+ "817": 57488,
	624	+ "818": 56303,
	625	+ "819": 57173,
	626	+ "820": 56704,
	627	+ "821": 56563,
	628	+ "822": 57985,
	629	+ "823": 54492,
	630	+ "824": 56979,
	631	+ "825": 57179,
	632	+ "826": 59209,
	633	+ "827": 57133,
	634	+ "828": 56493,
	635	+ "829": 57078,
	636	+ "830": 57262,
	637	+ "831": 56457,
	638	+ "832": 58035,
	639	+ "833": 55583,
	640	+ "834": 55954,
	641	+ "835": 55701,
	642	+ "836": 56583,
	643	+ "837": 60191,
	644	+ "838": 58437,
	645	+ "839": 57713,
	646	+ "840": 59031,
	647	+ "841": 58846,
	648	+ "842": 61100,
	649	+ "843": 60608,
	650	+ "844": 59523,
	651	+ "845": 59974,
	652	+ "846": 58551,
	653	+ "847": 60274,
	654	+ "848": 57817,
	655	+ "849": 57281,
	656	+ "850": 58147,
	657	+ "851": 58246,
	658	+ "852": 58440,
	659	+ "853": 58835,
	660	+ "854": 58901,
	661	+ "855": 59550,
	662	+ "856": 58679,
	663	+ "857": 59963,
	664	+ "858": 59728,
	665	+ "859": 59096,
	666	+ "860": 61329,
	667	+ "861": 61858,
	668	+ "862": 60281,
	669	+ "863": 59025,
	670	+ "864": 58383,
	671	+ "865": 60906,
	672	+ "866": 60807,
	673	+ "867": 61946,
	674	+ "868": 60241,
	675	+ "869": 60995,
	676	+ "870": 67345,
	677	+ "871": 62493,
	678	+ "872": 62983,
	679	+ "873": 60828,
	680	+ "874": 61782,
	681	+ "875": 63909,
	682	+ "876": 61949,
	683	+ "877": 62462,
	684	+ "878": 61594,
	685	+ "879": 60841,
	686	+ "880": 63446,
	687	+ "881": 64026,
	688	+ "882": 62685,
	689	+ "883": 61798,
	690	+ "884": 62424,
	691	+ "885": 62656,
	692	+ "886": 61532,
	693	+ "887": 63635,
	694	+ "888": 60575,
	695	+ "889": 62394,
	696	+ "890": 62479,
	697	+ "891": 61405,
	698	+ "892": 63257,
	699	+ "893": 64483,
	700	+ "894": 63008,
	701	+ "895": 63229,
	702	+ "896": 62804,
	703	+ "897": 63047,
	704	+ "898": 62152,
	705	+ "899": 63798,
	706	+ "900": 65805,
	707	+ "901": 66838,
	708	+ "902": 66019,
	709	+ "903": 65811,
	710	+ "904": 63592,
	711	+ "905": 68022,
	712	+ "906": 65126,
	713	+ "907": 65257,
	714	+ "908": 66191,
	715	+ "909": 66368,
	716	+ "910": 66877,
	717	+ "911": 66626,
	718	+ "912": 65818,
	719	+ "913": 64772,
	720	+ "914": 65782,
	721	+ "915": 66557,
	722	+ "916": 66004,
	723	+ "917": 65708,
	724	+ "918": 67101,
	725	+ "919": 67915,
	726	+ "920": 68290,
	727	+ "921": 70640,
	728	+ "922": 71410,
	729	+ "923": 69767,
	730	+ "924": 67680,
	731	+ "925": 70492,
	732	+ "926": 69228,
	733	+ "927": 69054,
	734	+ "928": 70635,
	735	+ "929": 71219,
	736	+ "930": 73622,
	737	+ "931": 72824,
	738	+ "932": 71937,
	739	+ "933": 70038,
	740	+ "934": 71071,
	741	+ "935": 73502,
	742	+ "936": 72639,
	743	+ "937": 71597,
	744	+ "938": 76494,
	745	+ "939": 75289,
	746	+ "940": 76489,
	747	+ "941": 75378,
	748	+ "942": 74765,
	749	+ "943": 75335,
	750	+ "944": 76370,
	751	+ "945": 77359,
	752	+ "946": 77481,
	753	+ "947": 77400,
	754	+ "948": 78233,
	755	+ "949": 80232,
	756	+ "950": 86083,
	757	+ "951": 83721,
	758	+ "952": 82104,
	759	+ "953": 81374,
	760	+ "954": 82187,
	761	+ "955": 83470,
	762	+ "956": 85034,
	763	+ "957": 88132,
	764	+ "958": 101148,
	765	+ "959": 101510,
	766	+ "960": 62642,
	767	+ "961": 19026,
	768	+ "962": 15159,
	769	+ "963": 11196,
	770	+ "964": 7767,
	771	+ "965": 5174,
	772	+ "966": 3588,
	773	+ "967": 2985,
	774	+ "968": 2955,
	775	+ "969": 3004,
	776	+ "970": 2651,
	777	+ "971": 2904,
	778	+ "972": 2339,
	779	+ "973": 2237,
	780	+ "974": 2216,
	781	+ "975": 2909,
	782	+ "976": 1984,
	783	+ "977": 1767,
	784	+ "978": 1650,
	785	+ "979": 1685,
	786	+ "980": 1707,
	787	+ "981": 1542,
	788	+ "982": 1542,
	789	+ "983": 1568,
	790	+ "984": 1386,
	791	+ "985": 1397,
	792	+ "986": 1294,
	793	+ "987": 1410,
	794	+ "988": 1240,
	795	+ "989": 1301,
	796	+ "990": 1310,
	797	+ "991": 1271,
	798	+ "992": 1188,
	799	+ "993": 1177,
	800	+ "994": 1221,
	801	+ "995": 1105,
	802	+ "996": 1103,
	803	+ "997": 1126,
	804	+ "998": 1062,
	805	+ "999": 989,
	806	+ "1000": 965,
	807	+ "1001": 938,
	808	+ "1002": 928,
	809	+ "1003": 877,
	810	+ "1004": 899,
	811	+ "1005": 902,
	812	+ "1006": 849,
	813	+ "1007": 877,
	814	+ "1008": 865,
	815	+ "1009": 831,
	816	+ "1010": 856,
	817	+ "1011": 819,
	818	+ "1012": 858,
	819	+ "1013": 796,
	820	+ "1014": 852,
	821	+ "1015": 785,
	822	+ "1016": 792,
	823	+ "1017": 773,
	824	+ "1018": 798,
	825	+ "1019": 759,
	826	+ "1020": 729,
	827	+ "1021": 714,
	828	+ "1022": 667,
	829	+ "1023": 724,
	830	+ "1024": 774,
	831	+ "1025": 668,
	832	+ "1026": 687,
	833	+ "1027": 635,
	834	+ "1028": 668,
	835	+ "1029": 847,
	836	+ "1030": 708,
	837	+ "1031": 761,
	838	+ "1032": 732,
	839	+ "1033": 764,
	840	+ "1034": 765,
	841	+ "1035": 704,
	842	+ "1036": 679,
	843	+ "1037": 710,
	844	+ "1038": 699,
	845	+ "1039": 701,
	846	+ "1040": 670,
	847	+ "1041": 663,
	848	+ "1042": 629,
	849	+ "1043": 704,
	850	+ "1044": 663,
	851	+ "1045": 684,
	852	+ "1046": 638,
	853	+ "1047": 707,
	854	+ "1048": 608,
	855	+ "1049": 757,
	856	+ "1050": 635,
	857	+ "1051": 606,
	858	+ "1052": 624,
	859	+ "1053": 600,
	860	+ "1054": 596,
	861	+ "1055": 578,
	862	+ "1056": 560,
	863	+ "1057": 641,
	864	+ "1058": 585,
	865	+ "1059": 583,
	866	+ "1060": 582,
	867	+ "1061": 574,
	868	+ "1062": 569,
	869	+ "1063": 596,
	870	+ "1064": 583,
	871	+ "1065": 536,
	872	+ "1066": 556,
	873	+ "1067": 571,
	874	+ "1068": 543,
	875	+ "1069": 547,
	876	+ "1070": 547,
	877	+ "1071": 570,
	878	+ "1072": 539,
	879	+ "1073": 598,
	880	+ "1074": 549,
	881	+ "1075": 514,
	882	+ "1076": 592,
	883	+ "1077": 584,
	884	+ "1078": 572,
	885	+ "1079": 534,
	886	+ "1080": 634,
	887	+ "1081": 531,
	888	+ "1082": 540,
	889	+ "1083": 524,
	890	+ "1084": 528,
	891	+ "1085": 560,
	892	+ "1086": 529,
	893	+ "1087": 529,
	894	+ "1088": 537,
	895	+ "1089": 557,
	896	+ "1090": 551,
	897	+ "1091": 574,
	898	+ "1092": 536,
	899	+ "1093": 576,
	900	+ "1094": 575,
	901	+ "1095": 542,
	902	+ "1096": 558,
	903	+ "1097": 522,
	904	+ "1098": 517,
	905	+ "1099": 504,
	906	+ "1100": 482,
	907	+ "1101": 486,
	908	+ "1102": 528,
	909	+ "1103": 514,
	910	+ "1104": 507,
	911	+ "1105": 512,
	912	+ "1106": 542,
	913	+ "1107": 533,
	914	+ "1108": 545,
	915	+ "1109": 536,
	916	+ "1110": 506,
	917	+ "1111": 519,
	918	+ "1112": 492,
	919	+ "1113": 492,
	920	+ "1114": 487,
	921	+ "1115": 460,
	922	+ "1116": 457,
	923	+ "1117": 454,
	924	+ "1118": 477,
	925	+ "1119": 474,
	926	+ "1120": 478,
	927	+ "1121": 447,
	928	+ "1122": 462,
	929	+ "1123": 448,
	930	+ "1124": 473,
	931	+ "1125": 463,
	932	+ "1126": 460,
	933	+ "1127": 457,
	934	+ "1128": 437,
	935	+ "1129": 455,
	936	+ "1130": 456,
	937	+ "1131": 434,
	938	+ "1132": 462,
	939	+ "1133": 447,
	940	+ "1134": 469,
	941	+ "1135": 428,
	942	+ "1136": 523,
	943	+ "1137": 472,
	944	+ "1138": 445,
	945	+ "1139": 429,
	946	+ "1140": 422,
	947	+ "1141": 443,
	948	+ "1142": 444,
	949	+ "1143": 463,
	950	+ "1144": 408,
	951	+ "1145": 422,
	952	+ "1146": 440,
	953	+ "1147": 427,
	954	+ "1148": 413,
	955	+ "1149": 424,
	956	+ "1150": 423,
	957	+ "1151": 418,
	958	+ "1152": 406,
	959	+ "1153": 433,
	960	+ "1154": 403,
	961	+ "1155": 446,
	962	+ "1156": 447,
	963	+ "1157": 423,
	964	+ "1158": 405,
	965	+ "1159": 403,
	966	+ "1160": 401,
	967	+ "1161": 429,
	968	+ "1162": 397,
	969	+ "1163": 443,
	970	+ "1164": 425,
	971	+ "1165": 437,
	972	+ "1166": 478,
	973	+ "1167": 425,
	974	+ "1168": 431,
	975	+ "1169": 465,
	976	+ "1170": 488,
	977	+ "1171": 464,
	978	+ "1172": 458,
	979	+ "1173": 442,
	980	+ "1174": 465,
	981	+ "1175": 447,
	982	+ "1176": 473,
	983	+ "1177": 490,
	984	+ "1178": 435,
	985	+ "1179": 521,
	986	+ "1180": 507,
	987	+ "1181": 488,
	988	+ "1182": 506,
	989	+ "1183": 527,
	990	+ "1184": 542,
	991	+ "1185": 558,
	992	+ "1186": 533,
	993	+ "1187": 577,
	994	+ "1188": 564,
	995	+ "1189": 583,
	996	+ "1190": 623,
	997	+ "1191": 667,
	998	+ "1192": 686,
	999	+ "1193": 706,
	1000	+ "1194": 676,
	1001	+ "1195": 740,
	1002	+ "1196": 834,
	1003	+ "1197": 900,
	1004	+ "1198": 1050,
	1005	+ "1199": 1460,
	1006	+ "1200": 5,
	1007	+ "1201": 361
	1008	+ },
	1009	+ "per_day": [
	1010	+ {
	1011	+ "date": "2009-06-01",
	1012	+ "symbols": 7523,
	1013	+ "median_bars": 98.0
	1014	+ },
	1015	+ {
	1016	+ "date": "2009-06-02",
	1017	+ "symbols": 7423,
	1018	+ "median_bars": 112.0
	1019	+ },
	1020	+ {
	1021	+ "date": "2009-06-03",
	1022	+ "symbols": 7414,
	1023	+ "median_bars": 86.0
	1024	+ },
	1025	+ {
	1026	+ "date": "2009-06-04",
	1027	+ "symbols": 7409,
	1028	+ "median_bars": 93.0
	1029	+ },
	1030	+ {
	1031	+ "date": "2009-06-05",
	1032	+ "symbols": 7407,
	1033	+ "median_bars": 84.0
	1034	+ },
	1035	+ {
	1036	+ "date": "2009-06-08",
	1037	+ "symbols": 7417,
	1038	+ "median_bars": 79.0
	1039	+ },
	1040	+ {
	1041	+ "date": "2009-06-09",
	1042	+ "symbols": 7426,
	1043	+ "median_bars": 79.5
	1044	+ },
	1045	+ {
	1046	+ "date": "2009-06-10",
	1047	+ "symbols": 7412,
	1048	+ "median_bars": 95.0
	1049	+ },
	1050	+ {
	1051	+ "date": "2009-06-11",
	1052	+ "symbols": 7454,
	1053	+ "median_bars": 83.0
	1054	+ },
	1055	+ {
	1056	+ "date": "2009-06-12",
	1057	+ "symbols": 7396,
	1058	+ "median_bars": 76.0
	1059	+ },
	1060	+ {
	1061	+ "date": "2009-06-15",
	1062	+ "symbols": 7410,
	1063	+ "median_bars": 86.0
	1064	+ },
	1065	+ {
	1066	+ "date": "2009-06-16",
	1067	+ "symbols": 7395,
	1068	+ "median_bars": 83.0
	1069	+ },
	1070	+ {
	1071	+ "date": "2009-06-17",
	1072	+ "symbols": 7379,
	1073	+ "median_bars": 91.0
	1074	+ },
	1075	+ {
	1076	+ "date": "2009-06-18",
	1077	+ "symbols": 7373,
	1078	+ "median_bars": 76.0
	1079	+ },
	1080	+ {
	1081	+ "date": "2009-06-19",
	1082	+ "symbols": 7309,
	1083	+ "median_bars": 74.0
	1084	+ },
	1085	+ {
	1086	+ "date": "2009-06-22",
	1087	+ "symbols": 7373,
	1088	+ "median_bars": 92.0
	1089	+ },
	1090	+ {
	1091	+ "date": "2009-06-23",
	1092	+ "symbols": 7389,
	1093	+ "median_bars": 85.0
	1094	+ },
	1095	+ {
	1096	+ "date": "2009-06-24",
	1097	+ "symbols": 7430,
	1098	+ "median_bars": 85.0
	1099	+ },
	1100	+ {
	1101	+ "date": "2009-06-25",
	1102	+ "symbols": 7377,
	1103	+ "median_bars": 94.0
	1104	+ },
	1105	+ {
	1106	+ "date": "2009-06-26",
	1107	+ "symbols": 7281,
	1108	+ "median_bars": 124.0
	1109	+ },
	1110	+ {
	1111	+ "date": "2009-06-29",
	1112	+ "symbols": 7343,
	1113	+ "median_bars": 108.0
	1114	+ },
	1115	+ {
	1116	+ "date": "2009-06-30",
	1117	+ "symbols": 7358,
	1118	+ "median_bars": 91.0
	1119	+ }
	1120	+ ]
	1121	+}
		\ No newline at end of file

added outputs/diagnostics/pilot_audit_2025-12.json +1120 −0

		`@@ -0,0 +1,1120 @@`
	1	+{
	2	+ "month": "2025-12",
	3	+ "rows": 30792037,
	4	+ "columns": {
	5	+ "timestamp": "Datetime(time_unit='ns', time_zone='UTC')",
	6	+ "open": "Float64",
	7	+ "high": "Float64",
	8	+ "low": "Float64",
	9	+ "close": "Float64",
	10	+ "volume": "Float64",
	11	+ "ticker": "String"
	12	+ },
	13	+ "unique_tickers": 23095,
	14	+ "min_ts_utc": "2025-12-01 09:00:00+00:00",
	15	+ "max_ts_utc": "2026-01-01 00:59:00+00:00",
	16	+ "nonzero_seconds": 0,
	17	+ "rows_rth_0930_1600_et": 28342266,
	18	+ "rows_premarket_et": 1498056,
	19	+ "rows_afterhours_et": 951715,
	20	+ "rth_share": 0.9204,
	21	+ "duplicate_ticker_timestamp": 14,
	22	+ "ohlc_violations": 0,
	23	+ "nonpositive_prices": 0,
	24	+ "negative_volume": 0,
	25	+ "zero_volume": 0,
	26	+ "noninteger_volume": 0,
	27	+ "null_counts": {
	28	+ "timestamp": 0,
	29	+ "open": 0,
	30	+ "high": 0,
	31	+ "low": 0,
	32	+ "close": 0,
	33	+ "volume": 0,
	34	+ "ticker": 0
	35	+ },
	36	+ "weekend_rows": 0,
	37	+ "trading_days_observed": 22,
	38	+ "symbols_per_day_median": 16324.5,
	39	+ "median_bars_per_symbol_day_overall": 20.0,
	40	+ "price_summary_close": {
	41	+ "min": 1e-06,
	42	+ "p50": 25.325,
	43	+ "max": 771021.0
	44	+ },
	45	+ "minute_of_day_hist": {
	46	+ "240": 12595,
	47	+ "241": 6068,
	48	+ "242": 5223,
	49	+ "243": 4909,
	50	+ "244": 4502,
	51	+ "245": 4582,
	52	+ "246": 4151,
	53	+ "247": 4097,
	54	+ "248": 4155,
	55	+ "249": 4003,
	56	+ "250": 3958,
	57	+ "251": 3802,
	58	+ "252": 3759,
	59	+ "253": 3768,
	60	+ "254": 3704,
	61	+ "255": 3818,
	62	+ "256": 3801,
	63	+ "257": 3640,
	64	+ "258": 3542,
	65	+ "259": 3541,
	66	+ "260": 3432,
	67	+ "261": 3474,
	68	+ "262": 3405,
	69	+ "263": 3362,
	70	+ "264": 3379,
	71	+ "265": 3370,
	72	+ "266": 3263,
	73	+ "267": 3394,
	74	+ "268": 3288,
	75	+ "269": 3233,
	76	+ "270": 3468,
	77	+ "271": 3203,
	78	+ "272": 3248,
	79	+ "273": 3217,
	80	+ "274": 3142,
	81	+ "275": 3251,
	82	+ "276": 3106,
	83	+ "277": 3146,
	84	+ "278": 3056,
	85	+ "279": 3096,
	86	+ "280": 3155,
	87	+ "281": 3042,
	88	+ "282": 2985,
	89	+ "283": 2970,
	90	+ "284": 2991,
	91	+ "285": 2988,
	92	+ "286": 2988,
	93	+ "287": 2951,
	94	+ "288": 2993,
	95	+ "289": 3056,
	96	+ "290": 3098,
	97	+ "291": 2968,
	98	+ "292": 2951,
	99	+ "293": 2954,
	100	+ "294": 2935,
	101	+ "295": 3014,
	102	+ "296": 2978,
	103	+ "297": 2866,
	104	+ "298": 2824,
	105	+ "299": 2729,
	106	+ "300": 2917,
	107	+ "301": 3088,
	108	+ "302": 3019,
	109	+ "303": 2970,
	110	+ "304": 2954,
	111	+ "305": 2882,
	112	+ "306": 2975,
	113	+ "307": 3002,
	114	+ "308": 2855,
	115	+ "309": 2770,
	116	+ "310": 2763,
	117	+ "311": 2881,
	118	+ "312": 2752,
	119	+ "313": 2836,
	120	+ "314": 2781,
	121	+ "315": 2862,
	122	+ "316": 2733,
	123	+ "317": 2746,
	124	+ "318": 2746,
	125	+ "319": 2677,
	126	+ "320": 2738,
	127	+ "321": 2642,
	128	+ "322": 2564,
	129	+ "323": 2615,
	130	+ "324": 2667,
	131	+ "325": 2805,
	132	+ "326": 2784,
	133	+ "327": 2764,
	134	+ "328": 2717,
	135	+ "329": 2702,
	136	+ "330": 2940,
	137	+ "331": 2871,
	138	+ "332": 2781,
	139	+ "333": 2735,
	140	+ "334": 2758,
	141	+ "335": 2679,
	142	+ "336": 2678,
	143	+ "337": 2695,
	144	+ "338": 2675,
	145	+ "339": 2900,
	146	+ "340": 2712,
	147	+ "341": 2648,
	148	+ "342": 2714,
	149	+ "343": 2713,
	150	+ "344": 2720,
	151	+ "345": 2737,
	152	+ "346": 2659,
	153	+ "347": 2670,
	154	+ "348": 2647,
	155	+ "349": 2615,
	156	+ "350": 2727,
	157	+ "351": 2679,
	158	+ "352": 2699,
	159	+ "353": 2625,
	160	+ "354": 2651,
	161	+ "355": 2717,
	162	+ "356": 2589,
	163	+ "357": 2611,
	164	+ "358": 2610,
	165	+ "359": 2659,
	166	+ "360": 3419,
	167	+ "361": 2838,
	168	+ "362": 2863,
	169	+ "363": 2841,
	170	+ "364": 2782,
	171	+ "365": 2957,
	172	+ "366": 2880,
	173	+ "367": 2781,
	174	+ "368": 2767,
	175	+ "369": 2751,
	176	+ "370": 2825,
	177	+ "371": 2680,
	178	+ "372": 2750,
	179	+ "373": 2756,
	180	+ "374": 2902,
	181	+ "375": 2883,
	182	+ "376": 2841,
	183	+ "377": 2786,
	184	+ "378": 2746,
	185	+ "379": 2674,
	186	+ "380": 2808,
	187	+ "381": 2756,
	188	+ "382": 2742,
	189	+ "383": 2680,
	190	+ "384": 2787,
	191	+ "385": 2827,
	192	+ "386": 2827,
	193	+ "387": 2766,
	194	+ "388": 2778,
	195	+ "389": 2850,
	196	+ "390": 2949,
	197	+ "391": 2949,
	198	+ "392": 2965,
	199	+ "393": 2901,
	200	+ "394": 2864,
	201	+ "395": 2819,
	202	+ "396": 2957,
	203	+ "397": 2876,
	204	+ "398": 2892,
	205	+ "399": 2927,
	206	+ "400": 2980,
	207	+ "401": 3002,
	208	+ "402": 3040,
	209	+ "403": 2920,
	210	+ "404": 2945,
	211	+ "405": 2884,
	212	+ "406": 2990,
	213	+ "407": 2952,
	214	+ "408": 2852,
	215	+ "409": 2928,
	216	+ "410": 3034,
	217	+ "411": 3001,
	218	+ "412": 2936,
	219	+ "413": 3076,
	220	+ "414": 2931,
	221	+ "415": 2986,
	222	+ "416": 2887,
	223	+ "417": 2923,
	224	+ "418": 2948,
	225	+ "419": 3263,
	226	+ "420": 18308,
	227	+ "421": 6395,
	228	+ "422": 5856,
	229	+ "423": 5494,
	230	+ "424": 5384,
	231	+ "425": 5322,
	232	+ "426": 4864,
	233	+ "427": 5472,
	234	+ "428": 5242,
	235	+ "429": 4762,
	236	+ "430": 4951,
	237	+ "431": 4968,
	238	+ "432": 4957,
	239	+ "433": 4587,
	240	+ "434": 4579,
	241	+ "435": 4660,
	242	+ "436": 4583,
	243	+ "437": 4518,
	244	+ "438": 4503,
	245	+ "439": 4438,
	246	+ "440": 4655,
	247	+ "441": 4477,
	248	+ "442": 4565,
	249	+ "443": 4615,
	250	+ "444": 4314,
	251	+ "445": 4240,
	252	+ "446": 4385,
	253	+ "447": 4275,
	254	+ "448": 4333,
	255	+ "449": 4278,
	256	+ "450": 4539,
	257	+ "451": 4610,
	258	+ "452": 4365,
	259	+ "453": 4498,
	260	+ "454": 4472,
	261	+ "455": 4447,
	262	+ "456": 4451,
	263	+ "457": 4378,
	264	+ "458": 4410,
	265	+ "459": 4305,
	266	+ "460": 4399,
	267	+ "461": 4418,
	268	+ "462": 4342,
	269	+ "463": 4555,
	270	+ "464": 4491,
	271	+ "465": 4541,
	272	+ "466": 4437,
	273	+ "467": 4480,
	274	+ "468": 4508,
	275	+ "469": 4313,
	276	+ "470": 4335,
	277	+ "471": 4340,
	278	+ "472": 4348,
	279	+ "473": 4332,
	280	+ "474": 4442,
	281	+ "475": 4340,
	282	+ "476": 4411,
	283	+ "477": 4359,
	284	+ "478": 4454,
	285	+ "479": 4437,
	286	+ "480": 7436,
	287	+ "481": 6092,
	288	+ "482": 6058,
	289	+ "483": 5876,
	290	+ "484": 6037,
	291	+ "485": 6076,
	292	+ "486": 5738,
	293	+ "487": 5793,
	294	+ "488": 5634,
	295	+ "489": 5646,
	296	+ "490": 5522,
	297	+ "491": 5530,
	298	+ "492": 5522,
	299	+ "493": 5554,
	300	+ "494": 5745,
	301	+ "495": 5748,
	302	+ "496": 5827,
	303	+ "497": 5862,
	304	+ "498": 5771,
	305	+ "499": 5746,
	306	+ "500": 6348,
	307	+ "501": 5861,
	308	+ "502": 5821,
	309	+ "503": 5823,
	310	+ "504": 5759,
	311	+ "505": 5947,
	312	+ "506": 5587,
	313	+ "507": 5507,
	314	+ "508": 5548,
	315	+ "509": 5509,
	316	+ "510": 7278,
	317	+ "511": 7070,
	318	+ "512": 6844,
	319	+ "513": 6663,
	320	+ "514": 6455,
	321	+ "515": 6810,
	322	+ "516": 6879,
	323	+ "517": 6901,
	324	+ "518": 6836,
	325	+ "519": 6927,
	326	+ "520": 7106,
	327	+ "521": 6733,
	328	+ "522": 6917,
	329	+ "523": 6725,
	330	+ "524": 6739,
	331	+ "525": 6895,
	332	+ "526": 6737,
	333	+ "527": 6765,
	334	+ "528": 6798,
	335	+ "529": 6878,
	336	+ "530": 7146,
	337	+ "531": 6966,
	338	+ "532": 7009,
	339	+ "533": 6895,
	340	+ "534": 6637,
	341	+ "535": 6625,
	342	+ "536": 6609,
	343	+ "537": 6624,
	344	+ "538": 6807,
	345	+ "539": 6586,
	346	+ "540": 8198,
	347	+ "541": 7799,
	348	+ "542": 7568,
	349	+ "543": 7563,
	350	+ "544": 7611,
	351	+ "545": 7414,
	352	+ "546": 7418,
	353	+ "547": 7464,
	354	+ "548": 7772,
	355	+ "549": 7497,
	356	+ "550": 7751,
	357	+ "551": 7469,
	358	+ "552": 7567,
	359	+ "553": 7678,
	360	+ "554": 7521,
	361	+ "555": 7966,
	362	+ "556": 7877,
	363	+ "557": 7490,
	364	+ "558": 7546,
	365	+ "559": 7553,
	366	+ "560": 8146,
	367	+ "561": 7885,
	368	+ "562": 7786,
	369	+ "563": 8058,
	370	+ "564": 8395,
	371	+ "565": 15764,
	372	+ "566": 10306,
	373	+ "567": 13789,
	374	+ "568": 16189,
	375	+ "569": 23468,
	376	+ "570": 222111,
	377	+ "571": 75511,
	378	+ "572": 71800,
	379	+ "573": 71461,
	380	+ "574": 73081,
	381	+ "575": 79971,
	382	+ "576": 77306,
	383	+ "577": 75840,
	384	+ "578": 75895,
	385	+ "579": 75117,
	386	+ "580": 79564,
	387	+ "581": 78870,
	388	+ "582": 76950,
	389	+ "583": 76555,
	390	+ "584": 74387,
	391	+ "585": 82579,
	392	+ "586": 77691,
	393	+ "587": 77918,
	394	+ "588": 77141,
	395	+ "589": 77506,
	396	+ "590": 79352,
	397	+ "591": 77491,
	398	+ "592": 76395,
	399	+ "593": 75974,
	400	+ "594": 74252,
	401	+ "595": 76052,
	402	+ "596": 75255,
	403	+ "597": 73456,
	404	+ "598": 72981,
	405	+ "599": 73843,
	406	+ "600": 83523,
	407	+ "601": 76988,
	408	+ "602": 78503,
	409	+ "603": 76792,
	410	+ "604": 76485,
	411	+ "605": 79691,
	412	+ "606": 78436,
	413	+ "607": 77983,
	414	+ "608": 76801,
	415	+ "609": 77676,
	416	+ "610": 79336,
	417	+ "611": 78439,
	418	+ "612": 77700,
	419	+ "613": 76197,
	420	+ "614": 75642,
	421	+ "615": 80014,
	422	+ "616": 76914,
	423	+ "617": 75073,
	424	+ "618": 75012,
	425	+ "619": 72936,
	426	+ "620": 76363,
	427	+ "621": 75351,
	428	+ "622": 75492,
	429	+ "623": 73552,
	430	+ "624": 75240,
	431	+ "625": 78267,
	432	+ "626": 75239,
	433	+ "627": 74375,
	434	+ "628": 75254,
	435	+ "629": 74722,
	436	+ "630": 81762,
	437	+ "631": 78833,
	438	+ "632": 76613,
	439	+ "633": 74750,
	440	+ "634": 74526,
	441	+ "635": 76421,
	442	+ "636": 77735,
	443	+ "637": 75321,
	444	+ "638": 74809,
	445	+ "639": 72421,
	446	+ "640": 76262,
	447	+ "641": 75038,
	448	+ "642": 74154,
	449	+ "643": 72934,
	450	+ "644": 73946,
	451	+ "645": 77095,
	452	+ "646": 75252,
	453	+ "647": 75749,
	454	+ "648": 74699,
	455	+ "649": 72895,
	456	+ "650": 75938,
	457	+ "651": 74385,
	458	+ "652": 74904,
	459	+ "653": 74092,
	460	+ "654": 72528,
	461	+ "655": 76201,
	462	+ "656": 74691,
	463	+ "657": 72523,
	464	+ "658": 73977,
	465	+ "659": 72097,
	466	+ "660": 79301,
	467	+ "661": 74901,
	468	+ "662": 74547,
	469	+ "663": 74610,
	470	+ "664": 74311,
	471	+ "665": 76093,
	472	+ "666": 75085,
	473	+ "667": 73574,
	474	+ "668": 72230,
	475	+ "669": 72684,
	476	+ "670": 74286,
	477	+ "671": 72824,
	478	+ "672": 73142,
	479	+ "673": 72467,
	480	+ "674": 72894,
	481	+ "675": 80206,
	482	+ "676": 74393,
	483	+ "677": 73362,
	484	+ "678": 71804,
	485	+ "679": 70595,
	486	+ "680": 73976,
	487	+ "681": 73006,
	488	+ "682": 73378,
	489	+ "683": 72685,
	490	+ "684": 69882,
	491	+ "685": 71937,
	492	+ "686": 70699,
	493	+ "687": 70001,
	494	+ "688": 71907,
	495	+ "689": 70691,
	496	+ "690": 75779,
	497	+ "691": 72958,
	498	+ "692": 70043,
	499	+ "693": 71756,
	500	+ "694": 73182,
	501	+ "695": 72217,
	502	+ "696": 71778,
	503	+ "697": 72139,
	504	+ "698": 71769,
	505	+ "699": 70137,
	506	+ "700": 72053,
	507	+ "701": 69093,
	508	+ "702": 69726,
	509	+ "703": 68519,
	510	+ "704": 68332,
	511	+ "705": 69381,
	512	+ "706": 69574,
	513	+ "707": 69953,
	514	+ "708": 68665,
	515	+ "709": 66878,
	516	+ "710": 72189,
	517	+ "711": 69180,
	518	+ "712": 69210,
	519	+ "713": 69601,
	520	+ "714": 68971,
	521	+ "715": 69544,
	522	+ "716": 69253,
	523	+ "717": 67046,
	524	+ "718": 67464,
	525	+ "719": 69281,
	526	+ "720": 74890,
	527	+ "721": 69357,
	528	+ "722": 69545,
	529	+ "723": 67901,
	530	+ "724": 67297,
	531	+ "725": 68574,
	532	+ "726": 68825,
	533	+ "727": 68265,
	534	+ "728": 66732,
	535	+ "729": 67727,
	536	+ "730": 68918,
	537	+ "731": 69213,
	538	+ "732": 68079,
	539	+ "733": 68225,
	540	+ "734": 66419,
	541	+ "735": 69799,
	542	+ "736": 69524,
	543	+ "737": 68573,
	544	+ "738": 68145,
	545	+ "739": 66052,
	546	+ "740": 70613,
	547	+ "741": 67066,
	548	+ "742": 66065,
	549	+ "743": 66227,
	550	+ "744": 66515,
	551	+ "745": 69175,
	552	+ "746": 68323,
	553	+ "747": 67387,
	554	+ "748": 66494,
	555	+ "749": 64236,
	556	+ "750": 71619,
	557	+ "751": 66536,
	558	+ "752": 66180,
	559	+ "753": 66913,
	560	+ "754": 67272,
	561	+ "755": 66950,
	562	+ "756": 67438,
	563	+ "757": 65150,
	564	+ "758": 66419,
	565	+ "759": 66144,
	566	+ "760": 67652,
	567	+ "761": 66430,
	568	+ "762": 65580,
	569	+ "763": 65872,
	570	+ "764": 66244,
	571	+ "765": 67785,
	572	+ "766": 66201,
	573	+ "767": 66862,
	574	+ "768": 65974,
	575	+ "769": 63828,
	576	+ "770": 72522,
	577	+ "771": 68064,
	578	+ "772": 67273,
	579	+ "773": 66866,
	580	+ "774": 66317,
	581	+ "775": 68543,
	582	+ "776": 68232,
	583	+ "777": 66882,
	584	+ "778": 66672,
	585	+ "779": 69279,
	586	+ "780": 74770,
	587	+ "781": 63375,
	588	+ "782": 63237,
	589	+ "783": 64336,
	590	+ "784": 61606,
	591	+ "785": 62236,
	592	+ "786": 62458,
	593	+ "787": 63490,
	594	+ "788": 61909,
	595	+ "789": 61624,
	596	+ "790": 67646,
	597	+ "791": 61547,
	598	+ "792": 63924,
	599	+ "793": 59764,
	600	+ "794": 60314,
	601	+ "795": 62847,
	602	+ "796": 61454,
	603	+ "797": 61942,
	604	+ "798": 61189,
	605	+ "799": 60211,
	606	+ "800": 64004,
	607	+ "801": 62523,
	608	+ "802": 61716,
	609	+ "803": 61955,
	610	+ "804": 60594,
	611	+ "805": 63859,
	612	+ "806": 62705,
	613	+ "807": 61269,
	614	+ "808": 61913,
	615	+ "809": 60646,
	616	+ "810": 65729,
	617	+ "811": 62042,
	618	+ "812": 62704,
	619	+ "813": 62510,
	620	+ "814": 62947,
	621	+ "815": 63878,
	622	+ "816": 63646,
	623	+ "817": 62921,
	624	+ "818": 61943,
	625	+ "819": 61583,
	626	+ "820": 65298,
	627	+ "821": 63136,
	628	+ "822": 62530,
	629	+ "823": 63661,
	630	+ "824": 63209,
	631	+ "825": 65094,
	632	+ "826": 61806,
	633	+ "827": 62834,
	634	+ "828": 63661,
	635	+ "829": 60994,
	636	+ "830": 64317,
	637	+ "831": 63999,
	638	+ "832": 63348,
	639	+ "833": 62542,
	640	+ "834": 61273,
	641	+ "835": 64455,
	642	+ "836": 65024,
	643	+ "837": 62809,
	644	+ "838": 63196,
	645	+ "839": 62998,
	646	+ "840": 71438,
	647	+ "841": 68154,
	648	+ "842": 70198,
	649	+ "843": 66794,
	650	+ "844": 65240,
	651	+ "845": 65821,
	652	+ "846": 65768,
	653	+ "847": 66219,
	654	+ "848": 64712,
	655	+ "849": 62868,
	656	+ "850": 67260,
	657	+ "851": 65682,
	658	+ "852": 64451,
	659	+ "853": 65612,
	660	+ "854": 63373,
	661	+ "855": 67829,
	662	+ "856": 65995,
	663	+ "857": 63676,
	664	+ "858": 65210,
	665	+ "859": 65673,
	666	+ "860": 67238,
	667	+ "861": 65454,
	668	+ "862": 66547,
	669	+ "863": 65098,
	670	+ "864": 63326,
	671	+ "865": 69533,
	672	+ "866": 65960,
	673	+ "867": 65382,
	674	+ "868": 65103,
	675	+ "869": 64083,
	676	+ "870": 70975,
	677	+ "871": 68182,
	678	+ "872": 69338,
	679	+ "873": 68848,
	680	+ "874": 67294,
	681	+ "875": 70385,
	682	+ "876": 67666,
	683	+ "877": 68144,
	684	+ "878": 66027,
	685	+ "879": 65968,
	686	+ "880": 70086,
	687	+ "881": 68462,
	688	+ "882": 67387,
	689	+ "883": 66596,
	690	+ "884": 65323,
	691	+ "885": 68192,
	692	+ "886": 67094,
	693	+ "887": 66429,
	694	+ "888": 67273,
	695	+ "889": 65914,
	696	+ "890": 69153,
	697	+ "891": 70554,
	698	+ "892": 69594,
	699	+ "893": 67091,
	700	+ "894": 68357,
	701	+ "895": 71888,
	702	+ "896": 69534,
	703	+ "897": 70523,
	704	+ "898": 69301,
	705	+ "899": 71656,
	706	+ "900": 78988,
	707	+ "901": 72960,
	708	+ "902": 72884,
	709	+ "903": 71388,
	710	+ "904": 70324,
	711	+ "905": 72956,
	712	+ "906": 71686,
	713	+ "907": 73527,
	714	+ "908": 71478,
	715	+ "909": 71740,
	716	+ "910": 73784,
	717	+ "911": 71749,
	718	+ "912": 72576,
	719	+ "913": 72483,
	720	+ "914": 72762,
	721	+ "915": 76456,
	722	+ "916": 75155,
	723	+ "917": 74583,
	724	+ "918": 75044,
	725	+ "919": 74194,
	726	+ "920": 77324,
	727	+ "921": 75646,
	728	+ "922": 76438,
	729	+ "923": 76071,
	730	+ "924": 74301,
	731	+ "925": 79282,
	732	+ "926": 78768,
	733	+ "927": 76584,
	734	+ "928": 76555,
	735	+ "929": 78735,
	736	+ "930": 87507,
	737	+ "931": 82896,
	738	+ "932": 83020,
	739	+ "933": 81241,
	740	+ "934": 81934,
	741	+ "935": 84200,
	742	+ "936": 83400,
	743	+ "937": 82158,
	744	+ "938": 83832,
	745	+ "939": 86005,
	746	+ "940": 88314,
	747	+ "941": 85777,
	748	+ "942": 85781,
	749	+ "943": 87145,
	750	+ "944": 88470,
	751	+ "945": 93245,
	752	+ "946": 91589,
	753	+ "947": 92970,
	754	+ "948": 93285,
	755	+ "949": 98814,
	756	+ "950": 122042,
	757	+ "951": 104394,
	758	+ "952": 102439,
	759	+ "953": 104763,
	760	+ "954": 113692,
	761	+ "955": 117000,
	762	+ "956": 111804,
	763	+ "957": 118800,
	764	+ "958": 129674,
	765	+ "959": 175719,
	766	+ "960": 153886,
	767	+ "961": 7979,
	768	+ "962": 6708,
	769	+ "963": 6364,
	770	+ "964": 6064,
	771	+ "965": 6302,
	772	+ "966": 6078,
	773	+ "967": 5654,
	774	+ "968": 5398,
	775	+ "969": 5144,
	776	+ "970": 108327,
	777	+ "971": 4962,
	778	+ "972": 4923,
	779	+ "973": 4909,
	780	+ "974": 4849,
	781	+ "975": 7277,
	782	+ "976": 4790,
	783	+ "977": 4546,
	784	+ "978": 4558,
	785	+ "979": 4325,
	786	+ "980": 4485,
	787	+ "981": 4448,
	788	+ "982": 4364,
	789	+ "983": 4459,
	790	+ "984": 4286,
	791	+ "985": 4249,
	792	+ "986": 4064,
	793	+ "987": 4076,
	794	+ "988": 4045,
	795	+ "989": 4172,
	796	+ "990": 4062,
	797	+ "991": 4150,
	798	+ "992": 4133,
	799	+ "993": 3920,
	800	+ "994": 3955,
	801	+ "995": 3928,
	802	+ "996": 3787,
	803	+ "997": 3816,
	804	+ "998": 3771,
	805	+ "999": 3759,
	806	+ "1000": 3698,
	807	+ "1001": 3773,
	808	+ "1002": 3613,
	809	+ "1003": 3664,
	810	+ "1004": 3728,
	811	+ "1005": 3769,
	812	+ "1006": 3584,
	813	+ "1007": 3602,
	814	+ "1008": 3632,
	815	+ "1009": 3780,
	816	+ "1010": 3719,
	817	+ "1011": 3483,
	818	+ "1012": 3479,
	819	+ "1013": 3525,
	820	+ "1014": 3534,
	821	+ "1015": 3639,
	822	+ "1016": 3403,
	823	+ "1017": 3530,
	824	+ "1018": 3522,
	825	+ "1019": 3764,
	826	+ "1020": 3152,
	827	+ "1021": 3046,
	828	+ "1022": 3063,
	829	+ "1023": 2957,
	830	+ "1024": 2957,
	831	+ "1025": 2910,
	832	+ "1026": 2954,
	833	+ "1027": 3002,
	834	+ "1028": 2907,
	835	+ "1029": 2805,
	836	+ "1030": 2939,
	837	+ "1031": 2984,
	838	+ "1032": 2886,
	839	+ "1033": 2902,
	840	+ "1034": 2913,
	841	+ "1035": 2879,
	842	+ "1036": 2922,
	843	+ "1037": 2875,
	844	+ "1038": 2899,
	845	+ "1039": 3074,
	846	+ "1040": 2949,
	847	+ "1041": 2875,
	848	+ "1042": 2948,
	849	+ "1043": 2814,
	850	+ "1044": 2815,
	851	+ "1045": 2794,
	852	+ "1046": 2784,
	853	+ "1047": 2762,
	854	+ "1048": 2862,
	855	+ "1049": 3275,
	856	+ "1050": 2577,
	857	+ "1051": 2477,
	858	+ "1052": 2398,
	859	+ "1053": 2542,
	860	+ "1054": 2567,
	861	+ "1055": 2535,
	862	+ "1056": 2468,
	863	+ "1057": 2469,
	864	+ "1058": 2482,
	865	+ "1059": 2470,
	866	+ "1060": 2447,
	867	+ "1061": 2479,
	868	+ "1062": 2580,
	869	+ "1063": 2502,
	870	+ "1064": 2509,
	871	+ "1065": 2597,
	872	+ "1066": 2540,
	873	+ "1067": 2571,
	874	+ "1068": 2553,
	875	+ "1069": 2531,
	876	+ "1070": 2582,
	877	+ "1071": 2575,
	878	+ "1072": 2585,
	879	+ "1073": 2469,
	880	+ "1074": 2493,
	881	+ "1075": 2494,
	882	+ "1076": 2479,
	883	+ "1077": 2536,
	884	+ "1078": 2538,
	885	+ "1079": 2738,
	886	+ "1080": 2987,
	887	+ "1081": 2595,
	888	+ "1082": 2433,
	889	+ "1083": 2374,
	890	+ "1084": 2334,
	891	+ "1085": 2431,
	892	+ "1086": 2292,
	893	+ "1087": 2353,
	894	+ "1088": 2339,
	895	+ "1089": 2331,
	896	+ "1090": 2249,
	897	+ "1091": 2202,
	898	+ "1092": 2272,
	899	+ "1093": 2259,
	900	+ "1094": 2221,
	901	+ "1095": 2215,
	902	+ "1096": 2173,
	903	+ "1097": 2163,
	904	+ "1098": 2120,
	905	+ "1099": 2103,
	906	+ "1100": 2187,
	907	+ "1101": 2164,
	908	+ "1102": 2133,
	909	+ "1103": 2121,
	910	+ "1104": 2080,
	911	+ "1105": 2192,
	912	+ "1106": 2173,
	913	+ "1107": 2114,
	914	+ "1108": 2125,
	915	+ "1109": 2053,
	916	+ "1110": 6002,
	917	+ "1111": 2102,
	918	+ "1112": 2043,
	919	+ "1113": 2223,
	920	+ "1114": 2179,
	921	+ "1115": 2126,
	922	+ "1116": 2087,
	923	+ "1117": 2069,
	924	+ "1118": 2100,
	925	+ "1119": 2067,
	926	+ "1120": 2069,
	927	+ "1121": 2070,
	928	+ "1122": 2012,
	929	+ "1123": 1973,
	930	+ "1124": 2050,
	931	+ "1125": 2068,
	932	+ "1126": 2092,
	933	+ "1127": 2073,
	934	+ "1128": 2144,
	935	+ "1129": 2036,
	936	+ "1130": 2042,
	937	+ "1131": 2184,
	938	+ "1132": 2079,
	939	+ "1133": 2108,
	940	+ "1134": 1972,
	941	+ "1135": 2050,
	942	+ "1136": 2050,
	943	+ "1137": 2029,
	944	+ "1138": 2018,
	945	+ "1139": 2129,
	946	+ "1140": 4445,
	947	+ "1141": 2242,
	948	+ "1142": 2146,
	949	+ "1143": 2106,
	950	+ "1144": 2148,
	951	+ "1145": 2067,
	952	+ "1146": 2177,
	953	+ "1147": 2115,
	954	+ "1148": 2119,
	955	+ "1149": 2005,
	956	+ "1150": 2069,
	957	+ "1151": 2139,
	958	+ "1152": 2082,
	959	+ "1153": 1976,
	960	+ "1154": 2109,
	961	+ "1155": 2100,
	962	+ "1156": 2152,
	963	+ "1157": 2109,
	964	+ "1158": 2091,
	965	+ "1159": 1997,
	966	+ "1160": 2069,
	967	+ "1161": 2063,
	968	+ "1162": 2061,
	969	+ "1163": 2052,
	970	+ "1164": 2103,
	971	+ "1165": 2084,
	972	+ "1166": 2010,
	973	+ "1167": 2093,
	974	+ "1168": 1996,
	975	+ "1169": 1998,
	976	+ "1170": 2045,
	977	+ "1171": 2050,
	978	+ "1172": 2077,
	979	+ "1173": 2101,
	980	+ "1174": 2126,
	981	+ "1175": 2060,
	982	+ "1176": 2104,
	983	+ "1177": 2166,
	984	+ "1178": 2130,
	985	+ "1179": 2160,
	986	+ "1180": 2151,
	987	+ "1181": 2153,
	988	+ "1182": 2113,
	989	+ "1183": 2231,
	990	+ "1184": 2207,
	991	+ "1185": 2291,
	992	+ "1186": 2398,
	993	+ "1187": 2380,
	994	+ "1188": 2487,
	995	+ "1189": 2494,
	996	+ "1190": 2271,
	997	+ "1191": 2282,
	998	+ "1192": 2336,
	999	+ "1193": 2342,
	1000	+ "1194": 2451,
	1001	+ "1195": 2810,
	1002	+ "1196": 2931,
	1003	+ "1197": 2945,
	1004	+ "1198": 3298,
	1005	+ "1199": 4066,
	1006	+ "1200": 2
	1007	+ },
	1008	+ "per_day": [
	1009	+ {
	1010	+ "date": "2025-12-01",
	1011	+ "symbols": 16275,
	1012	+ "median_bars": 20.0
	1013	+ },
	1014	+ {
	1015	+ "date": "2025-12-02",
	1016	+ "symbols": 16189,
	1017	+ "median_bars": 20.0
	1018	+ },
	1019	+ {
	1020	+ "date": "2025-12-03",
	1021	+ "symbols": 16056,
	1022	+ "median_bars": 20.0
	1023	+ },
	1024	+ {
	1025	+ "date": "2025-12-04",
	1026	+ "symbols": 16132,
	1027	+ "median_bars": 20.0
	1028	+ },
	1029	+ {
	1030	+ "date": "2025-12-05",
	1031	+ "symbols": 16184,
	1032	+ "median_bars": 19.0
	1033	+ },
	1034	+ {
	1035	+ "date": "2025-12-08",
	1036	+ "symbols": 16386,
	1037	+ "median_bars": 19.0
	1038	+ },
	1039	+ {
	1040	+ "date": "2025-12-09",
	1041	+ "symbols": 16321,
	1042	+ "median_bars": 19.0
	1043	+ },
	1044	+ {
	1045	+ "date": "2025-12-10",
	1046	+ "symbols": 16338,
	1047	+ "median_bars": 20.0
	1048	+ },
	1049	+ {
	1050	+ "date": "2025-12-11",
	1051	+ "symbols": 16376,
	1052	+ "median_bars": 21.0
	1053	+ },
	1054	+ {
	1055	+ "date": "2025-12-12",
	1056	+ "symbols": 16328,
	1057	+ "median_bars": 20.0
	1058	+ },
	1059	+ {
	1060	+ "date": "2025-12-15",
	1061	+ "symbols": 16594,
	1062	+ "median_bars": 20.0
	1063	+ },
	1064	+ {
	1065	+ "date": "2025-12-16",
	1066	+ "symbols": 16264,
	1067	+ "median_bars": 21.0
	1068	+ },
	1069	+ {
	1070	+ "date": "2025-12-17",
	1071	+ "symbols": 16256,
	1072	+ "median_bars": 21.0
	1073	+ },
	1074	+ {
	1075	+ "date": "2025-12-18",
	1076	+ "symbols": 16345,
	1077	+ "median_bars": 20.0
	1078	+ },
	1079	+ {
	1080	+ "date": "2025-12-19",
	1081	+ "symbols": 16293,
	1082	+ "median_bars": 20.0
	1083	+ },
	1084	+ {
	1085	+ "date": "2025-12-22",
	1086	+ "symbols": 16738,
	1087	+ "median_bars": 21.0
	1088	+ },
	1089	+ {
	1090	+ "date": "2025-12-23",
	1091	+ "symbols": 16622,
	1092	+ "median_bars": 19.0
	1093	+ },
	1094	+ {
	1095	+ "date": "2025-12-24",
	1096	+ "symbols": 15216,
	1097	+ "median_bars": 15.0
	1098	+ },
	1099	+ {
	1100	+ "date": "2025-12-26",
	1101	+ "symbols": 16038,
	1102	+ "median_bars": 18.0
	1103	+ },
	1104	+ {
	1105	+ "date": "2025-12-29",
	1106	+ "symbols": 17051,
	1107	+ "median_bars": 19.0
	1108	+ },
	1109	+ {
	1110	+ "date": "2025-12-30",
	1111	+ "symbols": 16957,
	1112	+ "median_bars": 19.0
	1113	+ },
	1114	+ {
	1115	+ "date": "2025-12-31",
	1116	+ "symbols": 16903,
	1117	+ "median_bars": 20.0
	1118	+ }
	1119	+ ]
	1120	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/calendar_report.json +10 −0

		`@@ -0,0 +1,10 @@`
	1	+{
	2	+ "observed_sessions": 8622,
	3	+ "official_sessions_in_range": 8622,
	4	+ "missing_sessions": [],
	5	+ "n_missing": 0,
	6	+ "data_on_non_sessions": [],
	7	+ "n_extra": 0,
	8	+ "first_date": "1992-01-02",
	9	+ "last_date": "2026-03-31"
	10	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/dst_rth_share.csv +412 −0

		`@@ -0,0 +1,412 @@`
	1	+month,rth_share,rows
	2	+1992-01,0.9737,4609974
	3	+1992-02,0.97599,3654340
	4	+1992-03,0.97493,3634227
	5	+1992-04,0.97562,3538138
	6	+1992-05,0.97606,3079835
	7	+1992-06,0.97366,3392433
	8	+1992-07,0.97462,3534796
	9	+1992-08,0.97443,3206728
	10	+1992-09,0.9743,3389621
	11	+1992-10,0.97541,3686630
	12	+1992-11,0.9755,3838685
	13	+1992-12,0.97471,4248817
	14	+1993-01,0.97623,4245274
	15	+1993-02,0.97714,4144177
	16	+1993-03,0.97705,4573188
	17	+1993-04,0.97717,4176542
	18	+1993-05,0.97671,4062197
	19	+1993-06,0.97679,4370292
	20	+1993-07,0.9777,4164849
	21	+1993-08,0.97681,4598526
	22	+1993-09,0.97667,4513165
	23	+1993-10,0.97559,4850800
	24	+1993-11,0.97658,4744230
	25	+1993-12,0.97585,4977649
	26	+1994-01,0.97624,5173818
	27	+1994-02,0.97633,4643643
	28	+1994-03,0.97613,5567602
	29	+1994-04,0.97686,4288385
	30	+1994-05,0.97652,4365096
	31	+1994-06,0.97493,4469964
	32	+1994-07,0.97459,3879393
	33	+1994-08,0.9751,4938804
	34	+1994-09,0.97508,4570384
	35	+1994-10,0.97506,4689956
	36	+1994-11,0.97594,4715378
	37	+1994-12,0.97477,5014071
	38	+1995-01,0.97449,4753917
	39	+1995-02,0.97448,4572386
	40	+1995-03,0.97481,5544398
	41	+1995-04,0.97385,4675725
	42	+1995-05,0.97578,5727277
	43	+1995-06,0.97511,5929636
	44	+1995-07,0.97536,5901878
	45	+1995-08,0.97435,6268938
	46	+1995-09,0.97551,5701984
	47	+1995-10,0.97518,6048374
	48	+1995-11,0.97609,5890258
	49	+1995-12,0.97487,6243410
	50	+1996-01,0.97468,6624749
	51	+1996-02,0.9724,6596655
	52	+1996-03,0.97487,6436691
	53	+1996-04,0.97457,6718058
	54	+1996-05,0.97365,7648035
	55	+1996-06,0.97307,6423382
	56	+1996-07,0.97599,6704201
	57	+1996-08,0.97572,5919588
	58	+1996-09,0.97507,6054331
	59	+1996-10,0.97525,7125654
	60	+1996-11,0.97581,6515549
	61	+1996-12,0.97614,7240770
	62	+1997-01,0.97522,7942852
	63	+1997-02,0.97532,6749829
	64	+1997-03,0.97484,6561850
	65	+1997-04,0.97438,6801519
	66	+1997-05,0.97536,7067630
	67	+1997-06,0.97489,7392759
	68	+1997-07,0.97736,8319580
	69	+1997-08,0.97768,7858580
	70	+1997-09,0.97759,8425328
	71	+1997-10,0.97905,9885026
	72	+1997-11,0.97975,6927741
	73	+1997-12,0.98119,8528657
	74	+1998-01,0.98014,7825379
	75	+1998-02,0.9804,7962211
	76	+1998-03,0.97941,9303665
	77	+1998-04,0.97999,9339599
	78	+1998-05,0.9795,8039518
	79	+1998-06,0.97861,8773525
	80	+1998-07,0.97882,9015823
	81	+1998-08,0.98026,8975231
	82	+1998-09,0.97843,8613021
	83	+1998-10,0.97805,9408127
	84	+1998-11,0.97879,8714329
	85	+1998-12,0.9787,10195125
	86	+1999-01,0.97648,9704365
	87	+1999-02,0.97801,9011022
	88	+1999-03,0.97738,10779785
	89	+1999-04,0.97697,11086824
	90	+1999-05,0.97772,9657381
	91	+1999-06,0.97487,9907422
	92	+1999-07,0.97627,10137348
	93	+1999-08,0.97691,10017986
	94	+1999-09,0.97515,9954467
	95	+1999-10,0.97382,10452722
	96	+1999-11,0.96985,12096498
	97	+1999-12,0.96988,14157707
	98	+2000-01,0.96519,13557292
	99	+2000-02,0.96834,14215460
	100	+2000-03,0.9677,17183862
	101	+2000-04,0.96858,13032747
	102	+2000-05,0.96806,12432132
	103	+2000-06,0.96528,12977249
	104	+2000-07,0.96564,11452528
	105	+2000-08,0.96741,12775609
	106	+2000-09,0.96454,11840318
	107	+2000-10,0.96441,13148459
	108	+2000-11,0.96571,11826609
	109	+2000-12,0.96447,13088193
	110	+2001-01,0.96236,13363405
	111	+2001-02,0.96489,11344287
	112	+2001-03,0.96562,13252033
	113	+2001-04,0.96477,12365296
	114	+2001-05,0.96591,14059680
	115	+2001-06,0.96332,13258810
	116	+2001-07,0.96804,12624468
	117	+2001-08,0.97094,13015324
	118	+2001-09,0.97112,9710869
	119	+2001-10,0.96789,14082957
	120	+2001-11,0.96739,12846547
	121	+2001-12,0.968,13265623
	122	+2002-01,0.96554,13951452
	123	+2002-02,0.96968,12227446
	124	+2002-03,0.96878,13268181
	125	+2002-04,0.96823,14891404
	126	+2002-05,0.9702,14942873
	127	+2002-06,0.97091,14693313
	128	+2002-07,0.97391,16222561
	129	+2002-08,0.97308,14749663
	130	+2002-09,0.97126,13231927
	131	+2002-10,0.96905,16275023
	132	+2002-11,0.97066,14127720
	133	+2002-12,0.96924,14680324
	134	+2003-01,0.97065,15510285
	135	+2003-02,0.97228,13474619
	136	+2003-03,0.97022,15063461
	137	+2003-04,0.96813,15201223
	138	+2003-05,0.97088,16747750
	139	+2003-06,0.96833,17901144
	140	+2003-07,0.97046,18050041
	141	+2003-08,0.97121,16356372
	142	+2003-09,0.96884,17870439
	143	+2003-10,0.9713,19557159
	144	+2003-11,0.97224,16386276
	145	+2003-12,0.97234,18821922
	146	+2004-01,0.97248,19216504
	147	+2004-02,0.97404,18130400
	148	+2004-03,0.97405,21908267
	149	+2004-04,0.97435,20524823
	150	+2004-05,0.97856,19386004
	151	+2004-06,0.97526,19836582
	152	+2004-07,0.97718,19630860
	153	+2004-08,0.98079,19601010
	154	+2004-09,0.97851,18805190
	155	+2004-10,0.9769,19691154
	156	+2004-11,0.97873,20287842
	157	+2004-12,0.9763,21789619
	158	+2005-01,0.97826,20477055
	159	+2005-02,0.97904,19266960
	160	+2005-03,0.97729,22333126
	161	+2005-04,0.97904,21357682
	162	+2005-05,0.98081,20967473
	163	+2005-06,0.97781,22193683
	164	+2005-07,0.9793,20222017
	165	+2005-08,0.98116,23342062
	166	+2005-09,0.97879,21588765
	167	+2005-10,0.98036,22350293
	168	+2005-11,0.98184,21723016
	169	+2005-12,0.98232,22294007
	170	+2006-01,0.98009,22447445
	171	+2006-02,0.98135,21213209
	172	+2006-03,0.98169,25804638
	173	+2006-04,0.98276,21781406
	174	+2006-05,0.98324,25696785
	175	+2006-06,0.98577,25186489
	176	+2006-07,0.98608,21800710
	177	+2006-08,0.98623,24436008
	178	+2006-09,0.98628,21395369
	179	+2006-10,0.98745,23474467
	180	+2006-11,0.98687,22618243
	181	+2006-12,0.98812,21326636
	182	+2007-01,0.98747,22322404
	183	+2007-02,0.98175,21561556
	184	+2007-03,0.98657,25473887
	185	+2007-04,0.98591,22465903
	186	+2007-05,0.98697,25777199
	187	+2007-06,0.98777,24928371
	188	+2007-07,0.98662,24914680
	189	+2007-08,0.98718,29397466
	190	+2007-09,0.98669,21474280
	191	+2007-10,0.98354,26793325
	192	+2007-11,0.98441,25628099
	193	+2007-12,0.98622,23546640
	194	+2008-01,0.98347,27300403
	195	+2008-02,0.98543,24554525
	196	+2008-03,0.98515,24893106
	197	+2008-04,0.984,25424616
	198	+2008-05,0.98429,24718648
	199	+2008-06,0.98522,24869233
	200	+2008-07,0.98383,26710518
	201	+2008-08,0.98529,24112290
	202	+2008-09,0.97934,25861171
	203	+2008-10,0.97792,28636743
	204	+2008-11,0.98025,22234322
	205	+2008-12,0.97746,24808724
	206	+2009-01,0.97911,22257550
	207	+2009-02,0.97908,21356332
	208	+2009-03,0.97784,25006331
	209	+2009-04,0.97526,23177343
	210	+2009-05,0.97491,22882948
	211	+2009-06,0.97672,24638699
	212	+2009-07,0.97645,23623640
	213	+2009-08,0.9752,22423131
	214	+2009-09,0.97568,22505810
	215	+2009-10,0.97516,23617770
	216	+2009-11,0.97743,20782510
	217	+2009-12,0.97853,21718278
	218	+2010-01,0.97614,20238631
	219	+2010-02,0.9769,20082460
	220	+2010-03,0.97846,24142379
	221	+2010-04,0.97638,22489796
	222	+2010-05,0.97528,24056349
	223	+2010-06,0.97996,24497503
	224	+2010-07,0.97915,22696261
	225	+2010-08,0.97856,23299808
	226	+2010-09,0.97902,21847123
	227	+2010-10,0.97747,22217154
	228	+2010-11,0.97598,22408160
	229	+2010-12,0.97844,23028639
	230	+2011-01,0.97611,22076289
	231	+2011-02,0.97558,20936498
	232	+2011-03,0.97569,25884009
	233	+2011-04,0.97675,21501006
	234	+2011-05,0.97865,23458320
	235	+2011-06,0.98029,24980864
	236	+2011-07,0.97698,21645966
	237	+2011-08,0.97615,27927869
	238	+2011-09,0.97673,23934979
	239	+2011-10,0.97638,23494135
	240	+2011-11,0.97603,22487599
	241	+2011-12,0.97953,21769129
	242	+2012-01,0.97666,20453522
	243	+2012-02,0.97603,20893607
	244	+2012-03,0.97853,22945557
	245	+2012-04,0.97836,20723978
	246	+2012-05,0.97866,23388529
	247	+2012-06,0.97964,22219999
	248	+2012-07,0.9788,20174427
	249	+2012-08,0.98025,21545587
	250	+2012-09,0.97895,18754155
	251	+2012-10,0.97939,20075122
	252	+2012-11,0.98055,20358890
	253	+2012-12,0.98165,19197393
	254	+2013-01,0.97905,20759332
	255	+2013-02,0.97875,18777905
	256	+2013-03,0.98029,19849398
	257	+2013-04,0.97956,21929681
	258	+2013-05,0.97842,21819850
	259	+2013-06,0.97999,21098289
	260	+2013-07,0.97962,21217671
	261	+2013-08,0.97953,21192121
	262	+2013-09,0.97972,19563903
	263	+2013-10,0.97891,22893026
	264	+2013-11,0.97743,19595388
	265	+2013-12,0.98163,20858292
	266	+2014-01,0.97763,21998266
	267	+2014-02,0.97892,20182387
	268	+2014-03,0.97959,22385994
	269	+2014-04,0.98177,22472858
	270	+2014-05,0.98284,21762805
	271	+2014-06,0.98284,21454208
	272	+2014-07,0.97875,22039217
	273	+2014-08,0.98125,20856932
	274	+2014-09,0.98085,21518186
	275	+2014-10,0.97899,26083170
	276	+2014-11,0.9794,19533519
	277	+2014-12,0.98111,23891706
	278	+2015-01,0.97824,22296150
	279	+2015-02,0.97815,20453834
	280	+2015-03,0.98061,23736841
	281	+2015-04,0.98034,22181198
	282	+2015-05,0.98091,21397995
	283	+2015-06,0.98147,23745876
	284	+2015-07,0.98023,23734813
	285	+2015-08,0.97968,23788864
	286	+2015-09,0.981,23276837
	287	+2015-10,0.98126,23859151
	288	+2015-11,0.98145,21250608
	289	+2015-12,0.98245,24139863
	290	+2016-01,0.9791,22804652
	291	+2016-02,0.9784,22761839
	292	+2016-03,0.98122,24059796
	293	+2016-04,0.98017,22131986
	294	+2016-05,0.98165,22471259
	295	+2016-06,0.97913,24172190
	296	+2016-07,0.97998,20924400
	297	+2016-08,0.98178,23252218
	298	+2016-09,0.98069,22136169
	299	+2016-10,0.98072,21184215
	300	+2016-11,0.97808,22733532
	301	+2016-12,0.98085,22423666
	302	+2017-01,0.97904,20754113
	303	+2017-02,0.97769,19861090
	304	+2017-03,0.97995,24193812
	305	+2017-04,0.97997,19931781
	306	+2017-05,0.97927,22961552
	307	+2017-06,0.97982,23186085
	308	+2017-07,0.97866,19583437
	309	+2017-08,0.97904,23014353
	310	+2017-09,0.98008,20182529
	311	+2017-10,0.97786,21938377
	312	+2017-11,0.97634,21661918
	313	+2017-12,0.97754,20835608
	314	+2018-01,0.97408,22384392
	315	+2018-02,0.97374,21630309
	316	+2018-03,0.97653,23091423
	317	+2018-04,0.97763,22218650
	318	+2018-05,0.97809,23297912
	319	+2018-06,0.97747,22628661
	320	+2018-07,0.97756,21007322
	321	+2018-08,0.9774,22771794
	322	+2018-09,0.9771,19412387
	323	+2018-10,0.97435,25941349
	324	+2018-11,0.97587,22989020
	325	+2018-12,0.97817,22532018
	326	+2019-01,0.9752,23078536
	327	+2019-02,0.97419,20282889
	328	+2019-03,0.97503,23302705
	329	+2019-04,0.97624,22186698
	330	+2019-05,0.97482,23703421
	331	+2019-06,0.97629,21505309
	332	+2019-07,0.97635,22764251
	333	+2019-08,0.97272,23947476
	334	+2019-09,0.97648,21759807
	335	+2019-10,0.97586,23788486
	336	+2019-11,0.97387,20692130
	337	+2019-12,0.97538,21868641
	338	+2020-01,0.96771,22950745
	339	+2020-02,0.9629,21886606
	340	+2020-03,0.95316,30777815
	341	+2020-04,0.94969,26958250
	342	+2020-05,0.94704,25175610
	343	+2020-06,0.93795,28893871
	344	+2020-07,0.94231,26704585
	345	+2020-08,0.94404,24643838
	346	+2020-09,0.95127,25612230
	347	+2020-10,0.94544,24867678
	348	+2020-11,0.93328,23747409
	349	+2020-12,0.93251,27127947
	350	+2021-01,0.92071,29969668
	351	+2021-02,0.91362,32800338
	352	+2021-03,0.93381,37217219
	353	+2021-04,0.94756,29825144
	354	+2021-05,0.94967,28425176
	355	+2021-06,0.94755,30859961
	356	+2021-07,0.94777,28303844
	357	+2021-08,0.95024,28810608
	358	+2021-09,0.94953,28853329
	359	+2021-10,0.94598,27947964
	360	+2021-11,0.94013,29499953
	361	+2021-12,0.95102,30879557
	362	+2022-01,0.9491,29754926
	363	+2022-02,0.94682,27746265
	364	+2022-03,0.94407,34105990
	365	+2022-04,0.95025,28471321
	366	+2022-05,0.95157,31293108
	367	+2022-06,0.95369,30552832
	368	+2022-07,0.95202,26216398
	369	+2022-08,0.94363,30068635
	370	+2022-09,0.95214,27792952
	371	+2022-10,0.95191,28273923
	372	+2022-11,0.95237,27196936
	373	+2022-12,0.95537,27554880
	374	+2023-01,0.94733,25888047
	375	+2023-02,0.94501,24559859
	376	+2023-03,0.94936,27576950
	377	+2023-04,0.948,23231831
	378	+2023-05,0.94766,27404596
	379	+2023-06,0.94952,26538286
	380	+2023-07,0.94618,23943725
	381	+2023-08,0.94556,27533123
	382	+2023-09,0.95152,23460154
	383	+2023-10,0.94947,26969934
	384	+2023-11,0.94761,25241251
	385	+2023-12,0.94516,25437121
	386	+2024-01,0.94333,26063374
	387	+2024-02,0.93781,25326662
	388	+2024-03,0.93869,24928549
	389	+2024-04,0.94261,27159327
	390	+2024-05,0.94007,26136015
	391	+2024-06,0.94176,22327597
	392	+2024-07,0.9414,26044770
	393	+2024-08,0.93468,26061460
	394	+2024-09,0.93672,23709203
	395	+2024-10,0.92422,26836072
	396	+2024-11,0.91703,22899947
	397	+2024-12,0.91383,26529390
	398	+2025-01,0.90953,26293243
	399	+2025-02,0.91186,24857755
	400	+2025-03,0.923,27920920
	401	+2025-04,0.91755,29607355
	402	+2025-05,0.91244,27368514
	403	+2025-06,0.91405,26634451
	404	+2025-07,0.91133,29325940
	405	+2025-08,0.91066,28581215
	406	+2025-09,0.9043,29898534
	407	+2025-10,0.89233,34266056
	408	+2025-11,0.90676,28275726
	409	+2025-12,0.92044,30792037
	410	+2026-01,0.90801,30353678
	411	+2026-02,0.90908,28936963
	412	+2026-03,0.91001,34379927

added outputs/diagnostics/stage_c/monthly/audit_1992-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-01",
	3	+ "rows": 4609974,
	4	+ "tickers": 6338,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 4488728,
	15	+ "rows_post": 121246,
	16	+ "rth_share": 0.9737
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-02",
	3	+ "rows": 3654340,
	4	+ "tickers": 6386,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3566587,
	15	+ "rows_post": 87753,
	16	+ "rth_share": 0.97599
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-03",
	3	+ "rows": 3634227,
	4	+ "tickers": 6441,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3543121,
	15	+ "rows_post": 91106,
	16	+ "rth_share": 0.97493
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-04",
	3	+ "rows": 3538138,
	4	+ "tickers": 6509,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3451890,
	15	+ "rows_post": 86248,
	16	+ "rth_share": 0.97562
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-05",
	3	+ "rows": 3079835,
	4	+ "tickers": 6531,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3006098,
	15	+ "rows_post": 73737,
	16	+ "rth_share": 0.97606
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-06",
	3	+ "rows": 3392433,
	4	+ "tickers": 8267,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3303069,
	15	+ "rows_post": 89364,
	16	+ "rth_share": 0.97366
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-07",
	3	+ "rows": 3534796,
	4	+ "tickers": 8348,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2,
	14	+ "rows_rth": 3445097,
	15	+ "rows_post": 89697,
	16	+ "rth_share": 0.97462
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-08",
	3	+ "rows": 3206728,
	4	+ "tickers": 8278,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3124717,
	15	+ "rows_post": 82011,
	16	+ "rth_share": 0.97443
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-09",
	3	+ "rows": 3389621,
	4	+ "tickers": 8283,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3302506,
	15	+ "rows_post": 87115,
	16	+ "rth_share": 0.9743
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-10",
	3	+ "rows": 3686630,
	4	+ "tickers": 8360,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 0,
	14	+ "rows_rth": 3595962,
	15	+ "rows_post": 90668,
	16	+ "rth_share": 0.97541
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-11",
	3	+ "rows": 3838685,
	4	+ "tickers": 8356,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 101,
	14	+ "rows_rth": 3744646,
	15	+ "rows_post": 93938,
	16	+ "rth_share": 0.9755
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1992-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1992-12",
	3	+ "rows": 4248817,
	4	+ "tickers": 8492,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 556,
	14	+ "rows_rth": 4141380,
	15	+ "rows_post": 106881,
	16	+ "rth_share": 0.97471
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-01",
	3	+ "rows": 4245274,
	4	+ "tickers": 8498,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 661,
	14	+ "rows_rth": 4144357,
	15	+ "rows_post": 100256,
	16	+ "rth_share": 0.97623
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-02",
	3	+ "rows": 4144177,
	4	+ "tickers": 8540,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 593,
	14	+ "rows_rth": 4049452,
	15	+ "rows_post": 94132,
	16	+ "rth_share": 0.97714
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-03",
	3	+ "rows": 4573188,
	4	+ "tickers": 8666,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 707,
	14	+ "rows_rth": 4468240,
	15	+ "rows_post": 104241,
	16	+ "rth_share": 0.97705
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-04",
	3	+ "rows": 4176542,
	4	+ "tickers": 8689,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 601,
	14	+ "rows_rth": 4081174,
	15	+ "rows_post": 94767,
	16	+ "rth_share": 0.97717
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-05",
	3	+ "rows": 4062197,
	4	+ "tickers": 8748,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 743,
	14	+ "rows_rth": 3967571,
	15	+ "rows_post": 93883,
	16	+ "rth_share": 0.97671
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-06",
	3	+ "rows": 4370292,
	4	+ "tickers": 8893,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 765,
	14	+ "rows_rth": 4268850,
	15	+ "rows_post": 100677,
	16	+ "rth_share": 0.97679
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-07",
	3	+ "rows": 4164849,
	4	+ "tickers": 8940,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 645,
	14	+ "rows_rth": 4071961,
	15	+ "rows_post": 92243,
	16	+ "rth_share": 0.9777
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-08",
	3	+ "rows": 4598526,
	4	+ "tickers": 8985,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 3,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 720,
	14	+ "rows_rth": 4491904,
	15	+ "rows_post": 105902,
	16	+ "rth_share": 0.97681
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-09",
	3	+ "rows": 4513165,
	4	+ "tickers": 9069,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 3,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 676,
	14	+ "rows_rth": 4407853,
	15	+ "rows_post": 104636,
	16	+ "rth_share": 0.97667
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-10",
	3	+ "rows": 4850800,
	4	+ "tickers": 9181,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 707,
	14	+ "rows_rth": 4732372,
	15	+ "rows_post": 117721,
	16	+ "rth_share": 0.97559
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-11",
	3	+ "rows": 4744230,
	4	+ "tickers": 9325,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 672,
	14	+ "rows_rth": 4633121,
	15	+ "rows_post": 110437,
	16	+ "rth_share": 0.97658
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1993-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1993-12",
	3	+ "rows": 4977649,
	4	+ "tickers": 9567,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1126,
	14	+ "rows_rth": 4857439,
	15	+ "rows_post": 119084,
	16	+ "rth_share": 0.97585
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-01",
	3	+ "rows": 5173818,
	4	+ "tickers": 9557,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2468,
	14	+ "rows_rth": 5050893,
	15	+ "rows_post": 120457,
	16	+ "rth_share": 0.97624
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-02",
	3	+ "rows": 4643643,
	4	+ "tickers": 9632,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2447,
	14	+ "rows_rth": 4533741,
	15	+ "rows_post": 107455,
	16	+ "rth_share": 0.97633
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-03",
	3	+ "rows": 5567602,
	4	+ "tickers": 9771,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 5,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 3211,
	14	+ "rows_rth": 5434723,
	15	+ "rows_post": 129668,
	16	+ "rth_share": 0.97613
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-04",
	3	+ "rows": 4288385,
	4	+ "tickers": 9795,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2655,
	14	+ "rows_rth": 4189139,
	15	+ "rows_post": 96591,
	16	+ "rth_share": 0.97686
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-05",
	3	+ "rows": 4365096,
	4	+ "tickers": 9869,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 7,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2913,
	14	+ "rows_rth": 4262583,
	15	+ "rows_post": 99600,
	16	+ "rth_share": 0.97652
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-06",
	3	+ "rows": 4469964,
	4	+ "tickers": 9984,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2992,
	14	+ "rows_rth": 4357916,
	15	+ "rows_post": 109056,
	16	+ "rth_share": 0.97493
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-07",
	3	+ "rows": 3879393,
	4	+ "tickers": 9946,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 4,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2934,
	14	+ "rows_rth": 3780804,
	15	+ "rows_post": 95655,
	16	+ "rth_share": 0.97459
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-08",
	3	+ "rows": 4938804,
	4	+ "tickers": 10033,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 5,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 4017,
	14	+ "rows_rth": 4815844,
	15	+ "rows_post": 118943,
	16	+ "rth_share": 0.9751
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-09",
	3	+ "rows": 4570384,
	4	+ "tickers": 10014,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 3415,
	14	+ "rows_rth": 4456492,
	15	+ "rows_post": 110477,
	16	+ "rth_share": 0.97508
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-10",
	3	+ "rows": 4689956,
	4	+ "tickers": 10019,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 3652,
	14	+ "rows_rth": 4572980,
	15	+ "rows_post": 113324,
	16	+ "rth_share": 0.97506
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-11",
	3	+ "rows": 4715378,
	4	+ "tickers": 10094,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 3857,
	14	+ "rows_rth": 4601909,
	15	+ "rows_post": 109612,
	16	+ "rth_share": 0.97594
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1994-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1994-12",
	3	+ "rows": 5014071,
	4	+ "tickers": 10154,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 4157,
	14	+ "rows_rth": 4887559,
	15	+ "rows_post": 122355,
	16	+ "rth_share": 0.97477
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-01",
	3	+ "rows": 4753917,
	4	+ "tickers": 10059,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 6,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 5301,
	14	+ "rows_rth": 4632641,
	15	+ "rows_post": 115975,
	16	+ "rth_share": 0.97449
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-02",
	3	+ "rows": 4572386,
	4	+ "tickers": 10053,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 4865,
	14	+ "rows_rth": 4455709,
	15	+ "rows_post": 111812,
	16	+ "rth_share": 0.97448
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-03",
	3	+ "rows": 5544398,
	4	+ "tickers": 10090,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 5,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 6007,
	14	+ "rows_rth": 5404735,
	15	+ "rows_post": 133656,
	16	+ "rth_share": 0.97481
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-04",
	3	+ "rows": 4675725,
	4	+ "tickers": 10077,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 3,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 6330,
	14	+ "rows_rth": 4553434,
	15	+ "rows_post": 115961,
	16	+ "rth_share": 0.97385
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-05",
	3	+ "rows": 5727277,
	4	+ "tickers": 10132,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 5898,
	14	+ "rows_rth": 5588536,
	15	+ "rows_post": 132843,
	16	+ "rth_share": 0.97578
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-06",
	3	+ "rows": 5929636,
	4	+ "tickers": 10170,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 5967,
	14	+ "rows_rth": 5782055,
	15	+ "rows_post": 141614,
	16	+ "rth_share": 0.97511
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-07",
	3	+ "rows": 5901878,
	4	+ "tickers": 10171,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 6129,
	14	+ "rows_rth": 5756485,
	15	+ "rows_post": 139264,
	16	+ "rth_share": 0.97536
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-08",
	3	+ "rows": 6268938,
	4	+ "tickers": 10259,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 7266,
	14	+ "rows_rth": 6108112,
	15	+ "rows_post": 153560,
	16	+ "rth_share": 0.97435
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-09",
	3	+ "rows": 5701984,
	4	+ "tickers": 10203,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 6738,
	14	+ "rows_rth": 5562332,
	15	+ "rows_post": 132914,
	16	+ "rth_share": 0.97551
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-10",
	3	+ "rows": 6048374,
	4	+ "tickers": 10298,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 7900,
	14	+ "rows_rth": 5898244,
	15	+ "rows_post": 142230,
	16	+ "rth_share": 0.97518
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-11",
	3	+ "rows": 5890258,
	4	+ "tickers": 10364,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 7530,
	14	+ "rows_rth": 5749407,
	15	+ "rows_post": 133321,
	16	+ "rth_share": 0.97609
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1995-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1995-12",
	3	+ "rows": 6243410,
	4	+ "tickers": 10480,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 9506,
	14	+ "rows_rth": 6086535,
	15	+ "rows_post": 147369,
	16	+ "rth_share": 0.97487
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-01",
	3	+ "rows": 6624749,
	4	+ "tickers": 10390,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 15521,
	14	+ "rows_rth": 6457011,
	15	+ "rows_post": 152217,
	16	+ "rth_share": 0.97468
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-02",
	3	+ "rows": 6596655,
	4	+ "tickers": 10393,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 14354,
	14	+ "rows_rth": 6414560,
	15	+ "rows_post": 167741,
	16	+ "rth_share": 0.9724
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-03",
	3	+ "rows": 6436691,
	4	+ "tickers": 10497,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 14602,
	14	+ "rows_rth": 6274944,
	15	+ "rows_post": 147145,
	16	+ "rth_share": 0.97487
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-04",
	3	+ "rows": 6718058,
	4	+ "tickers": 10570,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 15587,
	14	+ "rows_rth": 6547239,
	15	+ "rows_post": 155232,
	16	+ "rth_share": 0.97457
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-05",
	3	+ "rows": 7648035,
	4	+ "tickers": 10700,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 17858,
	14	+ "rows_rth": 7446541,
	15	+ "rows_post": 183636,
	16	+ "rth_share": 0.97365
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-06",
	3	+ "rows": 6423382,
	4	+ "tickers": 10735,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 16133,
	14	+ "rows_rth": 6250424,
	15	+ "rows_post": 156825,
	16	+ "rth_share": 0.97307
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-07",
	3	+ "rows": 6704201,
	4	+ "tickers": 10751,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 14832,
	14	+ "rows_rth": 6543261,
	15	+ "rows_post": 146108,
	16	+ "rth_share": 0.97599
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-08",
	3	+ "rows": 5919588,
	4	+ "tickers": 10805,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 13348,
	14	+ "rows_rth": 5775843,
	15	+ "rows_post": 130397,
	16	+ "rth_share": 0.97572
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-09",
	3	+ "rows": 6054331,
	4	+ "tickers": 10825,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 13808,
	14	+ "rows_rth": 5903383,
	15	+ "rows_post": 137140,
	16	+ "rth_share": 0.97507
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-10",
	3	+ "rows": 7125654,
	4	+ "tickers": 10905,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 16390,
	14	+ "rows_rth": 6949290,
	15	+ "rows_post": 159974,
	16	+ "rth_share": 0.97525
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-11",
	3	+ "rows": 6515549,
	4	+ "tickers": 11020,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 14838,
	14	+ "rows_rth": 6357908,
	15	+ "rows_post": 142803,
	16	+ "rth_share": 0.97581
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1996-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1996-12",
	3	+ "rows": 7240770,
	4	+ "tickers": 11106,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 16417,
	14	+ "rows_rth": 7068016,
	15	+ "rows_post": 156337,
	16	+ "rth_share": 0.97614
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-01",
	3	+ "rows": 7942852,
	4	+ "tickers": 10981,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 20379,
	14	+ "rows_rth": 7745991,
	15	+ "rows_post": 176482,
	16	+ "rth_share": 0.97522
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-02",
	3	+ "rows": 6749829,
	4	+ "tickers": 10970,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 18353,
	14	+ "rows_rth": 6583213,
	15	+ "rows_post": 148263,
	16	+ "rth_share": 0.97532
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-03",
	3	+ "rows": 6561850,
	4	+ "tickers": 10977,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 17854,
	14	+ "rows_rth": 6396766,
	15	+ "rows_post": 147230,
	16	+ "rth_share": 0.97484
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-04",
	3	+ "rows": 6801519,
	4	+ "tickers": 11021,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 20984,
	14	+ "rows_rth": 6627259,
	15	+ "rows_post": 153276,
	16	+ "rth_share": 0.97438
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-05",
	3	+ "rows": 7067630,
	4	+ "tickers": 11005,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 19595,
	14	+ "rows_rth": 6893467,
	15	+ "rows_post": 154568,
	16	+ "rth_share": 0.97536
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-06",
	3	+ "rows": 7392759,
	4	+ "tickers": 11008,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 19775,
	14	+ "rows_rth": 7207131,
	15	+ "rows_post": 165853,
	16	+ "rth_share": 0.97489
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-07",
	3	+ "rows": 8319580,
	4	+ "tickers": 11050,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 23626,
	14	+ "rows_rth": 8131230,
	15	+ "rows_post": 164724,
	16	+ "rth_share": 0.97736
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-08",
	3	+ "rows": 7858580,
	4	+ "tickers": 10985,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 23116,
	14	+ "rows_rth": 7683165,
	15	+ "rows_post": 152299,
	16	+ "rth_share": 0.97768
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-09",
	3	+ "rows": 8425328,
	4	+ "tickers": 10983,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 24613,
	14	+ "rows_rth": 8236510,
	15	+ "rows_post": 164205,
	16	+ "rth_share": 0.97759
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-10",
	3	+ "rows": 9885026,
	4	+ "tickers": 11048,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 33596,
	14	+ "rows_rth": 9677945,
	15	+ "rows_post": 173485,
	16	+ "rth_share": 0.97905
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-11",
	3	+ "rows": 6927741,
	4	+ "tickers": 10994,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 21863,
	14	+ "rows_rth": 6787478,
	15	+ "rows_post": 118400,
	16	+ "rth_share": 0.97975
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1997-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1997-12",
	3	+ "rows": 8528657,
	4	+ "tickers": 11068,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 23564,
	14	+ "rows_rth": 8368266,
	15	+ "rows_post": 136827,
	16	+ "rth_share": 0.98119
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-01",
	3	+ "rows": 7825379,
	4	+ "tickers": 10933,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 25747,
	14	+ "rows_rth": 7669968,
	15	+ "rows_post": 129664,
	16	+ "rth_share": 0.98014
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-02",
	3	+ "rows": 7962211,
	4	+ "tickers": 10944,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 26941,
	14	+ "rows_rth": 7806182,
	15	+ "rows_post": 129088,
	16	+ "rth_share": 0.9804
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-03",
	3	+ "rows": 9303665,
	4	+ "tickers": 10953,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 34795,
	14	+ "rows_rth": 9112128,
	15	+ "rows_post": 156742,
	16	+ "rth_share": 0.97941
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-04",
	3	+ "rows": 9339599,
	4	+ "tickers": 10981,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 36478,
	14	+ "rows_rth": 9152708,
	15	+ "rows_post": 150413,
	16	+ "rth_share": 0.97999
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-05",
	3	+ "rows": 8039518,
	4	+ "tickers": 10953,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 31852,
	14	+ "rows_rth": 7874680,
	15	+ "rows_post": 132986,
	16	+ "rth_share": 0.9795
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-06",
	3	+ "rows": 8773525,
	4	+ "tickers": 11012,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 34284,
	14	+ "rows_rth": 8585829,
	15	+ "rows_post": 153412,
	16	+ "rth_share": 0.97861
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-07",
	3	+ "rows": 9015823,
	4	+ "tickers": 10912,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 40289,
	14	+ "rows_rth": 8824849,
	15	+ "rows_post": 150685,
	16	+ "rth_share": 0.97882
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-08",
	3	+ "rows": 8975231,
	4	+ "tickers": 10794,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 33908,
	14	+ "rows_rth": 8798040,
	15	+ "rows_post": 143283,
	16	+ "rth_share": 0.98026
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-09",
	3	+ "rows": 8613021,
	4	+ "tickers": 10673,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 35280,
	14	+ "rows_rth": 8427212,
	15	+ "rows_post": 150529,
	16	+ "rth_share": 0.97843
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-10",
	3	+ "rows": 9408127,
	4	+ "tickers": 10625,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 39830,
	14	+ "rows_rth": 9201634,
	15	+ "rows_post": 166663,
	16	+ "rth_share": 0.97805
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-11",
	3	+ "rows": 8714329,
	4	+ "tickers": 10546,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 42582,
	14	+ "rows_rth": 8529481,
	15	+ "rows_post": 142266,
	16	+ "rth_share": 0.97879
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1998-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1998-12",
	3	+ "rows": 10195125,
	4	+ "tickers": 10540,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 49707,
	14	+ "rows_rth": 9977985,
	15	+ "rows_post": 167433,
	16	+ "rth_share": 0.9787
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-01",
	3	+ "rows": 9704365,
	4	+ "tickers": 10375,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 60925,
	14	+ "rows_rth": 9476112,
	15	+ "rows_post": 167328,
	16	+ "rth_share": 0.97648
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-02",
	3	+ "rows": 9011022,
	4	+ "tickers": 10377,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 49853,
	14	+ "rows_rth": 8812825,
	15	+ "rows_post": 148344,
	16	+ "rth_share": 0.97801
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-03",
	3	+ "rows": 10779785,
	4	+ "tickers": 10385,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 64799,
	14	+ "rows_rth": 10535951,
	15	+ "rows_post": 179035,
	16	+ "rth_share": 0.97738
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-04",
	3	+ "rows": 11086824,
	4	+ "tickers": 10300,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 75663,
	14	+ "rows_rth": 10831462,
	15	+ "rows_post": 179699,
	16	+ "rth_share": 0.97697
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-05",
	3	+ "rows": 9657381,
	4	+ "tickers": 10236,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 57384,
	14	+ "rows_rth": 9442259,
	15	+ "rows_post": 157738,
	16	+ "rth_share": 0.97772
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-06",
	3	+ "rows": 9907422,
	4	+ "tickers": 10244,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 61544,
	14	+ "rows_rth": 9658465,
	15	+ "rows_post": 187413,
	16	+ "rth_share": 0.97487
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-07",
	3	+ "rows": 10137348,
	4	+ "tickers": 10218,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 66774,
	14	+ "rows_rth": 9896792,
	15	+ "rows_post": 173782,
	16	+ "rth_share": 0.97627
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-08",
	3	+ "rows": 10017986,
	4	+ "tickers": 10162,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 66806,
	14	+ "rows_rth": 9786662,
	15	+ "rows_post": 164518,
	16	+ "rth_share": 0.97691
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-09",
	3	+ "rows": 9954467,
	4	+ "tickers": 10125,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 76848,
	14	+ "rows_rth": 9707067,
	15	+ "rows_post": 170552,
	16	+ "rth_share": 0.97515
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-10",
	3	+ "rows": 10452722,
	4	+ "tickers": 10110,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 83697,
	14	+ "rows_rth": 10179018,
	15	+ "rows_post": 190007,
	16	+ "rth_share": 0.97382
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-11",
	3	+ "rows": 12096498,
	4	+ "tickers": 10103,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 110542,
	14	+ "rows_rth": 11731782,
	15	+ "rows_post": 254174,
	16	+ "rth_share": 0.96985
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_1999-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "1999-12",
	3	+ "rows": 14157707,
	4	+ "tickers": 10060,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 135947,
	14	+ "rows_rth": 13731292,
	15	+ "rows_post": 290468,
	16	+ "rth_share": 0.96988
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-01",
	3	+ "rows": 13557292,
	4	+ "tickers": 9980,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 141453,
	14	+ "rows_rth": 13085420,
	15	+ "rows_post": 330419,
	16	+ "rth_share": 0.96519
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-02",
	3	+ "rows": 14215460,
	4	+ "tickers": 9994,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 145582,
	14	+ "rows_rth": 13765387,
	15	+ "rows_post": 304491,
	16	+ "rth_share": 0.96834
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-03",
	3	+ "rows": 17183862,
	4	+ "tickers": 10012,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 181519,
	14	+ "rows_rth": 16628799,
	15	+ "rows_post": 373544,
	16	+ "rth_share": 0.9677
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-04",
	3	+ "rows": 13032747,
	4	+ "tickers": 9963,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 131700,
	14	+ "rows_rth": 12623257,
	15	+ "rows_post": 277790,
	16	+ "rth_share": 0.96858
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-05",
	3	+ "rows": 12432132,
	4	+ "tickers": 9974,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 127954,
	14	+ "rows_rth": 12035062,
	15	+ "rows_post": 269116,
	16	+ "rth_share": 0.96806
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-06",
	3	+ "rows": 12977249,
	4	+ "tickers": 9971,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 139225,
	14	+ "rows_rth": 12526686,
	15	+ "rows_post": 311338,
	16	+ "rth_share": 0.96528
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-07",
	3	+ "rows": 11452528,
	4	+ "tickers": 9920,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 123701,
	14	+ "rows_rth": 11058983,
	15	+ "rows_post": 269844,
	16	+ "rth_share": 0.96564
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-08",
	3	+ "rows": 12775609,
	4	+ "tickers": 9982,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 132948,
	14	+ "rows_rth": 12359243,
	15	+ "rows_post": 283418,
	16	+ "rth_share": 0.96741
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-09",
	3	+ "rows": 11840318,
	4	+ "tickers": 9943,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 136104,
	14	+ "rows_rth": 11420488,
	15	+ "rows_post": 283726,
	16	+ "rth_share": 0.96454
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-10",
	3	+ "rows": 13148459,
	4	+ "tickers": 9905,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 141048,
	14	+ "rows_rth": 12680461,
	15	+ "rows_post": 326950,
	16	+ "rth_share": 0.96441
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-11",
	3	+ "rows": 11826609,
	4	+ "tickers": 9845,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 140056,
	14	+ "rows_rth": 11421036,
	15	+ "rows_post": 265517,
	16	+ "rth_share": 0.96571
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2000-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2000-12",
	3	+ "rows": 13088193,
	4	+ "tickers": 9740,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 137251,
	14	+ "rows_rth": 12623179,
	15	+ "rows_post": 327763,
	16	+ "rth_share": 0.96447
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-01",
	3	+ "rows": 13363405,
	4	+ "tickers": 9622,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 2,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 152318,
	14	+ "rows_rth": 12860385,
	15	+ "rows_post": 350702,
	16	+ "rth_share": 0.96236
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-02",
	3	+ "rows": 11344287,
	4	+ "tickers": 9549,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 117313,
	14	+ "rows_rth": 10946014,
	15	+ "rows_post": 280960,
	16	+ "rth_share": 0.96489
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-03",
	3	+ "rows": 13252033,
	4	+ "tickers": 9528,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 139996,
	14	+ "rows_rth": 12796427,
	15	+ "rows_post": 315610,
	16	+ "rth_share": 0.96562
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-04",
	3	+ "rows": 12365296,
	4	+ "tickers": 9459,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 131907,
	14	+ "rows_rth": 11929633,
	15	+ "rows_post": 303756,
	16	+ "rth_share": 0.96477
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-05",
	3	+ "rows": 14059680,
	4	+ "tickers": 9416,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 141449,
	14	+ "rows_rth": 13580418,
	15	+ "rows_post": 337813,
	16	+ "rth_share": 0.96591
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-06",
	3	+ "rows": 13258810,
	4	+ "tickers": 9321,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 120681,
	14	+ "rows_rth": 12772534,
	15	+ "rows_post": 365595,
	16	+ "rth_share": 0.96332
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-07",
	3	+ "rows": 12624468,
	4	+ "tickers": 9294,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 104770,
	14	+ "rows_rth": 12221013,
	15	+ "rows_post": 298685,
	16	+ "rth_share": 0.96804
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-08",
	3	+ "rows": 13015324,
	4	+ "tickers": 9239,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 91825,
	14	+ "rows_rth": 12637070,
	15	+ "rows_post": 286429,
	16	+ "rth_share": 0.97094
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-09",
	3	+ "rows": 9710869,
	4	+ "tickers": 9089,
	5	+ "dates": 15,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 67792,
	14	+ "rows_rth": 9430382,
	15	+ "rows_post": 212695,
	16	+ "rth_share": 0.97112
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-10",
	3	+ "rows": 14082957,
	4	+ "tickers": 9090,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 109785,
	14	+ "rows_rth": 13630711,
	15	+ "rows_post": 342461,
	16	+ "rth_share": 0.96789
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-11",
	3	+ "rows": 12846547,
	4	+ "tickers": 9083,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 105737,
	14	+ "rows_rth": 12427665,
	15	+ "rows_post": 313145,
	16	+ "rth_share": 0.96739
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2001-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2001-12",
	3	+ "rows": 13265623,
	4	+ "tickers": 9030,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 101115,
	14	+ "rows_rth": 12841072,
	15	+ "rows_post": 323436,
	16	+ "rth_share": 0.968
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-01",
	3	+ "rows": 13951452,
	4	+ "tickers": 8997,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 114325,
	14	+ "rows_rth": 13470649,
	15	+ "rows_post": 366478,
	16	+ "rth_share": 0.96554
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-02",
	3	+ "rows": 12227446,
	4	+ "tickers": 8942,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 80976,
	14	+ "rows_rth": 11856687,
	15	+ "rows_post": 289783,
	16	+ "rth_share": 0.96968
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-03",
	3	+ "rows": 13268181,
	4	+ "tickers": 8920,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 98123,
	14	+ "rows_rth": 12853956,
	15	+ "rows_post": 316102,
	16	+ "rth_share": 0.96878
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-04",
	3	+ "rows": 14891404,
	4	+ "tickers": 8897,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 99456,
	14	+ "rows_rth": 14418293,
	15	+ "rows_post": 373655,
	16	+ "rth_share": 0.96823
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-05",
	3	+ "rows": 14942873,
	4	+ "tickers": 8898,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 97807,
	14	+ "rows_rth": 14497600,
	15	+ "rows_post": 347466,
	16	+ "rth_share": 0.9702
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-06",
	3	+ "rows": 14693313,
	4	+ "tickers": 8855,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 87558,
	14	+ "rows_rth": 14265939,
	15	+ "rows_post": 339816,
	16	+ "rth_share": 0.97091
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-07",
	3	+ "rows": 16222561,
	4	+ "tickers": 8888,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 90491,
	14	+ "rows_rth": 15799384,
	15	+ "rows_post": 332686,
	16	+ "rth_share": 0.97391
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-08",
	3	+ "rows": 14749663,
	4	+ "tickers": 8842,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 76830,
	14	+ "rows_rth": 14352647,
	15	+ "rows_post": 320186,
	16	+ "rth_share": 0.97308
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-09",
	3	+ "rows": 13231927,
	4	+ "tickers": 8736,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 66436,
	14	+ "rows_rth": 12851683,
	15	+ "rows_post": 313808,
	16	+ "rth_share": 0.97126
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-10",
	3	+ "rows": 16275023,
	4	+ "tickers": 8760,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 86838,
	14	+ "rows_rth": 15771358,
	15	+ "rows_post": 416827,
	16	+ "rth_share": 0.96905
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-11",
	3	+ "rows": 14127720,
	4	+ "tickers": 8738,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 89935,
	14	+ "rows_rth": 13713213,
	15	+ "rows_post": 324572,
	16	+ "rth_share": 0.97066
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2002-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2002-12",
	3	+ "rows": 14680324,
	4	+ "tickers": 8681,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 86477,
	14	+ "rows_rth": 14228785,
	15	+ "rows_post": 365062,
	16	+ "rth_share": 0.96924
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-01",
	3	+ "rows": 15510285,
	4	+ "tickers": 8610,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 96873,
	14	+ "rows_rth": 15055044,
	15	+ "rows_post": 358368,
	16	+ "rth_share": 0.97065
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-02",
	3	+ "rows": 13474619,
	4	+ "tickers": 8544,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 70833,
	14	+ "rows_rth": 13101123,
	15	+ "rows_post": 302663,
	16	+ "rth_share": 0.97228
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-03",
	3	+ "rows": 15063461,
	4	+ "tickers": 8501,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 76541,
	14	+ "rows_rth": 14614898,
	15	+ "rows_post": 372022,
	16	+ "rth_share": 0.97022
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-04",
	3	+ "rows": 15201223,
	4	+ "tickers": 8492,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 89783,
	14	+ "rows_rth": 14716763,
	15	+ "rows_post": 394677,
	16	+ "rth_share": 0.96813
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-05",
	3	+ "rows": 16747750,
	4	+ "tickers": 8486,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 93944,
	14	+ "rows_rth": 16260003,
	15	+ "rows_post": 393803,
	16	+ "rth_share": 0.97088
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-06",
	3	+ "rows": 17901144,
	4	+ "tickers": 8416,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 104194,
	14	+ "rows_rth": 17334256,
	15	+ "rows_post": 462694,
	16	+ "rth_share": 0.96833
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-07",
	3	+ "rows": 18050041,
	4	+ "tickers": 8378,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 107168,
	14	+ "rows_rth": 17516895,
	15	+ "rows_post": 425978,
	16	+ "rth_share": 0.97046
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-08",
	3	+ "rows": 16356372,
	4	+ "tickers": 8342,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 80728,
	14	+ "rows_rth": 15885419,
	15	+ "rows_post": 390225,
	16	+ "rth_share": 0.97121
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-09",
	3	+ "rows": 17870439,
	4	+ "tickers": 8295,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 104253,
	14	+ "rows_rth": 17313625,
	15	+ "rows_post": 452561,
	16	+ "rth_share": 0.96884
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-10",
	3	+ "rows": 19557159,
	4	+ "tickers": 8299,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 123485,
	14	+ "rows_rth": 18995928,
	15	+ "rows_post": 437746,
	16	+ "rth_share": 0.9713
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-11",
	3	+ "rows": 16386276,
	4	+ "tickers": 8291,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 100457,
	14	+ "rows_rth": 15931322,
	15	+ "rows_post": 354497,
	16	+ "rth_share": 0.97224
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2003-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2003-12",
	3	+ "rows": 18821922,
	4	+ "tickers": 8313,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 98805,
	14	+ "rows_rth": 18301344,
	15	+ "rows_post": 421773,
	16	+ "rth_share": 0.97234
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-01",
	3	+ "rows": 19216504,
	4	+ "tickers": 8267,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 127127,
	14	+ "rows_rth": 18687708,
	15	+ "rows_post": 401669,
	16	+ "rth_share": 0.97248
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-02",
	3	+ "rows": 18130400,
	4	+ "tickers": 8282,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 105439,
	14	+ "rows_rth": 17659761,
	15	+ "rows_post": 365200,
	16	+ "rth_share": 0.97404
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-03",
	3	+ "rows": 21908267,
	4	+ "tickers": 8305,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 115317,
	14	+ "rows_rth": 21339689,
	15	+ "rows_post": 453261,
	16	+ "rth_share": 0.97405
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-04",
	3	+ "rows": 20524823,
	4	+ "tickers": 8282,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 115829,
	14	+ "rows_rth": 19998316,
	15	+ "rows_post": 410678,
	16	+ "rth_share": 0.97435
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-05",
	3	+ "rows": 19386004,
	4	+ "tickers": 8285,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 85097,
	14	+ "rows_rth": 18970325,
	15	+ "rows_post": 330582,
	16	+ "rth_share": 0.97856
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-06",
	3	+ "rows": 19836582,
	4	+ "tickers": 8273,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 86441,
	14	+ "rows_rth": 19345924,
	15	+ "rows_post": 404217,
	16	+ "rth_share": 0.97526
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-07",
	3	+ "rows": 19630860,
	4	+ "tickers": 8249,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 88081,
	14	+ "rows_rth": 19182912,
	15	+ "rows_post": 359867,
	16	+ "rth_share": 0.97718
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-08",
	3	+ "rows": 19601010,
	4	+ "tickers": 8265,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 75651,
	14	+ "rows_rth": 19224398,
	15	+ "rows_post": 300961,
	16	+ "rth_share": 0.98079
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-09",
	3	+ "rows": 18805190,
	4	+ "tickers": 8250,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 76529,
	14	+ "rows_rth": 18400986,
	15	+ "rows_post": 327675,
	16	+ "rth_share": 0.97851
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-10",
	3	+ "rows": 19691154,
	4	+ "tickers": 8282,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 96049,
	14	+ "rows_rth": 19236290,
	15	+ "rows_post": 358815,
	16	+ "rth_share": 0.9769
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-11",
	3	+ "rows": 20287842,
	4	+ "tickers": 8293,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 117957,
	14	+ "rows_rth": 19856249,
	15	+ "rows_post": 313636,
	16	+ "rth_share": 0.97873
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2004-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2004-12",
	3	+ "rows": 21789619,
	4	+ "tickers": 8294,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 125473,
	14	+ "rows_rth": 21273097,
	15	+ "rows_post": 391049,
	16	+ "rth_share": 0.9763
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-01",
	3	+ "rows": 20477055,
	4	+ "tickers": 8243,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 112288,
	14	+ "rows_rth": 20031800,
	15	+ "rows_post": 332967,
	16	+ "rth_share": 0.97826
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-02",
	3	+ "rows": 19266960,
	4	+ "tickers": 8258,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 103482,
	14	+ "rows_rth": 18863111,
	15	+ "rows_post": 300367,
	16	+ "rth_share": 0.97904
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-03",
	3	+ "rows": 22333126,
	4	+ "tickers": 8269,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 112128,
	14	+ "rows_rth": 21825848,
	15	+ "rows_post": 395150,
	16	+ "rth_share": 0.97729
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-04",
	3	+ "rows": 21357682,
	4	+ "tickers": 8285,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 104989,
	14	+ "rows_rth": 20910023,
	15	+ "rows_post": 342670,
	16	+ "rth_share": 0.97904
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-05",
	3	+ "rows": 20967473,
	4	+ "tickers": 8266,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 96165,
	14	+ "rows_rth": 20565181,
	15	+ "rows_post": 306127,
	16	+ "rth_share": 0.98081
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-06",
	3	+ "rows": 22193683,
	4	+ "tickers": 8276,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 101913,
	14	+ "rows_rth": 21701172,
	15	+ "rows_post": 390598,
	16	+ "rth_share": 0.97781
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-07",
	3	+ "rows": 20222017,
	4	+ "tickers": 8265,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 105260,
	14	+ "rows_rth": 19803365,
	15	+ "rows_post": 313392,
	16	+ "rth_share": 0.9793
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-08",
	3	+ "rows": 23342062,
	4	+ "tickers": 8303,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 99641,
	14	+ "rows_rth": 22902341,
	15	+ "rows_post": 340080,
	16	+ "rth_share": 0.98116
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-09",
	3	+ "rows": 21588765,
	4	+ "tickers": 8268,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 113154,
	14	+ "rows_rth": 21130824,
	15	+ "rows_post": 344787,
	16	+ "rth_share": 0.97879
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-10",
	3	+ "rows": 22350293,
	4	+ "tickers": 8251,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 112517,
	14	+ "rows_rth": 21911421,
	15	+ "rows_post": 326355,
	16	+ "rth_share": 0.98036
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-11",
	3	+ "rows": 21723016,
	4	+ "tickers": 8292,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 117360,
	14	+ "rows_rth": 21328538,
	15	+ "rows_post": 277118,
	16	+ "rth_share": 0.98184
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2005-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2005-12",
	3	+ "rows": 22294007,
	4	+ "tickers": 8299,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 108438,
	14	+ "rows_rth": 21899841,
	15	+ "rows_post": 285728,
	16	+ "rth_share": 0.98232
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-01",
	3	+ "rows": 22447445,
	4	+ "tickers": 8254,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 148647,
	14	+ "rows_rth": 22000610,
	15	+ "rows_post": 298188,
	16	+ "rth_share": 0.98009
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-02",
	3	+ "rows": 21213209,
	4	+ "tickers": 8215,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 122610,
	14	+ "rows_rth": 20817606,
	15	+ "rows_post": 272993,
	16	+ "rth_share": 0.98135
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-03",
	3	+ "rows": 25804638,
	4	+ "tickers": 8226,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 140189,
	14	+ "rows_rth": 25332161,
	15	+ "rows_post": 332288,
	16	+ "rth_share": 0.98169
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-04",
	3	+ "rows": 21781406,
	4	+ "tickers": 8213,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 121446,
	14	+ "rows_rth": 21405866,
	15	+ "rows_post": 254094,
	16	+ "rth_share": 0.98276
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-05",
	3	+ "rows": 25696785,
	4	+ "tickers": 8246,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 135435,
	14	+ "rows_rth": 25266201,
	15	+ "rows_post": 295149,
	16	+ "rth_share": 0.98324
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-06",
	3	+ "rows": 25186489,
	4	+ "tickers": 8292,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 97006,
	14	+ "rows_rth": 24828060,
	15	+ "rows_post": 261423,
	16	+ "rth_share": 0.98577
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-07",
	3	+ "rows": 21800710,
	4	+ "tickers": 8253,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 89524,
	14	+ "rows_rth": 21497140,
	15	+ "rows_post": 214046,
	16	+ "rth_share": 0.98608
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-08",
	3	+ "rows": 24436008,
	4	+ "tickers": 8252,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 96516,
	14	+ "rows_rth": 24099602,
	15	+ "rows_post": 239890,
	16	+ "rth_share": 0.98623
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-09",
	3	+ "rows": 21395369,
	4	+ "tickers": 8271,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 84362,
	14	+ "rows_rth": 21101772,
	15	+ "rows_post": 209235,
	16	+ "rth_share": 0.98628
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-10",
	3	+ "rows": 23474467,
	4	+ "tickers": 8317,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 101136,
	14	+ "rows_rth": 23179770,
	15	+ "rows_post": 193561,
	16	+ "rth_share": 0.98745
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-11",
	3	+ "rows": 22618243,
	4	+ "tickers": 8353,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 108527,
	14	+ "rows_rth": 22321339,
	15	+ "rows_post": 188377,
	16	+ "rth_share": 0.98687
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2006-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2006-12",
	3	+ "rows": 21326636,
	4	+ "tickers": 8348,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 83162,
	14	+ "rows_rth": 21073299,
	15	+ "rows_post": 170175,
	16	+ "rth_share": 0.98812
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-01",
	3	+ "rows": 22322404,
	4	+ "tickers": 8321,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 101343,
	14	+ "rows_rth": 22042754,
	15	+ "rows_post": 178307,
	16	+ "rth_share": 0.98747
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-02",
	3	+ "rows": 21561556,
	4	+ "tickers": 8366,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 113943,
	14	+ "rows_rth": 21168099,
	15	+ "rows_post": 279514,
	16	+ "rth_share": 0.98175
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-03",
	3	+ "rows": 25473887,
	4	+ "tickers": 8387,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 130600,
	14	+ "rows_rth": 25131872,
	15	+ "rows_post": 211415,
	16	+ "rth_share": 0.98657
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-04",
	3	+ "rows": 22465903,
	4	+ "tickers": 8383,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 125593,
	14	+ "rows_rth": 22149398,
	15	+ "rows_post": 190912,
	16	+ "rth_share": 0.98591
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-05",
	3	+ "rows": 25777199,
	4	+ "tickers": 8442,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 129878,
	14	+ "rows_rth": 25441234,
	15	+ "rows_post": 206087,
	16	+ "rth_share": 0.98697
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-06",
	3	+ "rows": 24928371,
	4	+ "tickers": 8686,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 118764,
	14	+ "rows_rth": 24623424,
	15	+ "rows_post": 186183,
	16	+ "rth_share": 0.98777
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-07",
	3	+ "rows": 24914680,
	4	+ "tickers": 8429,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 1,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 133692,
	14	+ "rows_rth": 24581293,
	15	+ "rows_post": 199695,
	16	+ "rth_share": 0.98662
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-08",
	3	+ "rows": 29397466,
	4	+ "tickers": 8440,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 150789,
	14	+ "rows_rth": 29020604,
	15	+ "rows_post": 226073,
	16	+ "rth_share": 0.98718
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-09",
	3	+ "rows": 21474280,
	4	+ "tickers": 8384,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 117468,
	14	+ "rows_rth": 21188418,
	15	+ "rows_post": 168394,
	16	+ "rth_share": 0.98669
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-10",
	3	+ "rows": 26793325,
	4	+ "tickers": 8451,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 185633,
	14	+ "rows_rth": 26352270,
	15	+ "rows_post": 255422,
	16	+ "rth_share": 0.98354
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-11",
	3	+ "rows": 25628099,
	4	+ "tickers": 8487,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 175559,
	14	+ "rows_rth": 25228467,
	15	+ "rows_post": 224073,
	16	+ "rth_share": 0.98441
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2007-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2007-12",
	3	+ "rows": 23546640,
	4	+ "tickers": 8506,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 132586,
	14	+ "rows_rth": 23222152,
	15	+ "rows_post": 191902,
	16	+ "rth_share": 0.98622
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-01",
	3	+ "rows": 27300403,
	4	+ "tickers": 8508,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 185660,
	14	+ "rows_rth": 26849012,
	15	+ "rows_post": 265731,
	16	+ "rth_share": 0.98347
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-02",
	3	+ "rows": 24554525,
	4	+ "tickers": 8518,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 149275,
	14	+ "rows_rth": 24196652,
	15	+ "rows_post": 208598,
	16	+ "rth_share": 0.98543
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-03",
	3	+ "rows": 24893106,
	4	+ "tickers": 8502,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 158969,
	14	+ "rows_rth": 24523527,
	15	+ "rows_post": 210610,
	16	+ "rth_share": 0.98515
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-04",
	3	+ "rows": 25424616,
	4	+ "tickers": 8518,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 174106,
	14	+ "rows_rth": 25017781,
	15	+ "rows_post": 232729,
	16	+ "rth_share": 0.984
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-05",
	3	+ "rows": 24718648,
	4	+ "tickers": 8517,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 170532,
	14	+ "rows_rth": 24330396,
	15	+ "rows_post": 217720,
	16	+ "rth_share": 0.98429
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-06",
	3	+ "rows": 24869233,
	4	+ "tickers": 8543,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 155585,
	14	+ "rows_rth": 24501753,
	15	+ "rows_post": 211895,
	16	+ "rth_share": 0.98522
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-07",
	3	+ "rows": 26710518,
	4	+ "tickers": 8545,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 188564,
	14	+ "rows_rth": 26278551,
	15	+ "rows_post": 243403,
	16	+ "rth_share": 0.98383
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-08",
	3	+ "rows": 24112290,
	4	+ "tickers": 8515,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 154368,
	14	+ "rows_rth": 23757660,
	15	+ "rows_post": 200262,
	16	+ "rth_share": 0.98529
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-09",
	3	+ "rows": 25861171,
	4	+ "tickers": 8520,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 233903,
	14	+ "rows_rth": 25326964,
	15	+ "rows_post": 300304,
	16	+ "rth_share": 0.97934
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-10",
	3	+ "rows": 28636743,
	4	+ "tickers": 8443,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 282873,
	14	+ "rows_rth": 28004535,
	15	+ "rows_post": 349335,
	16	+ "rth_share": 0.97792
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-11",
	3	+ "rows": 22234322,
	4	+ "tickers": 8414,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 189116,
	14	+ "rows_rth": 21795143,
	15	+ "rows_post": 250063,
	16	+ "rth_share": 0.98025
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2008-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2008-12",
	3	+ "rows": 24808724,
	4	+ "tickers": 8372,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 196249,
	14	+ "rows_rth": 24249580,
	15	+ "rows_post": 362895,
	16	+ "rth_share": 0.97746
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-01",
	3	+ "rows": 22257550,
	4	+ "tickers": 8282,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 213655,
	14	+ "rows_rth": 21792486,
	15	+ "rows_post": 251409,
	16	+ "rth_share": 0.97911
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-02",
	3	+ "rows": 21356332,
	4	+ "tickers": 8241,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 207837,
	14	+ "rows_rth": 20909577,
	15	+ "rows_post": 238918,
	16	+ "rth_share": 0.97908
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-03",
	3	+ "rows": 25006331,
	4	+ "tickers": 8183,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 250270,
	14	+ "rows_rth": 24452182,
	15	+ "rows_post": 303879,
	16	+ "rth_share": 0.97784
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-04",
	3	+ "rows": 23177343,
	4	+ "tickers": 8114,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 275734,
	14	+ "rows_rth": 22604040,
	15	+ "rows_post": 297569,
	16	+ "rth_share": 0.97526
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-05",
	3	+ "rows": 22882948,
	4	+ "tickers": 8079,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 280243,
	14	+ "rows_rth": 22308717,
	15	+ "rows_post": 293988,
	16	+ "rth_share": 0.97491
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-06",
	3	+ "rows": 24638699,
	4	+ "tickers": 8050,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 274855,
	14	+ "rows_rth": 24065033,
	15	+ "rows_post": 298811,
	16	+ "rth_share": 0.97672
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-07",
	3	+ "rows": 23623640,
	4	+ "tickers": 7989,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 257745,
	14	+ "rows_rth": 23067296,
	15	+ "rows_post": 298599,
	16	+ "rth_share": 0.97645
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-08",
	3	+ "rows": 22423131,
	4	+ "tickers": 7957,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 272180,
	14	+ "rows_rth": 21867011,
	15	+ "rows_post": 283940,
	16	+ "rth_share": 0.9752
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-09",
	3	+ "rows": 22505810,
	4	+ "tickers": 7949,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 263800,
	14	+ "rows_rth": 21958511,
	15	+ "rows_post": 283499,
	16	+ "rth_share": 0.97568
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-10",
	3	+ "rows": 23617770,
	4	+ "tickers": 7953,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 276195,
	14	+ "rows_rth": 23031059,
	15	+ "rows_post": 310516,
	16	+ "rth_share": 0.97516
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-11",
	3	+ "rows": 20782510,
	4	+ "tickers": 7963,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 242271,
	14	+ "rows_rth": 20313430,
	15	+ "rows_post": 226809,
	16	+ "rth_share": 0.97743
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2009-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2009-12",
	3	+ "rows": 21718278,
	4	+ "tickers": 7966,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 224077,
	14	+ "rows_rth": 21251968,
	15	+ "rows_post": 242233,
	16	+ "rth_share": 0.97853
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-01",
	3	+ "rows": 20238631,
	4	+ "tickers": 7931,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 231697,
	14	+ "rows_rth": 19755688,
	15	+ "rows_post": 251246,
	16	+ "rth_share": 0.97614
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-02",
	3	+ "rows": 20082460,
	4	+ "tickers": 7909,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 226885,
	14	+ "rows_rth": 19618588,
	15	+ "rows_post": 236987,
	16	+ "rth_share": 0.9769
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-03",
	3	+ "rows": 24142379,
	4	+ "tickers": 7940,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 246490,
	14	+ "rows_rth": 23622291,
	15	+ "rows_post": 273598,
	16	+ "rth_share": 0.97846
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-04",
	3	+ "rows": 22489796,
	4	+ "tickers": 7917,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 254512,
	14	+ "rows_rth": 21958597,
	15	+ "rows_post": 276687,
	16	+ "rth_share": 0.97638
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-05",
	3	+ "rows": 24056349,
	4	+ "tickers": 7935,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 308719,
	14	+ "rows_rth": 23461696,
	15	+ "rows_post": 285934,
	16	+ "rth_share": 0.97528
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-06",
	3	+ "rows": 24497503,
	4	+ "tickers": 7929,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 234374,
	14	+ "rows_rth": 24006588,
	15	+ "rows_post": 256541,
	16	+ "rth_share": 0.97996
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-07",
	3	+ "rows": 22696261,
	4	+ "tickers": 7937,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 222742,
	14	+ "rows_rth": 22222951,
	15	+ "rows_post": 250568,
	16	+ "rth_share": 0.97915
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-08",
	3	+ "rows": 23299808,
	4	+ "tickers": 7876,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 239761,
	14	+ "rows_rth": 22800367,
	15	+ "rows_post": 259680,
	16	+ "rth_share": 0.97856
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-09",
	3	+ "rows": 21847123,
	4	+ "tickers": 7856,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 224132,
	14	+ "rows_rth": 21388729,
	15	+ "rows_post": 234262,
	16	+ "rth_share": 0.97902
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-10",
	3	+ "rows": 22217154,
	4	+ "tickers": 7839,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 243541,
	14	+ "rows_rth": 21716640,
	15	+ "rows_post": 256973,
	16	+ "rth_share": 0.97747
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-11",
	3	+ "rows": 22408160,
	4	+ "tickers": 7866,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 272813,
	14	+ "rows_rth": 21869816,
	15	+ "rows_post": 265531,
	16	+ "rth_share": 0.97598
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2010-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2010-12",
	3	+ "rows": 23028639,
	4	+ "tickers": 7881,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 244319,
	14	+ "rows_rth": 22532235,
	15	+ "rows_post": 252085,
	16	+ "rth_share": 0.97844
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-01",
	3	+ "rows": 22076289,
	4	+ "tickers": 7829,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 269170,
	14	+ "rows_rth": 21548920,
	15	+ "rows_post": 258199,
	16	+ "rth_share": 0.97611
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-02",
	3	+ "rows": 20936498,
	4	+ "tickers": 7834,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 258325,
	14	+ "rows_rth": 20425238,
	15	+ "rows_post": 252935,
	16	+ "rth_share": 0.97558
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-03",
	3	+ "rows": 25884009,
	4	+ "tickers": 7879,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 326604,
	14	+ "rows_rth": 25254694,
	15	+ "rows_post": 302711,
	16	+ "rth_share": 0.97569
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-04",
	3	+ "rows": 21501006,
	4	+ "tickers": 7892,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 249416,
	14	+ "rows_rth": 21001102,
	15	+ "rows_post": 250488,
	16	+ "rth_share": 0.97675
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-05",
	3	+ "rows": 23458320,
	4	+ "tickers": 7944,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 251703,
	14	+ "rows_rth": 22957489,
	15	+ "rows_post": 249128,
	16	+ "rth_share": 0.97865
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-06",
	3	+ "rows": 24980864,
	4	+ "tickers": 7986,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 239356,
	14	+ "rows_rth": 24488599,
	15	+ "rows_post": 252909,
	16	+ "rth_share": 0.98029
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-07",
	3	+ "rows": 21645966,
	4	+ "tickers": 7923,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 247094,
	14	+ "rows_rth": 21147642,
	15	+ "rows_post": 251230,
	16	+ "rth_share": 0.97698
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-08",
	3	+ "rows": 27927869,
	4	+ "tickers": 7906,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 342829,
	14	+ "rows_rth": 27261703,
	15	+ "rows_post": 323337,
	16	+ "rth_share": 0.97615
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-09",
	3	+ "rows": 23934979,
	4	+ "tickers": 7932,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 287775,
	14	+ "rows_rth": 23377947,
	15	+ "rows_post": 269257,
	16	+ "rth_share": 0.97673
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-10",
	3	+ "rows": 23494135,
	4	+ "tickers": 7929,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 274427,
	14	+ "rows_rth": 22939121,
	15	+ "rows_post": 280587,
	16	+ "rth_share": 0.97638
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-11",
	3	+ "rows": 22487599,
	4	+ "tickers": 7929,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 294238,
	14	+ "rows_rth": 21948518,
	15	+ "rows_post": 244843,
	16	+ "rth_share": 0.97603
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2011-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2011-12",
	3	+ "rows": 21769129,
	4	+ "tickers": 7913,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 218389,
	14	+ "rows_rth": 21323496,
	15	+ "rows_post": 227244,
	16	+ "rth_share": 0.97953
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-01",
	3	+ "rows": 20453522,
	4	+ "tickers": 7902,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 242215,
	14	+ "rows_rth": 19976072,
	15	+ "rows_post": 235235,
	16	+ "rth_share": 0.97666
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-02",
	3	+ "rows": 20893607,
	4	+ "tickers": 7945,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 251564,
	14	+ "rows_rth": 20392779,
	15	+ "rows_post": 249264,
	16	+ "rth_share": 0.97603
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-03",
	3	+ "rows": 22945557,
	4	+ "tickers": 7952,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 243975,
	14	+ "rows_rth": 22452831,
	15	+ "rows_post": 248751,
	16	+ "rth_share": 0.97853
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-04",
	3	+ "rows": 20723978,
	4	+ "tickers": 7968,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 218026,
	14	+ "rows_rth": 20275432,
	15	+ "rows_post": 230520,
	16	+ "rth_share": 0.97836
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-05",
	3	+ "rows": 23388529,
	4	+ "tickers": 7977,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 237913,
	14	+ "rows_rth": 22889416,
	15	+ "rows_post": 261200,
	16	+ "rth_share": 0.97866
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-06",
	3	+ "rows": 22219999,
	4	+ "tickers": 7995,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 216992,
	14	+ "rows_rth": 21767605,
	15	+ "rows_post": 235402,
	16	+ "rth_share": 0.97964
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-07",
	3	+ "rows": 20174427,
	4	+ "tickers": 7965,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 212751,
	14	+ "rows_rth": 19746744,
	15	+ "rows_post": 214932,
	16	+ "rth_share": 0.9788
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-08",
	3	+ "rows": 21545587,
	4	+ "tickers": 7933,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 201122,
	14	+ "rows_rth": 21120135,
	15	+ "rows_post": 224330,
	16	+ "rth_share": 0.98025
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-09",
	3	+ "rows": 18754155,
	4	+ "tickers": 7881,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 192832,
	14	+ "rows_rth": 18359298,
	15	+ "rows_post": 202025,
	16	+ "rth_share": 0.97895
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-10",
	3	+ "rows": 20075122,
	4	+ "tickers": 7900,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 196613,
	14	+ "rows_rth": 19661282,
	15	+ "rows_post": 217227,
	16	+ "rth_share": 0.97939
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-11",
	3	+ "rows": 20358890,
	4	+ "tickers": 7842,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 194510,
	14	+ "rows_rth": 19962863,
	15	+ "rows_post": 201517,
	16	+ "rth_share": 0.98055
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2012-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2012-12",
	3	+ "rows": 19197393,
	4	+ "tickers": 7841,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 167459,
	14	+ "rows_rth": 18845055,
	15	+ "rows_post": 184879,
	16	+ "rth_share": 0.98165
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-01",
	3	+ "rows": 20759332,
	4	+ "tickers": 7829,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 217481,
	14	+ "rows_rth": 20324364,
	15	+ "rows_post": 217487,
	16	+ "rth_share": 0.97905
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-02",
	3	+ "rows": 18777905,
	4	+ "tickers": 7826,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 198986,
	14	+ "rows_rth": 18378876,
	15	+ "rows_post": 200043,
	16	+ "rth_share": 0.97875
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-03",
	3	+ "rows": 19849398,
	4	+ "tickers": 7828,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 194893,
	14	+ "rows_rth": 19458076,
	15	+ "rows_post": 196429,
	16	+ "rth_share": 0.98029
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-04",
	3	+ "rows": 21929681,
	4	+ "tickers": 7839,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 225802,
	14	+ "rows_rth": 21481521,
	15	+ "rows_post": 222358,
	16	+ "rth_share": 0.97956
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-05",
	3	+ "rows": 21819850,
	4	+ "tickers": 7857,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 244503,
	14	+ "rows_rth": 21348992,
	15	+ "rows_post": 226355,
	16	+ "rth_share": 0.97842
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-06",
	3	+ "rows": 21098289,
	4	+ "tickers": 7841,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 220811,
	14	+ "rows_rth": 20676118,
	15	+ "rows_post": 201360,
	16	+ "rth_share": 0.97999
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-07",
	3	+ "rows": 21217671,
	4	+ "tickers": 7832,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 214404,
	14	+ "rows_rth": 20785295,
	15	+ "rows_post": 217972,
	16	+ "rth_share": 0.97962
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-08",
	3	+ "rows": 21192121,
	4	+ "tickers": 7840,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 213024,
	14	+ "rows_rth": 20758225,
	15	+ "rows_post": 220872,
	16	+ "rth_share": 0.97953
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-09",
	3	+ "rows": 19563903,
	4	+ "tickers": 7872,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 199631,
	14	+ "rows_rth": 19167174,
	15	+ "rows_post": 197098,
	16	+ "rth_share": 0.97972
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-10",
	3	+ "rows": 22893026,
	4	+ "tickers": 7918,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 232328,
	14	+ "rows_rth": 22410258,
	15	+ "rows_post": 250440,
	16	+ "rth_share": 0.97891
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-11",
	3	+ "rows": 19595388,
	4	+ "tickers": 7942,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 199393,
	14	+ "rows_rth": 19153054,
	15	+ "rows_post": 242941,
	16	+ "rth_share": 0.97743
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2013-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2013-12",
	3	+ "rows": 20858292,
	4	+ "tickers": 7921,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 187585,
	14	+ "rows_rth": 20475041,
	15	+ "rows_post": 195666,
	16	+ "rth_share": 0.98163
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-01",
	3	+ "rows": 21998266,
	4	+ "tickers": 7934,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 258923,
	14	+ "rows_rth": 21506066,
	15	+ "rows_post": 233277,
	16	+ "rth_share": 0.97763
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-02",
	3	+ "rows": 20182387,
	4	+ "tickers": 7955,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 216105,
	14	+ "rows_rth": 19756975,
	15	+ "rows_post": 209307,
	16	+ "rth_share": 0.97892
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-03",
	3	+ "rows": 22385994,
	4	+ "tickers": 7982,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 234740,
	14	+ "rows_rth": 21929168,
	15	+ "rows_post": 222086,
	16	+ "rth_share": 0.97959
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-04",
	3	+ "rows": 22472858,
	4	+ "tickers": 8006,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 194442,
	14	+ "rows_rth": 22063172,
	15	+ "rows_post": 215244,
	16	+ "rth_share": 0.98177
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-05",
	3	+ "rows": 21762805,
	4	+ "tickers": 8046,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 174926,
	14	+ "rows_rth": 21389371,
	15	+ "rows_post": 198508,
	16	+ "rth_share": 0.98284
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-06",
	3	+ "rows": 21454208,
	4	+ "tickers": 8100,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 171252,
	14	+ "rows_rth": 21086017,
	15	+ "rows_post": 196939,
	16	+ "rth_share": 0.98284
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-07",
	3	+ "rows": 22039217,
	4	+ "tickers": 8128,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 204075,
	14	+ "rows_rth": 21570804,
	15	+ "rows_post": 264338,
	16	+ "rth_share": 0.97875
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-08",
	3	+ "rows": 20856932,
	4	+ "tickers": 8127,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 186113,
	14	+ "rows_rth": 20465879,
	15	+ "rows_post": 204940,
	16	+ "rth_share": 0.98125
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-09",
	3	+ "rows": 21518186,
	4	+ "tickers": 8170,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 196857,
	14	+ "rows_rth": 21106018,
	15	+ "rows_post": 215311,
	16	+ "rth_share": 0.98085
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-10",
	3	+ "rows": 26083170,
	4	+ "tickers": 8203,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 280947,
	14	+ "rows_rth": 25535152,
	15	+ "rows_post": 267071,
	16	+ "rth_share": 0.97899
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-11",
	3	+ "rows": 19533519,
	4	+ "tickers": 8187,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 211844,
	14	+ "rows_rth": 19131101,
	15	+ "rows_post": 190574,
	16	+ "rth_share": 0.9794
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2014-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2014-12",
	3	+ "rows": 23891706,
	4	+ "tickers": 8230,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 230309,
	14	+ "rows_rth": 23440321,
	15	+ "rows_post": 221076,
	16	+ "rth_share": 0.98111
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-01",
	3	+ "rows": 22296150,
	4	+ "tickers": 8207,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 254309,
	14	+ "rows_rth": 21811046,
	15	+ "rows_post": 230795,
	16	+ "rth_share": 0.97824
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-02",
	3	+ "rows": 20453834,
	4	+ "tickers": 8203,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 225697,
	14	+ "rows_rth": 20007008,
	15	+ "rows_post": 221129,
	16	+ "rth_share": 0.97815
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-03",
	3	+ "rows": 23736841,
	4	+ "tickers": 8204,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 233481,
	14	+ "rows_rth": 23276629,
	15	+ "rows_post": 226731,
	16	+ "rth_share": 0.98061
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-04",
	3	+ "rows": 22181198,
	4	+ "tickers": 8232,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 222921,
	14	+ "rows_rth": 21745150,
	15	+ "rows_post": 213127,
	16	+ "rth_share": 0.98034
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-05",
	3	+ "rows": 21397995,
	4	+ "tickers": 8245,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 1,
	13	+ "rows_pre": 210777,
	14	+ "rows_rth": 20989592,
	15	+ "rows_post": 197626,
	16	+ "rth_share": 0.98091
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-06",
	3	+ "rows": 23745876,
	4	+ "tickers": 8324,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 225867,
	14	+ "rows_rth": 23305877,
	15	+ "rows_post": 214132,
	16	+ "rth_share": 0.98147
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-07",
	3	+ "rows": 23734813,
	4	+ "tickers": 8384,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 234359,
	14	+ "rows_rth": 23265575,
	15	+ "rows_post": 234879,
	16	+ "rth_share": 0.98023
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-08",
	3	+ "rows": 23788864,
	4	+ "tickers": 8364,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 252276,
	14	+ "rows_rth": 23305592,
	15	+ "rows_post": 230996,
	16	+ "rth_share": 0.97968
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-09",
	3	+ "rows": 23276837,
	4	+ "tickers": 8359,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 223805,
	14	+ "rows_rth": 22834568,
	15	+ "rows_post": 218464,
	16	+ "rth_share": 0.981
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-10",
	3	+ "rows": 23859151,
	4	+ "tickers": 8393,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 215760,
	14	+ "rows_rth": 23412142,
	15	+ "rows_post": 231249,
	16	+ "rth_share": 0.98126
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-11",
	3	+ "rows": 21250608,
	4	+ "tickers": 8404,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 200568,
	14	+ "rows_rth": 20856376,
	15	+ "rows_post": 193664,
	16	+ "rth_share": 0.98145
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2015-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2015-12",
	3	+ "rows": 24139863,
	4	+ "tickers": 8422,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 212426,
	14	+ "rows_rth": 23716286,
	15	+ "rows_post": 211151,
	16	+ "rth_share": 0.98245
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-01",
	3	+ "rows": 22804652,
	4	+ "tickers": 8377,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 262129,
	14	+ "rows_rth": 22328119,
	15	+ "rows_post": 214404,
	16	+ "rth_share": 0.9791
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-02",
	3	+ "rows": 22761839,
	4	+ "tickers": 8347,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 270285,
	14	+ "rows_rth": 22270228,
	15	+ "rows_post": 221326,
	16	+ "rth_share": 0.9784
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-03",
	3	+ "rows": 24059796,
	4	+ "tickers": 8351,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 235653,
	14	+ "rows_rth": 23607873,
	15	+ "rows_post": 216270,
	16	+ "rth_share": 0.98122
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-04",
	3	+ "rows": 22131986,
	4	+ "tickers": 8358,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 225554,
	14	+ "rows_rth": 21693187,
	15	+ "rows_post": 213245,
	16	+ "rth_share": 0.98017
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-05",
	3	+ "rows": 22471259,
	4	+ "tickers": 8359,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 209581,
	14	+ "rows_rth": 22058905,
	15	+ "rows_post": 202773,
	16	+ "rth_share": 0.98165
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-06",
	3	+ "rows": 24172190,
	4	+ "tickers": 8400,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 274898,
	14	+ "rows_rth": 23667818,
	15	+ "rows_post": 229474,
	16	+ "rth_share": 0.97913
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-07",
	3	+ "rows": 20924400,
	4	+ "tickers": 8388,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 218500,
	14	+ "rows_rth": 20505559,
	15	+ "rows_post": 200341,
	16	+ "rth_share": 0.97998
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-08",
	3	+ "rows": 23252218,
	4	+ "tickers": 8370,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 213562,
	14	+ "rows_rth": 22828513,
	15	+ "rows_post": 210143,
	16	+ "rth_share": 0.98178
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-09",
	3	+ "rows": 22136169,
	4	+ "tickers": 8353,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 220994,
	14	+ "rows_rth": 21708739,
	15	+ "rows_post": 206436,
	16	+ "rth_share": 0.98069
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-10",
	3	+ "rows": 21184215,
	4	+ "tickers": 8341,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 207058,
	14	+ "rows_rth": 20775821,
	15	+ "rows_post": 201336,
	16	+ "rth_share": 0.98072
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-11",
	3	+ "rows": 22733532,
	4	+ "tickers": 8359,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 284316,
	14	+ "rows_rth": 22235319,
	15	+ "rows_post": 213897,
	16	+ "rth_share": 0.97808
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2016-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2016-12",
	3	+ "rows": 22423666,
	4	+ "tickers": 8385,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 219083,
	14	+ "rows_rth": 21994145,
	15	+ "rows_post": 210438,
	16	+ "rth_share": 0.98085
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-01",
	3	+ "rows": 20754113,
	4	+ "tickers": 8376,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 224927,
	14	+ "rows_rth": 20319017,
	15	+ "rows_post": 210169,
	16	+ "rth_share": 0.97904
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-02",
	3	+ "rows": 19861090,
	4	+ "tickers": 8345,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 229723,
	14	+ "rows_rth": 19418049,
	15	+ "rows_post": 213318,
	16	+ "rth_share": 0.97769
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-03",
	3	+ "rows": 24193812,
	4	+ "tickers": 8372,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 240265,
	14	+ "rows_rth": 23708683,
	15	+ "rows_post": 244864,
	16	+ "rth_share": 0.97995
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-04",
	3	+ "rows": 19931781,
	4	+ "tickers": 8328,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 196604,
	14	+ "rows_rth": 19532593,
	15	+ "rows_post": 202584,
	16	+ "rth_share": 0.97997
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-05",
	3	+ "rows": 22961552,
	4	+ "tickers": 8402,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 237140,
	14	+ "rows_rth": 22485507,
	15	+ "rows_post": 238905,
	16	+ "rth_share": 0.97927
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-06",
	3	+ "rows": 23186085,
	4	+ "tickers": 8409,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 231169,
	14	+ "rows_rth": 22718081,
	15	+ "rows_post": 236835,
	16	+ "rth_share": 0.97982
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-07",
	3	+ "rows": 19583437,
	4	+ "tickers": 8416,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 210506,
	14	+ "rows_rth": 19165595,
	15	+ "rows_post": 207336,
	16	+ "rth_share": 0.97866
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-08",
	3	+ "rows": 23014353,
	4	+ "tickers": 8432,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 231834,
	14	+ "rows_rth": 22532087,
	15	+ "rows_post": 250432,
	16	+ "rth_share": 0.97904
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-09",
	3	+ "rows": 20182529,
	4	+ "tickers": 8459,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 196183,
	14	+ "rows_rth": 19780574,
	15	+ "rows_post": 205772,
	16	+ "rth_share": 0.98008
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-10",
	3	+ "rows": 21938377,
	4	+ "tickers": 9350,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 245874,
	14	+ "rows_rth": 21452720,
	15	+ "rows_post": 239783,
	16	+ "rth_share": 0.97786
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-11",
	3	+ "rows": 21661918,
	4	+ "tickers": 9327,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 274160,
	14	+ "rows_rth": 21149299,
	15	+ "rows_post": 238459,
	16	+ "rth_share": 0.97634
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2017-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2017-12",
	3	+ "rows": 20835608,
	4	+ "tickers": 8519,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 241866,
	14	+ "rows_rth": 20367648,
	15	+ "rows_post": 226094,
	16	+ "rth_share": 0.97754
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-01",
	3	+ "rows": 22384392,
	4	+ "tickers": 8537,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 318057,
	14	+ "rows_rth": 21804173,
	15	+ "rows_post": 262162,
	16	+ "rth_share": 0.97408
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-02",
	3	+ "rows": 21630309,
	4	+ "tickers": 8589,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 307738,
	14	+ "rows_rth": 21062231,
	15	+ "rows_post": 260340,
	16	+ "rth_share": 0.97374
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-03",
	3	+ "rows": 23091423,
	4	+ "tickers": 8587,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 274343,
	14	+ "rows_rth": 22549449,
	15	+ "rows_post": 267631,
	16	+ "rth_share": 0.97653
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-04",
	3	+ "rows": 22218650,
	4	+ "tickers": 8588,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 250511,
	14	+ "rows_rth": 21721663,
	15	+ "rows_post": 246476,
	16	+ "rth_share": 0.97763
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-05",
	3	+ "rows": 23297912,
	4	+ "tickers": 8582,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 258025,
	14	+ "rows_rth": 22787343,
	15	+ "rows_post": 252544,
	16	+ "rth_share": 0.97809
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-06",
	3	+ "rows": 22628661,
	4	+ "tickers": 8602,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 268786,
	14	+ "rows_rth": 22118915,
	15	+ "rows_post": 240960,
	16	+ "rth_share": 0.97747
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-07",
	3	+ "rows": 21007322,
	4	+ "tickers": 8612,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 19,
	13	+ "rows_pre": 241602,
	14	+ "rows_rth": 20535881,
	15	+ "rows_post": 229839,
	16	+ "rth_share": 0.97756
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-08",
	3	+ "rows": 22771794,
	4	+ "tickers": 8648,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 256628,
	14	+ "rows_rth": 22257052,
	15	+ "rows_post": 258114,
	16	+ "rth_share": 0.9774
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-09",
	3	+ "rows": 19412387,
	4	+ "tickers": 8674,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 225197,
	14	+ "rows_rth": 18967754,
	15	+ "rows_post": 219436,
	16	+ "rth_share": 0.9771
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-10",
	3	+ "rows": 25941349,
	4	+ "tickers": 8747,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 354623,
	14	+ "rows_rth": 25275907,
	15	+ "rows_post": 310819,
	16	+ "rth_share": 0.97435
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-11",
	3	+ "rows": 22989020,
	4	+ "tickers": 8746,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 301189,
	14	+ "rows_rth": 22434277,
	15	+ "rows_post": 253554,
	16	+ "rth_share": 0.97587
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2018-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2018-12",
	3	+ "rows": 22532018,
	4	+ "tickers": 8724,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 265962,
	14	+ "rows_rth": 22040188,
	15	+ "rows_post": 225868,
	16	+ "rth_share": 0.97817
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-01",
	3	+ "rows": 23078536,
	4	+ "tickers": 8697,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 297656,
	14	+ "rows_rth": 22506233,
	15	+ "rows_post": 274647,
	16	+ "rth_share": 0.9752
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-02",
	3	+ "rows": 20282889,
	4	+ "tickers": 8702,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 273357,
	14	+ "rows_rth": 19759317,
	15	+ "rows_post": 250215,
	16	+ "rth_share": 0.97419
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-03",
	3	+ "rows": 23302705,
	4	+ "tickers": 8716,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 302070,
	14	+ "rows_rth": 22720901,
	15	+ "rows_post": 279734,
	16	+ "rth_share": 0.97503
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-04",
	3	+ "rows": 22186698,
	4	+ "tickers": 8723,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 265809,
	14	+ "rows_rth": 21659643,
	15	+ "rows_post": 261246,
	16	+ "rth_share": 0.97624
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-05",
	3	+ "rows": 23703421,
	4	+ "tickers": 8780,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 320695,
	14	+ "rows_rth": 23106578,
	15	+ "rows_post": 276148,
	16	+ "rth_share": 0.97482
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-06",
	3	+ "rows": 21505309,
	4	+ "tickers": 8839,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 262930,
	14	+ "rows_rth": 20995477,
	15	+ "rows_post": 246902,
	16	+ "rth_share": 0.97629
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-07",
	3	+ "rows": 22764251,
	4	+ "tickers": 8927,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 270901,
	14	+ "rows_rth": 22225826,
	15	+ "rows_post": 267524,
	16	+ "rth_share": 0.97635
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-08",
	3	+ "rows": 23947476,
	4	+ "tickers": 8903,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 339599,
	14	+ "rows_rth": 23294237,
	15	+ "rows_post": 313640,
	16	+ "rth_share": 0.97272
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-09",
	3	+ "rows": 21759807,
	4	+ "tickers": 8875,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 259183,
	14	+ "rows_rth": 21248022,
	15	+ "rows_post": 252602,
	16	+ "rth_share": 0.97648
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-10",
	3	+ "rows": 23788486,
	4	+ "tickers": 8922,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 278508,
	14	+ "rows_rth": 23214297,
	15	+ "rows_post": 295681,
	16	+ "rth_share": 0.97586
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-11",
	3	+ "rows": 20692130,
	4	+ "tickers": 8942,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 280277,
	14	+ "rows_rth": 20151510,
	15	+ "rows_post": 260343,
	16	+ "rth_share": 0.97387
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2019-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2019-12",
	3	+ "rows": 21868641,
	4	+ "tickers": 8951,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 277141,
	14	+ "rows_rth": 21330252,
	15	+ "rows_post": 261248,
	16	+ "rth_share": 0.97538
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-01",
	3	+ "rows": 22950745,
	4	+ "tickers": 8914,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 397266,
	14	+ "rows_rth": 22209578,
	15	+ "rows_post": 343901,
	16	+ "rth_share": 0.96771
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-02",
	3	+ "rows": 21886606,
	4	+ "tickers": 8945,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 449332,
	14	+ "rows_rth": 21074629,
	15	+ "rows_post": 362645,
	16	+ "rth_share": 0.9629
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-03",
	3	+ "rows": 30777815,
	4	+ "tickers": 8928,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 829700,
	14	+ "rows_rth": 29336179,
	15	+ "rows_post": 611936,
	16	+ "rth_share": 0.95316
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-04",
	3	+ "rows": 26958250,
	4	+ "tickers": 9152,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 744411,
	14	+ "rows_rth": 25602099,
	15	+ "rows_post": 611740,
	16	+ "rth_share": 0.94969
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-05",
	3	+ "rows": 25175610,
	4	+ "tickers": 8873,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 733472,
	14	+ "rows_rth": 23842317,
	15	+ "rows_post": 599821,
	16	+ "rth_share": 0.94704
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-06",
	3	+ "rows": 28893871,
	4	+ "tickers": 8945,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1003500,
	14	+ "rows_rth": 27101059,
	15	+ "rows_post": 789312,
	16	+ "rth_share": 0.93795
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-07",
	3	+ "rows": 26704585,
	4	+ "tickers": 8993,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 6750,
	13	+ "rows_pre": 842467,
	14	+ "rows_rth": 25164123,
	15	+ "rows_post": 697995,
	16	+ "rth_share": 0.94231
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-08",
	3	+ "rows": 24643838,
	4	+ "tickers": 9041,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 12595,
	13	+ "rows_pre": 746276,
	14	+ "rows_rth": 23264884,
	15	+ "rows_post": 632678,
	16	+ "rth_share": 0.94404
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-09",
	3	+ "rows": 25612230,
	4	+ "tickers": 9153,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 12588,
	13	+ "rows_pre": 665462,
	14	+ "rows_rth": 24364079,
	15	+ "rows_post": 582689,
	16	+ "rth_share": 0.95127
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-10",
	3	+ "rows": 24867678,
	4	+ "tickers": 9316,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 13184,
	13	+ "rows_pre": 718100,
	14	+ "rows_rth": 23510820,
	15	+ "rows_post": 638758,
	16	+ "rth_share": 0.94544
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-11",
	3	+ "rows": 23747409,
	4	+ "tickers": 9418,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11987,
	13	+ "rows_pre": 916594,
	14	+ "rows_rth": 22163026,
	15	+ "rows_post": 667789,
	16	+ "rth_share": 0.93328
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2020-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2020-12",
	3	+ "rows": 27127947,
	4	+ "tickers": 20079,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 934,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 5994,
	13	+ "rows_pre": 1035708,
	14	+ "rows_rth": 25297134,
	15	+ "rows_post": 795105,
	16	+ "rth_share": 0.93251
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-01",
	3	+ "rows": 29969668,
	4	+ "tickers": 21876,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11391,
	13	+ "rows_pre": 1373021,
	14	+ "rows_rth": 27593267,
	15	+ "rows_post": 1003380,
	16	+ "rth_share": 0.92071
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-02",
	3	+ "rows": 32800338,
	4	+ "tickers": 22331,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11382,
	13	+ "rows_pre": 1690517,
	14	+ "rows_rth": 29966932,
	15	+ "rows_post": 1142889,
	16	+ "rth_share": 0.91362
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-03",
	3	+ "rows": 37217219,
	4	+ "tickers": 22908,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11757,
	13	+ "rows_pre": 1454296,
	14	+ "rows_rth": 34753939,
	15	+ "rows_post": 1008984,
	16	+ "rth_share": 0.93381
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-04",
	3	+ "rows": 29825144,
	4	+ "tickers": 22917,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 12583,
	13	+ "rows_pre": 894937,
	14	+ "rows_rth": 28260980,
	15	+ "rows_post": 669227,
	16	+ "rth_share": 0.94756
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-05",
	3	+ "rows": 28425176,
	4	+ "tickers": 23074,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 3596,
	13	+ "rows_pre": 819341,
	14	+ "rows_rth": 26994501,
	15	+ "rows_post": 611334,
	16	+ "rth_share": 0.94967
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-06",
	3	+ "rows": 30859961,
	4	+ "tickers": 22263,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 7,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 936680,
	14	+ "rows_rth": 29241221,
	15	+ "rows_post": 682060,
	16	+ "rth_share": 0.94755
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-07",
	3	+ "rows": 28303844,
	4	+ "tickers": 22420,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 21,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 891973,
	14	+ "rows_rth": 26825458,
	15	+ "rows_post": 586413,
	16	+ "rth_share": 0.94777
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-08",
	3	+ "rows": 28810608,
	4	+ "tickers": 22502,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 600,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 824936,
	14	+ "rows_rth": 27377017,
	15	+ "rows_post": 608655,
	16	+ "rth_share": 0.95024
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-09",
	3	+ "rows": 28853329,
	4	+ "tickers": 22366,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 23,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 854839,
	14	+ "rows_rth": 27397021,
	15	+ "rows_post": 601469,
	16	+ "rth_share": 0.94953
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-10",
	3	+ "rows": 27947964,
	4	+ "tickers": 21438,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 325,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 881556,
	14	+ "rows_rth": 26438261,
	15	+ "rows_post": 628147,
	16	+ "rth_share": 0.94598
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-11",
	3	+ "rows": 29499953,
	4	+ "tickers": 21775,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 31,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1095040,
	14	+ "rows_rth": 27733730,
	15	+ "rows_post": 671183,
	16	+ "rth_share": 0.94013
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2021-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2021-12",
	3	+ "rows": 30879557,
	4	+ "tickers": 22284,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 10,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 902463,
	14	+ "rows_rth": 29366985,
	15	+ "rows_post": 610109,
	16	+ "rth_share": 0.95102
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-01",
	3	+ "rows": 29754926,
	4	+ "tickers": 23278,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 6,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11984,
	13	+ "rows_pre": 909138,
	14	+ "rows_rth": 28240469,
	15	+ "rows_post": 605319,
	16	+ "rth_share": 0.9491
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-02",
	3	+ "rows": 27746265,
	4	+ "tickers": 23007,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 13,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11385,
	13	+ "rows_pre": 897637,
	14	+ "rows_rth": 26270781,
	15	+ "rows_post": 577847,
	16	+ "rth_share": 0.94682
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-03",
	3	+ "rows": 34105990,
	4	+ "tickers": 23411,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 1,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 13780,
	13	+ "rows_pre": 1188969,
	14	+ "rows_rth": 32198355,
	15	+ "rows_post": 718666,
	16	+ "rth_share": 0.94407
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-04",
	3	+ "rows": 28471321,
	4	+ "tickers": 23065,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 1,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 11959,
	13	+ "rows_pre": 842905,
	14	+ "rows_rth": 27054911,
	15	+ "rows_post": 573505,
	16	+ "rth_share": 0.95025
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-05",
	3	+ "rows": 31293108,
	4	+ "tickers": 22599,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 69,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 12600,
	13	+ "rows_pre": 894165,
	14	+ "rows_rth": 29777516,
	15	+ "rows_post": 621427,
	16	+ "rth_share": 0.95157
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-06",
	3	+ "rows": 30552832,
	4	+ "tickers": 21612,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 385,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 876682,
	14	+ "rows_rth": 29137899,
	15	+ "rows_post": 538251,
	16	+ "rth_share": 0.95369
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-07",
	3	+ "rows": 26216398,
	4	+ "tickers": 21249,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 3,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 776843,
	14	+ "rows_rth": 24958644,
	15	+ "rows_post": 480911,
	16	+ "rth_share": 0.95202
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-08",
	3	+ "rows": 30068635,
	4	+ "tickers": 21735,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 15,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1068303,
	14	+ "rows_rth": 28373729,
	15	+ "rows_post": 626603,
	16	+ "rth_share": 0.94363
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-09",
	3	+ "rows": 27792952,
	4	+ "tickers": 21518,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 106,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 804138,
	14	+ "rows_rth": 26462902,
	15	+ "rows_post": 525912,
	16	+ "rth_share": 0.95214
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-10",
	3	+ "rows": 28273923,
	4	+ "tickers": 21400,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 22,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 827714,
	14	+ "rows_rth": 26914146,
	15	+ "rows_post": 532063,
	16	+ "rth_share": 0.95191
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-11",
	3	+ "rows": 27196936,
	4	+ "tickers": 21440,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 11,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 820959,
	14	+ "rows_rth": 25901657,
	15	+ "rows_post": 474320,
	16	+ "rth_share": 0.95237
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2022-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2022-12",
	3	+ "rows": 27554880,
	4	+ "tickers": 22106,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 6,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 771958,
	14	+ "rows_rth": 26325193,
	15	+ "rows_post": 457729,
	16	+ "rth_share": 0.95537
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-01",
	3	+ "rows": 25888047,
	4	+ "tickers": 21183,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 13,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 858525,
	14	+ "rows_rth": 24524425,
	15	+ "rows_post": 505097,
	16	+ "rth_share": 0.94733
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-02",
	3	+ "rows": 24559859,
	4	+ "tickers": 21196,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 7,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 834680,
	14	+ "rows_rth": 23209397,
	15	+ "rows_post": 515782,
	16	+ "rth_share": 0.94501
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-03",
	3	+ "rows": 27576950,
	4	+ "tickers": 21248,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 16,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 878351,
	14	+ "rows_rth": 26180459,
	15	+ "rows_post": 518140,
	16	+ "rth_share": 0.94936
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-04",
	3	+ "rows": 23231831,
	4	+ "tickers": 20878,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 27,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 738049,
	14	+ "rows_rth": 22023808,
	15	+ "rows_post": 469974,
	16	+ "rth_share": 0.948
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-05",
	3	+ "rows": 27404596,
	4	+ "tickers": 21216,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 24,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 865224,
	14	+ "rows_rth": 25970144,
	15	+ "rows_post": 569228,
	16	+ "rth_share": 0.94766
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-06",
	3	+ "rows": 26538286,
	4	+ "tickers": 21073,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 25,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 825927,
	14	+ "rows_rth": 25198520,
	15	+ "rows_post": 513839,
	16	+ "rth_share": 0.94952
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-07",
	3	+ "rows": 23943725,
	4	+ "tickers": 20934,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 30,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 803879,
	14	+ "rows_rth": 22655073,
	15	+ "rows_post": 484773,
	16	+ "rth_share": 0.94618
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-08",
	3	+ "rows": 27533123,
	4	+ "tickers": 20847,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 30,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 899268,
	14	+ "rows_rth": 26034116,
	15	+ "rows_post": 599739,
	16	+ "rth_share": 0.94556
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-09",
	3	+ "rows": 23460154,
	4	+ "tickers": 20421,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 13,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 695430,
	14	+ "rows_rth": 22322898,
	15	+ "rows_post": 441826,
	16	+ "rth_share": 0.95152
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-10",
	3	+ "rows": 26969934,
	4	+ "tickers": 20540,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 6,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 833103,
	14	+ "rows_rth": 25607245,
	15	+ "rows_post": 529586,
	16	+ "rth_share": 0.94947
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-11",
	3	+ "rows": 25241251,
	4	+ "tickers": 20526,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 12,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 828596,
	14	+ "rows_rth": 23918911,
	15	+ "rows_post": 493744,
	16	+ "rth_share": 0.94761
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2023-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2023-12",
	3	+ "rows": 25437121,
	4	+ "tickers": 21182,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 10,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 868353,
	14	+ "rows_rth": 24042137,
	15	+ "rows_post": 526631,
	16	+ "rth_share": 0.94516
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-01",
	3	+ "rows": 26063374,
	4	+ "tickers": 20320,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 6,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 926033,
	14	+ "rows_rth": 24586357,
	15	+ "rows_post": 550984,
	16	+ "rth_share": 0.94333
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-02",
	3	+ "rows": 25326662,
	4	+ "tickers": 20383,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 169,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 970259,
	14	+ "rows_rth": 23751639,
	15	+ "rows_post": 604764,
	16	+ "rth_share": 0.93781
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-03",
	3	+ "rows": 24928549,
	4	+ "tickers": 20246,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 118,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 923487,
	14	+ "rows_rth": 23400185,
	15	+ "rows_post": 604877,
	16	+ "rth_share": 0.93869
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-04",
	3	+ "rows": 27159327,
	4	+ "tickers": 20331,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 139,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 940576,
	14	+ "rows_rth": 25600707,
	15	+ "rows_post": 618044,
	16	+ "rth_share": 0.94261
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-05",
	3	+ "rows": 26136015,
	4	+ "tickers": 20218,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 99,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 936901,
	14	+ "rows_rth": 24569707,
	15	+ "rows_post": 629407,
	16	+ "rth_share": 0.94007
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-06",
	3	+ "rows": 22327597,
	4	+ "tickers": 19705,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 114,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 797644,
	14	+ "rows_rth": 21027298,
	15	+ "rows_post": 502655,
	16	+ "rth_share": 0.94176
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-07",
	3	+ "rows": 26044770,
	4	+ "tickers": 19967,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 110,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 961016,
	14	+ "rows_rth": 24518476,
	15	+ "rows_post": 565278,
	16	+ "rth_share": 0.9414
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-08",
	3	+ "rows": 26061460,
	4	+ "tickers": 19863,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 136,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1069788,
	14	+ "rows_rth": 24359149,
	15	+ "rows_post": 632523,
	16	+ "rth_share": 0.93468
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-09",
	3	+ "rows": 23709203,
	4	+ "tickers": 19899,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 79,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 946499,
	14	+ "rows_rth": 22208802,
	15	+ "rows_post": 553902,
	16	+ "rth_share": 0.93672
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-10",
	3	+ "rows": 26836072,
	4	+ "tickers": 20301,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 167,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1301524,
	14	+ "rows_rth": 24802493,
	15	+ "rows_post": 732055,
	16	+ "rth_share": 0.92422
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-11",
	3	+ "rows": 22899947,
	4	+ "tickers": 20261,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 4497,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1267505,
	14	+ "rows_rth": 20999930,
	15	+ "rows_post": 632512,
	16	+ "rth_share": 0.91703
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2024-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2024-12",
	3	+ "rows": 26529390,
	4	+ "tickers": 20995,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 79,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1518601,
	14	+ "rows_rth": 24243407,
	15	+ "rows_post": 767382,
	16	+ "rth_share": 0.91383
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-01",
	3	+ "rows": 26293243,
	4	+ "tickers": 20458,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 104,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1619929,
	14	+ "rows_rth": 23914544,
	15	+ "rows_post": 758770,
	16	+ "rth_share": 0.90953
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-02",
	3	+ "rows": 24857755,
	4	+ "tickers": 20331,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 599,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1453138,
	14	+ "rows_rth": 22666811,
	15	+ "rows_post": 737806,
	16	+ "rth_share": 0.91186
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-03",
	3	+ "rows": 27920920,
	4	+ "tickers": 20476,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 62,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1416648,
	14	+ "rows_rth": 25770947,
	15	+ "rows_post": 733325,
	16	+ "rth_share": 0.923
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-04.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-04",
	3	+ "rows": 29607355,
	4	+ "tickers": 21209,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 53,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 5400,
	13	+ "rows_pre": 1590457,
	14	+ "rows_rth": 27166250,
	15	+ "rows_post": 850648,
	16	+ "rth_share": 0.91755
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-05.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-05",
	3	+ "rows": 27368514,
	4	+ "tickers": 20524,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 93,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1564673,
	14	+ "rows_rth": 24972017,
	15	+ "rows_post": 831824,
	16	+ "rth_share": 0.91244
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-06.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-06",
	3	+ "rows": 26634451,
	4	+ "tickers": 20622,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 69,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1481246,
	14	+ "rows_rth": 24345110,
	15	+ "rows_post": 808095,
	16	+ "rth_share": 0.91405
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-07.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-07",
	3	+ "rows": 29325940,
	4	+ "tickers": 20959,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 130,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1665276,
	14	+ "rows_rth": 26725569,
	15	+ "rows_post": 935095,
	16	+ "rth_share": 0.91133
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-08.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-08",
	3	+ "rows": 28581215,
	4	+ "tickers": 21794,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 6,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1543258,
	14	+ "rows_rth": 26027866,
	15	+ "rows_post": 1010091,
	16	+ "rth_share": 0.91066
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-09.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-09",
	3	+ "rows": 29898534,
	4	+ "tickers": 22078,
	5	+ "dates": 21,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 1,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1784755,
	14	+ "rows_rth": 27037377,
	15	+ "rows_post": 1076402,
	16	+ "rth_share": 0.9043
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-10.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-10",
	3	+ "rows": 34266056,
	4	+ "tickers": 22646,
	5	+ "dates": 23,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 1,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2297402,
	14	+ "rows_rth": 30576483,
	15	+ "rows_post": 1392171,
	16	+ "rth_share": 0.89233
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-11.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-11",
	3	+ "rows": 28275726,
	4	+ "tickers": 22704,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 0,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1665696,
	14	+ "rows_rth": 25639261,
	15	+ "rows_post": 970769,
	16	+ "rth_share": 0.90676
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2025-12.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2025-12",
	3	+ "rows": 30792037,
	4	+ "tickers": 23095,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 14,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1498056,
	14	+ "rows_rth": 28342266,
	15	+ "rows_post": 951715,
	16	+ "rth_share": 0.92044
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2026-01.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2026-01",
	3	+ "rows": 30353678,
	4	+ "tickers": 22527,
	5	+ "dates": 20,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 36,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1746525,
	14	+ "rows_rth": 27561468,
	15	+ "rows_post": 1045685,
	16	+ "rth_share": 0.90801
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2026-02.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2026-02",
	3	+ "rows": 28936963,
	4	+ "tickers": 22528,
	5	+ "dates": 19,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 21,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 1619379,
	14	+ "rows_rth": 26306013,
	15	+ "rows_post": 1011571,
	16	+ "rth_share": 0.90908
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/monthly/audit_2026-03.json +17 −0

		`@@ -0,0 +1,17 @@`
	1	+{
	2	+ "month": "2026-03",
	3	+ "rows": 34379927,
	4	+ "tickers": 22057,
	5	+ "dates": 22,
	6	+ "ohlc_violations": 0,
	7	+ "nonpositive_prices": 0,
	8	+ "zero_volume": 0,
	9	+ "negative_volume": 0,
	10	+ "duplicate_keys": 424,
	11	+ "weekend_rows": 0,
	12	+ "rows_before_0400_et": 0,
	13	+ "rows_pre": 2062077,
	14	+ "rows_rth": 31286042,
	15	+ "rows_post": 1031808,
	16	+ "rth_share": 0.91001
	17	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/stage_c_summary.json +18 −0

		`@@ -0,0 +1,18 @@`
	1	+{
	2	+ "months": 411,
	3	+ "total_rows": 7686275524,
	4	+ "total_ohlc_violations": 100,
	5	+ "total_nonpositive_prices": 0,
	6	+ "total_zero_volume": 0,
	7	+ "total_negative_volume": 0,
	8	+ "total_duplicate_keys": 10128,
	9	+ "total_weekend_rows": 0,
	10	+ "rth_share_min": 0.89233,
	11	+ "rth_share_max": 0.98812,
	12	+ "calendar_missing_sessions": 0,
	13	+ "calendar_extra_dates": 0,
	14	+ "split_candidates": 442251,
	15	+ "tickers_total": 81306,
	16	+ "spells_total": 221957,
	17	+ "multi_spell_tickers": 29112
	18	+}
		\ No newline at end of file

added outputs/diagnostics/stage_c/survivorship_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,active,entries,exits
	2	+1992,9950,9950,1952
	3	+1993,11653,3655,1278
	4	+1994,12629,2254,1295
	5	+1995,13572,2238,1597
	6	+1996,14439,2464,1557
	7	+1997,15068,2186,1901
	8	+1998,15137,1970,2149
	9	+1999,14790,1802,1921
	10	+2000,14178,1309,1419
	11	+2001,13826,1067,1480
	12	+2002,13438,1092,1310
	13	+2003,13097,969,2336
	14	+2004,12842,2081,899
	15	+2005,12868,925,860
	16	+2006,12954,946,872
	17	+2007,13203,1121,1095
	18	+2008,12731,623,850
	19	+2009,12300,419,780
	20	+2010,12299,779,914
	21	+2011,12129,744,720
	22	+2012,12192,783,863
	23	+2013,12139,810,776
	24	+2014,12239,876,704
	25	+2015,12327,792,660
	26	+2016,12440,773,828
	27	+2017,13344,1732,1585
	28	+2018,12692,933,823
	29	+2019,12847,978,897
	30	+2020,22915,10965,1468
	31	+2021,31293,9846,3934
	32	+2022,31065,3706,4194
	33	+2023,29352,2481,3417
	34	+2024,28599,2664,3220
	35	+2025,29729,4350,5368
	36	+2026,25384,1023,25384

added outputs/diagnostics/stage_e/concentration_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,hhi,top1pct_share,top5pct_share,top100_share
	2	+1992,0.002392297651875532,0.3831927040330466,0.707457945904414,0.3831927040330466
	3	+1993,0.0023050707063402985,0.38721816545474924,0.7104500296867754,0.36528292183339617
	4	+1994,0.002209414342951057,0.379497514352342,0.7136025942236028,0.34880366929056494
	5	+1995,0.0027953558651453462,0.41224832156918906,0.7331038664666708,0.37232224071059994
	6	+1996,0.0026348119714352395,0.41533743210797747,0.7255650411633214,0.36825243225610776
	7	+1997,0.00416361377700091,0.4695750765796223,0.7559374451322556,0.41675949173302285
	8	+1998,0.004391957381335588,0.4982080128586434,0.7780755054075508,0.45058253633992124
	9	+1999,0.005271741598601324,0.5250109676620655,0.7994532517753336,0.48426792942682545
	10	+2000,0.004849074272254841,0.535006587892569,0.8187814522660679,0.5052547773314134
	11	+2001,0.004688730345647656,0.503687787417546,0.8144538093019126,0.4848078281505852
	12	+2002,0.005410363388749092,0.48194881577623216,0.7951043781707448,0.476482101653292
	13	+2003,0.0055617890912705885,0.4399409855715862,0.752872777009875,0.44172880520455415
	14	+2004,0.005450633306722437,0.4138921013813594,0.7157795258510735,0.42252334021693083
	15	+2005,0.006687243635554851,0.4255118971866096,0.7174866166331675,0.4351691200773236
	16	+2006,0.006605509411877715,0.4318971075345304,0.7209324417570504,0.4399329620090803
	17	+2007,0.012116157414289307,0.48828303301021886,0.7583825649348975,0.48828303301021886
	18	+2008,0.01613929189845617,0.5389490159563437,0.7974693102493658,0.5482381074858427
	19	+2009,0.013949407577212842,0.52897000507803,0.7936488563547525,0.5456817436262524
	20	+2010,0.055778707469622414,0.5899439803504835,0.811570834016172,0.6041786398947366
	21	+2011,0.012929119659634824,0.4593040513588648,0.7427650525995134,0.47817315771100916
	22	+2012,0.012433254468916704,0.4497930507830709,0.732795106775072,0.46662287578402645
	23	+2013,0.009810966931731155,0.4223490302621713,0.7091313743691837,0.44075758344437194
	24	+2014,0.008447661186068803,0.4087279222876036,0.700507928018889,0.4252648244972485
	25	+2015,0.00993718466148862,0.4013543718894085,0.7007120602000159,0.41442223345685886
	26	+2016,0.008097473847292095,0.39940495772968276,0.7055993228016718,0.4092120146102508
	27	+2017,0.0058879312280863145,0.4096616129411861,0.7148048994712726,0.4034738570096675
	28	+2018,0.00871507886082599,0.45670267785742413,0.7306756270527097,0.4612435440986397
	29	+2019,0.006927130672337764,0.43834505343045443,0.7278381656980151,0.43990703955126526
	30	+2020,0.010107226178038041,0.6216746142087535,0.8836435727151534,0.5035496620578699
	31	+2021,0.008311653181563669,0.657436503672535,0.907587306177458,0.47320282955414394
	32	+2022,0.010733199309371635,0.6720876187371667,0.9242200693645487,0.49586367338536147
	33	+2023,0.013955896906600613,0.6740236339448141,0.9240336549868273,0.5172457732454651
	34	+2024,0.012281111954368892,0.6709013555675114,0.9184520298699255,0.5218805923392548
	35	+2025,0.010305301619750733,0.6695902526776418,0.9204444428275761,0.5019800804241676
	36	+2026,0.008878907498036133,0.6445580591152718,0.9041179643896919,0.496028781484235

added outputs/diagnostics/stage_e/coverage_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,securities,bars,bars_rth,ticker_days,med_bars_rth_per_day
	2	+1992,9950,43814224,42713801,1551778,10.0
	3	+1993,11280,53420889,52174294,1885734,11.0
	4	+1994,11884,56316494,54944583,2088152,10.0
	5	+1995,12503,67258181,65578225,2173539,11.0
	6	+1996,13073,80007663,77988420,2338874,13.0
	7	+1997,13429,92461351,90338421,2430817,14.0
	8	+1998,13208,106165553,103960696,2398767,16.0
	9	+1999,12531,126963527,123789687,2288345,18.0
	10	+2000,11629,157530458,152228001,2247534,23.0
	11	+2001,10940,153189299,148073324,2051484,23.0
	12	+2002,10299,173261887,168080194,1997710,26.0
	13	+2003,9829,200940691,195026620,1939133,36.0
	14	+2004,9456,238808255,233175655,1936381,60.0
	15	+2005,9402,258116139,252873465,1935547,72.0
	16	+2006,9450,277181405,272923426,1925881,86.0
	17	+2007,9927,294283810,290149985,1959489,94.0
	18	+2008,9365,304124299,298831554,1979915,86.0
	19	+2009,8888,273990342,267621310,1875857,77.0
	20	+2010,8877,271004263,264954186,1864339,84.0
	21	+2011,8727,280096663,273674469,1865931,86.0
	22	+2012,8829,250730766,245449512,1830239,73.0
	23	+2013,8798,249554856,244416994,1843878,78.0
	24	+2014,8978,264179248,258980044,1902182,85.0
	25	+2015,9172,273862030,268525841,1936216,88.0
	26	+2016,9320,271055922,265674226,1927566,82.0
	27	+2017,10371,258104655,252629853,1936043,76.0
	28	+2018,9638,269905237,263554833,1979074,76.0
	29	+2019,9892,268880349,262212293,2022841,69.0
	30	+2020,21017,309346584,292929927,2159474,77.0
	31	+2021,30031,363392761,341949312,4059738,22.0
	32	+2022,29367,349028166,331616202,3858965,19.0
	33	+2023,27496,307784877,291687133,3560478,18.0
	34	+2024,26952,304022366,284068150,3529679,19.0
	35	+2025,29378,343821746,313184501,3784222,20.0
	36	+2026,25384,93670568,85153523,976882,21.0

added outputs/diagnostics/stage_e/epps_curves.csv +17 −0

		`@@ -0,0 +1,17 @@`
	1	+year,agg_minutes,mean_pairwise_corr,n_stocks,n_obs
	2	+1996,1,0.0038471392205601377,94,80105
	3	+1996,5,0.04970468484610398,94,15759
	4	+1996,15,0.13300184258127515,94,5052
	5	+1996,30,0.1603306995209378,94,2349
	6	+2005,1,0.14207336514471156,94,77196
	7	+2005,5,0.21844548500585986,94,15202
	8	+2005,15,0.26953230545020046,94,4843
	9	+2005,30,0.29160267752150804,94,2220
	10	+2015,1,0.30124343304080986,96,93940
	11	+2015,5,0.35160738714394546,96,18486
	12	+2015,15,0.3885610310048349,96,5904
	13	+2015,30,0.39122348518456984,96,2758
	14	+2024,1,0.21386753978619957,100,91021
	15	+2024,5,0.23525879497116048,100,17978
	16	+2024,15,0.24419968554204555,100,5802
	17	+2024,30,0.24341517780168984,100,2758

added outputs/diagnostics/stage_e/extreme_daily_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,n,gt5pct,gt10pct,gt20pct
	2	+1992,1520379,260844,94111,27266
	3	+1993,1858392,311140,108000,28260
	4	+1994,2060055,326092,112517,31167
	5	+1995,2146302,325404,114075,31824
	6	+1996,2312922,351599,119382,31725
	7	+1997,2407752,354713,119307,32149
	8	+1998,2379624,404449,139556,36980
	9	+1999,2271470,373291,118749,27350
	10	+2000,2232795,479964,168261,35719
	11	+2001,2036509,361687,124894,28053
	12	+2002,1983907,293925,91538,20872
	13	+2003,1928612,172948,45678,9572
	14	+2004,1926663,123840,26365,5026
	15	+2005,1927248,100203,21789,4510
	16	+2006,1917760,94771,19250,4072
	17	+2007,1950050,118572,24782,5445
	18	+2008,1969634,372006,121239,26826
	19	+2009,1864201,304667,89851,19226
	20	+2010,1855107,127986,25590,5580
	21	+2011,1858245,153325,30524,5384
	22	+2012,1820648,94999,20745,4644
	23	+2013,1834740,76467,17014,4025
	24	+2014,1890958,85568,18266,3897
	25	+2015,1923548,119041,27697,5928
	26	+2016,1913137,129991,31641,7016
	27	+2017,1920060,87142,21947,5572
	28	+2018,1963255,115965,27998,7060
	29	+2019,2002903,119658,30289,7827
	30	+2020,2125630,310344,99428,24315
	31	+2021,3941233,729418,346016,153804
	32	+2022,3730294,712820,299655,109797
	33	+2023,3435802,561848,267629,117151
	34	+2024,3419528,544156,259574,116092
	35	+2025,3658593,599628,275543,115125
	36	+2026,942722,160302,68742,26402

added outputs/figures/data/figE1_coverage_yearly.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,securities,bars,bars_rth,ticker_days,med_bars_rth_per_day
	2	+1992,9950,43814224,42713801,1551778,10.0
	3	+1993,11280,53420889,52174294,1885734,11.0
	4	+1994,11884,56316494,54944583,2088152,10.0
	5	+1995,12503,67258181,65578225,2173539,11.0
	6	+1996,13073,80007663,77988420,2338874,13.0
	7	+1997,13429,92461351,90338421,2430817,14.0
	8	+1998,13208,106165553,103960696,2398767,16.0
	9	+1999,12531,126963527,123789687,2288345,18.0
	10	+2000,11629,157530458,152228001,2247534,23.0
	11	+2001,10940,153189299,148073324,2051484,23.0
	12	+2002,10299,173261887,168080194,1997710,26.0
	13	+2003,9829,200940691,195026620,1939133,36.0
	14	+2004,9456,238808255,233175655,1936381,60.0
	15	+2005,9402,258116139,252873465,1935547,72.0
	16	+2006,9450,277181405,272923426,1925881,86.0
	17	+2007,9927,294283810,290149985,1959489,94.0
	18	+2008,9365,304124299,298831554,1979915,86.0
	19	+2009,8888,273990342,267621310,1875857,77.0
	20	+2010,8877,271004263,264954186,1864339,84.0
	21	+2011,8727,280096663,273674469,1865931,86.0
	22	+2012,8829,250730766,245449512,1830239,73.0
	23	+2013,8798,249554856,244416994,1843878,78.0
	24	+2014,8978,264179248,258980044,1902182,85.0
	25	+2015,9172,273862030,268525841,1936216,88.0
	26	+2016,9320,271055922,265674226,1927566,82.0
	27	+2017,10371,258104655,252629853,1936043,76.0
	28	+2018,9638,269905237,263554833,1979074,76.0
	29	+2019,9892,268880349,262212293,2022841,69.0
	30	+2020,21017,309346584,292929927,2159474,77.0
	31	+2021,30031,363392761,341949312,4059738,22.0
	32	+2022,29367,349028166,331616202,3858965,19.0
	33	+2023,27496,307784877,291687133,3560478,18.0
	34	+2024,26952,304022366,284068150,3529679,19.0
	35	+2025,29378,343821746,313184501,3784222,20.0

added outputs/figures/data/figE1_density_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,bars_p50,bars_p10
	2	+1992,145.9090909090909,83.81818181818181
	3	+1993,147.91666666666666,83.5
	4	+1994,152.83333333333334,86.91666666666667
	5	+1995,156.33333333333334,85.75
	6	+1996,156.0,84.33333333333333
	7	+1997,164.0,89.16666666666667
	8	+1998,178.58333333333334,95.5
	9	+1999,224.08333333333334,117.25
	10	+2000,278.1666666666667,153.75
	11	+2001,296.8333333333333,170.25
	12	+2002,328.0833333333333,210.0
	13	+2003,345.0,236.58333333333334
	14	+2004,357.0416666666667,271.25
	15	+2005,366.3333333333333,289.4166666666667
	16	+2006,373.3333333333333,303.3333333333333
	17	+2007,381.25,323.5
	18	+2008,387.4166666666667,348.6666666666667
	19	+2009,384.9166666666667,337.8333333333333
	20	+2010,381.1666666666667,327.75
	21	+2011,384.6666666666667,338.6666666666667
	22	+2012,377.25,302.1666666666667
	23	+2013,368.0833333333333,277.3333333333333
	24	+2014,370.5,282.5
	25	+2015,375.4166666666667,287.9166666666667
	26	+2016,378.3333333333333,290.8333333333333
	27	+2017,368.25,264.0
	28	+2018,375.75,271.3333333333333
	29	+2019,373.5833333333333,256.1666666666667
	30	+2020,378.1666666666667,270.5
	31	+2021,373.6666666666667,253.25
	32	+2022,380.0,264.0
	33	+2023,370.25,222.16666666666666
	34	+2024,357.75,205.5
	35	+2025,365.8333333333333,223.66666666666666
	36	+2026,379.3333333333333,264.6666666666667

added outputs/figures/data/figE1_eligible_yearly.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,eligible_avg
	2	+1992,309.5
	3	+1993,396.75
	4	+1994,411.0833333333333
	5	+1995,523.5833333333333
	6	+1996,664.5
	7	+1997,820.25
	8	+1998,1039.5
	9	+1999,1342.5
	10	+2000,1851.75
	11	+2001,1806.5833333333333
	12	+2002,2039.75
	13	+2003,2333.333333333333
	14	+2004,2952.25
	15	+2005,3160.0
	16	+2006,3388.083333333333
	17	+2007,3555.5
	18	+2008,3351.9166666666665
	19	+2009,2884.75
	20	+2010,3044.4166666666665
	21	+2011,3128.1666666666665
	22	+2012,2896.75
	23	+2013,2962.1666666666665
	24	+2014,3176.9166666666665
	25	+2015,3289.833333333333
	26	+2016,3195.4166666666665
	27	+2017,3123.0
	28	+2018,3199.4166666666665
	29	+2019,3134.6666666666665
	30	+2020,3236.75
	31	+2021,3655.75
	32	+2022,3547.4166666666665
	33	+2023,3171.5
	34	+2024,3170.75
	35	+2025,3435.833333333333
	36	+2026,1248.0833333333333

added outputs/figures/data/figE2_survivorship.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,active,entries,exits
	2	+1992,9950,9950,1952
	3	+1993,11653,3655,1278
	4	+1994,12629,2254,1295
	5	+1995,13572,2238,1597
	6	+1996,14439,2464,1557
	7	+1997,15068,2186,1901
	8	+1998,15137,1970,2149
	9	+1999,14790,1802,1921
	10	+2000,14178,1309,1419
	11	+2001,13826,1067,1480
	12	+2002,13438,1092,1310
	13	+2003,13097,969,2336
	14	+2004,12842,2081,899
	15	+2005,12868,925,860
	16	+2006,12954,946,872
	17	+2007,13203,1121,1095
	18	+2008,12731,623,850
	19	+2009,12300,419,780
	20	+2010,12299,779,914
	21	+2011,12129,744,720
	22	+2012,12192,783,863
	23	+2013,12139,810,776
	24	+2014,12239,876,704
	25	+2015,12327,792,660
	26	+2016,12440,773,828
	27	+2017,13344,1732,1585
	28	+2018,12692,933,823
	29	+2019,12847,978,897
	30	+2020,22915,10965,1468
	31	+2021,31293,9846,3934
	32	+2022,31065,3706,4194
	33	+2023,29352,2481,3417
	34	+2024,28599,2664,3220
	35	+2025,29729,4350,5368

added outputs/figures/data/figE3_seasonality_decade.csv +1561 −0

		`@@ -0,0 +1,1561 @@`
	1	+dec,mod,absret_bps,vshare_pct,range_bps
	2	+1992–1999,570,NaN,1.7750964739825088,37.57782399702982
	3	+1992–1999,571,33.90043324617077,1.3201309779097439,37.68058641117809
	4	+1992–1999,572,34.50790206271467,1.1175057293524684,38.587346305190806
	5	+1992–1999,573,34.81026965342712,1.0191908097662052,38.720734792031365
	6	+1992–1999,574,34.25023935624379,0.9375124560782038,37.686399510425716
	7	+1992–1999,575,33.802417192944375,0.8590535975333231,36.24456695379687
	8	+1992–1999,576,32.995204065235995,0.7988907636574925,35.179303259983385
	9	+1992–1999,577,32.36388900632235,0.7583473783968108,34.040225546962006
	10	+1992–1999,578,31.450842185108183,0.7217381306627544,32.886425754992636
	11	+1992–1999,579,30.709268541107665,0.6953741261057972,31.590377717065547
	12	+1992–1999,580,30.246559278138708,0.6904678947968843,30.51868866520438
	13	+1992–1999,581,29.82069749497498,0.6792610762556323,30.096177402044265
	14	+1992–1999,582,29.336538138305897,0.6656101432933296,29.40069573408422
	15	+1992–1999,583,29.325254670566057,0.6585029734138225,28.441951024850287
	16	+1992–1999,584,28.80243691734587,0.6524613123314292,27.94413972243015
	17	+1992–1999,585,28.506612590842515,0.6388471931562361,27.350501289910937
	18	+1992–1999,586,28.05309396497963,0.6300881676926482,26.933600530825977
	19	+1992–1999,587,28.186150260922634,0.6321750406278437,26.748864770313364
	20	+1992–1999,588,27.829647678511673,0.6259167976981288,26.067007922720894
	21	+1992–1999,589,27.657687341734498,0.6288452327489895,25.7492076087986
	22	+1992–1999,590,27.67806722731147,0.6244914492529108,25.229146236483505
	23	+1992–1999,591,27.218221951252243,0.6231663795468851,24.880871711802317
	24	+1992–1999,592,26.810060219975714,0.6207587071191779,24.633898669333245
	25	+1992–1999,593,26.931819078924647,0.6204395798375408,24.366081091944405
	26	+1992–1999,594,26.9581770566493,0.6172696438680098,24.368935351907886
	27	+1992–1999,595,26.800187494745792,0.6140066528535106,24.15145577652719
	28	+1992–1999,596,26.51582055103573,0.6143483638619993,23.52727441532759
	29	+1992–1999,597,26.32712343508678,0.6076195468973107,23.463757987070593
	30	+1992–1999,598,26.28360363226649,0.6089789679639508,23.18463657735536
	31	+1992–1999,599,26.008712951467267,0.6062405802814017,22.91952014265112
	32	+1992–1999,600,25.664170852739336,0.6076967425374622,22.444532584344184
	33	+1992–1999,601,25.54923352846712,0.6120565248990232,22.628686811292674
	34	+1992–1999,602,25.388069950004066,0.6129872089672035,22.213176733742657
	35	+1992–1999,603,25.398005804031694,0.6171229039016682,22.145559032933534
	36	+1992–1999,604,25.387945281871414,0.6318418144545586,21.98077543532737
	37	+1992–1999,605,25.138648162530437,0.67830862116421,21.739777140570038
	38	+1992–1999,606,24.94923550747239,0.6759180833946098,21.483626946298635
	39	+1992–1999,607,25.115968585386785,0.6760133701574432,21.288418171312728
	40	+1992–1999,608,24.967258008140384,0.6346309431151873,21.23316438503443
	41	+1992–1999,609,25.023178098867557,0.6033535943547043,21.046977384308313
	42	+1992–1999,610,24.930401940673224,0.6017600965333318,21.194333338366093
	43	+1992–1999,611,25.114700033847026,0.5934517795720035,21.254543924250527
	44	+1992–1999,612,24.854709024152655,0.5918954047135032,21.073730015841413
	45	+1992–1999,613,24.79567651070081,0.5890312051505556,20.734219184802292
	46	+1992–1999,614,24.739746084976932,0.5870182055225883,20.62021547418088
	47	+1992–1999,615,24.673806545470796,0.5843746868323133,20.53176912203199
	48	+1992–1999,616,24.346278639627137,0.5926755811313726,20.06521949985546
	49	+1992–1999,617,24.453940174396948,0.5899904153157252,20.123278390875072
	50	+1992–1999,618,24.47340617946466,0.5879982587776301,20.01769101299376
	51	+1992–1999,619,24.250477604397265,0.5829408663171207,19.955937947046365
	52	+1992–1999,620,24.10291157042144,0.5783520470694348,19.681930347503215
	53	+1992–1999,621,24.295138537058087,0.5797354342602536,19.69867445224159
	54	+1992–1999,622,24.074865265754973,0.572564162733633,19.700667026056273
	55	+1992–1999,623,24.1964812426794,0.5712330512406082,19.720799061087945
	56	+1992–1999,624,24.15806203695436,0.5699499953747443,19.55805093054203
	57	+1992–1999,625,24.058184228647157,0.5684753071185324,19.174464149246397
	58	+1992–1999,626,24.248124919625845,0.5668336920802626,19.467698938472623
	59	+1992–1999,627,24.147051221317984,0.5675436317869794,19.216662055706845
	60	+1992–1999,628,23.97731747384447,0.564064621826177,18.902885232048554
	61	+1992–1999,629,24.179100236605162,0.5635627611465575,18.97484818547786
	62	+1992–1999,630,23.991478866808926,0.557308980273825,18.91811292622768
	63	+1992–1999,631,23.853310914422238,0.5638470920987874,18.73499871219957
	64	+1992–1999,632,23.804098419335443,0.5584843261575447,18.478828409503134
	65	+1992–1999,633,23.806366459515118,0.5585271672686253,18.605623500669047
	66	+1992–1999,634,23.628226976170367,0.5595183383440391,18.476751915293327
	67	+1992–1999,635,23.85544050716656,0.5567206162032785,18.4158880761594
	68	+1992–1999,636,23.73645364567083,0.5584171259208902,18.48597286938264
	69	+1992–1999,637,23.784233888175635,0.5529153914230133,18.22171632900834
	70	+1992–1999,638,23.536134176125245,0.5470142810680324,18.36879354694453
	71	+1992–1999,639,23.53636383808573,0.543672920933199,18.039168394894702
	72	+1992–1999,640,23.53900681509271,0.5471406253671651,18.114894490988803
	73	+1992–1999,641,23.386650947786453,0.5452337725134525,17.812059485074624
	74	+1992–1999,642,23.478552933084693,0.5443212764345163,17.90809515391422
	75	+1992–1999,643,23.568720271152973,0.5423741495921947,17.59532073663941
	76	+1992–1999,644,23.594743566254177,0.5388295082770806,17.8725751333677
	77	+1992–1999,645,23.465515377294214,0.5382795824202452,17.458540195076502
	78	+1992–1999,646,23.1714985546136,0.5359888512761164,17.241822369380557
	79	+1992–1999,647,23.114517463271493,0.5353832464118582,17.14205648082295
	80	+1992–1999,648,23.337310613018555,0.5347988560757163,17.44724392335474
	81	+1992–1999,649,23.398209039566595,0.5301089158935018,17.385695901742135
	82	+1992–1999,650,23.3417103005646,0.5310616090838514,17.377903119929083
	83	+1992–1999,651,23.39746962402655,0.5316993278973372,17.261951200416853
	84	+1992–1999,652,23.341034807583988,0.5298205333587123,17.183339955322243
	85	+1992–1999,653,23.264880386501243,0.5278116280855467,17.376482333181517
	86	+1992–1999,654,23.658363398492593,0.5242534601807404,16.98008004302693
	87	+1992–1999,655,23.079128967111576,0.5257290837775959,16.977561178462803
	88	+1992–1999,656,23.088141927696515,0.5274569063235253,16.67672250924514
	89	+1992–1999,657,23.089932875768362,0.5196795582019822,16.807419671819915
	90	+1992–1999,658,23.126136284418042,0.5207549477436749,16.80171406798633
	91	+1992–1999,659,23.35735146644595,0.5210462458626726,16.49980049445573
	92	+1992–1999,660,23.367063292983097,0.5215037948117358,16.8883425297391
	93	+1992–1999,661,23.08666863083269,0.5223538162354932,16.581155943436343
	94	+1992–1999,662,23.024807448417604,0.5248010511743746,16.573219016221756
	95	+1992–1999,663,23.26987967077436,0.522548472186064,16.612256830314767
	96	+1992–1999,664,23.14014480924599,0.52981569764291,16.73561579965716
	97	+1992–1999,665,22.82870009379264,0.5469713488071175,16.243888883664667
	98	+1992–1999,666,22.73782699523895,0.5352130577606214,16.746706897457756
	99	+1992–1999,667,22.856942857739227,0.5323589105349356,16.414227754272684
	100	+1992–1999,668,22.885042759021225,0.5249459837350164,16.225946189854714
	101	+1992–1999,669,22.916954897564036,0.5202032571734299,16.141260236674547
	102	+1992–1999,670,23.043443818412936,0.5156593750689016,16.26255203399932
	103	+1992–1999,671,22.87321088981583,0.5137431188798707,16.349216117838825
	104	+1992–1999,672,23.005065804773004,0.5113219271397735,16.146918685189426
	105	+1992–1999,673,22.942400302281893,0.5102874589718952,16.07888241576238
	106	+1992–1999,674,22.84719167409738,0.5106821217809562,16.11597788354412
	107	+1992–1999,675,22.707000677428518,0.504085199038097,16.23022015499934
	108	+1992–1999,676,22.62550406999675,0.5083377051048872,16.03649009343386
	109	+1992–1999,677,22.742998262649422,0.5078214789233563,15.987214479271548
	110	+1992–1999,678,22.746528123943317,0.5062017854062031,15.810354550889754
	111	+1992–1999,679,22.69511534774217,0.5044028338785156,15.916797836103347
	112	+1992–1999,680,22.737371384680007,0.5009293697489706,16.08872564698144
	113	+1992–1999,681,22.625893836585487,0.5045883555560203,15.823524137799044
	114	+1992–1999,682,22.636318587477227,0.5003784062260781,15.77663441425862
	115	+1992–1999,683,22.761691272229577,0.4974829671230466,15.876358370620126
	116	+1992–1999,684,22.802449933364347,0.4964764912409574,15.903301936303999
	117	+1992–1999,685,22.682221388222583,0.495205693820354,15.686464798578687
	118	+1992–1999,686,22.615826103261004,0.4986038344602487,15.6041232970214
	119	+1992–1999,687,22.798630768695137,0.4942721078816997,15.62641102871779
	120	+1992–1999,688,22.879137338563304,0.4922224223484351,15.56008081512734
	121	+1992–1999,689,23.02485791083867,0.4994979520011526,15.693838674912975
	122	+1992–1999,690,22.779978864340453,0.49049190894130906,15.808557753151055
	123	+1992–1999,691,22.57639929735996,0.4987627342590458,15.445822253389952
	124	+1992–1999,692,22.66130557115505,0.5004207920212446,15.492858099899053
	125	+1992–1999,693,22.586011409320943,0.5068128439999285,15.49273518952226
	126	+1992–1999,694,22.61114516982324,0.5173995300828579,15.482933544369876
	127	+1992–1999,695,22.508818564861674,0.5275562839308385,15.430989400752313
	128	+1992–1999,696,22.541900216516527,0.5361370676356481,15.124574167808023
	129	+1992–1999,697,22.510599427829646,0.5343273316035213,15.419350259945416
	130	+1992–1999,698,22.58580361448324,0.5073357419775433,15.146724133904739
	131	+1992–1999,699,22.59694810340399,0.49316686298071677,15.260043354467205
	132	+1992–1999,700,22.484505693571855,0.48563702546771054,15.308006684559507
	133	+1992–1999,701,22.608487391097523,0.48721996957101565,15.415633452940162
	134	+1992–1999,702,22.72064080570359,0.4856492940717259,15.03827917623049
	135	+1992–1999,703,22.80548942176858,0.48317018885341056,15.364811571762909
	136	+1992–1999,704,22.679054751726163,0.4830795608344693,15.069061837897115
	137	+1992–1999,705,22.503921632666973,0.47984882811461455,14.966256514322815
	138	+1992–1999,706,22.424865131150234,0.47869941659958576,14.905179599870818
	139	+1992–1999,707,22.654750032358972,0.48115211734193686,14.799307095040978
	140	+1992–1999,708,22.646167480638926,0.4777681991593131,14.804810382819147
	141	+1992–1999,709,22.66968563200708,0.47556537183835934,14.77773851193575
	142	+1992–1999,710,22.6383797572981,0.4781477227610253,14.723600329724121
	143	+1992–1999,711,22.458956667007534,0.4773870975563906,14.753458675448824
	144	+1992–1999,712,22.508550433626198,0.47436003504580626,14.912458837814738
	145	+1992–1999,713,22.621451587527915,0.47423372685614623,14.813104373622842
	146	+1992–1999,714,22.64791996487832,0.4760695227069823,14.62227379546242
	147	+1992–1999,715,22.637142530844873,0.47337860444035784,14.850658399604216
	148	+1992–1999,716,22.563519252203164,0.4706210937156134,14.620838111357752
	149	+1992–1999,717,22.42816464436074,0.4692146860225154,14.47182787181209
	150	+1992–1999,718,22.364108793714657,0.471217493209835,14.512880737977056
	151	+1992–1999,719,22.507483802352386,0.4676603874981897,14.434903656298331
	152	+1992–1999,720,22.431979871498537,0.46224207600282413,14.489155979009663
	153	+1992–1999,721,22.526679132423016,0.46843245513154597,14.601648782562792
	154	+1992–1999,722,22.39649847354306,0.47069538022838164,14.33847903121287
	155	+1992–1999,723,22.338476937332068,0.47214659730227293,14.325865468443432
	156	+1992–1999,724,22.35978076871784,0.4847677473887296,14.224149590815504
	157	+1992–1999,725,22.248327781782763,0.49121474215842087,14.10240905395661
	158	+1992–1999,726,22.20448946960696,0.4801045308143787,14.359796769288888
	159	+1992–1999,727,22.456267736544813,0.47212024785224427,14.015895174673766
	160	+1992–1999,728,22.260647033818472,0.46977246773406156,14.098830661435462
	161	+1992–1999,729,22.295814938166306,0.4651061208138611,14.020939011469679
	162	+1992–1999,730,22.14110794734953,0.46318173435664184,14.058690858829028
	163	+1992–1999,731,22.163221224331533,0.46406456309177707,13.940814238164629
	164	+1992–1999,732,22.283714294456097,0.46267068755039814,13.93435336784513
	165	+1992–1999,733,22.366789719814488,0.4633661014659487,14.284811515604778
	166	+1992–1999,734,22.181404687158754,0.4620698043727849,13.808233955873494
	167	+1992–1999,735,22.109860051205384,0.4564445475403427,14.01356217679508
	168	+1992–1999,736,22.047911428948556,0.46322783497026226,13.952011648749856
	169	+1992–1999,737,22.239771259841604,0.4589066387904946,13.520685849509615
	170	+1992–1999,738,22.039606051402213,0.45989531682268725,13.500660163521824
	171	+1992–1999,739,22.23471709631253,0.46078175700072727,13.517370732067043
	172	+1992–1999,740,21.98634774690934,0.45487821916085347,13.403987467265832
	173	+1992–1999,741,21.744811776675864,0.45870260169827287,13.531317749998216
	174	+1992–1999,742,21.837659126354446,0.45929096349341225,13.19057423772243
	175	+1992–1999,743,21.80181500593919,0.4552135664468348,13.351572188068213
	176	+1992–1999,744,22.082773409405466,0.4544836402714343,13.378903950993564
	177	+1992–1999,745,22.116713391211462,0.4514871327490779,13.378760647142666
	178	+1992–1999,746,22.024636222804048,0.4529927653259989,13.263472303788799
	179	+1992–1999,747,22.149268371249025,0.4508213006781719,13.13937897449137
	180	+1992–1999,748,22.091852821225014,0.4485483929958749,13.305436849467148
	181	+1992–1999,749,21.85020208043165,0.4452923085525956,13.044348433788716
	182	+1992–1999,750,21.704660726839226,0.44287425821140264,13.047059470923083
	183	+1992–1999,751,21.64211664062162,0.4498882717912068,13.25111800119991
	184	+1992–1999,752,21.713420599923882,0.4484543777029809,12.942938954724704
	185	+1992–1999,753,21.670095350425317,0.45519571806998993,13.073853121435194
	186	+1992–1999,754,21.741625278397237,0.4575934802252546,12.92711328623709
	187	+1992–1999,755,21.569496877027085,0.45564444343030047,12.793314479524227
	188	+1992–1999,756,21.70212988858113,0.4588013903578828,12.902593387097033
	189	+1992–1999,757,21.849366349819377,0.45908474323485043,12.904575233999715
	190	+1992–1999,758,21.854944676092884,0.44664457573554367,13.157642356743956
	191	+1992–1999,759,21.926332277219746,0.4428666291701469,12.83979665553891
	192	+1992–1999,760,21.886809454977428,0.4456616386600996,12.87906326540546
	193	+1992–1999,761,21.897264582064093,0.44566613324547777,12.844104014056398
	194	+1992–1999,762,21.67577967941957,0.44752593099175036,13.179525331678784
	195	+1992–1999,763,21.736332571035774,0.44742523686114555,13.04443320809189
	196	+1992–1999,764,21.928108417895096,0.4490740373454325,12.984946394050523
	197	+1992–1999,765,21.579541218863792,0.4478239102358471,13.25699505564294
	198	+1992–1999,766,21.409123206667783,0.44404857356986904,12.741065680890438
	199	+1992–1999,767,21.647819142421795,0.44433102283388093,12.948021297399348
	200	+1992–1999,768,21.944609200482702,0.445790328275415,13.081032777264763
	201	+1992–1999,769,21.942933709463837,0.44403173718593314,12.773508625688768
	202	+1992–1999,770,21.738316739586082,0.4429580145942174,12.830941577107389
	203	+1992–1999,771,21.473532069691156,0.44391513703301055,12.695761527035389
	204	+1992–1999,772,21.77254301025474,0.44498983491966776,12.511986029786648
	205	+1992–1999,773,21.76817694085578,0.4474472271252046,12.89253754280605
	206	+1992–1999,774,21.86162852950035,0.4426363198137296,12.673817726823724
	207	+1992–1999,775,21.829052105301173,0.4425318579365874,12.656278942336408
	208	+1992–1999,776,21.71585452370359,0.4436320789699494,12.818677193086982
	209	+1992–1999,777,21.921110626253864,0.44116859581603085,12.718231915533952
	210	+1992–1999,778,22.089245542484395,0.44413487568753196,12.831731962170403
	211	+1992–1999,779,21.73517174242372,0.44714879707346766,12.703770123142297
	212	+1992–1999,780,21.65821824866226,0.4310865186154802,12.679401968156824
	213	+1992–1999,781,21.473996269045646,0.4333837980112666,12.502028738460437
	214	+1992–1999,782,21.724672480606458,0.4348298341432437,12.615150942562709
	215	+1992–1999,783,21.96094763145345,0.44043748336051364,12.703860516031321
	216	+1992–1999,784,21.661553234182506,0.4498304779668312,12.359567471127313
	217	+1992–1999,785,21.558651773085277,0.47139680844567783,12.27127537137835
	218	+1992–1999,786,21.851916589222185,0.4528542205992707,12.815582353725866
	219	+1992–1999,787,21.721043363658858,0.44618113400496867,12.668753273657332
	220	+1992–1999,788,21.56029601161014,0.441247042918056,12.385356019862796
	221	+1992–1999,789,21.50790751063763,0.4332960168067867,12.580267878769021
	222	+1992–1999,790,21.673178823819697,0.4288580623154613,12.686843807594922
	223	+1992–1999,791,21.61505129840617,0.43622148926456306,12.506586388226198
	224	+1992–1999,792,21.688572413606206,0.4360218088820915,12.604696084732057
	225	+1992–1999,793,21.6317832126638,0.4353163907272141,12.783549569008054
	226	+1992–1999,794,21.751392761402002,0.43309677294035054,12.676461623962854
	227	+1992–1999,795,21.8647091988186,0.4310199672989748,12.654677426711388
	228	+1992–1999,796,21.70297197866598,0.4333708097563253,12.708442188163632
	229	+1992–1999,797,21.520093013416783,0.4321209136659371,12.415817418239929
	230	+1992–1999,798,21.475140262558323,0.4347620262126536,12.499009026780769
	231	+1992–1999,799,21.477335814857298,0.4334692901337459,12.578200026102003
	232	+1992–1999,800,21.408867293131898,0.43260986138960056,12.44993191278148
	233	+1992–1999,801,21.38526557973555,0.4330930209903306,12.44400213126316
	234	+1992–1999,802,21.34346872614916,0.4302786365329261,12.505603750640434
	235	+1992–1999,803,21.47438214837256,0.4326106592525932,12.714121045498006
	236	+1992–1999,804,21.516557887718744,0.43401368664829865,12.425261913402508
	237	+1992–1999,805,21.542669999118203,0.4309238706871332,12.496236217131566
	238	+1992–1999,806,21.53737946357937,0.4344804455753748,12.421255152602368
	239	+1992–1999,807,21.715503877598998,0.4328256724825997,12.383060819952181
	240	+1992–1999,808,21.649872448078167,0.4347138430666549,12.569386528818196
	241	+1992–1999,809,21.683035290961747,0.43452445791210054,12.571918197912975
	242	+1992–1999,810,21.51538676855521,0.42991362133231426,12.4718354799966
	243	+1992–1999,811,21.45407876588975,0.4398171508567158,12.508373057249722
	244	+1992–1999,812,21.376357434138953,0.44181317692422695,12.496279835778525
	245	+1992–1999,813,21.65827340640043,0.44791193888168634,12.48851474543302
	246	+1992–1999,814,21.531281100141666,0.4652822995433027,12.51886230747264
	247	+1992–1999,815,21.503483832727415,0.46890782676976617,12.622932991553167
	248	+1992–1999,816,21.362655617176177,0.47065700620641543,12.661122701056305
	249	+1992–1999,817,21.56842839294532,0.4625175154526465,12.554723556355073
	250	+1992–1999,818,21.378397428419586,0.4511557072239193,12.518051314448238
	251	+1992–1999,819,21.525519561479694,0.44268710371024744,12.370442137833033
	252	+1992–1999,820,21.396906275634024,0.4401297969448802,12.453452985640196
	253	+1992–1999,821,21.358811481529894,0.440007702167707,12.649092781283528
	254	+1992–1999,822,21.522136163287517,0.440117241668721,12.593467277162935
	255	+1992–1999,823,21.467394203210382,0.43990946116355417,12.608309310902214
	256	+1992–1999,824,21.511365848259338,0.44075666399273244,12.597281496596654
	257	+1992–1999,825,21.39682938770831,0.4366613449945788,12.445312652553536
	258	+1992–1999,826,21.41950705118541,0.4430941583232385,12.661787348612712
	259	+1992–1999,827,21.59516007972583,0.44141327141251874,12.830279509040569
	260	+1992–1999,828,21.302816839038016,0.43836003550985,12.49782496154272
	261	+1992–1999,829,21.623719704188474,0.43979458529270316,12.589054301758623
	262	+1992–1999,830,21.671385663234,0.4391158329240188,12.606719080571462
	263	+1992–1999,831,21.406790242974868,0.4429072760842155,12.686379489297337
	264	+1992–1999,832,21.518063049122187,0.4405749534393126,12.955676770953348
	265	+1992–1999,833,21.649965706661927,0.4387261724391734,12.535889883872155
	266	+1992–1999,834,21.776916830099868,0.4403781019847349,12.870647655821996
	267	+1992–1999,835,21.635128303685285,0.4443336772364118,12.913467822175358
	268	+1992–1999,836,21.548854403344663,0.4392308634482762,12.748437797464089
	269	+1992–1999,837,21.573135042546816,0.43994320844404783,13.103084610628876
	270	+1992–1999,838,21.565075940779884,0.44053671438750075,12.927150133469214
	271	+1992–1999,839,21.66534178586032,0.44413533033615177,12.780989401373489
	272	+1992–1999,840,21.566613965830175,0.4395740839116699,12.951888206621845
	273	+1992–1999,841,21.449660584757176,0.4453696945595493,12.942254797442091
	274	+1992–1999,842,21.49577516469276,0.4453076527729324,12.896513126490376
	275	+1992–1999,843,21.617019267677335,0.44876482596804285,12.893923555372844
	276	+1992–1999,844,21.499073568348745,0.45766252200550256,13.039675353046329
	277	+1992–1999,845,21.320499748701053,0.4666640211310165,13.03981499238701
	278	+1992–1999,846,21.542648173611248,0.4568626864862217,12.991575981552257
	279	+1992–1999,847,21.574194381708732,0.45310287663551674,13.035391750562132
	280	+1992–1999,848,21.369593078070455,0.4536644639084121,12.899335536015473
	281	+1992–1999,849,21.736129035284602,0.44950177313141054,13.309974742094868
	282	+1992–1999,850,21.67842948193007,0.44972333944461423,13.158127934320456
	283	+1992–1999,851,21.538366595355367,0.45343142762131794,13.056639527248718
	284	+1992–1999,852,21.814668892084413,0.45267037639329066,13.533313422745296
	285	+1992–1999,853,21.728268777217092,0.4514647489966334,13.457161936086559
	286	+1992–1999,854,21.66033533095554,0.45321084164004677,13.442030178716468
	287	+1992–1999,855,21.83087118269785,0.45222776071142895,13.279663405036388
	288	+1992–1999,856,21.69873525450546,0.45987404102605606,13.43821579570692
	289	+1992–1999,857,21.577802445741614,0.45832540290498175,13.411331541519948
	290	+1992–1999,858,21.86921521987619,0.45966636698765684,13.604041713426241
	291	+1992–1999,859,21.999175541975312,0.4582873992976913,13.642787527990437
	292	+1992–1999,860,21.831701303461365,0.45871872005875236,13.623460845418936
	293	+1992–1999,861,21.862823656900016,0.4632495246376074,13.766343974177495
	294	+1992–1999,862,21.77392416855369,0.46239663003273906,13.561516413963258
	295	+1992–1999,863,21.82744486084641,0.45979884953962213,13.51965545104043
	296	+1992–1999,864,22.017076534708696,0.4620249821545342,13.712774766922278
	297	+1992–1999,865,21.950474174810907,0.461800406884358,13.615404206701262
	298	+1992–1999,866,21.629130100291754,0.4651441355625641,13.453493690834902
	299	+1992–1999,867,21.58445564875943,0.461151838304162,13.690272235238448
	300	+1992–1999,868,21.994443457110517,0.46119991860510706,14.001697174115165
	301	+1992–1999,869,21.92583951169651,0.46047138004024324,13.660420690427422
	302	+1992–1999,870,21.67046794625508,0.45756223336165674,13.65807667958904
	303	+1992–1999,871,21.687089977501156,0.4661409543522635,13.736484354741183
	304	+1992–1999,872,21.54588492228623,0.46786467896165407,13.680891773250172
	305	+1992–1999,873,21.819667758602737,0.46558351975797074,13.95504155203979
	306	+1992–1999,874,21.778396101194208,0.4647637824789592,13.597458312067472
	307	+1992–1999,875,21.85003824172519,0.4642970653259372,13.85098961496139
	308	+1992–1999,876,21.753003492284428,0.4653263432287493,13.897879272129568
	309	+1992–1999,877,21.87291992162144,0.4658200435731025,14.05166715874779
	310	+1992–1999,878,21.7869833365098,0.4669056618967455,13.936403884578725
	311	+1992–1999,879,21.992431952040423,0.4680600183363185,13.902371492654241
	312	+1992–1999,880,21.898232847248718,0.46171016970072454,13.661664283044196
	313	+1992–1999,881,21.573791409534365,0.4665379047196349,13.88723349968012
	314	+1992–1999,882,21.682542816582203,0.46995197449992887,13.79790951517886
	315	+1992–1999,883,21.696694909001994,0.46983422159229593,13.950215637473493
	316	+1992–1999,884,21.801003775080623,0.468650273461883,13.990676541466051
	317	+1992–1999,885,21.74630606734221,0.4731288383716516,13.970212943864945
	318	+1992–1999,886,21.764403011886984,0.47154351935087824,13.75392944768469
	319	+1992–1999,887,21.81149075840883,0.47099127383269623,14.126336589444954
	320	+1992–1999,888,21.78109948440686,0.47185730943927906,14.146956840296735
	321	+1992–1999,889,21.869307529716636,0.47452365104314514,14.029892199179926
	322	+1992–1999,890,21.884416011904236,0.4738239093551663,14.238446032774426
	323	+1992–1999,891,21.775810326364663,0.4761048457679344,14.131736441938745
	324	+1992–1999,892,21.82613324264149,0.4719751008598118,14.072621287930962
	325	+1992–1999,893,21.896450049541446,0.47256068598607126,14.25966480046722
	326	+1992–1999,894,21.745936755913647,0.4713827124513553,14.141487284879453
	327	+1992–1999,895,22.0236346332989,0.47156691558340985,14.169368477054729
	328	+1992–1999,896,21.94774964241425,0.47740701131094726,14.288964477768321
	329	+1992–1999,897,22.01871235626561,0.47514140270284655,14.30420931978988
	330	+1992–1999,898,22.133084705901087,0.4767922363501147,14.083851119718439
	331	+1992–1999,899,22.00369897886907,0.4770975060094316,14.111934027687505
	332	+1992–1999,900,21.841036002412384,0.4835506257939204,14.346191744786259
	333	+1992–1999,901,21.75355332140251,0.48874801809111373,14.158979498118562
	334	+1992–1999,902,21.966033548060526,0.49237663644773244,14.57833727219421
	335	+1992–1999,903,21.902502470558414,0.5030651359326754,14.420681144025002
	336	+1992–1999,904,21.961567292044034,0.519572206427943,14.775857968539563
	337	+1992–1999,905,21.841237592626666,0.5338493164352323,14.749329634123827
	338	+1992–1999,906,22.134291805580965,0.5340144085000992,14.842752149739448
	339	+1992–1999,907,22.146538087354706,0.5288919895389672,14.94967656924097
	340	+1992–1999,908,22.152524415535392,0.5139916850241251,14.988195558997873
	341	+1992–1999,909,22.049746055102553,0.5037544284528724,15.012169709846933
	342	+1992–1999,910,22.20274322639529,0.5064713440403723,15.141469858815615
	343	+1992–1999,911,22.155665363386376,0.5103830188805235,15.003327688920702
	344	+1992–1999,912,22.120107291822205,0.5106309876210446,14.917823784970782
	345	+1992–1999,913,22.167078536274104,0.5110009578460193,15.211361699453134
	346	+1992–1999,914,22.304463700459294,0.5100551111679441,15.22149102005822
	347	+1992–1999,915,22.156711132210678,0.5134222831533966,15.263772152146078
	348	+1992–1999,916,22.05170667903075,0.5152043814668595,15.110445158327016
	349	+1992–1999,917,22.109172839747597,0.5143942890099289,15.19823442675834
	350	+1992–1999,918,22.233174141726067,0.5163493780817292,15.597591466350453
	351	+1992–1999,919,22.306574319244508,0.5159606518555735,15.37940151180651
	352	+1992–1999,920,22.262488746052192,0.513803128612308,15.567289911573361
	353	+1992–1999,921,22.42266560632554,0.5218715652606272,15.514198488143847
	354	+1992–1999,922,22.429729107210804,0.5230610070360437,15.582801939273384
	355	+1992–1999,923,22.45589346265971,0.5236513168085474,15.4341110784167
	356	+1992–1999,924,22.450377132690473,0.5265800285678023,16.097736024576452
	357	+1992–1999,925,22.652868151465448,0.5250885903692072,15.728382506751997
	358	+1992–1999,926,22.656774676236072,0.5297039673771963,15.7232782196646
	359	+1992–1999,927,23.020011752480563,0.5317307453824321,16.025958077922866
	360	+1992–1999,928,22.814635723304228,0.5357865691081823,15.896019770974666
	361	+1992–1999,929,22.689539131543068,0.5424612807037449,15.863069702449549
	362	+1992–1999,930,22.64192222107044,0.5365949443143234,16.35351236209231
	363	+1992–1999,931,22.570939290129775,0.5308054344530909,15.99029167434709
	364	+1992–1999,932,22.631872527976903,0.5290287472056099,16.036925534605768
	365	+1992–1999,933,22.698504210964774,0.5292230845112799,16.24652319354408
	366	+1992–1999,934,22.892889092331302,0.5342932854118653,16.4133569588983
	367	+1992–1999,935,22.920809526993207,0.5331830001775137,16.386906767944744
	368	+1992–1999,936,23.060971467791035,0.5365617934340925,16.67981241646462
	369	+1992–1999,937,22.89745258792044,0.5388178783455382,16.79026417486856
	370	+1992–1999,938,22.90825803149789,0.5419723026418678,16.728293539605325
	371	+1992–1999,939,22.83213914343453,0.5435548000212235,16.702530127842476
	372	+1992–1999,940,22.95980121803433,0.5493943465845949,16.8045299913523
	373	+1992–1999,941,22.930402150563733,0.554538603786044,16.965192529385973
	374	+1992–1999,942,23.208642343869762,0.5594066745003375,17.446725843539944
	375	+1992–1999,943,23.165653857182527,0.5616199205490842,17.32921346863744
	376	+1992–1999,944,23.268119935125537,0.5654383943400979,17.738112965123783
	377	+1992–1999,945,23.37156532973844,0.5704099684245877,17.98724857115067
	378	+1992–1999,946,23.354812626211935,0.5738456818115859,17.982741132392988
	379	+1992–1999,947,23.50287458388818,0.5772244115279895,18.17156012587688
	380	+1992–1999,948,23.50481817413557,0.5842534531742761,18.431084035089157
	381	+1992–1999,949,23.678792793458207,0.5860874398921425,18.672276421119882
	382	+1992–1999,950,23.682697855808634,0.5883444128908338,18.831472189336345
	383	+1992–1999,951,23.765586892274232,0.5998482131095703,19.00758361421852
	384	+1992–1999,952,23.80828910921264,0.601661719265201,19.405219545801796
	385	+1992–1999,953,23.862607095981478,0.6156817333550776,19.439974736410107
	386	+1992–1999,954,23.87171325666817,0.6174121649552625,19.954338144400722
	387	+1992–1999,955,24.040340435416145,0.6264046197967524,20.36281351749502
	388	+1992–1999,956,24.061844928526494,0.637928441557199,20.569290390043772
	389	+1992–1999,957,24.16097696306244,0.6626036033327979,21.280458159633202
	390	+1992–1999,958,24.149761787725634,0.6961925155723593,21.532051864478294
	391	+1992–1999,959,23.96114386764577,0.7657755977681029,21.688420462620737
	392	+2000–2009,570,NaN,1.3150590186540514,70.9105846658186
	393	+2000–2009,571,34.711267228775135,0.7239681636016276,44.78487185724214
	394	+2000–2009,572,28.969989720964303,0.5950417975838734,38.39455607982419
	395	+2000–2009,573,26.238062884452695,0.529032635233379,35.584358465528254
	396	+2000–2009,574,23.82416801153028,0.4806973667619555,32.63966439587376
	397	+2000–2009,575,24.747744394202275,0.4869317151640508,34.8161414934091
	398	+2000–2009,576,22.294059135381048,0.459614810482238,30.8507243180089
	399	+2000–2009,577,21.498707917208545,0.4377123819593183,29.88652671087153
	400	+2000–2009,578,20.29649275065709,0.42310103187872766,28.18656538152771
	401	+2000–2009,579,19.673108779951384,0.41471083428051925,27.76733730054616
	402	+2000–2009,580,19.343059477988252,0.42417927345632267,26.806857345582674
	403	+2000–2009,581,18.80912861129138,0.41438584903164605,26.427252408800257
	404	+2000–2009,582,18.12760119639481,0.41141584585121826,25.30935113735359
	405	+2000–2009,583,17.849795331838834,0.4036719582551671,24.97081272837267
	406	+2000–2009,584,17.61697865548324,0.39762621187771063,24.429625365243655
	407	+2000–2009,585,17.54021591599321,0.44363014978591375,24.652765709170275
	408	+2000–2009,586,16.5471793991984,0.43203051809123816,23.34454245394952
	409	+2000–2009,587,16.6230839236363,0.3968337743378465,23.401623790186214
	410	+2000–2009,588,16.30350895527199,0.39287688848966273,22.580307058712332
	411	+2000–2009,589,16.588421048855164,0.3938908400653375,22.752776824980863
	412	+2000–2009,590,16.455893038873267,0.4145373024027536,22.894560819543386
	413	+2000–2009,591,16.30752566594767,0.4054808508618466,22.5958216442133
	414	+2000–2009,592,16.06176951831757,0.39291927534040655,21.847014857846087
	415	+2000–2009,593,15.61386394827221,0.38386343890055513,21.715982318746534
	416	+2000–2009,594,15.224999002489678,0.37957132895021095,21.05293778422876
	417	+2000–2009,595,15.475496629251516,0.3831729239083442,21.71784952934359
	418	+2000–2009,596,14.849863348426267,0.3747391264367394,20.708275711780225
	419	+2000–2009,597,14.927158458716237,0.36921689558320536,20.85875563393135
	420	+2000–2009,598,14.504923984327627,0.3641569617570507,19.9206096920013
	421	+2000–2009,599,14.447895187903452,0.3616889230206897,20.487220531210916
	422	+2000–2009,600,17.034903644695493,0.46069977179879473,23.70623910103546
	423	+2000–2009,601,15.90392930116775,0.4253985342279828,22.27870533266729
	424	+2000–2009,602,15.182015626185137,0.39716105292310866,21.05727204305572
	425	+2000–2009,603,15.176572255647782,0.3883906409118304,20.879967771891025
	426	+2000–2009,604,14.819689707588168,0.38415172142744797,20.267970334112555
	427	+2000–2009,605,14.836479366670165,0.40233538222077103,20.639485110667202
	428	+2000–2009,606,14.639277080257662,0.3985171271373018,20.307205448458113
	429	+2000–2009,607,14.641428256917612,0.379771867551288,20.125714980718328
	430	+2000–2009,608,14.028118096634753,0.3697101821410658,18.995943785247512
	431	+2000–2009,609,14.318721955474372,0.3657239282157311,19.113685125089884
	432	+2000–2009,610,13.652587525328942,0.369403008900135,19.176523147267922
	433	+2000–2009,611,13.956957307115788,0.3597266172221006,18.831010771234357
	434	+2000–2009,612,13.253397841430571,0.35426858187398874,18.022452926501682
	435	+2000–2009,613,13.43405961396393,0.3493630834724781,18.632042047040095
	436	+2000–2009,614,13.398613385150906,0.34423168829073314,17.80173134139009
	437	+2000–2009,615,13.401062463732247,0.3610282774940617,18.34241679685379
	438	+2000–2009,616,12.932960964247295,0.354847194226575,17.761911138208667
	439	+2000–2009,617,13.064961980163606,0.3416136956168444,17.637134224914178
	440	+2000–2009,618,12.877487364491502,0.33970551829167245,17.214751630990012
	441	+2000–2009,619,13.130458238600895,0.3408387554782812,17.594157256012313
	442	+2000–2009,620,13.067961565163206,0.3563041151019678,17.595207411198416
	443	+2000–2009,621,13.326281384132033,0.34356087086220677,17.524695358920578
	444	+2000–2009,622,12.535862549901717,0.33451221476690746,17.01487029924493
	445	+2000–2009,623,12.765806248259139,0.33193936952794534,16.927685853071186
	446	+2000–2009,624,12.699028583712042,0.32646298839998694,16.61240421590113
	447	+2000–2009,625,13.145064162228962,0.3273756675427309,17.22891747419433
	448	+2000–2009,626,12.385780869291652,0.3230606910447016,16.40745744916074
	449	+2000–2009,627,12.529551042839762,0.3181106781050646,16.608815556848764
	450	+2000–2009,628,12.286465191031356,0.3139188016158652,15.776078154746994
	451	+2000–2009,629,12.608694693198945,0.3096247097653333,16.124674321129156
	452	+2000–2009,630,13.02998928681937,0.36288637731424417,17.23583777371021
	453	+2000–2009,631,12.650310385745783,0.34828914753351836,16.486085487367454
	454	+2000–2009,632,12.346759207964581,0.329670181604164,15.908903254817535
	455	+2000–2009,633,12.104114322768183,0.32362344941950266,15.756363720097566
	456	+2000–2009,634,12.130084472662304,0.32180021746632614,15.472982574396418
	457	+2000–2009,635,12.386595242233048,0.3433866674973463,16.215602670963577
	458	+2000–2009,636,11.816837831769654,0.33262169364198196,15.314646458835291
	459	+2000–2009,637,12.069015197257484,0.31775073063729997,15.833175713041447
	460	+2000–2009,638,11.881005217218899,0.31429483812865044,15.24523784896961
	461	+2000–2009,639,12.09870759319254,0.31013694639622363,15.426401779551375
	462	+2000–2009,640,11.614307420589462,0.31211656290209994,15.203110606765643
	463	+2000–2009,641,11.743671017015915,0.30751264073836687,15.531365592428747
	464	+2000–2009,642,11.484428564948432,0.30297006756435885,14.764146528110935
	465	+2000–2009,643,11.876126685077669,0.29973952677010063,14.961319550545827
	466	+2000–2009,644,11.622802063088688,0.3021991756670731,14.684087069562143
	467	+2000–2009,645,12.002498611299456,0.30956155119732537,15.38606731632922
	468	+2000–2009,646,11.353740876477632,0.3000469240329615,14.296404800006899
	469	+2000–2009,647,11.5177105251824,0.2931644962594412,14.43294438676559
	470	+2000–2009,648,11.260794624562791,0.29278742015312265,13.994031877281568
	471	+2000–2009,649,11.21664986482099,0.2908057688670881,14.452464864755862
	472	+2000–2009,650,11.087060894292565,0.2985180862164134,14.199079547157424
	473	+2000–2009,651,11.099952911921966,0.2953442157671374,14.424410327284754
	474	+2000–2009,652,10.844613268966283,0.29170169927481415,13.933067890423608
	475	+2000–2009,653,11.419633311242483,0.28776533732824083,14.258698724649662
	476	+2000–2009,654,10.853858788157698,0.28494143040754627,13.838493672593192
	477	+2000–2009,655,11.11257766091924,0.2856484469674943,14.175429326063213
	478	+2000–2009,656,10.942345313498636,0.28184006775702397,13.71702535005037
	479	+2000–2009,657,11.245028835731562,0.2790216502820443,13.884866209507697
	480	+2000–2009,658,10.674711014503568,0.2771147351660701,13.421816397952423
	481	+2000–2009,659,11.194211569868683,0.2744125402474443,13.794710379115985
	482	+2000–2009,660,11.332141528119504,0.30210320548949593,14.322867845513375
	483	+2000–2009,661,11.097195119188143,0.29526364083714934,13.878231055067706
	484	+2000–2009,662,10.81103131649507,0.28279932604032965,13.352975646578505
	485	+2000–2009,663,10.824264141193655,0.2803887254174671,13.856037640647822
	486	+2000–2009,664,10.706700703963381,0.28218621719794046,13.125583425714078
	487	+2000–2009,665,10.939206461790308,0.3018417282059529,13.833195045760938
	488	+2000–2009,666,10.67210248776255,0.29830516769734716,13.346716395626078
	489	+2000–2009,667,10.744293100287804,0.285836966912945,13.827042377241822
	490	+2000–2009,668,10.754776613000358,0.2788096261265241,13.121866510053323
	491	+2000–2009,669,10.805560178775014,0.2756655445129374,13.310232250309548
	492	+2000–2009,670,10.325655389156415,0.2809211194688873,13.149382515582564
	493	+2000–2009,671,10.595563463118525,0.2732279434487879,13.333936850865156
	494	+2000–2009,672,10.192796607820743,0.27199173714921954,12.654687253501919
	495	+2000–2009,673,10.272338965250253,0.268183765925037,12.855327652220268
	496	+2000–2009,674,10.36870188933668,0.266821764126874,12.754245801563307
	497	+2000–2009,675,10.44218708429269,0.2739848974930609,13.084605463782761
	498	+2000–2009,676,10.268027637588974,0.2680553961988333,12.36845566061522
	499	+2000–2009,677,10.228728190571754,0.26509809488329594,12.773193176153638
	500	+2000–2009,678,10.053468989293814,0.2651262199988539,12.35563394092487
	501	+2000–2009,679,10.471786253701561,0.26631389455666454,12.760430982006701
	502	+2000–2009,680,10.25621632068488,0.27174962145645554,12.499289523246034
	503	+2000–2009,681,10.450572376972953,0.26836439618630276,13.018573932186072
	504	+2000–2009,682,10.260250490014558,0.2647266340331367,12.378233442991379
	505	+2000–2009,683,10.421667385410373,0.2625322195120902,12.895851286351563
	506	+2000–2009,684,10.205051634371475,0.2598940750903519,12.197983577224758
	507	+2000–2009,685,10.366067659813748,0.2605461558332551,12.556903514549273
	508	+2000–2009,686,9.887123722190355,0.2550062021602344,11.843376516091027
	509	+2000–2009,687,9.999904404479503,0.25630972068125507,12.228442459158883
	510	+2000–2009,688,9.91647027431091,0.2556046213439107,11.985304361704712
	511	+2000–2009,689,10.238372444485012,0.25493478144101045,12.225817427885287
	512	+2000–2009,690,10.431947022006941,0.2775968342781905,12.673412129761852
	513	+2000–2009,691,10.185387294993767,0.2684876260604814,12.382231154966492
	514	+2000–2009,692,10.08185605680232,0.25690171044537574,11.825865127955701
	515	+2000–2009,693,10.074328423244832,0.25572127770020003,11.964796132767491
	516	+2000–2009,694,9.884158565623729,0.25761077280593875,11.790452885814585
	517	+2000–2009,695,9.98945679175836,0.2587746291928977,12.265003413934478
	518	+2000–2009,696,9.846786885239712,0.25560262148427904,11.786079018879347
	519	+2000–2009,697,10.077098624221849,0.2532246193527184,12.068270643462983
	520	+2000–2009,698,9.71633463484553,0.24966946497139933,11.589963038450618
	521	+2000–2009,699,9.935662857128806,0.24861571219286777,11.907580736109011
	522	+2000–2009,700,9.601374339982009,0.24960805060952104,11.480406109554696
	523	+2000–2009,701,9.981180532621424,0.24549679154273105,12.104429571521433
	524	+2000–2009,702,9.483839535353038,0.24387286791706392,11.284497601317442
	525	+2000–2009,703,9.950329229825707,0.2418207706790802,11.835944364381362
	526	+2000–2009,704,9.762279367325425,0.2404254820803461,11.330382137180486
	527	+2000–2009,705,9.861445822714952,0.24617733932316208,11.949064740015785
	528	+2000–2009,706,9.41570146306658,0.2434874942751782,11.132542120307425
	529	+2000–2009,707,9.600396590241138,0.23974689180295078,11.685633332183277
	530	+2000–2009,708,9.56478064263248,0.2396391449627804,11.141611832674913
	531	+2000–2009,709,9.650325721961146,0.24100119473481255,11.737353747361427
	532	+2000–2009,710,9.610417183472299,0.24404088096826293,11.367418000083656
	533	+2000–2009,711,9.718873287513311,0.24066482027829453,11.216307350021443
	534	+2000–2009,712,9.256411515468791,0.23787468701790193,10.978719309977958
	535	+2000–2009,713,9.734629131259538,0.23485640740847163,11.419334077896519
	536	+2000–2009,714,9.32722511370912,0.2326382521329458,10.733463152009469
	537	+2000–2009,715,9.75603500518768,0.23557978452980244,11.35147204269628
	538	+2000–2009,716,9.347393856045418,0.23286062218799528,10.731749831000279
	539	+2000–2009,717,9.89649924302445,0.23305391986007173,11.437604968048818
	540	+2000–2009,718,9.544472392823135,0.2307547371968424,10.971793248829098
	541	+2000–2009,719,9.595090395048004,0.23091374478544383,11.414725346594503
	542	+2000–2009,720,9.86880597572068,0.25539127892452346,11.664859042474461
	543	+2000–2009,721,9.729834202305332,0.24939363347608123,11.440754665296618
	544	+2000–2009,722,9.664219099396805,0.23882032936949812,11.03083822443511
	545	+2000–2009,723,9.395533660521853,0.2354348236084991,11.303372307853042
	546	+2000–2009,724,9.256376789672617,0.23535722500269088,10.739766907293522
	547	+2000–2009,725,9.289337781106667,0.2541129066410474,11.207561446933022
	548	+2000–2009,726,9.166158111191397,0.24742126312240253,10.815214877961802
	549	+2000–2009,727,9.257851315066658,0.23371990926789876,10.970269959203591
	550	+2000–2009,728,9.133831904932165,0.22898016755840644,10.678298662605467
	551	+2000–2009,729,9.487877770342678,0.2289247285462687,11.22608219516839
	552	+2000–2009,730,9.183595311334676,0.23345031542358216,10.73205391034192
	553	+2000–2009,731,9.39664291270312,0.22708820124802817,10.987419186181503
	554	+2000–2009,732,9.066158643604105,0.22460449715349462,10.137488169309059
	555	+2000–2009,733,9.25801270703272,0.22076572997851512,10.570625773597955
	556	+2000–2009,734,8.995762873718691,0.2220778249351429,10.258083686492851
	557	+2000–2009,735,9.274015561758123,0.22767359700556103,10.943267317010879
	558	+2000–2009,736,8.999286852402351,0.22322700377264718,10.27758328275281
	559	+2000–2009,737,9.416718801885352,0.22019543619248186,10.662131718511995
	560	+2000–2009,738,9.230727941828743,0.2180351126794885,10.309400134494899
	561	+2000–2009,739,9.053445182109515,0.22020457951344058,10.40221550068945
	562	+2000–2009,740,8.855162772573495,0.2249033183731559,10.238653578917493
	563	+2000–2009,741,9.16294285955028,0.22149980708240138,10.145863596698616
	564	+2000–2009,742,8.724843448033198,0.2193789183305225,9.81335215158927
	565	+2000–2009,743,8.911871108854738,0.21674381633751036,10.176131675461141
	566	+2000–2009,744,8.690324546114608,0.21654950218617297,9.897208344825854
	567	+2000–2009,745,9.071125159543023,0.21813231877527475,10.072747979898867
	568	+2000–2009,746,8.673416239563096,0.2149067643261488,9.852668278705892
	569	+2000–2009,747,9.18529591306149,0.213238678963965,10.296993630572107
	570	+2000–2009,748,8.846394138372437,0.21209853682596638,9.8089129985803
	571	+2000–2009,749,8.903585031003317,0.21155109550312864,10.264370844626141
	572	+2000–2009,750,9.007917920677842,0.2297882279908139,10.314653146695665
	573	+2000–2009,751,9.098187080325674,0.22225818773218559,10.496685751200337
	574	+2000–2009,752,8.535421142879079,0.21878367840687662,9.680540024853935
	575	+2000–2009,753,8.99896747665442,0.2174172178706763,10.352724495079876
	576	+2000–2009,754,8.787749783674226,0.22511660030032182,9.987330367617384
	577	+2000–2009,755,9.202037482085327,0.21914368562356412,10.298699782964476
	578	+2000–2009,756,8.769051490514904,0.2165905620754354,9.785053992427748
	579	+2000–2009,757,8.70405049459209,0.2147397302846821,9.991490890728343
	580	+2000–2009,758,8.87756690971291,0.21293569127253448,9.813122874706224
	581	+2000–2009,759,9.205785025904703,0.2124592032931535,10.548680076920276
	582	+2000–2009,760,8.589452038018257,0.21776045801764674,9.927571361928523
	583	+2000–2009,761,8.878557549934989,0.21082156775553101,10.075283869434863
	584	+2000–2009,762,8.695149748591403,0.21599497965527517,9.495833187540192
	585	+2000–2009,763,8.731910373994744,0.2079483789159951,9.952521468956014
	586	+2000–2009,764,8.70430197854332,0.20936535330509476,9.723516001604416
	587	+2000–2009,765,9.068058000761926,0.21623963581582617,10.233033853394536
	588	+2000–2009,766,8.449911951637365,0.21326677224270313,9.636111149347252
	589	+2000–2009,767,9.065751775088259,0.21128209191677455,10.206955834373593
	590	+2000–2009,768,8.784854150674523,0.2132384297174758,9.758249393076111
	591	+2000–2009,769,9.057331468320363,0.2112692667802452,10.203465691439929
	592	+2000–2009,770,8.792875680935161,0.22900055969595226,9.997195198220359
	593	+2000–2009,771,8.806208318643334,0.21521488885308157,9.882315381158362
	594	+2000–2009,772,8.660021362674222,0.2130902923955924,9.622088951634366
	595	+2000–2009,773,8.86783729551937,0.21162456592247764,9.742474458282677
	596	+2000–2009,774,8.755727048651217,0.21056017045737982,9.607355608584177
	597	+2000–2009,775,8.830121910098972,0.21438150986097648,10.114652505767483
	598	+2000–2009,776,8.499333207375452,0.20956243555696868,9.5640523203737
	599	+2000–2009,777,8.793203563911252,0.20935098058012588,9.862005263129058
	600	+2000–2009,778,8.541792982617585,0.21251612607169965,9.479965617127402
	601	+2000–2009,779,8.55174091826855,0.21660204082998846,10.06855457394216
	602	+2000–2009,780,8.893256514553169,0.22681808937766876,10.18591561342155
	603	+2000–2009,781,8.905406043841138,0.22081127680910775,10.081258180323209
	604	+2000–2009,782,8.699896692699605,0.21384440730929985,9.751844407258266
	605	+2000–2009,783,8.617863130005087,0.20943012853215942,10.005532687397954
	606	+2000–2009,784,8.393514901257106,0.21119714706500894,9.719759945934918
	607	+2000–2009,785,9.009789324069931,0.23923414371762233,10.314713860101854
	608	+2000–2009,786,8.708749775266817,0.22367271591956947,9.751803650488004
	609	+2000–2009,787,8.766407595752046,0.21152158514330544,10.063944847381944
	610	+2000–2009,788,8.439658527021253,0.21110817037000956,9.776898381327584
	611	+2000–2009,789,8.815216962615951,0.21081027198926847,10.128577487784757
	612	+2000–2009,790,8.625127960231573,0.21319633196304616,9.766693561711133
	613	+2000–2009,791,8.935891921193196,0.20956352682650667,9.990623942858052
	614	+2000–2009,792,8.490164868156697,0.2100304300294315,9.541360267790544
	615	+2000–2009,793,8.900311180385502,0.20803053561292448,10.16423966716272
	616	+2000–2009,794,8.628368646211934,0.20676589882171023,9.659145386144335
	617	+2000–2009,795,8.850261844971934,0.21375823667384047,10.22667298267851
	618	+2000–2009,796,8.809853774806605,0.2113027640051582,9.740361720249192
	619	+2000–2009,797,9.125519727560409,0.21507193058216034,10.304274375790216
	620	+2000–2009,798,8.576108058235807,0.20936966898454776,9.695741538477098
	621	+2000–2009,799,8.72180832659906,0.21050656156580447,10.181410493925247
	622	+2000–2009,800,8.645766408805228,0.21509545517317386,9.783223293401445
	623	+2000–2009,801,8.926936584098078,0.21272709686843105,10.300854644758394
	624	+2000–2009,802,8.573012655922442,0.21264602694177104,9.643926826689192
	625	+2000–2009,803,9.173485067102465,0.21043594368615925,10.409079889397301
	626	+2000–2009,804,8.892522643154834,0.20964141130633565,9.804004085297494
	627	+2000–2009,805,8.835836281518779,0.2117317447978762,10.252686943616279
	628	+2000–2009,806,8.84257596893884,0.20982146512881794,9.907331363269686
	629	+2000–2009,807,9.191348033170138,0.2087600065853394,10.459199419758093
	630	+2000–2009,808,8.63760273241629,0.2090627513696799,9.7538932314055
	631	+2000–2009,809,8.752949052917353,0.21944817789895085,10.187833229210334
	632	+2000–2009,810,8.923291668890391,0.23376303104232424,10.22195871244252
	633	+2000–2009,811,9.011881988898233,0.21847658148275206,10.386769201922553
	634	+2000–2009,812,8.86150467293577,0.21541048091869475,10.03405361566263
	635	+2000–2009,813,8.843899500360815,0.21837727346278815,10.479979857816033
	636	+2000–2009,814,8.723448411892276,0.21762454016190572,9.99316457791059
	637	+2000–2009,815,9.370620277395814,0.21982630485002813,10.662627225913477
	638	+2000–2009,816,8.905633980352325,0.22023884997249052,10.17629322937125
	639	+2000–2009,817,9.077789076418972,0.21697259765620086,10.46143085832474
	640	+2000–2009,818,8.668738310024198,0.21501955530783706,10.043628357519845
	641	+2000–2009,819,9.023081454790264,0.2154816381079912,10.545881017837166
	642	+2000–2009,820,8.905457665306045,0.22072557575825466,10.417966311322699
	643	+2000–2009,821,9.040451811117496,0.21762909578303835,10.679385473506061
	644	+2000–2009,822,8.99423466531052,0.21597576338081023,10.247515374334796
	645	+2000–2009,823,9.048221935439237,0.21278926651840754,10.202735666322047
	646	+2000–2009,824,9.083006662721672,0.21431775313519447,10.030346146283245
	647	+2000–2009,825,9.225465220505248,0.2220128132236674,10.36059315642822
	648	+2000–2009,826,8.683417018941984,0.2189763747879423,10.089481619603369
	649	+2000–2009,827,9.072968783279729,0.21994667440340307,10.588907098046242
	650	+2000–2009,828,8.87926837105569,0.21844354192488333,10.10347934539932
	651	+2000–2009,829,9.087366892443699,0.2194639782565292,10.664753081948769
	652	+2000–2009,830,9.014757528462244,0.2273034186618574,10.424454653900744
	653	+2000–2009,831,9.165523084492271,0.22179294397426014,10.661959400955443
	654	+2000–2009,832,9.153567894848331,0.22230158722714827,10.503591635253045
	655	+2000–2009,833,8.98908110747844,0.22078193532506968,10.730603358751821
	656	+2000–2009,834,8.892091459717708,0.21924171810074902,10.489147177311517
	657	+2000–2009,835,9.371692152369786,0.2219888741702404,10.978287484979353
	658	+2000–2009,836,8.92648666310383,0.2199071814176558,10.278394789722306
	659	+2000–2009,837,9.29026669331414,0.21885557634608482,10.792153864620092
	660	+2000–2009,838,8.920452329380879,0.2187226256025173,10.305013537183163
	661	+2000–2009,839,9.296446411137929,0.22008537906024256,10.878389116588478
	662	+2000–2009,840,9.513198331698984,0.2562075383837467,11.479261963919939
	663	+2000–2009,841,9.486672768773138,0.24932266914969087,11.262260010452305
	664	+2000–2009,842,9.303467666060811,0.2395929401652312,10.761816930533064
	665	+2000–2009,843,9.272842614753742,0.2408117575028988,11.253695090802728
	666	+2000–2009,844,9.038629229149397,0.23955944231936363,10.546283725837858
	667	+2000–2009,845,9.33391969276766,0.25595509123159144,11.237506347087642
	668	+2000–2009,846,9.17574228809333,0.2501652650729684,10.811187637503753
	669	+2000–2009,847,9.457415480595952,0.2420483632313563,11.542869817526217
	670	+2000–2009,848,9.140038754364241,0.23836095449969882,10.772372299397796
	671	+2000–2009,849,9.531345092925823,0.2371808904451431,11.455413254851859
	672	+2000–2009,850,9.124468629900738,0.24520040955256334,10.821306307134714
	673	+2000–2009,851,9.592795571571447,0.24130920775190068,11.297007779060174
	674	+2000–2009,852,9.085351406718278,0.2389890773478003,10.932674057691989
	675	+2000–2009,853,9.361814644965703,0.2391127293385678,11.270116677551718
	676	+2000–2009,854,9.334549700767868,0.24066872703261663,11.213913169163598
	677	+2000–2009,855,9.927669594609224,0.2530002811163949,12.07049519616008
	678	+2000–2009,856,9.641299435940953,0.25369776861486515,11.607944775848773
	679	+2000–2009,857,9.653128534399746,0.25222034300957036,11.749441532127728
	680	+2000–2009,858,9.66571214789594,0.25160639657054246,11.719218924845132
	681	+2000–2009,859,9.805205773918598,0.25071448464184415,11.995590924231278
	682	+2000–2009,860,9.467902205061796,0.25912428080062594,11.80279691560625
	683	+2000–2009,861,9.656670849028176,0.2534026911357049,11.924812808181972
	684	+2000–2009,862,9.3914223669429,0.24999460995340822,11.578328973692987
	685	+2000–2009,863,9.548948151558903,0.248968198399248,11.941168311153904
	686	+2000–2009,864,9.587898145381187,0.2492501731501044,11.580747425769577
	687	+2000–2009,865,9.651138071129424,0.254614078238874,11.85675454646379
	688	+2000–2009,866,9.405172791710674,0.25057663605110103,11.437914443676355
	689	+2000–2009,867,9.767815884092572,0.25301557615210707,12.000124406298736
	690	+2000–2009,868,9.67154435092167,0.2503450022409268,11.459114317133428
	691	+2000–2009,869,9.791137342557402,0.24890510096357835,11.883679536345637
	692	+2000–2009,870,9.824740731721937,0.28899234761979115,12.269181402249124
	693	+2000–2009,871,9.7640595880845,0.26221654880374023,11.822307221619932
	694	+2000–2009,872,9.48862176792748,0.26004918156688855,11.43710698237943
	695	+2000–2009,873,9.780685716892256,0.2594755969425564,12.027482533308763
	696	+2000–2009,874,9.776637791451348,0.2596851668983363,11.531857442711425
	697	+2000–2009,875,9.710014248252504,0.2642828493535947,11.991360164292264
	698	+2000–2009,876,9.468121452160736,0.2613261948035934,11.679339549689763
	699	+2000–2009,877,9.330623866694625,0.25951068813467604,11.648612328255457
	700	+2000–2009,878,9.242904645859854,0.25553377757207285,11.425912432985047
	701	+2000–2009,879,9.712559470555313,0.2557060808706916,11.914170171929499
	702	+2000–2009,880,9.370434503041045,0.2646498955100596,11.625953393685936
	703	+2000–2009,881,9.600186004733295,0.25735456036804355,11.708593423436556
	704	+2000–2009,882,9.356258977954537,0.25781712242879623,11.354354372366029
	705	+2000–2009,883,9.505512235106941,0.2594191069740754,11.883726676325873
	706	+2000–2009,884,9.484291151197565,0.2575385115569334,11.519506288688369
	707	+2000–2009,885,9.854145414598232,0.27099654721119165,12.223712908381925
	708	+2000–2009,886,9.411409491490499,0.2656833391186641,11.51670849978538
	709	+2000–2009,887,9.846443830934069,0.26254231356972274,12.051474233186617
	710	+2000–2009,888,9.750414217342174,0.26224043320654467,11.6547843943689
	711	+2000–2009,889,9.844759035578374,0.26431936369932163,12.16323578183092
	712	+2000–2009,890,9.764950312822826,0.27454353773052975,12.12668031166892
	713	+2000–2009,891,9.795834899439894,0.26796669664916783,12.305703619951483
	714	+2000–2009,892,9.582267644170367,0.26700672179242635,11.428296825354735
	715	+2000–2009,893,9.55439000347156,0.2637938970648658,12.102137477037388
	716	+2000–2009,894,9.810781129325036,0.2646575118450272,12.03871190531033
	717	+2000–2009,895,9.90851140081131,0.27744095711923195,12.531260998420132
	718	+2000–2009,896,9.586710844417242,0.2714696596549345,11.872590147943777
	719	+2000–2009,897,9.874714534032707,0.2701133978405389,12.314997171725627
	720	+2000–2009,898,9.684305601880624,0.26770719794894526,11.7304810470064
	721	+2000–2009,899,9.997017316920248,0.2706159137954717,12.396152981086207
	722	+2000–2009,900,10.11042229554746,0.30679812037398296,13.024051855935305
	723	+2000–2009,901,10.417978828128362,0.30095847615722027,13.204185156468576
	724	+2000–2009,902,10.010078781669783,0.29267658163677107,12.52097062723382
	725	+2000–2009,903,10.146220786894633,0.29186728304231646,12.563049353014192
	726	+2000–2009,904,9.59782148380717,0.2927341403292149,11.900917920596552
	727	+2000–2009,905,10.177353174870202,0.3172857234708899,12.928597010908428
	728	+2000–2009,906,10.048813031406487,0.3119691274791965,12.55113505326639
	729	+2000–2009,907,10.131451422580772,0.29943299718839395,12.68843584964858
	730	+2000–2009,908,9.829589040157181,0.29824665406923245,12.337723358569916
	731	+2000–2009,909,9.995890394012608,0.2974478576119594,12.940301660805053
	732	+2000–2009,910,9.90122723181274,0.30968309061455057,12.675483322721716
	733	+2000–2009,911,9.953723477592131,0.30546731610479916,13.193892319507874
	734	+2000–2009,912,9.796190173715427,0.3031998676879217,12.651649415737234
	735	+2000–2009,913,10.142032795982493,0.30128511537052644,13.125137118378083
	736	+2000–2009,914,9.944013034060038,0.30331815357178316,12.802610903676845
	737	+2000–2009,915,10.112804436917095,0.3163862070747183,13.17819510651808
	738	+2000–2009,916,9.736959471574425,0.3122569897527177,12.533128030854867
	739	+2000–2009,917,9.944608877797208,0.30993109481613057,12.861254200452104
	740	+2000–2009,918,9.82666699865583,0.31227395797256724,12.576822315395532
	741	+2000–2009,919,10.054637571291453,0.31330834251139905,12.9912844671144
	742	+2000–2009,920,10.030936951098848,0.3312859319592094,13.082104520377419
	743	+2000–2009,921,10.118736348820207,0.3292216962750712,13.441448437719538
	744	+2000–2009,922,10.058067222804096,0.32755208937774216,13.172776641889852
	745	+2000–2009,923,10.509695423364432,0.32538868945008526,13.632465175773518
	746	+2000–2009,924,9.888524201187398,0.32685950978736156,13.033774136173966
	747	+2000–2009,925,10.162632225081992,0.33615839880277976,13.452485129745982
	748	+2000–2009,926,10.114439537613256,0.33414554524667667,13.12089126723706
	749	+2000–2009,927,10.1688865366568,0.33275661933559775,13.188678598462591
	750	+2000–2009,928,9.966100542692878,0.33664307394946985,13.265200516497863
	751	+2000–2009,929,9.95157111872314,0.3399327917964461,13.702069600946993
	752	+2000–2009,930,10.448250337056603,0.3872992220263481,14.168202819854175
	753	+2000–2009,931,10.649501463511964,0.3765480528672365,14.097582354386283
	754	+2000–2009,932,10.13157947659796,0.3713631910289657,13.524429141812627
	755	+2000–2009,933,10.25866695001065,0.36969645205662655,13.866791791500535
	756	+2000–2009,934,10.229938026996722,0.3706253977535535,13.482590326490703
	757	+2000–2009,935,10.322106896345035,0.3874213955792158,14.301646554942067
	758	+2000–2009,936,10.360205963000496,0.38071771822917133,13.783572052722185
	759	+2000–2009,937,10.294031123815182,0.3778966896609921,14.00380685945901
	760	+2000–2009,938,10.130140832848216,0.37907684013217285,13.63570629054385
	761	+2000–2009,939,10.2098139440767,0.38480897670214526,14.168541208024873
	762	+2000–2009,940,10.81061713179052,0.438551815019519,15.118400623227458
	763	+2000–2009,941,10.669988508114855,0.42300893755482527,14.747913833821448
	764	+2000–2009,942,10.399936337647231,0.4233213655806235,14.555666498551775
	765	+2000–2009,943,10.53902678134565,0.42734038866529356,14.705127047412446
	766	+2000–2009,944,10.449112810542605,0.4350116160516808,14.783784496710538
	767	+2000–2009,945,10.83270767312725,0.4674755894790525,15.37733364146936
	768	+2000–2009,946,10.436235088031713,0.46341861639154386,14.986155173662098
	769	+2000–2009,947,10.903425319935558,0.4601063974690692,15.023622229919365
	770	+2000–2009,948,10.40477109703988,0.46653439466697616,14.791390360107647
	771	+2000–2009,949,10.717449330526994,0.4727560831547694,15.481551650759844
	772	+2000–2009,950,11.112947523353862,0.5616193992500496,16.31427317464833
	773	+2000–2009,951,10.93648250101099,0.5286193770743244,15.76558372080611
	774	+2000–2009,952,10.608129173011173,0.532842973693278,15.578078969126278
	775	+2000–2009,953,10.705365876501828,0.5455253883201845,16.11288403747743
	776	+2000–2009,954,10.775236070881418,0.5657072042592893,16.326141013308398
	777	+2000–2009,955,11.074859653036782,0.6186037537614464,17.05798324290732
	778	+2000–2009,956,11.269643703134465,0.6395728725826594,16.729024664448403
	779	+2000–2009,957,11.471017079377837,0.6959341348208743,17.992301954995344
	780	+2000–2009,958,11.561036755740773,0.8146589386636411,18.84469414295282
	781	+2000–2009,959,13.759948851875086,1.051641756888631,25.277226570618474
	782	+2010–2019,570,NaN,1.4994088411677886,46.16708722609034
	783	+2010–2019,571,22.011418290396335,0.5455693932117112,28.659643759540252
	784	+2010–2019,572,18.995752832553368,0.4662035634331181,25.110867189081016
	785	+2010–2019,573,17.434477265508235,0.4239245829140748,23.342514283764086
	786	+2010–2019,574,15.820887706317436,0.3914241657354674,21.343062760707696
	787	+2010–2019,575,17.714258412533347,0.4670641782548236,24.199033466860254
	788	+2010–2019,576,14.939089997114518,0.4242759985737918,20.56604211520634
	789	+2010–2019,577,13.678717923641175,0.38991881747306095,18.948733995998886
	790	+2010–2019,578,13.14590347549118,0.37764619908479613,18.035425387157126
	791	+2010–2019,579,13.10510577373131,0.3735838246235199,17.90349924600802
	792	+2010–2019,580,13.642967857949213,0.4143429962901451,18.594736854820034
	793	+2010–2019,581,12.596867731355253,0.3817766561366341,17.456736989875463
	794	+2010–2019,582,11.99680277495111,0.3750549870322205,16.575017218850967
	795	+2010–2019,583,11.675089397605207,0.35430133337600195,16.09658982444114
	796	+2010–2019,584,11.322357241061539,0.35141876287851026,15.566468374749581
	797	+2010–2019,585,12.33455300855014,0.4034520868986905,17.264120894081053
	798	+2010–2019,586,11.282299461639152,0.3700122145608442,15.214588753941637
	799	+2010–2019,587,10.971086042048228,0.3566791684010216,14.702487119035112
	800	+2010–2019,588,10.390371363032386,0.3537703182415234,14.031030255489949
	801	+2010–2019,589,10.56033093026385,0.3513552587323988,14.10645080663741
	802	+2010–2019,590,10.801847002289113,0.373817002311045,14.337501981246168
	803	+2010–2019,591,10.16657675336605,0.3551141704110715,14.05748051606335
	804	+2010–2019,592,9.693298984449555,0.3397462754240938,13.208767671342828
	805	+2010–2019,593,9.495749481862921,0.3301268163129153,12.885016056911171
	806	+2010–2019,594,9.448234676238604,0.33536912593638407,12.860269135888311
	807	+2010–2019,595,9.884358173498622,0.34481370076947526,13.532151370960024
	808	+2010–2019,596,9.454306477358914,0.3290795449345258,12.827252799288441
	809	+2010–2019,597,9.338228229806658,0.32272971057807875,12.704572319525083
	810	+2010–2019,598,8.953749188949448,0.3086448130784194,11.777520833300846
	811	+2010–2019,599,9.447192576046099,0.3252424192457541,12.846729268893757
	812	+2010–2019,600,11.717820734022375,0.4552178648633787,16.450239206227003
	813	+2010–2019,601,10.125800374411515,0.36467374183121043,13.782197981242312
	814	+2010–2019,602,9.695216170447148,0.35918289194213904,13.108068514593484
	815	+2010–2019,603,9.32757864955372,0.34428597254172616,12.821249031811329
	816	+2010–2019,604,9.138028806582883,0.33951424935236313,12.287330394381572
	817	+2010–2019,605,9.596740142515612,0.3486025754696537,13.114415256064117
	818	+2010–2019,606,9.026166387385619,0.3396613921974318,12.270595847154633
	819	+2010–2019,607,9.043724850908864,0.32859053984317976,12.112104886771165
	820	+2010–2019,608,8.648039358105548,0.32267512207009785,11.587275109962707
	821	+2010–2019,609,8.65975431086833,0.3219142790808404,11.613350988838885
	822	+2010–2019,610,8.748074195747481,0.3355511234742345,11.768272285420588
	823	+2010–2019,611,8.474030332416195,0.3212420114127497,11.628627193832608
	824	+2010–2019,612,8.242391582221682,0.3171635960887838,11.054547617211902
	825	+2010–2019,613,8.327422627882765,0.31081452367848394,11.156963319297253
	826	+2010–2019,614,7.953947597151522,0.3077903240313878,10.748921752230553
	827	+2010–2019,615,8.556754411973214,0.3281726372249667,11.667355926946287
	828	+2010–2019,616,8.198433255281378,0.3127938226255472,10.9915385299091
	829	+2010–2019,617,7.88402899934583,0.3015993923609871,10.787847364794137
	830	+2010–2019,618,7.893335296316377,0.3012798633179574,10.569482969357123
	831	+2010–2019,619,8.03371725027588,0.29779019782676713,10.635384704970933
	832	+2010–2019,620,7.964352557583588,0.3092231847481987,10.733837255239113
	833	+2010–2019,621,8.042447225371559,0.2997276658466208,10.623998448801842
	834	+2010–2019,622,7.518631625999369,0.2919619062246503,10.142688037141768
	835	+2010–2019,623,7.942128935597841,0.2867417517117654,10.34853445295564
	836	+2010–2019,624,7.72533640703876,0.2886583350778518,10.125283806026873
	837	+2010–2019,625,7.93248797047553,0.29754402515231326,10.570142244197832
	838	+2010–2019,626,7.7573164918842155,0.2874623813401473,10.025102057369313
	839	+2010–2019,627,7.520017599344946,0.28235081091415576,10.028006794224599
	840	+2010–2019,628,7.224965911466408,0.2778256432573597,9.565544617203164
	841	+2010–2019,629,7.588800950969785,0.27966671288799705,9.99535758187969
	842	+2010–2019,630,8.653460713480424,0.3364899299787492,11.573221846630036
	843	+2010–2019,631,8.116075365600462,0.29845404635541894,10.411077878418268
	844	+2010–2019,632,7.67309227801024,0.29364324085320126,10.06014205536413
	845	+2010–2019,633,7.76171564844708,0.28729710586832247,10.109976627306178
	846	+2010–2019,634,7.349001566986094,0.28485861532307327,9.6481617288306
	847	+2010–2019,635,7.67183950646432,0.2949294180927856,10.318398639868787
	848	+2010–2019,636,7.396804821246031,0.28703285979782667,9.733505342284845
	849	+2010–2019,637,7.26508360179402,0.28114668162420875,9.614832020277753
	850	+2010–2019,638,7.146798811632119,0.27566595046009157,9.352038177195393
	851	+2010–2019,639,7.4431366917289905,0.2753991670338734,9.692797659263286
	852	+2010–2019,640,7.454668671528103,0.2858522086431287,9.489057222599264
	853	+2010–2019,641,7.233861056128693,0.2762622221403906,9.502589093612434
	854	+2010–2019,642,7.058047098005277,0.2735865359778998,9.055374853906295
	855	+2010–2019,643,7.110157919982579,0.26947402486009553,9.322558421466075
	856	+2010–2019,644,7.178843300465084,0.27395283641672713,9.117479800044903
	857	+2010–2019,645,7.306977559107067,0.28225075718997666,9.687786976877842
	858	+2010–2019,646,7.076857982970148,0.27361181576214205,9.06284419962743
	859	+2010–2019,647,6.940738004606567,0.2657959588888162,9.127007023775223
	860	+2010–2019,648,6.663429430908321,0.2664831660115672,8.720976604101736
	861	+2010–2019,649,7.070652441143895,0.26509608587580197,8.942269321720325
	862	+2010–2019,650,7.057028121283162,0.2740668347479629,9.114701784857385
	863	+2010–2019,651,7.051076520286883,0.26592372721729457,9.150328433707024
	864	+2010–2019,652,6.819078634191466,0.26546761614828485,8.76872206493917
	865	+2010–2019,653,6.770338937063433,0.25833294571744475,8.70176429405034
	866	+2010–2019,654,6.698236001684591,0.26059701019861276,8.675271821101513
	867	+2010–2019,655,6.884352699979023,0.2674169559304319,9.099125520352828
	868	+2010–2019,656,6.755658055270811,0.2606035313846618,8.702701214066185
	869	+2010–2019,657,6.782894192478174,0.2596331648641949,8.736589779509172
	870	+2010–2019,658,6.801910320146958,0.25667249631517924,8.46635934748107
	871	+2010–2019,659,6.950798985402639,0.26397289532259516,9.00976793015643
	872	+2010–2019,660,7.231513648857127,0.29487287092127656,9.486338864326626
	873	+2010–2019,661,7.0110216707902495,0.26971366624394344,9.036736594307124
	874	+2010–2019,662,6.634662629265566,0.2664754245616727,8.453600144954729
	875	+2010–2019,663,6.563266312674543,0.2606449286308127,8.670228475819945
	876	+2010–2019,664,6.6415567187758375,0.2609645882478742,8.47622963014407
	877	+2010–2019,665,6.872938318110758,0.2676779881661503,8.94387043576246
	878	+2010–2019,666,6.574007442138538,0.2599380798559001,8.498357874511182
	879	+2010–2019,667,6.519431397535548,0.25568970001379476,8.519030269554912
	880	+2010–2019,668,6.350326072104232,0.25351167317389894,8.304538259286835
	881	+2010–2019,669,6.545234276498123,0.25220879207195523,8.346848378713187
	882	+2010–2019,670,6.5959616213260714,0.26183107695347035,8.346985785356438
	883	+2010–2019,671,6.675316626024673,0.2534215543110983,8.518758777482283
	884	+2010–2019,672,6.541163220721152,0.25003763635121395,8.076035570887036
	885	+2010–2019,673,6.381502565760177,0.24745093449353292,8.139885265086546
	886	+2010–2019,674,6.163213902778188,0.24742470770442504,7.922155301748949
	887	+2010–2019,675,6.74502344885548,0.25883193374848207,8.672607901541339
	888	+2010–2019,676,6.21719090914957,0.24902782240020901,8.11381275160741
	889	+2010–2019,677,6.2018440075168835,0.24224002500778075,8.098015737412283
	890	+2010–2019,678,6.290406473687747,0.24368380561324154,7.93516497544569
	891	+2010–2019,679,6.37378163778046,0.24375765697496102,8.085788863474958
	892	+2010–2019,680,6.211959173193355,0.24987343287733227,7.988398195957258
	893	+2010–2019,681,6.28281130757684,0.24295810949383265,8.053846798282898
	894	+2010–2019,682,5.961339109136905,0.24022428958830264,7.8541626739783945
	895	+2010–2019,683,6.111288178732507,0.23726732258886946,7.7664654618578535
	896	+2010–2019,684,6.147472991249887,0.2413040058514332,7.776166742689417
	897	+2010–2019,685,6.123732206880469,0.24629492729004396,7.98879334809977
	898	+2010–2019,686,6.080034560741518,0.23864456278549626,7.722200531065028
	899	+2010–2019,687,6.096698432631632,0.2372643936129774,7.704105690500963
	900	+2010–2019,688,5.980413313722516,0.24106055402722615,7.556358742196221
	901	+2010–2019,689,6.158649803463791,0.2561426594026037,8.127372694936263
	902	+2010–2019,690,6.46890700679123,0.27064230234401826,8.316624757815342
	903	+2010–2019,691,6.0071863008911865,0.2434288365594109,7.7027693052220245
	904	+2010–2019,692,6.0321223874235725,0.23883959015088005,7.558019972208335
	905	+2010–2019,693,6.2138324001052325,0.23876629168808802,7.654607709469297
	906	+2010–2019,694,6.042092790855862,0.2549385478938204,7.659102016841724
	907	+2010–2019,695,6.23993264021995,0.24420529937707558,7.998031945725985
	908	+2010–2019,696,6.002414145439588,0.23304474872941355,7.416437763645444
	909	+2010–2019,697,5.97131233790017,0.23032624101177748,7.640004651325595
	910	+2010–2019,698,6.024725740002431,0.22579394759140065,7.497384180763496
	911	+2010–2019,699,5.83887574197282,0.22378680603656964,7.375640582874935
	912	+2010–2019,700,5.891745547733262,0.22991538598576772,7.417592494880504
	913	+2010–2019,701,6.097255544956053,0.22317273540150437,7.454841422895226
	914	+2010–2019,702,5.913821127377408,0.2210725280678767,7.218993518762708
	915	+2010–2019,703,5.775032252693589,0.2189979824337666,7.349175821303851
	916	+2010–2019,704,5.753303804559481,0.22148931717982934,7.099329669347933
	917	+2010–2019,705,5.964577710208627,0.22887909644151494,7.69873879267942
	918	+2010–2019,706,5.739947610521028,0.21976500389126508,7.24917582959985
	919	+2010–2019,707,5.668815316119647,0.21643859092737688,7.246992491548966
	920	+2010–2019,708,5.682499154684453,0.2159448407608847,7.049107771202084
	921	+2010–2019,709,5.717603763934446,0.21522777552519423,7.164900697960092
	922	+2010–2019,710,5.613921057340279,0.22338335310301288,7.255115855459145
	923	+2010–2019,711,5.716209892668799,0.21792048129905534,7.291503480696181
	924	+2010–2019,712,5.582000242351137,0.21348717383757346,6.999743108474003
	925	+2010–2019,713,5.617174531166076,0.21128627284618084,6.935964484270078
	926	+2010–2019,714,5.381846194858741,0.21187121279783644,6.672556605028523
	927	+2010–2019,715,5.79627813810043,0.21405426423143453,7.111086905797477
	928	+2010–2019,716,5.824045198615456,0.21193920823840234,7.1037437575246996
	929	+2010–2019,717,5.79279616114644,0.2095384323861733,7.15723543731016
	930	+2010–2019,718,5.60598271117886,0.20855370809948773,6.863906312061905
	931	+2010–2019,719,5.743951390448821,0.21352892346419194,7.165913561277153
	932	+2010–2019,720,6.00791644517704,0.23347153884331162,7.3674561505931875
	933	+2010–2019,721,5.669409427812531,0.2160944102513154,7.045965848511827
	934	+2010–2019,722,5.533853534328007,0.21365258722007416,6.797496460762096
	935	+2010–2019,723,5.623343464464311,0.20972546661994265,7.040524121133629
	936	+2010–2019,724,5.2513756486408285,0.20883712256945103,6.548988332296205
	937	+2010–2019,725,5.695260367126826,0.2118209953400597,6.898101412985614
	938	+2010–2019,726,5.4693937769116,0.20875696018355472,6.671526864613408
	939	+2010–2019,727,5.3827756086916425,0.20340020145175713,6.8304293477108695
	940	+2010–2019,728,5.2977407806559835,0.20095705266625885,6.41324978797279
	941	+2010–2019,729,5.25620816756909,0.2006066174469162,6.647170167119786
	942	+2010–2019,730,5.294249289442245,0.2023323158593925,6.490818814583269
	943	+2010–2019,731,5.272616645944569,0.19844534048386467,6.633590286022631
	944	+2010–2019,732,5.271752645505455,0.19722080699265937,6.282242604085755
	945	+2010–2019,733,5.491428417807067,0.19471733151451667,6.515649695714933
	946	+2010–2019,734,5.26554216116166,0.1954331532385306,6.447515465255614
	947	+2010–2019,735,5.484662810216989,0.20330423589556434,6.9013174814289435
	948	+2010–2019,736,5.259751766783344,0.19766376833731863,6.503744922160715
	949	+2010–2019,737,5.427344810471299,0.19456567078813677,6.436417746261985
	950	+2010–2019,738,5.30970380856158,0.19523400036641153,6.241917027645198
	951	+2010–2019,739,5.352867821189424,0.1924264037983646,6.411903811414047
	952	+2010–2019,740,5.204021722517493,0.20017583938739414,6.24472683998988
	953	+2010–2019,741,5.29677019583566,0.19480191494768587,6.48311342621448
	954	+2010–2019,742,4.943557236035428,0.19271776466947044,6.120601926020442
	955	+2010–2019,743,5.277661958357581,0.19222123061627525,6.434943155597824
	956	+2010–2019,744,5.097578404754615,0.19201000512260333,6.117692401865958
	957	+2010–2019,745,5.508923296133468,0.1942159621970753,6.681688552702271
	958	+2010–2019,746,5.046361149822758,0.19171298208574591,6.206219873870622
	959	+2010–2019,747,4.995343092053994,0.18778007948587921,6.289480286963089
	960	+2010–2019,748,5.069936556939272,0.1881648188611126,6.0992943720763755
	961	+2010–2019,749,5.226206083086297,0.18998408356216695,6.316567388033613
	962	+2010–2019,750,5.288397490999029,0.2074954536587057,6.540636209850203
	963	+2010–2019,751,5.0870043997878,0.1969668548019427,6.307155001659499
	964	+2010–2019,752,5.119155899725463,0.19374802448495348,6.149745375256597
	965	+2010–2019,753,5.002548154168947,0.19096670338911007,6.296914021926329
	966	+2010–2019,754,4.965390058786343,0.18960454844949653,6.073714870773292
	967	+2010–2019,755,5.232734507063391,0.1933955317875223,6.433021729845555
	968	+2010–2019,756,4.964413230652074,0.19000060696180146,5.963547600571956
	969	+2010–2019,757,5.057045728850622,0.18670594532676538,6.153434249295816
	970	+2010–2019,758,4.886507381748243,0.18517537041655166,5.886755462216245
	971	+2010–2019,759,5.038338469819347,0.18804701691300998,6.092526693143542
	972	+2010–2019,760,5.168116521749357,0.19206252373615795,6.0916513208985865
	973	+2010–2019,761,5.086774035350547,0.18779474141705962,6.083223536528457
	974	+2010–2019,762,4.998936183902461,0.1855503338944874,5.907931433269909
	975	+2010–2019,763,4.892802784279615,0.18479175408021856,6.097268703700069
	976	+2010–2019,764,5.024795656395564,0.18536922758944094,5.791546800972432
	977	+2010–2019,765,5.287817466196332,0.19644918195251015,6.404078816048394
	978	+2010–2019,766,5.000618413279189,0.18704662889963608,5.984788801132366
	979	+2010–2019,767,5.033495870903698,0.18517906772229226,6.085954869758002
	980	+2010–2019,768,4.900861157419993,0.18507426743023803,5.960072623922698
	981	+2010–2019,769,5.127792159901545,0.18430534530543358,6.042319895384719
	982	+2010–2019,770,4.985624662334491,0.19217983655650128,6.002017359017773
	983	+2010–2019,771,5.155977219236495,0.18856120373507834,6.135000580667908
	984	+2010–2019,772,4.880016417958849,0.1877376843621626,5.909087596284158
	985	+2010–2019,773,5.034240481302934,0.18421245512423381,6.149002684587036
	986	+2010–2019,774,4.7424769669474784,0.1851223746036317,5.824975862888677
	987	+2010–2019,775,5.039664368164451,0.19318455544577265,6.322076222546069
	988	+2010–2019,776,4.766039105643625,0.18658858762622116,5.682311864918904
	989	+2010–2019,777,5.009861668307619,0.18662100162744588,6.204268485161055
	990	+2010–2019,778,4.956916498994652,0.19172302399750196,5.766548070222195
	991	+2010–2019,779,5.12637618285079,0.21513638140155789,6.147837698262287
	992	+2010–2019,780,5.318921680939568,0.20247899573254402,6.426953792982082
	993	+2010–2019,781,5.100345649434487,0.1954024848117072,6.155448550017308
	994	+2010–2019,782,4.869906574656984,0.19053446838284185,5.856581379727386
	995	+2010–2019,783,5.0744140037089895,0.1874305102346148,6.156976384057618
	996	+2010–2019,784,4.983008595076826,0.18555491937767293,5.92216290211992
	997	+2010–2019,785,5.217322610121613,0.18723284427236925,6.392928664999609
	998	+2010–2019,786,5.110831434558125,0.18453186950220482,6.0855775146865705
	999	+2010–2019,787,5.099280841920446,0.182552259584364,6.2769613062175456
	1000	+2010–2019,788,4.896742336842578,0.18242681558317417,5.815102025388239
	1001	+2010–2019,789,4.999523650157184,0.18171281528999156,6.138927569655187
	1002	+2010–2019,790,5.027583359566779,0.1876019627413731,6.016382537493845
	1003	+2010–2019,791,4.980619710934202,0.18165088141030059,6.244229461611607
	1004	+2010–2019,792,4.925201523380485,0.18375901400026703,5.936130974432145
	1005	+2010–2019,793,5.150776708384117,0.18137046485943664,6.234725723195948
	1006	+2010–2019,794,4.853362013763766,0.18240491127379457,5.9933349219297485
	1007	+2010–2019,795,5.147450555649222,0.18986367888729547,6.5594124717052535
	1008	+2010–2019,796,4.816108687908718,0.18398446594514198,6.053930325613995
	1009	+2010–2019,797,5.082054958582216,0.18248776011766865,6.198117778391596
	1010	+2010–2019,798,4.810137118697301,0.1815556833507697,5.8588412120988345
	1011	+2010–2019,799,5.067648314608739,0.18101292845329583,6.258775245868228
	1012	+2010–2019,800,5.229465733600605,0.1891020142928529,6.367157078710932
	1013	+2010–2019,801,5.118457467610999,0.1827969208658294,6.2679048989620405
	1014	+2010–2019,802,4.789868779572494,0.18257670597571302,5.852348332117389
	1015	+2010–2019,803,4.880278485224134,0.1799411015915877,6.000814886675872
	1016	+2010–2019,804,4.71014717229874,0.18178267068437354,5.891522554955882
	1017	+2010–2019,805,4.912943953113964,0.18540499619353773,6.151206615957307
	1018	+2010–2019,806,4.852533549542299,0.18413824604416879,5.963233330800871
	1019	+2010–2019,807,5.050244892214165,0.1838999712015891,6.308382747034653
	1020	+2010–2019,808,4.883391156210195,0.1830807163301986,5.844863589972706
	1021	+2010–2019,809,4.963613203788632,0.18366635258848574,6.276096432054376
	1022	+2010–2019,810,5.168724385689314,0.20252842606671284,6.381269204419186
	1023	+2010–2019,811,5.286487883553352,0.19267283876075267,6.33280690874595
	1024	+2010–2019,812,4.982528096441758,0.18920703231450048,6.08624068519743
	1025	+2010–2019,813,4.95423390533366,0.18825544798569896,6.195491804441653
	1026	+2010–2019,814,4.8599052315233555,0.18867311134525935,5.836230788880397
	1027	+2010–2019,815,5.074184890972475,0.19205406661390934,6.304707271958287
	1028	+2010–2019,816,4.840817125878035,0.1898397260064555,6.140980623345644
	1029	+2010–2019,817,4.92029195176092,0.18683485947194203,6.200097026079061
	1030	+2010–2019,818,4.855290310611743,0.18692272077855218,5.950016777914581
	1031	+2010–2019,819,5.012140350216241,0.18796709271106735,6.164745523260126
	1032	+2010–2019,820,5.060065283830949,0.19443340861311711,6.099548109046573
	1033	+2010–2019,821,4.857184028176415,0.1893081372225,6.276450131339902
	1034	+2010–2019,822,4.800842222494951,0.1892456968977259,6.014946246138207
	1035	+2010–2019,823,4.973820624233217,0.18849010804746516,6.066172268556283
	1036	+2010–2019,824,4.818193279266073,0.1875827937567375,5.866252380983466
	1037	+2010–2019,825,5.052820600375606,0.1951123084435299,6.417662799469841
	1038	+2010–2019,826,4.809140874354317,0.19145730505902242,5.968963107595254
	1039	+2010–2019,827,4.997624345431204,0.18999992144482092,6.2684910908187295
	1040	+2010–2019,828,4.927512129437206,0.190921915974153,5.9106244623346464
	1041	+2010–2019,829,4.931920663892595,0.19073094160139886,5.998296521925465
	1042	+2010–2019,830,4.965131483070141,0.19627637866270878,6.131717268339259
	1043	+2010–2019,831,4.895948831072713,0.19279049030381973,6.054978428155957
	1044	+2010–2019,832,4.74266292312844,0.1935872763673611,5.918259170896899
	1045	+2010–2019,833,4.883143841177836,0.19106346876813216,6.08887986554196
	1046	+2010–2019,834,4.75060889371897,0.1932757867523408,5.988172297429132
	1047	+2010–2019,835,5.034742904995495,0.1984835893609328,6.339875960128283
	1048	+2010–2019,836,4.864696995812399,0.19488838826834778,6.050230024304942
	1049	+2010–2019,837,4.92715378290475,0.19489939597220554,6.315012999090198
	1050	+2010–2019,838,4.754756602729292,0.1933224988450062,6.000861831987587
	1051	+2010–2019,839,5.127305593353043,0.19955424466380645,6.50862426354905
	1052	+2010–2019,840,5.920346071656548,0.24796458170861468,7.7635836704686145
	1053	+2010–2019,841,5.5702043792190965,0.2217721212035258,7.3304030094109445
	1054	+2010–2019,842,5.686318547757425,0.21911483449752875,6.8337558675714645
	1055	+2010–2019,843,5.329362062338285,0.21590328152542396,6.863433874423468
	1056	+2010–2019,844,5.2198220472019,0.2145483555196287,6.614669126218239
	1057	+2010–2019,845,5.4089418758236345,0.21940894676927605,7.187748611643226
	1058	+2010–2019,846,5.32535067670456,0.2156036582650202,6.614756900133958
	1059	+2010–2019,847,5.363855379611889,0.21352720771997072,6.7792400777946265
	1060	+2010–2019,848,4.991043128392995,0.2114592992296737,6.322674950602122
	1061	+2010–2019,849,5.29581543120925,0.2121511307831505,6.821638248829491
	1062	+2010–2019,850,5.3670177873790665,0.2188136286420599,6.878948607257024
	1063	+2010–2019,851,5.265503926016048,0.21341957193283478,6.922840588539578
	1064	+2010–2019,852,5.054117985277046,0.21280578408158762,6.422318236888064
	1065	+2010–2019,853,5.331178322260406,0.21025265209747207,6.5210995321411716
	1066	+2010–2019,854,5.089757150090575,0.2129234546807977,6.556248119849897
	1067	+2010–2019,855,5.377574074333448,0.22298200914874217,6.861438067749689
	1068	+2010–2019,856,5.176326050945316,0.21715073335017077,6.447538145602563
	1069	+2010–2019,857,5.116840350524418,0.2139202687984433,6.775494560281675
	1070	+2010–2019,858,4.985797246268559,0.2130872376646341,6.481217850508472
	1071	+2010–2019,859,5.13973481633616,0.21282462676240982,6.760874867768751
	1072	+2010–2019,860,5.385732938727634,0.22117843788387104,6.911077143340832
	1073	+2010–2019,861,5.227911869175974,0.21558080055617243,6.722955959251328
	1074	+2010–2019,862,5.045030664090467,0.213842640438984,6.42663210647745
	1075	+2010–2019,863,5.201812574916972,0.2131965924975609,6.701490699535066
	1076	+2010–2019,864,5.111737025606253,0.21507898828453123,6.583838602466735
	1077	+2010–2019,865,5.318789600799152,0.22098598692019333,7.022855331598155
	1078	+2010–2019,866,5.119643218372145,0.21669899848485064,6.714993637455078
	1079	+2010–2019,867,5.461383876485036,0.21924511447705,7.034329088999464
	1080	+2010–2019,868,5.093454944387133,0.22004503792300018,6.5465534468747775
	1081	+2010–2019,869,5.089587546423141,0.21523709112532272,6.767126041867704
	1082	+2010–2019,870,5.5273851940249035,0.24006181412404565,7.016174855878378
	1083	+2010–2019,871,5.255639681369995,0.2259268375485985,6.806869066342791
	1084	+2010–2019,872,5.010254781391478,0.2221623529785493,6.35500623436218
	1085	+2010–2019,873,5.091641244987113,0.22229206559241338,6.637840046447925
	1086	+2010–2019,874,4.9242503623572915,0.21983028766533763,6.442759516984295
	1087	+2010–2019,875,5.111896528046926,0.22699365723387183,6.708366958168193
	1088	+2010–2019,876,4.961810779847521,0.22314564298083314,6.383778435733531
	1089	+2010–2019,877,5.007992256807221,0.2203789610501041,6.319872350513438
	1090	+2010–2019,878,4.763305390319096,0.21855877735781357,6.308094439315151
	1091	+2010–2019,879,4.955795589463752,0.2193787511295515,6.564372738328349
	1092	+2010–2019,880,5.111199265450648,0.22880967815643158,6.50727756042559
	1093	+2010–2019,881,5.241605045138489,0.2207042186486998,6.572216484160119
	1094	+2010–2019,882,4.9454326195769545,0.22169972841858354,6.4178808609274
	1095	+2010–2019,883,4.914082433583518,0.21922942816418098,6.4184962727022645
	1096	+2010–2019,884,5.002867074675942,0.22226824175501378,6.476800505365357
	1097	+2010–2019,885,5.158997162639783,0.23294580142988133,7.03996419593714
	1098	+2010–2019,886,4.826943137663576,0.22630374734446626,6.413020321432211
	1099	+2010–2019,887,5.097614814293918,0.22434261611826387,6.8149687973347355
	1100	+2010–2019,888,5.077591430488235,0.22477626715553806,6.6127022114601655
	1101	+2010–2019,889,5.023125431134804,0.2249281585970926,6.807140398069326
	1102	+2010–2019,890,4.95653062650325,0.2338294280449159,6.524412877237363
	1103	+2010–2019,891,5.150164163165572,0.22998459542907393,6.762622444986599
	1104	+2010–2019,892,5.046612504680109,0.22861681809266315,6.39241447973214
	1105	+2010–2019,893,4.904223000443918,0.2250863368050575,6.656491854031978
	1106	+2010–2019,894,4.771492911586578,0.22680130055591194,6.317480427696965
	1107	+2010–2019,895,5.256530123031533,0.23739281081923552,7.00224973815344
	1108	+2010–2019,896,4.907575845990392,0.23182903710353633,6.583623663199297
	1109	+2010–2019,897,4.926894456864176,0.23278501305288724,6.811821865084896
	1110	+2010–2019,898,4.7133214101526875,0.22971349895578372,6.201882944397313
	1111	+2010–2019,899,5.04836832024365,0.24054597871172842,6.817782643788941
	1112	+2010–2019,900,5.493683596748897,0.28020915156735093,7.436005520315863
	1113	+2010–2019,901,5.419095448956544,0.2603361824302372,6.938059262163359
	1114	+2010–2019,902,5.064542148912008,0.25853060812399,6.832148900588188
	1115	+2010–2019,903,5.069108473802053,0.2534598988065723,7.004228859188086
	1116	+2010–2019,904,4.891040067939925,0.2530802535686491,6.494074067964719
	1117	+2010–2019,905,5.235027791321203,0.2648297911511423,7.0239913055704655
	1118	+2010–2019,906,5.057900438685818,0.2617530712909269,6.675456697545551
	1119	+2010–2019,907,5.181472604372556,0.2589154469623391,6.761329115061581
	1120	+2010–2019,908,4.917472538915292,0.2612660248097265,6.72198556953158
	1121	+2010–2019,909,4.997764693582756,0.2615141833289669,6.902659960915831
	1122	+2010–2019,910,5.166481166975229,0.27300922568961317,7.004622467268062
	1123	+2010–2019,911,5.262851192299293,0.2686835341406018,7.038620679183066
	1124	+2010–2019,912,4.978191835867276,0.2665890041530954,6.795652950844637
	1125	+2010–2019,913,5.100986808709901,0.2633157908899192,6.89036138596864
	1126	+2010–2019,914,5.00356462683163,0.26976138335233446,6.819503980951555
	1127	+2010–2019,915,5.501800696111843,0.29322612321714037,7.349642353711194
	1128	+2010–2019,916,4.868960944686847,0.2786104837707526,6.857866996401417
	1129	+2010–2019,917,4.982097883076327,0.2736803564565051,6.976270866401053
	1130	+2010–2019,918,4.861691202903302,0.27480481005083385,6.749914327045977
	1131	+2010–2019,919,4.968625724588094,0.276229792305067,6.9416516882361305
	1132	+2010–2019,920,5.209482703526403,0.29671129455110895,7.136924133635637
	1133	+2010–2019,921,4.981266666228561,0.29338624583331735,7.026964634203631
	1134	+2010–2019,922,4.9783804574074235,0.2899961886507144,6.810535386178905
	1135	+2010–2019,923,4.998522955933643,0.2877969528410989,7.099553247662482
	1136	+2010–2019,924,4.883352097491123,0.29383697279416715,6.902173038550311
	1137	+2010–2019,925,5.138700616838686,0.3044399163070872,7.284391136489674
	1138	+2010–2019,926,4.924666524111676,0.30001825587550257,6.943073327787928
	1139	+2010–2019,927,5.073283993409027,0.3004947187344732,7.087973047938837
	1140	+2010–2019,928,4.916250493250579,0.302868387298983,6.649504846948453
	1141	+2010–2019,929,5.036042434025772,0.3112687099507648,7.173504328759253
	1142	+2010–2019,930,5.567546147473265,0.3929439199741818,8.013744348180376
	1143	+2010–2019,931,5.4870782845082875,0.3639996010449596,7.6323064348675
	1144	+2010–2019,932,5.0764508274491975,0.3612091551962364,7.293171178533153
	1145	+2010–2019,933,5.276070189312221,0.3585811071730646,7.467751403817321
	1146	+2010–2019,934,4.852159672009162,0.3632313944197634,7.28802614230957
	1147	+2010–2019,935,5.281855427200023,0.38526331686536736,7.868579122382939
	1148	+2010–2019,936,4.990383185842993,0.37673082283516074,7.362281143756719
	1149	+2010–2019,937,4.965847752246167,0.37830709251581796,7.4331274467692285
	1150	+2010–2019,938,4.994888681432388,0.384532063408128,7.4369626277906535
	1151	+2010–2019,939,5.259240408006028,0.3958736931114458,8.023658228862445
	1152	+2010–2019,940,5.541627292863653,0.44973585194314447,8.239131732181471
	1153	+2010–2019,941,5.188101084314791,0.4211287487430178,7.958847573110889
	1154	+2010–2019,942,5.048704454319222,0.4282788809319835,7.667338837684148
	1155	+2010–2019,943,5.362631436878634,0.4371146724613078,8.035956798552958
	1156	+2010–2019,944,5.316369191819566,0.4569792919226698,7.978610671000182
	1157	+2010–2019,945,7.054775020198542,0.7633879756988021,11.037749960794736
	1158	+2010–2019,946,5.4311976640703925,0.5203188328805776,8.48559108320821
	1159	+2010–2019,947,5.284762711479244,0.5104407408385098,8.378959299390692
	1160	+2010–2019,948,5.260443841938385,0.5224597666613813,8.246187804935591
	1161	+2010–2019,949,5.138124248216807,0.541494827216706,8.581082197840631
	1162	+2010–2019,950,6.402256563991249,0.799116955859671,10.262419649635518
	1163	+2010–2019,951,5.41219302872791,0.6206874984554215,8.726111228473064
	1164	+2010–2019,952,4.877202710880734,0.625609177038606,8.071322400469006
	1165	+2010–2019,953,5.196968636543164,0.660625759356401,8.794485211039643
	1166	+2010–2019,954,5.309617078470394,0.7343673660997574,9.021064859413151
	1167	+2010–2019,955,6.172822662916037,1.0202486213433841,10.584872388711776
	1168	+2010–2019,956,5.4192071836647004,0.8922507671275652,8.96261943967122
	1169	+2010–2019,957,5.290466742814341,0.9985447969074259,9.067231948041858
	1170	+2010–2019,958,5.2861436465536675,1.291106299413775,9.323000391684456
	1171	+2010–2019,959,7.394810693266669,2.6585691742045463,14.272473863115227
	1172	+2020–2026,570,NaN,1.9734821729987744,47.746700981136875
	1173	+2020–2026,571,27.003514683524823,0.5442450805336937,35.68057604013806
	1174	+2020–2026,572,24.72263416211057,0.5017549603011943,32.83433520665613
	1175	+2020–2026,573,22.549216159028013,0.48012870844064265,29.836581227662872
	1176	+2020–2026,574,20.47984445128571,0.44496238283777384,27.285536655359174
	1177	+2020–2026,575,20.29627175004151,0.48120932199233496,27.70807960544821
	1178	+2020–2026,576,18.776869339994555,0.43895404144834527,25.15222280251332
	1179	+2020–2026,577,17.30706372301039,0.41691008462951573,23.292955638130717
	1180	+2020–2026,578,16.612160979007136,0.4036242359246202,22.376055520109635
	1181	+2020–2026,579,16.172769517487634,0.394493510435119,21.58970008104923
	1182	+2020–2026,580,16.973572659796567,0.4285493383257826,22.774718281698664
	1183	+2020–2026,581,15.895263925379766,0.40110397385368957,21.386946032360306
	1184	+2020–2026,582,15.261653628064446,0.3901956168502174,20.433815341084536
	1185	+2020–2026,583,14.740946429081978,0.3759946629158936,19.63691370278884
	1186	+2020–2026,584,14.052024684796773,0.36634216016592064,18.730256907604193
	1187	+2020–2026,585,15.757101162661732,0.4338659096306669,21.450642015767592
	1188	+2020–2026,586,14.703822041698428,0.39369556855208016,19.552652453045763
	1189	+2020–2026,587,13.946709456661383,0.3833509334904647,18.59192624457887
	1190	+2020–2026,588,13.486959836912668,0.3767103863506132,18.123156339092123
	1191	+2020–2026,589,13.388444426558081,0.3717082673261615,17.82528975108968
	1192	+2020–2026,590,14.127346519977484,0.39144645900995745,18.94295112710951
	1193	+2020–2026,591,13.443282259476163,0.3677493478916772,17.859231929067985
	1194	+2020–2026,592,12.97332421723967,0.35571533547400647,17.079756714973502
	1195	+2020–2026,593,12.684178913883693,0.3498496902746492,16.629536345972788
	1196	+2020–2026,594,12.105203935037576,0.34386291576799055,16.0363138685588
	1197	+2020–2026,595,12.453583023748244,0.3519070239405587,16.62282301961715
	1198	+2020–2026,596,12.154459309075817,0.3405386900691557,15.956485280746792
	1199	+2020–2026,597,11.523705841399938,0.3349287895597576,15.281737079235883
	1200	+2020–2026,598,11.526519587483195,0.3243577974729665,14.950044965298696
	1201	+2020–2026,599,11.205525137881883,0.3367149899025264,14.862086173668263
	1202	+2020–2026,600,14.942563536382044,0.4714597544458797,20.631948339176876
	1203	+2020–2026,601,12.863779640561805,0.3787752522320128,17.194317995750716
	1204	+2020–2026,602,12.289535683258412,0.36295450184576883,16.338386296427004
	1205	+2020–2026,603,11.526923046113618,0.341608049861001,15.371322599786415
	1206	+2020–2026,604,11.205171975585165,0.3365342595089163,14.86122218895602
	1207	+2020–2026,605,11.916594102381229,0.3544780759273259,15.872102022708077
	1208	+2020–2026,606,11.474223207916136,0.3421885403976205,15.188433827837375
	1209	+2020–2026,607,11.229101833672347,0.3294742980921576,14.621368141364004
	1210	+2020–2026,608,10.804201230379773,0.3243968012491494,14.23847546845492
	1211	+2020–2026,609,10.546768820908634,0.3218298479706683,13.895970236085185
	1212	+2020–2026,610,11.01033703970802,0.3341305552882578,14.609045477197183
	1213	+2020–2026,611,11.030264045143216,0.32810424864457877,14.243890316071761
	1214	+2020–2026,612,10.70364191225801,0.3266762913612694,14.071038481552547
	1215	+2020–2026,613,10.412200443689315,0.31549536779430265,13.511173596258807
	1216	+2020–2026,614,10.12236187349816,0.31056346963325104,13.275430796940787
	1217	+2020–2026,615,10.653492612687208,0.3315338658983308,14.183673929116402
	1218	+2020–2026,616,10.451179134830202,0.3165397123181403,13.692597924390018
	1219	+2020–2026,617,10.17346322319334,0.3121651757482888,13.250080177803323
	1220	+2020–2026,618,9.98823348922726,0.30678486202980343,12.98565432138151
	1221	+2020–2026,619,9.677459786376163,0.30368194512653585,12.603656201349635
	1222	+2020–2026,620,10.159823941099665,0.31461577691645126,13.328717861755948
	1223	+2020–2026,621,10.047236651554165,0.3058288172580552,13.019505266989677
	1224	+2020–2026,622,9.926642994098028,0.3019522347011675,12.779262801981632
	1225	+2020–2026,623,9.628022190299056,0.29430565797302777,12.313819237639201
	1226	+2020–2026,624,9.492071907571468,0.2946245654790368,12.218407629680156
	1227	+2020–2026,625,9.72354302619546,0.30326076241099065,12.691364216166622
	1228	+2020–2026,626,9.707951342500989,0.2960916244609805,12.441018296212652
	1229	+2020–2026,627,9.323448348105396,0.2912022562576845,11.995294055079643
	1230	+2020–2026,628,9.346999761347249,0.2902841731507021,11.902862900502178
	1231	+2020–2026,629,9.131564665746545,0.28857860153976694,11.767663613601364
	1232	+2020–2026,630,10.360932863451858,0.3318652777921196,13.880130667720067
	1233	+2020–2026,631,9.704373407857915,0.30464754719583653,12.62064687460119
	1234	+2020–2026,632,9.441577536359455,0.29468242513473075,12.131336066828545
	1235	+2020–2026,633,9.18588317534615,0.2904733503708538,11.920574056428418
	1236	+2020–2026,634,8.925470649481998,0.2873278164509573,11.46969997967452
	1237	+2020–2026,635,9.334232505953294,0.3018088230178631,12.1745173547302
	1238	+2020–2026,636,9.372838477185352,0.29340993615194627,12.031459438885358
	1239	+2020–2026,637,9.12586552398257,0.28576971075381885,11.589635096710643
	1240	+2020–2026,638,8.964316206475326,0.280600965367946,11.436178887972154
	1241	+2020–2026,639,8.537506014627459,0.27460841674606,10.928773763762358
	1242	+2020–2026,640,8.949174058576485,0.28751399155503865,11.649057820875175
	1243	+2020–2026,641,8.969026277531405,0.27798702090390426,11.316773675886717
	1244	+2020–2026,642,8.758761542265201,0.27615375356406685,11.142143756957925
	1245	+2020–2026,643,8.54288547449107,0.2741282329864551,10.897091369593678
	1246	+2020–2026,644,8.352888505120882,0.2698020691415584,10.631548964081423
	1247	+2020–2026,645,8.848458324109389,0.28717949006466337,11.46279751971353
	1248	+2020–2026,646,9.006922066252438,0.27967930913437206,11.337628672557646
	1249	+2020–2026,647,8.541714500639223,0.271846219432638,10.821633946159054
	1250	+2020–2026,648,8.403988065471506,0.270173323006703,10.647402805844225
	1251	+2020–2026,649,8.163107028254139,0.26664676211436855,10.335838027130347
	1252	+2020–2026,650,8.733704573132986,0.28130812375047637,11.133019640418926
	1253	+2020–2026,651,8.61150506266032,0.27236194960632415,10.895502774896396
	1254	+2020–2026,652,8.311655326317492,0.26764057714350253,10.4369554624549
	1255	+2020–2026,653,8.112161051628254,0.2631509448698394,10.183498155992925
	1256	+2020–2026,654,8.003566065248934,0.2623345112719985,10.067123622624353
	1257	+2020–2026,655,8.212731079427197,0.27217670822327905,10.494630376501945
	1258	+2020–2026,656,8.222293668136292,0.26539162085002166,10.323662705997084
	1259	+2020–2026,657,8.00559306804288,0.26185743905789854,10.047629615085665
	1260	+2020–2026,658,7.97085981414864,0.2632749220257478,10.009982050136168
	1261	+2020–2026,659,7.774972352374778,0.27075366666140577,9.988966028793778
	1262	+2020–2026,660,8.851389005050473,0.29643908542986364,11.506673714747945
	1263	+2020–2026,661,8.575637139295688,0.27357307263905406,10.789106118074336
	1264	+2020–2026,662,8.266839868263265,0.2650466916141428,10.336637089886649
	1265	+2020–2026,663,8.114186784554422,0.26054850406724683,10.125192674583644
	1266	+2020–2026,664,7.782953037427993,0.256177359139851,9.774425104958672
	1267	+2020–2026,665,8.176586514611389,0.2625030614346832,10.25828590936238
	1268	+2020–2026,666,8.185758717995233,0.258163243563133,10.165130065385817
	1269	+2020–2026,667,7.912578575656843,0.25307023507516463,9.800214782515969
	1270	+2020–2026,668,7.711160569565145,0.2501964057344148,9.549758854825134
	1271	+2020–2026,669,7.6014064579747105,0.24950398161269616,9.435708294276406
	1272	+2020–2026,670,7.9834913372450345,0.25996252276942616,10.019031491808638
	1273	+2020–2026,671,7.876854479779808,0.2528907789132862,9.727261128227266
	1274	+2020–2026,672,7.641506753696603,0.24936143509951672,9.465509725611904
	1275	+2020–2026,673,7.536833845280879,0.24653058139336428,9.331983367489352
	1276	+2020–2026,674,7.378690630541124,0.24327986774615698,9.168517135289877
	1277	+2020–2026,675,7.9891155174697435,0.2643087671148416,10.053751434925747
	1278	+2020–2026,676,7.810811010706715,0.2528916228066262,9.658049851856315
	1279	+2020–2026,677,7.495492509795505,0.24554550283566817,9.331275910940144
	1280	+2020–2026,678,7.422568619318782,0.24263017567239198,9.165293082584812
	1281	+2020–2026,679,7.268748575632326,0.24173431148873684,9.01132889338945
	1282	+2020–2026,680,7.708130910505756,0.25261209553206704,9.595254905866156
	1283	+2020–2026,681,7.496382513262178,0.2452834044887725,9.27673544153093
	1284	+2020–2026,682,7.348536958005477,0.24042111403798977,9.039724520386
	1285	+2020–2026,683,7.346813012173714,0.24011458797647994,9.024626003010846
	1286	+2020–2026,684,7.139610300514285,0.23936431104908842,8.733411865288051
	1287	+2020–2026,685,7.399898868691721,0.2536047007995632,9.309940939962258
	1288	+2020–2026,686,7.470910654580427,0.246621969326377,9.212123985150454
	1289	+2020–2026,687,7.111833239178562,0.2416341368620462,8.816281786299719
	1290	+2020–2026,688,7.112391231252787,0.24194558180296813,8.787106695200992
	1291	+2020–2026,689,7.096623023566125,0.2511518142392291,8.921550196308582
	1292	+2020–2026,690,7.776492312689284,0.2693368078832799,9.950124250479972
	1293	+2020–2026,691,7.612190549561007,0.2507393961905803,9.385839438426576
	1294	+2020–2026,692,7.34368727681892,0.24431765684393195,9.060631680540789
	1295	+2020–2026,693,7.15311740835187,0.24122395541586136,8.849283680692658
	1296	+2020–2026,694,7.169859553381271,0.261939049691721,8.926828973117981
	1297	+2020–2026,695,7.438412630156823,0.24979145999953684,9.245200548791047
	1298	+2020–2026,696,7.337005784964561,0.23371704766676415,8.962908299495675
	1299	+2020–2026,697,7.166608211382446,0.22912493878946638,8.648854103013592
	1300	+2020–2026,698,7.049582464536838,0.22717390050847847,8.563564593869774
	1301	+2020–2026,699,6.882265579313278,0.22366732399531578,8.353711589576204
	1302	+2020–2026,700,7.085642643633944,0.23214981407795693,8.700487809496607
	1303	+2020–2026,701,7.0051033948000825,0.22514737036494512,8.446639400120757
	1304	+2020–2026,702,6.994795780562889,0.22454391947677277,8.453194071788559
	1305	+2020–2026,703,6.761729231249222,0.22189129012186554,8.235821937227517
	1306	+2020–2026,704,6.726134527121916,0.22002238919429706,8.143723728421003
	1307	+2020–2026,705,6.957096893568102,0.22793972711730995,8.584563145931718
	1308	+2020–2026,706,6.887717411084493,0.22091238131130672,8.31424829448525
	1309	+2020–2026,707,6.738803328589532,0.2189849426886714,8.146983065219889
	1310	+2020–2026,708,6.6170308760301815,0.214862823807288,7.953770563840124
	1311	+2020–2026,709,6.429150494779754,0.2135797201299161,7.762227870319164
	1312	+2020–2026,710,6.843018283022017,0.2257216887961289,8.339434470217602
	1313	+2020–2026,711,6.765573728404433,0.21963485497414115,8.113947043577731
	1314	+2020–2026,712,6.589252426027231,0.21731135781931232,7.934940335418543
	1315	+2020–2026,713,6.499839846073159,0.21251492797128005,7.761377955602598
	1316	+2020–2026,714,6.401009814024449,0.21090156519554068,7.622779813275451
	1317	+2020–2026,715,6.641417146268913,0.21917008379151323,8.03576980604609
	1318	+2020–2026,716,6.734149361655348,0.2179654204440254,8.039832419237484
	1319	+2020–2026,717,6.424447256532495,0.21268186313461276,7.713612221564717
	1320	+2020–2026,718,6.316942110170929,0.2120468028102865,7.651310459563729
	1321	+2020–2026,719,6.207957114453503,0.21030035006764716,7.551402535867732
	1322	+2020–2026,720,7.08620644345355,0.2346255472384612,8.77218050789204
	1323	+2020–2026,721,7.074581299778249,0.22328420207986518,8.36048882693133
	1324	+2020–2026,722,6.78599499171118,0.21542000183148186,8.032561766259139
	1325	+2020–2026,723,6.527909759802561,0.21025590378241235,7.729189897627348
	1326	+2020–2026,724,6.393237572377597,0.20926244486249387,7.5998648456807905
	1327	+2020–2026,725,6.669284083715801,0.21520222808632983,8.024692703175894
	1328	+2020–2026,726,6.578031190718048,0.21121856717273663,7.793295063992351
	1329	+2020–2026,727,6.559093971833283,0.20800143292946421,7.656429484192155
	1330	+2020–2026,728,6.364052300308486,0.2055716593674072,7.4532702423531845
	1331	+2020–2026,729,6.229958909810742,0.20477600216466138,7.356439432343399
	1332	+2020–2026,730,6.569590254639316,0.2126554541503851,7.844113478637404
	1333	+2020–2026,731,6.330368843889645,0.20829753319144312,7.539344085881351
	1334	+2020–2026,732,6.345840488846166,0.20577697559372365,7.415099384478148
	1335	+2020–2026,733,6.148320550997545,0.20185670853843973,7.2047762004402225
	1336	+2020–2026,734,6.104909123871873,0.20147666913927087,7.215843150390719
	1337	+2020–2026,735,6.52173574805324,0.21382734762664315,7.829647531077772
	1338	+2020–2026,736,6.402583321432108,0.2088212276502026,7.573303151029012
	1339	+2020–2026,737,6.260716703345308,0.20730567912878273,7.394436259928113
	1340	+2020–2026,738,6.181359910265621,0.20526031945968126,7.3033144954271725
	1341	+2020–2026,739,6.003694469749179,0.20329426530217173,7.163491314669314
	1342	+2020–2026,740,6.396709925175803,0.21035520136721111,7.6646313103559445
	1343	+2020–2026,741,6.342359995995081,0.20545202252616046,7.462452026588768
	1344	+2020–2026,742,6.164078217589428,0.2018961576943899,7.251932978114316
	1345	+2020–2026,743,6.097242341612942,0.19834906950583425,7.113174293808109
	1346	+2020–2026,744,6.008032788996956,0.19836569374800775,7.063981076034555
	1347	+2020–2026,745,6.210584568914814,0.20582530643027183,7.404913105597588
	1348	+2020–2026,746,6.127917639022281,0.19986886289661548,7.217341063325565
	1349	+2020–2026,747,6.077666845794019,0.19972273481765512,7.113477143327265
	1350	+2020–2026,748,5.915821842298548,0.19895308575432757,6.9736699806327485
	1351	+2020–2026,749,5.773168238509977,0.1960324704967286,6.863545524395007
	1352	+2020–2026,750,6.502102345280115,0.21736029647148608,7.832074221834589
	1353	+2020–2026,751,6.4011442331573125,0.20829038815718298,7.5400793602437215
	1354	+2020–2026,752,6.069003025216825,0.20204949452505552,7.197569436606498
	1355	+2020–2026,753,6.0741845079078045,0.1988743374318683,7.105897725943764
	1356	+2020–2026,754,5.880746891985397,0.1963160562740544,6.916764692574663
	1357	+2020–2026,755,6.17795076977535,0.20193996932456595,7.3372232813550315
	1358	+2020–2026,756,6.098832945968059,0.1971394092660177,7.15207626212096
	1359	+2020–2026,757,6.041703367120575,0.1960250998766974,7.005419285079024
	1360	+2020–2026,758,5.940530416391032,0.1948654592166365,6.954841897180436
	1361	+2020–2026,759,5.785748130026259,0.19085290268476734,6.7481873858645285
	1362	+2020–2026,760,6.130154232845941,0.20024540547940528,7.247090787808431
	1363	+2020–2026,761,6.047628888602368,0.1955054025452005,7.035619684320563
	1364	+2020–2026,762,5.939906279776215,0.1936858442372343,6.95124439568129
	1365	+2020–2026,763,5.848103521091861,0.19217483422618295,6.790820203729502
	1366	+2020–2026,764,5.787091250920284,0.19324918417151815,6.806898859149865
	1367	+2020–2026,765,6.202425166261712,0.2078202510732039,7.358014690526837
	1368	+2020–2026,766,5.980443043470883,0.19760833436894112,7.027685581259934
	1369	+2020–2026,767,5.863956039406584,0.19399396066275526,6.85431959231157
	1370	+2020–2026,768,5.835360464817754,0.19296125879922538,6.836757336985675
	1371	+2020–2026,769,5.660058510447723,0.19104504979074338,6.6449983744172245
	1372	+2020–2026,770,6.103285639238322,0.20419906119870285,7.1457024115889665
	1373	+2020–2026,771,5.9357851812827285,0.19525078284667366,6.903017266831702
	1374	+2020–2026,772,6.002669925294914,0.19502453085145816,6.921393865670078
	1375	+2020–2026,773,5.8086406261156505,0.1922126023195369,6.740427660133479
	1376	+2020–2026,774,5.66171886328753,0.19197583976450272,6.604180863874834
	1377	+2020–2026,775,5.8099367781812,0.2018856045348584,6.937264053954805
	1378	+2020–2026,776,5.870607879599124,0.1989633171100046,6.8740494661159435
	1379	+2020–2026,777,5.7538822339713915,0.19767178098415117,6.665792400288601
	1380	+2020–2026,778,5.670967899594867,0.20275459744677993,6.635330436769799
	1381	+2020–2026,779,5.578245427460548,0.22794615462131185,6.712033543555802
	1382	+2020–2026,780,6.496154255550642,0.2110050824580263,7.830811867877355
	1383	+2020–2026,781,6.501841558223337,0.21221331449289188,7.607243919749733
	1384	+2020–2026,782,6.553867548675615,0.22038878201213605,7.7316258429676274
	1385	+2020–2026,783,6.100625349465824,0.19303251028336502,7.06028888606367
	1386	+2020–2026,784,5.898711973152738,0.18837729352141908,6.849840972961055
	1387	+2020–2026,785,6.103824802815964,0.19555095031101496,7.20583040471359
	1388	+2020–2026,786,6.172057901156967,0.1929296176526897,7.177178780415773
	1389	+2020–2026,787,5.973478813772443,0.18883874218691454,6.94333733170182
	1390	+2020–2026,788,5.787333009420239,0.18635522958502035,6.728314766507257
	1391	+2020–2026,789,5.62831437120213,0.1866211081969615,6.5695142065345555
	1392	+2020–2026,790,5.976623886983225,0.1933436854980707,7.024332695784423
	1393	+2020–2026,791,5.978542521862203,0.19080792263847968,6.934160128842521
	1394	+2020–2026,792,5.794030279017081,0.18947927240761042,6.710617768422657
	1395	+2020–2026,793,5.676029133049779,0.18693835587602606,6.602822267003904
	1396	+2020–2026,794,5.5420690381012925,0.185300692018299,6.493748003979446
	1397	+2020–2026,795,5.86011790443608,0.19853929914999688,7.020501388710063
	1398	+2020–2026,796,5.856724295599175,0.19195977203104367,6.872961825178522
	1399	+2020–2026,797,5.791173521828883,0.1903457060982169,6.7196797355182225
	1400	+2020–2026,798,5.711306587583943,0.18789954233302755,6.660436679430777
	1401	+2020–2026,799,5.756044594537769,0.18924247005687528,6.759987776947839
	1402	+2020–2026,800,5.982290591008916,0.19682058088143142,7.096103552788766
	1403	+2020–2026,801,5.906853512274805,0.19264955023380403,6.892652959786164
	1404	+2020–2026,802,5.78553596164433,0.1903763905418116,6.777129521287835
	1405	+2020–2026,803,5.764775756386262,0.18791259060970805,6.6670768437231835
	1406	+2020–2026,804,5.533303208393687,0.1854160730305622,6.453317824237956
	1407	+2020–2026,805,5.836829744415215,0.1935540489154983,6.847615611184996
	1408	+2020–2026,806,5.7542898134051175,0.18983095365948977,6.702955323188526
	1409	+2020–2026,807,5.6653675492562385,0.18883065239007768,6.624858825161618
	1410	+2020–2026,808,5.754474871335644,0.18946505778017456,6.655978905826751
	1411	+2020–2026,809,5.590826768989802,0.1894092148491848,6.629534066783642
	1412	+2020–2026,810,6.258225553630088,0.2129150726764546,7.59188831612082
	1413	+2020–2026,811,5.973529631147165,0.19699857413496735,6.975305912343342
	1414	+2020–2026,812,5.8821327725693,0.19400727492410924,6.885536327438123
	1415	+2020–2026,813,5.803805631258254,0.1940412966548049,6.767982105625035
	1416	+2020–2026,814,5.626464420247745,0.19159079224685854,6.6028561720859305
	1417	+2020–2026,815,5.860819437737915,0.20178246525168034,7.033927965930229
	1418	+2020–2026,816,5.998522640460633,0.198768760856012,6.997648172565815
	1419	+2020–2026,817,5.757952467804511,0.19356242499455278,6.761326853263095
	1420	+2020–2026,818,5.714287803977826,0.19223500795586154,6.656020962485252
	1421	+2020–2026,819,5.605503401140694,0.19025434596942956,6.530804283250682
	1422	+2020–2026,820,5.8708780992867995,0.2018258676029623,6.991786142121153
	1423	+2020–2026,821,5.741517687111553,0.19394121127407213,6.718869888149886
	1424	+2020–2026,822,5.606746712848644,0.19181866156901614,6.6303715718241545
	1425	+2020–2026,823,5.562200748102122,0.1886031696622713,6.50782656453348
	1426	+2020–2026,824,5.413088630340857,0.18875588648592764,6.400673741210344
	1427	+2020–2026,825,5.703199534913942,0.19760892160794616,6.840800819027533
	1428	+2020–2026,826,5.824332740920949,0.19465419024858308,6.864747721264954
	1429	+2020–2026,827,5.675803174904888,0.193195946066192,6.648641088165709
	1430	+2020–2026,828,5.681078182867104,0.1901605130837537,6.611238579060413
	1431	+2020–2026,829,5.513675965673092,0.18869902299997984,6.415559823485028
	1432	+2020–2026,830,5.855260923358099,0.19786468159209486,6.841296520933571
	1433	+2020–2026,831,5.639497036169096,0.19413877788279693,6.680559935663883
	1434	+2020–2026,832,5.499441521403065,0.19168814693484865,6.45218806323065
	1435	+2020–2026,833,5.4714858581215235,0.19074784632490657,6.386290491238417
	1436	+2020–2026,834,5.402828477734132,0.18815114570906047,6.3541324417917835
	1437	+2020–2026,835,5.638425699593702,0.1982379390203487,6.701677797519086
	1438	+2020–2026,836,5.578517264510149,0.19315211594952555,6.5560497690555275
	1439	+2020–2026,837,5.4542564217970275,0.19258038465604094,6.416933789730021
	1440	+2020–2026,838,5.368481863942035,0.19390104587106458,6.385841976132308
	1441	+2020–2026,839,5.2849223509337095,0.19547018554003842,6.373349214722083
	1442	+2020–2026,840,7.207096554224844,0.25264920120966206,9.278673458709749
	1443	+2020–2026,841,6.803579508570245,0.22564361926609705,8.171055318446014
	1444	+2020–2026,842,6.48350356707759,0.22209971940346704,7.812256824519577
	1445	+2020–2026,843,6.184797326522385,0.21015462948358288,7.414422941874342
	1446	+2020–2026,844,5.937090851688226,0.20724803152927734,7.115178873070924
	1447	+2020–2026,845,6.230192701162124,0.21681696198357683,7.5037766929074134
	1448	+2020–2026,846,6.235753285356451,0.21194361840383924,7.413904960199569
	1449	+2020–2026,847,6.121514593074784,0.2101405480216703,7.270576967128424
	1450	+2020–2026,848,5.868614015962507,0.20660552364590531,6.980702997909301
	1451	+2020–2026,849,5.754392534768988,0.20286103613513076,6.8674360866359985
	1452	+2020–2026,850,5.9700609090783505,0.21423102915148182,7.347305199070966
	1453	+2020–2026,851,5.924145450451883,0.20781686559468238,7.07915342781386
	1454	+2020–2026,852,5.779751573422096,0.205845007197006,6.904656042422732
	1455	+2020–2026,853,5.660031050921138,0.20208320895003887,6.762642634142007
	1456	+2020–2026,854,5.531543859444366,0.20116071882407108,6.626548434874513
	1457	+2020–2026,855,5.963707047801242,0.21858186371928054,7.294747386406142
	1458	+2020–2026,856,5.859099866740979,0.21052806581180658,7.051362854793089
	1459	+2020–2026,857,5.620327040001092,0.2053131688340365,6.769104910291597
	1460	+2020–2026,858,5.609684368719627,0.20332109337833099,6.670697263997837
	1461	+2020–2026,859,5.501784361035889,0.20295271175864646,6.611140296667056
	1462	+2020–2026,860,5.776435605716002,0.21286836162886963,7.089735907649768
	1463	+2020–2026,861,5.741110883902498,0.20778191411541222,6.905029224164021
	1464	+2020–2026,862,5.682816035907142,0.20639603348567492,6.797542356268585
	1465	+2020–2026,863,5.69019197629462,0.20521216430494385,6.736887690000885
	1466	+2020–2026,864,5.469894521934276,0.20327388712552347,6.569767119949647
	1467	+2020–2026,865,5.744873196705,0.21308541257125058,7.007312501631685
	1468	+2020–2026,866,5.647972925046256,0.20901119462999576,6.804338695351733
	1469	+2020–2026,867,5.706945887180301,0.2113537421889148,6.907782166157653
	1470	+2020–2026,868,5.622584129981872,0.2103845345796336,6.853974701608283
	1471	+2020–2026,869,5.47594551571471,0.2090764958518902,6.69653470010332
	1472	+2020–2026,870,6.347542538487581,0.2374046173240137,7.963982176397528
	1473	+2020–2026,871,6.0063919612200465,0.22324126035978145,7.321396107864607
	1474	+2020–2026,872,5.828888118950685,0.2213413230694016,7.081109611901792
	1475	+2020–2026,873,5.687080518401805,0.21494240956947083,6.977111417795074
	1476	+2020–2026,874,5.586732860644089,0.21150283680698503,6.756111772588376
	1477	+2020–2026,875,5.969010931523056,0.22346972141173232,7.390136009058736
	1478	+2020–2026,876,5.807479354262087,0.21565790413267563,7.120720117774957
	1479	+2020–2026,877,5.704897263650129,0.21438888286983043,7.016281002492925
	1480	+2020–2026,878,5.6240669023076695,0.21035422500545348,6.7621996626438365
	1481	+2020–2026,879,5.446160958763,0.20966056402816,6.70699727295357
	1482	+2020–2026,880,5.892425108240105,0.22444590098776163,7.282443698885216
	1483	+2020–2026,881,5.661099940872387,0.21634244234387304,6.909146205788201
	1484	+2020–2026,882,5.734236953151926,0.21876339314782114,6.998783765443473
	1485	+2020–2026,883,5.626541721283475,0.21503319550907007,6.842708776775455
	1486	+2020–2026,884,5.451090466327153,0.21083068463507115,6.6671310034071105
	1487	+2020–2026,885,5.840960902756855,0.22486706004212842,7.266100342695176
	1488	+2020–2026,886,5.622439478230067,0.21691127510302266,6.913807560102978
	1489	+2020–2026,887,5.640904616072779,0.2169453407144141,6.891017078632043
	1490	+2020–2026,888,5.650214120619482,0.21710385077208438,6.902434794089372
	1491	+2020–2026,889,5.47497446166606,0.21905340658708392,6.750503946196825
	1492	+2020–2026,890,5.8085453219773875,0.23223382190797667,7.2999862375874605
	1493	+2020–2026,891,5.735958597546532,0.22303812065327128,7.036452318763082
	1494	+2020–2026,892,5.5049947655754785,0.22078995196330745,6.859180296689018
	1495	+2020–2026,893,5.477532377379629,0.21790347272173127,6.707055517210696
	1496	+2020–2026,894,5.446332181303061,0.21829193961659604,6.737405303421653
	1497	+2020–2026,895,5.803368887492629,0.2384388550827816,7.302088604120195
	1498	+2020–2026,896,5.591257126381128,0.2293782266238285,6.928651943179922
	1499	+2020–2026,897,5.492246271470818,0.22965740013078376,6.821826951633997
	1500	+2020–2026,898,5.378863526205593,0.22806591135247142,6.749169495524464
	1501	+2020–2026,899,5.388745282449477,0.23940701134450093,6.858503000164692
	1502	+2020–2026,900,6.651930440733581,0.2741867819328815,8.553178559529995
	1503	+2020–2026,901,6.155636947308086,0.25021764877922664,7.599240091113614
	1504	+2020–2026,902,6.060163972522436,0.24577521470876473,7.499927984023621
	1505	+2020–2026,903,5.849011804501726,0.24042010799524277,7.22121067332908
	1506	+2020–2026,904,5.574612746106155,0.2389839589021048,6.96810389226625
	1507	+2020–2026,905,5.794109806475284,0.2510966694774772,7.391640736168158
	1508	+2020–2026,906,5.826917562136394,0.2464923840804695,7.264495160152259
	1509	+2020–2026,907,5.541101907577911,0.24333469906145164,6.99730754854525
	1510	+2020–2026,908,5.552437701497898,0.24611678950636906,7.026200121361824
	1511	+2020–2026,909,5.425367450408281,0.24471725444136075,6.8635356888177
	1512	+2020–2026,910,5.895382961395347,0.264248681394828,7.579512440048134
	1513	+2020–2026,911,5.724699533776312,0.2577491038911943,7.282387186936669
	1514	+2020–2026,912,5.583410368048272,0.2571962317859684,7.168256365936121
	1515	+2020–2026,913,5.461369903862774,0.254494689950536,6.960783480544493
	1516	+2020–2026,914,5.371146724664799,0.25254345402198936,6.86025596106644
	1517	+2020–2026,915,5.9194003153583115,0.2804712410200404,7.807224649851478
	1518	+2020–2026,916,5.800443839972757,0.268158086484843,7.401616817364292
	1519	+2020–2026,917,5.644040783889035,0.26546727735085557,7.263147902384056
	1520	+2020–2026,918,5.541189298677525,0.2656253007874772,7.18401508692474
	1521	+2020–2026,919,5.399487336191477,0.2674599291271595,6.9850936292533135
	1522	+2020–2026,920,5.919539406648041,0.28847762104445984,7.78118823609082
	1523	+2020–2026,921,5.687276616921453,0.2789179516325405,7.384724464860909
	1524	+2020–2026,922,5.492296282219339,0.2746675349101184,7.143690173501812
	1525	+2020–2026,923,5.471434607427925,0.2743580896253202,7.072954702903261
	1526	+2020–2026,924,5.333601667839175,0.2749471523419186,7.014261447253365
	1527	+2020–2026,925,5.610069497050177,0.2918488584997273,7.498866790000411
	1528	+2020–2026,926,5.536992036743839,0.2844680194629328,7.263519492584101
	1529	+2020–2026,927,5.438197880756528,0.287238896632914,7.211921464481505
	1530	+2020–2026,928,5.4466397824768995,0.2901117701605597,7.205041210538778
	1531	+2020–2026,929,5.4039679387120865,0.29766385523945155,7.21308668143298
	1532	+2020–2026,930,6.614389780529139,0.37569501433674596,9.127106237147046
	1533	+2020–2026,931,6.167751466643551,0.35009282460467417,8.30200245754679
	1534	+2020–2026,932,6.074712045524109,0.34857409555916713,8.195579831436019
	1535	+2020–2026,933,5.919914004170466,0.3435891738488679,8.019931363561003
	1536	+2020–2026,934,5.646304507405262,0.34243186510402746,7.778570304218689
	1537	+2020–2026,935,6.109419852605108,0.3710739372552534,8.478934148852947
	1538	+2020–2026,936,5.903899084158051,0.3592268082917796,8.116351771853266
	1539	+2020–2026,937,5.858755436628917,0.3582558663954541,8.003325270431919
	1540	+2020–2026,938,5.64813602763899,0.35795883293616076,7.854785588930536
	1541	+2020–2026,939,5.5325426557651225,0.36686918033667665,7.787594626069696
	1542	+2020–2026,940,6.024841511615557,0.4092297655132321,8.50934993118157
	1543	+2020–2026,941,5.7280397212451755,0.4010038699693623,8.128270060379842
	1544	+2020–2026,942,5.750225705678808,0.4074025647972043,8.142216318246946
	1545	+2020–2026,943,5.589483176905469,0.4100201589625847,7.983311678372954
	1546	+2020–2026,944,5.6616959236422435,0.42052600105680177,8.107604456802793
	1547	+2020–2026,945,6.4614357479902065,0.5240668826930768,9.638794068060944
	1548	+2020–2026,946,6.099773993267966,0.48056542680162634,8.889329741253096
	1549	+2020–2026,947,5.82824255391955,0.48894849119008166,8.725465635922301
	1550	+2020–2026,948,5.84689920969575,0.5087645305820815,8.852356079536376
	1551	+2020–2026,949,6.237134111891986,0.5595703260805579,9.462988873976629
	1552	+2020–2026,950,10.676247966559053,0.9774805798425339,16.87004528789003
	1553	+2020–2026,951,7.082370213423629,0.7324506516019841,11.010750929456188
	1554	+2020–2026,952,6.3725705234628345,0.730668279989611,10.210290361092017
	1555	+2020–2026,953,6.42470968210237,0.772426396667023,10.2100368309666
	1556	+2020–2026,954,7.827768883359994,1.0057443967446498,12.9002852756281
	1557	+2020–2026,955,8.809002224797313,1.228353776841146,14.241424637007732
	1558	+2020–2026,956,6.605790689493178,1.199486391564205,11.097798334294113
	1559	+2020–2026,957,6.235940288482007,1.3298934922490575,10.853476848777197
	1560	+2020–2026,958,5.937408801815896,1.7156389656128843,10.536681266651641
	1561	+2020–2026,959,9.321378106406371,3.484010285346378,17.24735800539057

added outputs/figures/data/figE4_concentration.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,hhi,top1pct_share,top5pct_share,top100_share
	2	+1992,0.002392297651875532,0.3831927040330466,0.707457945904414,0.3831927040330466
	3	+1993,0.0023050707063402985,0.38721816545474924,0.7104500296867754,0.36528292183339617
	4	+1994,0.002209414342951057,0.379497514352342,0.7136025942236028,0.34880366929056494
	5	+1995,0.0027953558651453462,0.41224832156918906,0.7331038664666708,0.37232224071059994
	6	+1996,0.0026348119714352395,0.41533743210797747,0.7255650411633214,0.36825243225610776
	7	+1997,0.00416361377700091,0.4695750765796223,0.7559374451322556,0.41675949173302285
	8	+1998,0.004391957381335588,0.4982080128586434,0.7780755054075508,0.45058253633992124
	9	+1999,0.005271741598601324,0.5250109676620655,0.7994532517753336,0.48426792942682545
	10	+2000,0.004849074272254841,0.535006587892569,0.8187814522660679,0.5052547773314134
	11	+2001,0.004688730345647656,0.503687787417546,0.8144538093019126,0.4848078281505852
	12	+2002,0.005410363388749092,0.48194881577623216,0.7951043781707448,0.476482101653292
	13	+2003,0.0055617890912705885,0.4399409855715862,0.752872777009875,0.44172880520455415
	14	+2004,0.005450633306722437,0.4138921013813594,0.7157795258510735,0.42252334021693083
	15	+2005,0.006687243635554851,0.4255118971866096,0.7174866166331675,0.4351691200773236
	16	+2006,0.006605509411877715,0.4318971075345304,0.7209324417570504,0.4399329620090803
	17	+2007,0.012116157414289307,0.48828303301021886,0.7583825649348975,0.48828303301021886
	18	+2008,0.01613929189845617,0.5389490159563437,0.7974693102493658,0.5482381074858427
	19	+2009,0.013949407577212842,0.52897000507803,0.7936488563547525,0.5456817436262524
	20	+2010,0.055778707469622414,0.5899439803504835,0.811570834016172,0.6041786398947366
	21	+2011,0.012929119659634824,0.4593040513588648,0.7427650525995134,0.47817315771100916
	22	+2012,0.012433254468916704,0.4497930507830709,0.732795106775072,0.46662287578402645
	23	+2013,0.009810966931731155,0.4223490302621713,0.7091313743691837,0.44075758344437194
	24	+2014,0.008447661186068803,0.4087279222876036,0.700507928018889,0.4252648244972485
	25	+2015,0.00993718466148862,0.4013543718894085,0.7007120602000159,0.41442223345685886
	26	+2016,0.008097473847292095,0.39940495772968276,0.7055993228016718,0.4092120146102508
	27	+2017,0.0058879312280863145,0.4096616129411861,0.7148048994712726,0.4034738570096675
	28	+2018,0.00871507886082599,0.45670267785742413,0.7306756270527097,0.4612435440986397
	29	+2019,0.006927130672337764,0.43834505343045443,0.7278381656980151,0.43990703955126526
	30	+2020,0.010107226178038041,0.6216746142087535,0.8836435727151534,0.5035496620578699
	31	+2021,0.008311653181563669,0.657436503672535,0.907587306177458,0.47320282955414394
	32	+2022,0.010733199309371635,0.6720876187371667,0.9242200693645487,0.49586367338536147
	33	+2023,0.013955896906600613,0.6740236339448141,0.9240336549868273,0.5172457732454651
	34	+2024,0.012281111954368892,0.6709013555675114,0.9184520298699255,0.5218805923392548
	35	+2025,0.010305301619750733,0.6695902526776418,0.9204444428275761,0.5019800804241676
	36	+2026,0.008878907498036133,0.6445580591152718,0.9041179643896919,0.496028781484235

added outputs/figures/data/figE5_extreme_minutes.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,gt1,gt2,gt5
	2	+1992,0.06734913358644475,0.01187050683892536,0.00046341745311396447
	3	+1993,0.07117000928855079,0.015320406986891596,0.0006265990579887419
	4	+1994,0.058564976059694004,0.01207700295429653,0.000562879032351158
	5	+1995,0.05986741221473696,0.01208517402359726,0.0005438271534574798
	6	+1996,0.07082522284993731,0.014765465979826035,0.0006078400920135188
	7	+1997,0.03577576457347462,0.005997743613032151,0.00038474202329654263
	8	+1998,0.026164305149039366,0.004166268086642426,0.00033699859601751114
	9	+1999,0.024348204929456732,0.004072602038503081,0.0004227196453822241
	10	+2000,0.034765714295139694,0.007042663600974716,0.0008100547642616044
	11	+2001,0.01207779521032533,0.0018314516808492713,0.0002536559012462627
	12	+2002,0.004991190389242218,0.0007797745576732136,0.0001275320793566916
	13	+2003,0.0014486791175693451,0.00029347223627078915,0.00007780932848507695
	14	+2004,0.0010339865114612566,0.0002493380982573217,0.00009638388279192302
	15	+2005,0.0006329269887660982,0.00017992390935465494,0.0000866084110742159
	16	+2006,0.0003925774675662234,0.00007097598598084489,0.000019615345553791315
	17	+2007,0.0008472848804102738,0.00021896943220663188,0.00010401406129072636
	18	+2008,0.005009272764963234,0.0007666731028585192,0.00019590475867189977
	19	+2009,0.0017881666328258996,0.0003039862846618232,0.00015947667565450487
	20	+2010,0.0005207376218517377,0.0002133681373203395,0.00016565409466808045
	21	+2011,0.000538459667401331,0.000140851922192309,0.00009329139310483185
	22	+2012,0.0003930009751111505,0.00014637779443134018,0.00010254639444250624
	23	+2013,0.00032319821548487524,0.00007300684887410448,0.00003562706731499528
	24	+2014,0.0004626954834165128,0.00005892198155873773,9.39615864810569e-6
	25	+2015,0.0005971546161769782,0.00005741545923309506,4.489460270092698e-6
	26	+2016,0.0007028305430768299,0.00006833775480662484,0.000011369070282841278
	27	+2017,0.00031745785922510306,0.000029673515749839583,1.3002479514796689e-6
	28	+2018,0.0005370041070389419,0.000049170634543040235,1.9878462849649167e-6
	29	+2019,0.0003821403358662761,0.00003213188556029213,1.1627805236795073e-6
	30	+2020,0.003704534093114397,0.001019046448854758,0.000580256424978544
	31	+2021,0.0020043209410881375,0.00022282957864953453,9.786825020117652e-6
	32	+2022,0.0012891147028777463,0.00008958661485690296,2.788510527501508e-6
	33	+2023,0.0005943338196819057,0.00007946874705687932,7.050322641437252e-6
	34	+2024,0.0008271924411680221,0.00008094093112492867,3.445866005014449e-6
	35	+2025,0.0015706719769592705,0.0001509321178343857,4.444139122317932e-6

added outputs/figures/data/figE6_rv_yearly.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,p25,p50,p75,p95
	2	+1992,1.8022922345369303,2.6714120124433967,4.651741545536535,9.441356275552081
	3	+1993,1.878631306880311,2.9103294425107857,5.32933836371424,10.874722878828907
	4	+1994,1.9102791149355536,2.937961172747503,4.774492006501203,9.985567692866551
	5	+1995,1.8887058003603439,2.9743139907930103,4.946321064310945,9.475635896706128
	6	+1996,1.8715409919535329,3.0164789300081924,5.345193207065212,9.976693355922157
	7	+1997,1.7064422476773664,2.551913339819564,4.4030083591611175,8.082816025838186
	8	+1998,1.7180184566025472,2.5516849435389535,4.150363059400732,7.562082578162538
	9	+1999,1.9672124001589475,2.8864327979905124,4.626805712119387,8.591708665879393
	10	+2000,2.445733267336851,3.9087386774227655,6.243218719506126,10.823745963065068
	11	+2001,1.7408963293948372,2.584860443294968,4.046024008780582,7.114043735069954
	12	+2002,1.6200977582593221,2.282027515484298,3.3746982976038535,5.733683192335419
	13	+2003,1.2401555707819791,1.6434961314025411,2.26095760053922,3.8380704923470454
	14	+2004,1.0481984442230692,1.431441659504609,2.050074014160127,3.5513781805163998
	15	+2005,0.9751788198530459,1.3130019014774188,1.8122119959370389,2.891432545674135
	16	+2006,0.9691658934382628,1.3635198403848812,1.9060338667168288,2.957221952141357
	17	+2007,1.0079559975764016,1.3554710510058103,1.8472195669033107,2.9314544865275702
	18	+2008,1.791495412493568,2.4804201318394132,3.3800704513827475,5.582873081403167
	19	+2009,1.4886074067906085,2.0073932064244286,2.6678907859418084,3.973203659578283
	20	+2010,1.0601253668285604,1.4179285078391497,1.9081554668224392,2.9828857259023662
	21	+2011,0.9843732537118266,1.356869576711568,1.8601891339250114,3.020556812142651
	22	+2012,0.8785803676937787,1.2300287008357158,1.7365641404814316,2.904175646226627
	23	+2013,0.820363186812445,1.090030851853002,1.5212721290446494,2.736632895691383
	24	+2014,0.8093194850420956,1.1120039718944985,1.6115312758761466,3.105402294082094
	25	+2015,0.8843821142606336,1.2191500230934482,1.817229889281404,3.5120174231750867
	26	+2016,0.8661351971085285,1.2187225395608017,1.7859731529055418,3.4195264248053387
	27	+2017,0.7140432840496136,1.0091854954253696,1.4544081658141679,2.7416816092040377
	28	+2018,0.9512636934396324,1.269051161385162,1.7289340501238486,2.9836463699579747
	29	+2019,0.8436826327751452,1.1620095293146393,1.6580366245675149,2.9402555422417187
	30	+2020,1.2386670972263643,1.7387486431534858,2.5232048093196386,4.7040494472420695
	31	+2021,0.9604222435938302,1.3889474874387924,2.2427043723826863,4.658727866823733
	32	+2022,1.2422431165706218,1.7406331427926476,2.6079153900229084,4.704891835639378
	33	+2023,0.8786051769381773,1.2224015732355127,1.7609936421038486,3.276572743706064
	34	+2024,0.8754483594315657,1.242168725877377,1.7868091690625292,3.4799519531502217
	35	+2025,0.9432198196798808,1.358341414394907,2.0426582023480298,4.491697493993977

added outputs/figures/data/figE7_zeroret.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,zero_pct
	2	+1992,54.79897153263424
	3	+1993,54.12767327924735
	4	+1994,54.89735483610492
	5	+1995,53.27151645013812
	6	+1996,52.054279887956035
	7	+1997,48.094169741517604
	8	+1998,43.57023942311964
	9	+1999,41.08312655969622
	10	+2000,36.68198039921957
	11	+2001,27.33522257618643
	12	+2002,24.83111620055358
	13	+2003,28.158573650839248
	14	+2004,27.851826283813008
	15	+2005,25.866958836236588
	16	+2006,23.948249126928296
	17	+2007,22.345528100544577
	18	+2008,15.296868205637404
	19	+2009,21.164307468450133
	20	+2010,23.78784304351857
	21	+2011,20.64892731042033
	22	+2012,23.562693190683696
	23	+2013,22.80443214464177
	24	+2014,19.66312646601236
	25	+2015,17.544973168255655
	26	+2016,17.747052560120096
	27	+2017,19.020897735997817
	28	+2018,14.58591351116157
	29	+2019,15.698163359381152
	30	+2020,11.127211948536662
	31	+2021,11.700495205248172
	32	+2022,10.490540029462899
	33	+2023,13.418406268941007
	34	+2024,13.27005213730639
	35	+2025,11.611776771156848

added outputs/figures/data/figE8_epps.csv +17 −0

		`@@ -0,0 +1,17 @@`
	1	+year,agg_minutes,mean_pairwise_corr,n_stocks,n_obs
	2	+1996,1,0.0038471392205601377,94,80105
	3	+1996,5,0.04970468484610398,94,15759
	4	+1996,15,0.13300184258127515,94,5052
	5	+1996,30,0.1603306995209378,94,2349
	6	+2005,1,0.14207336514471156,94,77196
	7	+2005,5,0.21844548500585986,94,15202
	8	+2005,15,0.26953230545020046,94,4843
	9	+2005,30,0.29160267752150804,94,2220
	10	+2015,1,0.30124343304080986,96,93940
	11	+2015,5,0.35160738714394546,96,18486
	12	+2015,15,0.3885610310048349,96,5904
	13	+2015,30,0.39122348518456984,96,2758
	14	+2024,1,0.21386753978619957,100,91021
	15	+2024,5,0.23525879497116048,100,17978
	16	+2024,15,0.24419968554204555,100,5802
	17	+2024,30,0.24341517780168984,100,2758

added outputs/figures/data/figE9_splits.csv +36 −0

		`@@ -0,0 +1,36 @@`
	1	+year,fwd,rev
	2	+1992,202,7
	3	+1993,202,7
	4	+1994,150,17
	5	+1995,208,12
	6	+1996,273,23
	7	+1997,359,19
	8	+1998,337,26
	9	+1999,237,36
	10	+2000,242,36
	11	+2001,129,30
	12	+2002,149,404
	13	+2003,131,66
	14	+2004,195,99
	15	+2005,250,93
	16	+2006,181,68
	17	+2007,158,54
	18	+2008,129,104
	19	+2009,61,77
	20	+2010,69,90
	21	+2011,83,52
	22	+2012,75,59
	23	+2013,75,40
	24	+2014,69,35
	25	+2015,79,45
	26	+2016,61,38
	27	+2017,62,43
	28	+2018,51,42
	29	+2019,48,22
	30	+2020,77,93
	31	+2021,82,75
	32	+2022,68,65
	33	+2023,91,38
	34	+2024,124,71
	35	+2025,95,104
	36	+2026,17,35

added outputs/figures/data/figF1_irf_decade.csv +33 −0

		`@@ -0,0 +1,33 @@`
	1	+dec,h,dd,se,n
	2	+1992–1999,1,-0.0010394598609193366,0.0002038274568716585,149420
	3	+1992–1999,2,-0.00002652233585308337,0.0002392623717025184,149259
	4	+1992–1999,5,0.00011254190471862832,0.000245439988698285,148938
	5	+1992–1999,10,-0.00007537541802648482,0.00021378072167904837,148191
	6	+1992–1999,15,0.00004941610833451206,0.00023377409345570285,147478
	7	+1992–1999,30,-0.0001418580046306302,0.00021747582424358567,144936
	8	+1992–1999,60,0.00006402998800996177,0.00027915750981407885,136978
	9	+1992–1999,120,-8.781242392705974e-6,0.0003342861646080114,110105
	10	+2000–2009,1,-0.00013326393724606526,0.00017389946110569018,635269
	11	+2000–2009,2,-0.00016838105514672378,0.0001792563439689651,633923
	12	+2000–2009,5,0.00004451310947640487,0.0001757034729789703,629473
	13	+2000–2009,10,0.000040495066376670203,0.00018236274599741338,622400
	14	+2000–2009,15,-0.00006892270610929833,0.0001869495938709611,614587
	15	+2000–2009,30,-0.00027522671980038027,0.00020144614718538943,590759
	16	+2000–2009,60,-0.00008577271793559684,0.00022366638722094237,540340
	17	+2000–2009,120,-0.0007950142955305216,0.0002575016278058475,434146
	18	+2010–2019,1,-0.00006760266811555414,0.00015833744757729504,602787
	19	+2010–2019,2,-0.00003345463814226498,0.0001849876139340101,600596
	20	+2010–2019,5,-0.0002591899621553584,0.00015783840826681601,594434
	21	+2010–2019,10,0.00008448282096568246,0.0001856358650448707,584893
	22	+2010–2019,15,-0.00017048221219057643,0.00019017277828387266,576228
	23	+2010–2019,30,-0.0004259043025760124,0.00019849202101432134,551398
	24	+2010–2019,60,-0.00022234876811711574,0.0002288156128746048,503271
	25	+2010–2019,120,-0.0001738429077351006,0.0002826043231782556,404837
	26	+2020–2026,1,0.00018108454922446796,0.00011610211145385231,440363
	27	+2020–2026,2,0.000031352410330020186,0.00012666923623020534,438279
	28	+2020–2026,5,-0.00011501556825447139,0.00011471016106339403,433391
	29	+2020–2026,10,-0.0002038992634717235,0.00013359858875909472,426679
	30	+2020–2026,15,-0.0002092883260246543,0.0001395023457998872,419532
	31	+2020–2026,30,-0.00019055431454241263,0.00014662103765776934,400202
	32	+2020–2026,60,-0.00011444412818855916,0.00017620984384485497,365194
	33	+2020–2026,120,-0.0000413842078703661,0.00026560839297879466,297731

added outputs/figures/data/figF2_evolution.csv +71 −0

		`@@ -0,0 +1,71 @@`
	1	+year,h,dd,se,n
	2	+1992,5,NaN,NaN,0
	3	+1992,30,NaN,NaN,0
	4	+1993,5,NaN,NaN,0
	5	+1993,30,NaN,NaN,0
	6	+1994,5,-0.16457700374677298,0.14985380287131514,496
	7	+1994,30,0.050516943992594765,0.054029358027713546,494
	8	+1995,5,-0.017280525057554737,0.030316040949527234,811
	9	+1995,30,-0.00896316314722809,0.029787677817031843,811
	10	+1996,5,0.029369776984275942,0.06037073142091832,461
	11	+1996,30,0.06971538048191668,0.04921644493172977,461
	12	+1997,5,-0.00018990110438241409,0.0006509124093283621,19578
	13	+1997,30,-0.0012328149396438773,0.0006376757505996716,18807
	14	+1998,5,0.000624790737022365,0.0004768853156186327,51244
	15	+1998,30,0.0006258659602911219,0.0004046816801376772,49587
	16	+1999,5,-0.00030041987286947793,0.0002561220190178239,75887
	17	+1999,30,-0.00044217390004945654,0.00024103076194428952,74317
	18	+2000,5,-0.00029136689639345766,0.00025008545108393755,63200
	19	+2000,30,-4.897447716218392e-6,0.00022276832105798129,61022
	20	+2001,5,0.000056858505151254855,0.00047959209965587,46294
	21	+2001,30,-0.0005724331740112557,0.000509840909541597,44344
	22	+2002,5,-0.00022516502299457607,0.0005336609985326845,38073
	23	+2002,30,-0.0005970950614778109,0.0005654250461414496,36157
	24	+2003,5,-0.00006414775291943087,0.0004316800345613633,74686
	25	+2003,30,-0.00030035054021391376,0.00042749169833579273,69749
	26	+2004,5,-0.00018806278292886368,0.0003849169393389322,73343
	27	+2004,30,0.00003489522922243754,0.00044986265250940977,68403
	28	+2005,5,-0.00043299590388241947,0.0004001947721270322,98946
	29	+2005,30,-0.0003853108880381099,0.0004740012168240144,91980
	30	+2006,5,0.0003365256934085172,0.0003636233395512652,74152
	31	+2006,30,-0.0001225632797079298,0.00042913860253654835,68593
	32	+2007,5,0.0006417673162040124,0.0006754126513643114,80234
	33	+2007,30,-0.0005479081021386254,0.0006964494912637374,75234
	34	+2008,5,0.00170034884303596,0.001211973236808624,32875
	35	+2008,30,0.0010926720659281252,0.0015830583562323815,30875
	36	+2009,5,-0.00036828278493950564,0.0010862962355932813,47670
	37	+2009,30,-0.0010912142347747034,0.0013405673519184579,44402
	38	+2010,5,-0.0006342699824130737,0.0006526323769193325,89541
	39	+2010,30,-0.0002535094411472297,0.0008202340434983919,81992
	40	+2011,5,0.0007246853727642646,0.0008217324539963877,59388
	41	+2011,30,0.0003433154803596302,0.0009738322951696347,54821
	42	+2012,5,-0.0010916430420753226,0.0006381343113798758,66992
	43	+2012,30,-0.0015328197999037833,0.0007518000790562416,62539
	44	+2013,5,0.00003207448461684529,0.00037251100397425795,66495
	45	+2013,30,-0.00022439639824984843,0.000467862558701288,62061
	46	+2014,5,0.000015704662693782456,0.00031738071612314264,47048
	47	+2014,30,-0.00004627924197482601,0.00045782432799855487,43265
	48	+2015,5,0.000018955349758815982,0.00034556647351152427,38468
	49	+2015,30,-0.0005335053861831269,0.0005213681749336517,35909
	50	+2016,5,-0.00045077656006259435,0.0003392750218094286,40083
	51	+2016,30,-0.00004955064815626584,0.0004029921923501459,37159
	52	+2017,5,-0.0003367001526449698,0.0002635864943906999,53803
	53	+2017,30,-0.0005465129878541224,0.0003345162794518458,50252
	54	+2018,5,-0.000474960396286219,0.0003149616094355283,54791
	55	+2018,30,-0.0008696271494745124,0.00033573233733397666,51037
	56	+2019,5,-0.00010908389945160757,0.00021425496558040305,77825
	57	+2019,30,-0.00040227749502088944,0.00029145713928623945,72363
	58	+2020,5,-0.00003295559994016566,0.00043565315147706905,54241
	59	+2020,30,0.000053668938539089966,0.0005568746146868762,50123
	60	+2021,5,-0.0001929692647312534,0.0003369945609760928,56010
	61	+2021,30,-0.0007531446592194196,0.00043140390205580393,52061
	62	+2022,5,-0.000010917642602713436,0.00040086344219934756,58659
	63	+2022,30,0.0002394982796159349,0.0004592102222510198,53637
	64	+2023,5,0.00013915154124262782,0.000303090545441978,75179
	65	+2023,30,0.00006159628313469833,0.0003165530475127835,69103
	66	+2024,5,-0.000234549808398026,0.00025583277108796106,91242
	67	+2024,30,-0.00004927121054416851,0.0002996440768647986,84898
	68	+2025,5,-0.00019567166343808668,0.00025812327203083814,79420
	69	+2025,30,-0.0005446685508484754,0.00030098461417004736,73142
	70	+2026,5,-0.0005430159393303248,0.00059356725793491,18640
	71	+2026,30,-0.000756981444128457,0.0008327618120186165,17238

added outputs/figures/data/figF3_gradient_state.csv +9 −0

		`@@ -0,0 +1,9 @@`
	1	+group,dd,se,n,family
	2	+6–8,-0.00045939080102480536,0.0001348053257879255,669411,magnitude
	3	+8–12,-0.00022455137281052,0.00021244068034851143,377180,magnitude
	4	+12–20,0.0003471270138139228,0.00029503609872161567,227936,magnitude
	5	+>20,0.00012173014630588626,0.00020139133380392304,483298,magnitude
	6	+negative,-0.00020696738432244362,0.00012947781620126746,869240,sign
	7	+positive,-0.00008557987516494346,0.0001334044052460437,888585,sign
	8	+calm market,-0.00006637373367198926,0.00010069118635522512,876982,state
	9	+stressed market,-0.000055328292769976336,0.0001845189393719756,880843,state

added outputs/figures/data/figF4_network.csv +16 −0

		`@@ -0,0 +1,16 @@`
	1	+scope,h,dd,se,n
	2	+all,5,0.006401566893071846,0.00018191717193993579,1791444
	3	+all,15,0.005535757620049903,0.00017981927021736862,1744284
	4	+all,30,0.004964316583122314,0.00018458233087634325,1674578
	5	+1992–1999,5,0.0028345632708827798,0.0007160772570377656,109456
	6	+1992–1999,15,0.0022479244028166985,0.0006957279297162921,109268
	7	+1992–1999,30,0.002990502615778042,0.0007378833977499568,107627
	8	+2000–2009,5,0.0029952759578339237,0.00022337643420359727,637083
	9	+2000–2009,15,0.0024890125044814988,0.0002113485407833671,622217
	10	+2000–2009,30,0.0019452658005282434,0.00024353427438732236,598350
	11	+2010–2019,5,0.008063837296756492,0.0003474719821113064,603846
	12	+2010–2019,15,0.007105167032222749,0.0003299760085267418,585631
	13	+2010–2019,30,0.0064280307123572005,0.0003511980077872762,560797
	14	+2020–2026,5,0.008960164005506418,0.00043664646065059157,441059
	15	+2020–2026,15,0.007656245808954335,0.0004399219457133607,427168
	16	+2020–2026,30,0.006928643325349853,0.0004556983205813385,407804

added outputs/figures/data/figF5_cojumps.csv +35 −0

		`@@ -0,0 +1,35 @@`
	1	+year,per1000,severe_per1000,mean_share4
	2	+1992,999.0036410155482,174.95325723282818,0.07602783197801298
	3	+1993,999.3564007478011,92.53527026060662,0.06997142481344742
	4	+1994,998.1057876423233,86.31019786283433,0.06774495724665522
	5	+1995,997.3784996006309,70.86243267044873,0.06696575333447506
	6	+1996,999.0107290009382,134.96920001631787,0.07281303713334002
	7	+1997,933.0008295525537,211.3617975686941,0.07172585236925318
	8	+1998,768.5147257608651,5.7346495719493715,0.040365436981046394
	9	+1999,794.9174755293443,4.7303108489986485,0.03522423901012861
	10	+2000,759.1432198877831,24.88020641356432,0.040803490046709676
	11	+2001,770.0558729099779,35.056081390985284,0.04330999614444764
	12	+2002,733.3750859865091,47.895768950399905,0.04570316722151149
	13	+2003,361.3988572368151,9.968347926172564,0.03941926343394678
	14	+2004,462.88120349930506,17.108167770419428,0.039807230854763793
	15	+2005,470.0862562341591,18.51851851851852,0.04000602470166874
	16	+2006,261.9681534555248,5.437967084365588,0.033574412592444876
	17	+2007,520.0774467296264,63.96564331249549,0.05990418365466344
	18	+2008,352.49343563860765,91.12457472133393,0.09270947361118635
	19	+2009,101.25117745832821,20.262522013351354,0.08926025111692933
	20	+2010,197.76592265554737,34.43095413294089,0.06301994818518791
	21	+2011,213.26956095168015,37.34363502575423,0.07992625857855959
	22	+2012,129.3247854410092,14.083341950160273,0.06419765940347752
	23	+2013,152.8085507959954,5.375020515345478,0.038961049446650804
	24	+2014,196.9165435745938,11.488593467913999,0.03612635871747971
	25	+2015,139.32915591596017,7.187615186140804,0.036447747342567935
	26	+2016,137.34567901234567,5.488103998037772,0.038401505178698905
	27	+2017,168.71061585748208,4.430555412781793,0.03430257222315641
	28	+2018,207.21119681974068,20.164986251145738,0.037506289343544184
	29	+2019,119.29673395699984,3.990234695552273,0.035292657684469604
	30	+2020,193.81434883317516,83.67261558555525,0.06407701892754324
	31	+2021,135.55719074482872,5.161066143406099,0.04015892932862111
	32	+2022,119.76811117506784,7.287640819011594,0.041849671502877946
	33	+2023,109.61905948820207,3.0429544699235627,0.035217522313106674
	34	+2024,135.25862513537206,4.29065030168635,0.03827934299647837
	35	+2025,156.5505118395202,10.360872712232446,0.037979056104708524

added outputs/figures/data/figP1a_monthly_file_size.csv +412 −0

		`@@ -0,0 +1,412 @@`
	1	+month,mb_compressed
	2	+1992-01,33.507926
	3	+1992-02,26.296568
	4	+1992-03,25.756251
	5	+1992-04,25.447271
	6	+1992-05,21.681088
	7	+1992-06,24.052854
	8	+1992-07,24.896723
	9	+1992-08,22.251715
	10	+1992-09,23.857647
	11	+1992-10,26.193293
	12	+1992-11,27.295778
	13	+1992-12,30.062927
	14	+1993-01,30.604366
	15	+1993-02,30.149554
	16	+1993-03,32.744945
	17	+1993-04,30.272077
	18	+1993-05,29.312134
	19	+1993-06,31.178419
	20	+1993-07,29.811103
	21	+1993-08,32.952929
	22	+1993-09,32.500679
	23	+1993-10,35.112152
	24	+1993-11,34.452709
	25	+1993-12,35.585488
	26	+1994-01,37.137867
	27	+1994-02,33.524505
	28	+1994-03,40.234342
	29	+1994-04,29.658241
	30	+1994-05,29.952411
	31	+1994-06,30.592021
	32	+1994-07,26.430176
	33	+1994-08,33.168505
	34	+1994-09,31.043444
	35	+1994-10,31.791137
	36	+1994-11,32.019307
	37	+1994-12,33.646016
	38	+1995-01,32.203995
	39	+1995-02,30.951845
	40	+1995-03,37.489067
	41	+1995-04,31.677474
	42	+1995-05,38.667495
	43	+1995-06,40.17012
	44	+1995-07,40.572469
	45	+1995-08,42.650287
	46	+1995-09,39.047861
	47	+1995-10,41.748936
	48	+1995-11,40.414231
	49	+1995-12,42.855112
	50	+1996-01,45.929141
	51	+1996-02,45.28996
	52	+1996-03,44.591039
	53	+1996-04,46.595669
	54	+1996-05,53.072145
	55	+1996-06,44.84606
	56	+1996-07,47.284633
	57	+1996-08,40.745552
	58	+1996-09,41.750621
	59	+1996-10,49.071482
	60	+1996-11,44.90799
	61	+1996-12,49.985481
	62	+1997-01,54.955623
	63	+1997-02,46.753258
	64	+1997-03,45.734951
	65	+1997-04,47.696824
	66	+1997-05,49.798699
	67	+1997-06,54.985614
	68	+1997-07,65.328981
	69	+1997-08,62.733154
	70	+1997-09,66.894739
	71	+1997-10,78.062762
	72	+1997-11,54.719165
	73	+1997-12,67.042834
	74	+1998-01,63.053161
	75	+1998-02,62.487477
	76	+1998-03,74.861464
	77	+1998-04,78.117921
	78	+1998-05,65.375629
	79	+1998-06,70.943227
	80	+1998-07,74.445794
	81	+1998-08,73.426163
	82	+1998-09,69.652684
	83	+1998-10,78.077313
	84	+1998-11,69.9666
	85	+1998-12,83.738945
	86	+1999-01,84.454357
	87	+1999-02,76.133926
	88	+1999-03,91.061928
	89	+1999-04,97.834763
	90	+1999-05,83.593609
	91	+1999-06,83.994026
	92	+1999-07,86.679114
	93	+1999-08,86.0598
	94	+1999-09,85.57832
	95	+1999-10,91.307679
	96	+1999-11,106.942084
	97	+1999-12,124.820794
	98	+2000-01,122.313704
	99	+2000-02,128.875213
	100	+2000-03,157.633966
	101	+2000-04,120.684893
	102	+2000-05,112.139596
	103	+2000-06,116.249896
	104	+2000-07,102.156924
	105	+2000-08,112.507261
	106	+2000-09,104.810453
	107	+2000-10,118.46392
	108	+2000-11,105.508029
	109	+2000-12,114.352026
	110	+2001-01,121.436564
	111	+2001-02,116.608148
	112	+2001-03,134.62456
	113	+2001-04,132.839596
	114	+2001-05,149.802425
	115	+2001-06,142.16199
	116	+2001-07,135.636091
	117	+2001-08,145.233659
	118	+2001-09,109.286447
	119	+2001-10,157.990335
	120	+2001-11,143.026466
	121	+2001-12,145.491061
	122	+2002-01,151.195928
	123	+2002-02,133.249485
	124	+2002-03,143.425026
	125	+2002-04,159.497262
	126	+2002-05,159.868256
	127	+2002-06,156.967743
	128	+2002-07,179.693642
	129	+2002-08,163.954815
	130	+2002-09,146.590144
	131	+2002-10,184.927636
	132	+2002-11,161.146507
	133	+2002-12,165.193262
	134	+2003-01,175.581248
	135	+2003-02,151.633143
	136	+2003-03,168.225828
	137	+2003-04,170.044253
	138	+2003-05,187.956186
	139	+2003-06,199.165122
	140	+2003-07,200.425833
	141	+2003-08,183.438502
	142	+2003-09,201.710231
	143	+2003-10,220.672365
	144	+2003-11,185.985768
	145	+2003-12,212.481297
	146	+2004-01,220.458392
	147	+2004-02,207.107718
	148	+2004-03,239.29929
	149	+2004-04,226.571933
	150	+2004-05,212.13784
	151	+2004-06,212.847472
	152	+2004-07,212.06053
	153	+2004-08,209.993368
	154	+2004-09,201.866709
	155	+2004-10,215.725306
	156	+2004-11,226.080661
	157	+2004-12,246.030758
	158	+2005-01,233.281262
	159	+2005-02,218.057726
	160	+2005-03,252.38748
	161	+2005-04,241.775172
	162	+2005-05,236.307227
	163	+2005-06,247.847983
	164	+2005-07,227.996488
	165	+2005-08,262.700631
	166	+2005-09,240.596506
	167	+2005-10,247.883798
	168	+2005-11,236.320981
	169	+2005-12,239.643533
	170	+2006-01,247.278742
	171	+2006-02,232.890944
	172	+2006-03,281.055614
	173	+2006-04,238.948011
	174	+2006-05,287.528069
	175	+2006-06,281.765022
	176	+2006-07,245.571602
	177	+2006-08,272.876797
	178	+2006-09,241.369914
	179	+2006-10,240.617982
	180	+2006-11,231.70248
	181	+2006-12,216.746009
	182	+2007-01,229.924156
	183	+2007-02,221.9274
	184	+2007-03,262.684383
	185	+2007-04,228.895096
	186	+2007-05,265.083851
	187	+2007-06,258.977043
	188	+2007-07,266.968326
	189	+2007-08,318.664348
	190	+2007-09,230.478149
	191	+2007-10,289.541093
	192	+2007-11,283.648286
	193	+2007-12,256.931294
	194	+2008-01,302.476155
	195	+2008-02,268.668802
	196	+2008-03,272.219683
	197	+2008-04,277.762538
	198	+2008-05,270.606861
	199	+2008-06,275.779981
	200	+2008-07,301.209247
	201	+2008-08,264.970332
	202	+2008-09,292.956738
	203	+2008-10,326.6877
	204	+2008-11,253.001329
	205	+2008-12,277.289776
	206	+2009-01,248.831058
	207	+2009-02,241.095985
	208	+2009-03,283.746213
	209	+2009-04,260.671042
	210	+2009-05,254.414393
	211	+2009-06,270.43113
	212	+2009-07,259.816758
	213	+2009-08,244.133381
	214	+2009-09,248.26462
	215	+2009-10,263.230168
	216	+2009-11,228.724928
	217	+2009-12,234.352556
	218	+2010-01,224.933775
	219	+2010-02,220.67732
	220	+2010-03,262.015983
	221	+2010-04,250.099581
	222	+2010-05,276.090116
	223	+2010-06,272.066986
	224	+2010-07,250.360932
	225	+2010-08,255.196744
	226	+2010-09,239.661338
	227	+2010-10,243.681775
	228	+2010-11,248.497266
	229	+2010-12,249.574144
	230	+2011-01,244.939337
	231	+2011-02,232.945496
	232	+2011-03,289.023698
	233	+2011-04,238.990537
	234	+2011-05,259.677648
	235	+2011-06,275.632872
	236	+2011-07,242.300461
	237	+2011-08,324.0823
	238	+2011-09,274.187767
	239	+2011-10,270.477229
	240	+2011-11,255.131624
	241	+2011-12,244.62932
	242	+2012-01,231.101885
	243	+2012-02,234.545245
	244	+2012-03,257.000207
	245	+2012-04,233.080449
	246	+2012-05,264.958183
	247	+2012-06,248.781939
	248	+2012-07,227.395739
	249	+2012-08,240.855317
	250	+2012-09,212.265729
	251	+2012-10,226.061368
	252	+2012-11,230.885716
	253	+2012-12,215.198393
	254	+2013-01,234.243471
	255	+2013-02,214.266603
	256	+2013-03,224.388648
	257	+2013-04,251.002943
	258	+2013-05,250.849084
	259	+2013-06,243.767046
	260	+2013-07,244.114206
	261	+2013-08,242.563123
	262	+2013-09,223.860429
	263	+2013-10,262.061703
	264	+2013-11,225.457471
	265	+2013-12,241.779531
	266	+2014-01,256.575689
	267	+2014-02,235.989513
	268	+2014-03,261.807683
	269	+2014-04,262.921232
	270	+2014-05,251.68699
	271	+2014-06,247.732193
	272	+2014-07,255.219568
	273	+2014-08,239.930144
	274	+2014-09,248.656804
	275	+2014-10,308.822975
	276	+2014-11,226.46329
	277	+2014-12,278.298966
	278	+2015-01,263.950179
	279	+2015-02,239.882673
	280	+2015-03,274.993359
	281	+2015-04,256.912818
	282	+2015-05,246.399154
	283	+2015-06,276.827392
	284	+2015-07,275.783252
	285	+2015-08,282.391472
	286	+2015-09,274.599008
	287	+2015-10,282.703217
	288	+2015-11,249.189042
	289	+2015-12,283.018361
	290	+2016-01,272.553206
	291	+2016-02,271.508411
	292	+2016-03,284.431319
	293	+2016-04,261.433209
	294	+2016-05,264.282897
	295	+2016-06,284.847081
	296	+2016-07,243.221269
	297	+2016-08,272.131219
	298	+2016-09,258.816256
	299	+2016-10,247.15438
	300	+2016-11,266.325024
	301	+2016-12,259.109176
	302	+2017-01,239.466234
	303	+2017-02,227.512199
	304	+2017-03,279.259268
	305	+2017-04,227.787971
	306	+2017-05,264.728588
	307	+2017-06,265.992069
	308	+2017-07,224.48198
	309	+2017-08,262.459862
	310	+2017-09,230.338093
	311	+2017-10,251.493951
	312	+2017-11,251.54184
	313	+2017-12,240.721064
	314	+2018-01,261.505973
	315	+2018-02,259.934101
	316	+2018-03,273.042512
	317	+2018-04,261.841342
	318	+2018-05,272.909977
	319	+2018-06,263.520275
	320	+2018-07,244.881455
	321	+2018-08,264.346332
	322	+2018-09,225.121777
	323	+2018-10,317.27454
	324	+2018-11,277.381326
	325	+2018-12,276.046586
	326	+2019-01,277.707899
	327	+2019-02,241.038657
	328	+2019-03,277.03009
	329	+2019-04,261.491283
	330	+2019-05,284.415111
	331	+2019-06,256.978671
	332	+2019-07,269.314333
	333	+2019-08,290.814381
	334	+2019-09,261.099545
	335	+2019-10,284.282511
	336	+2019-11,247.526723
	337	+2019-12,257.874677
	338	+2020-01,274.641949
	339	+2020-02,272.40524
	340	+2020-03,400.244796
	341	+2020-04,343.361997
	342	+2020-05,317.528726
	343	+2020-06,364.653317
	344	+2020-07,333.268004
	345	+2020-08,309.313449
	346	+2020-09,324.909764
	347	+2020-10,317.67591
	348	+2020-11,308.611355
	349	+2020-12,343.027703
	350	+2021-01,406.45957
	351	+2021-02,444.156839
	352	+2021-03,496.670752
	353	+2021-04,393.637731
	354	+2021-05,377.85786
	355	+2021-06,402.918701
	356	+2021-07,370.748491
	357	+2021-08,376.310177
	358	+2021-09,379.886632
	359	+2021-10,371.253519
	360	+2021-11,392.665134
	361	+2021-12,404.77148
	362	+2022-01,406.525469
	363	+2022-02,369.311977
	364	+2022-03,453.069087
	365	+2022-04,380.840221
	366	+2022-05,409.756094
	367	+2022-06,394.3894
	368	+2022-07,334.53958
	369	+2022-08,383.119482
	370	+2022-09,354.389411
	371	+2022-10,359.88812
	372	+2022-11,349.531966
	373	+2022-12,346.352544
	374	+2023-01,329.247823
	375	+2023-02,313.436752
	376	+2023-03,351.956771
	377	+2023-04,288.478548
	378	+2023-05,344.923284
	379	+2023-06,332.444106
	380	+2023-07,303.412353
	381	+2023-08,347.942715
	382	+2023-09,292.965876
	383	+2023-10,339.445079
	384	+2023-11,322.369968
	385	+2023-12,324.804933
	386	+2024-01,334.974132
	387	+2024-02,329.790252
	388	+2024-03,320.803032
	389	+2024-04,353.497439
	390	+2024-05,343.552321
	391	+2024-06,290.196369
	392	+2024-07,345.104728
	393	+2024-08,345.483712
	394	+2024-09,313.967495
	395	+2024-10,354.66796
	396	+2024-11,313.517698
	397	+2024-12,355.970746
	398	+2025-01,355.989171
	399	+2025-02,335.840954
	400	+2025-03,376.741106
	401	+2025-04,405.158175
	402	+2025-05,367.281233
	403	+2025-06,353.972259
	404	+2025-07,389.71868
	405	+2025-08,368.581223
	406	+2025-09,385.449766
	407	+2025-10,449.33569
	408	+2025-11,376.145396
	409	+2025-12,401.427461
	410	+2026-01,407.987109
	411	+2026-02,418.722584
	412	+2026-03,464.192938

added outputs/figures/data/figP1b_symbols_per_day.csv +67 −0

		`@@ -0,0 +1,67 @@`
	1	+month,date,symbols
	2	+1992-06,1992-06-01,5555
	3	+1992-06,1992-06-02,5533
	4	+1992-06,1992-06-03,5481
	5	+1992-06,1992-06-04,5451
	6	+1992-06,1992-06-05,5477
	7	+1992-06,1992-06-08,5500
	8	+1992-06,1992-06-09,5545
	9	+1992-06,1992-06-10,5545
	10	+1992-06,1992-06-11,5484
	11	+1992-06,1992-06-12,5445
	12	+1992-06,1992-06-15,6501
	13	+1992-06,1992-06-16,6573
	14	+1992-06,1992-06-17,6630
	15	+1992-06,1992-06-18,6595
	16	+1992-06,1992-06-19,6479
	17	+1992-06,1992-06-22,6607
	18	+1992-06,1992-06-23,6612
	19	+1992-06,1992-06-24,6410
	20	+1992-06,1992-06-25,6450
	21	+1992-06,1992-06-26,6371
	22	+1992-06,1992-06-29,6550
	23	+1992-06,1992-06-30,6662
	24	+2009-06,2009-06-01,7523
	25	+2009-06,2009-06-02,7423
	26	+2009-06,2009-06-03,7414
	27	+2009-06,2009-06-04,7409
	28	+2009-06,2009-06-05,7407
	29	+2009-06,2009-06-08,7417
	30	+2009-06,2009-06-09,7426
	31	+2009-06,2009-06-10,7412
	32	+2009-06,2009-06-11,7454
	33	+2009-06,2009-06-12,7396
	34	+2009-06,2009-06-15,7410
	35	+2009-06,2009-06-16,7395
	36	+2009-06,2009-06-17,7379
	37	+2009-06,2009-06-18,7373
	38	+2009-06,2009-06-19,7309
	39	+2009-06,2009-06-22,7373
	40	+2009-06,2009-06-23,7389
	41	+2009-06,2009-06-24,7430
	42	+2009-06,2009-06-25,7377
	43	+2009-06,2009-06-26,7281
	44	+2009-06,2009-06-29,7343
	45	+2009-06,2009-06-30,7358
	46	+2025-12,2025-12-01,16275
	47	+2025-12,2025-12-02,16189
	48	+2025-12,2025-12-03,16056
	49	+2025-12,2025-12-04,16132
	50	+2025-12,2025-12-05,16184
	51	+2025-12,2025-12-08,16386
	52	+2025-12,2025-12-09,16321
	53	+2025-12,2025-12-10,16338
	54	+2025-12,2025-12-11,16376
	55	+2025-12,2025-12-12,16328
	56	+2025-12,2025-12-15,16594
	57	+2025-12,2025-12-16,16264
	58	+2025-12,2025-12-17,16256
	59	+2025-12,2025-12-18,16345
	60	+2025-12,2025-12-19,16293
	61	+2025-12,2025-12-22,16738
	62	+2025-12,2025-12-23,16622
	63	+2025-12,2025-12-24,15216
	64	+2025-12,2025-12-26,16038
	65	+2025-12,2025-12-29,17051
	66	+2025-12,2025-12-30,16957
	67	+2025-12,2025-12-31,16903

added outputs/figures/data/figP2_seasonality_1992-06.csv +391 −0

		`@@ -0,0 +1,391 @@`
	1	+mod,absret_bps,volshare_pct,range_bps,n_bars
	2	+570,,2.5302613699330663,18.72252983599215,3546
	3	+571,27.280853455576267,1.8594135211133327,21.84040950179624,4660
	4	+572,28.914411810260237,1.5084936441178083,21.922039908512556,4617
	5	+573,27.244409819834015,1.3993315942587234,19.606904888297116,4701
	6	+574,26.19659076676373,1.3146351612479437,28.18588689144117,4464
	7	+575,27.686633756162838,1.2362383216798394,18.43492544757181,4216
	8	+576,27.38879962159526,1.0708932653017453,30.225888666325552,4225
	9	+577,26.81441152001663,1.0484940660530246,16.884832469764515,4276
	10	+578,26.976985089537212,0.9237528240667007,29.26142696118413,4133
	11	+579,27.931125277419216,0.9560957028961161,28.953689216147975,4253
	12	+580,26.17343998239054,1.1900821771424093,27.620061260826716,4789
	13	+581,25.494157546796473,1.1325157972513016,17.253912799428914,4805
	14	+582,26.30497871589488,1.1371926549915972,16.87051854836941,4717
	15	+583,27.30785880445735,1.1166305464855621,17.46255528190298,4740
	16	+584,26.916573066337822,1.0226592673550159,15.713553356190818,4636
	17	+585,26.33317975099639,1.0245307576275284,17.069322548683008,4620
	18	+586,27.883719089715772,1.0378094718722126,19.281657385148435,4952
	19	+587,27.43851984698292,1.0590346166546025,18.316740131004497,4894
	20	+588,28.1120685180162,1.097520996032155,17.268850981508418,4706
	21	+589,28.808040993972448,1.0064561006555175,17.34488113682095,4608
	22	+590,28.71135525279546,1.0310621938435638,26.803438375067238,4641
	23	+591,27.140975320693894,0.9464438074090328,15.624847512203322,4411
	24	+592,26.729592287156265,1.0103725228391622,15.916862318315463,4444
	25	+593,29.400292248038987,1.0777128026690372,16.818937414734826,4603
	26	+594,29.840406534217024,1.1337460109114068,15.536751592816408,4458
	27	+595,33.54067933264325,1.0342367505304473,15.261212125507939,4511
	28	+596,33.31812647545815,1.1012796520644799,14.252655886449167,4387
	29	+597,26.916972910450067,0.9983632451071183,13.354111825100734,4190
	30	+598,26.15424100162203,1.0591253966955874,14.337507704579844,4317
	31	+599,27.681911713491786,1.0963251651769554,15.371009331667853,4329
	32	+600,28.1654023913787,1.023676064050825,26.888452092273766,4234
	33	+601,26.610151714991094,1.0414462922058367,14.875879466995757,4166
	34	+602,38.731236888652276,0.9727868240582561,20.79382676359748,4096
	35	+603,26.93510979729908,0.9999569885609447,15.105388554913876,4324
	36	+604,36.865526223725254,1.0098070367568284,14.871441041692428,4522
	37	+605,27.097658725853975,0.9298258476665161,14.544877969770123,4271
	38	+606,27.12423185647172,1.0333004142693063,15.119166493878334,4465
	39	+607,26.088256344497207,0.904677004006629,14.866561768581166,4400
	40	+608,26.857314418930017,0.9306601651232556,14.938061063303005,4302
	41	+609,26.44222981867154,0.922768162554392,15.078039216468216,4107
	42	+610,25.746576530778064,0.9651262102794593,13.417392547777283,4309
	43	+611,25.896079270818152,0.8715204735680974,13.921125979147446,4116
	44	+612,25.577307700601402,0.8777036185984368,13.818691372096351,3980
	45	+613,25.55110550350847,0.9552924247879822,26.104637780151144,4047
	46	+614,24.602319124330172,0.9402296101511819,13.135401487525055,4011
	47	+615,25.630608507924947,0.9197428856839073,14.601235374055793,3941
	48	+616,25.325750295428087,0.888732077632275,12.640613824241523,3948
	49	+617,24.07702118007776,0.8972356663208286,17.679452657568326,3971
	50	+618,37.01542728223626,0.8850682169130005,12.932168055271568,3893
	51	+619,24.945344012955065,0.893552545014411,13.427431551083322,3891
	52	+620,25.527723596140472,0.7905770082982945,11.64560714689351,3945
	53	+621,24.105741754890296,0.8582241570979744,12.169797161718952,3991
	54	+622,24.119157048935435,0.8766548679249812,12.676020810501274,3865
	55	+623,24.574041284266308,0.8428116107872469,12.577051118684379,3956
	56	+624,24.51814968171811,0.8869582283998522,13.329566611466014,3981
	57	+625,25.03274072791801,0.9075451418890872,26.05482218115702,3749
	58	+626,37.629047501258775,0.8262627977536287,12.59204035039757,3692
	59	+627,25.177747912958864,0.8634062821615478,12.874148759105324,3832
	60	+628,25.842948709205107,0.865847010367749,12.500178117187081,3723
	61	+629,23.97386928596665,0.8361703472280901,12.436562688991593,3757
	62	+630,23.515917537873786,0.8233798897298589,12.113296744177468,3803
	63	+631,23.707975227278762,0.7962417703108473,11.840468897021967,3781
	64	+632,23.04515013536116,0.8448277686715664,12.20159191744806,3825
	65	+633,24.193076965042067,0.8076625503823256,11.438577554557392,3761
	66	+634,23.90002279557275,0.7800493571863437,11.96401215716436,3786
	67	+635,23.484919174320606,0.7629461599017054,12.650777027424622,3740
	68	+636,23.83700201245103,0.8921864180989255,11.80764679258417,3734
	69	+637,23.141979621711517,0.7977619506154467,11.588113580359794,3706
	70	+638,23.614313723712915,0.7717489058760312,11.772538233412066,3795
	71	+639,22.772472519325017,0.854688451665304,12.337585332942048,3783
	72	+640,28.718247846207344,0.8044925512989122,11.857421440811892,3628
	73	+641,36.883579509850705,0.7424087454743971,12.555806364344132,3764
	74	+642,49.69151612035785,0.8278583913873842,11.32057383785,3689
	75	+643,35.938374975011484,0.7165334765752717,11.903332051985725,3858
	76	+644,24.126372720513807,0.8556614651044054,13.033248394160454,3941
	77	+645,28.375712004258297,0.8071596230825577,11.898062995016039,3735
	78	+646,23.738542028543534,0.7893485412257426,12.174361317964319,3914
	79	+647,23.647469082695878,0.848510294963482,11.724701992998883,3687
	80	+648,23.657480787152345,0.7989354819562065,12.27684303427049,3757
	81	+649,23.410112652452764,0.8079630246596448,11.645451493034473,3852
	82	+650,30.158813146493205,0.8233507569866874,11.794869953240886,3806
	83	+651,30.30063350812032,0.7566530908339565,10.4177994457485,3928
	84	+652,22.561256483234853,0.829190630014275,11.496718542437062,3860
	85	+653,23.762732912477226,0.7618951093561592,11.091922121884666,3838
	86	+654,23.405301494441485,0.7972469821146638,11.268265573255707,3920
	87	+655,23.835476386162487,0.8186272931892413,17.77818577614836,3688
	88	+656,23.99335069336071,0.8010465765290067,11.5351489802606,3668
	89	+657,24.10154788383332,0.7944680817095315,11.1219568793061,3711
	90	+658,24.271437332371615,0.7811060483474077,13.517564514873163,3769
	91	+659,22.98755433054358,0.7637145666873187,11.51230448568061,3777
	92	+660,23.265743019552303,0.7386239846519493,10.924638578140016,3781
	93	+661,22.542090872723374,0.7267315407732708,11.969015562830316,3609
	94	+662,23.87016998060206,0.7873223635224883,11.595666310527035,3609
	95	+663,23.67234552729997,0.7795781505231629,11.412516825761049,3678
	96	+664,24.51415276397669,0.7922774850228798,12.285056953444961,3751
	97	+665,23.820822650112557,0.7661949978210473,11.321465529248409,3659
	98	+666,23.738238187296552,0.8313571276538583,11.719559799292027,3656
	99	+667,22.984061417078042,0.741606180211573,11.623859606112912,3585
	100	+668,36.30135492346102,0.7220773908158952,24.256609349409032,3808
	101	+669,38.16662697177611,0.7239540269687672,11.15349322061278,3689
	102	+670,24.31671242199017,0.7538102482928201,11.556016204278613,3551
	103	+671,23.386635996980516,0.7663431154127005,25.70244191884853,3634
	104	+672,37.76971399257519,0.8003964662729481,25.07277435312957,3578
	105	+673,36.9048863761119,0.6821780566625221,24.751544530162878,3616
	106	+674,22.548022657089962,0.728670391317355,11.121930790052627,3691
	107	+675,23.561426109213816,0.6954671571619815,18.33008253674117,3679
	108	+676,21.758688406133178,0.7090933716451975,16.961977970929087,3717
	109	+677,23.270240200773245,0.68102831477481,11.11213222348827,3630
	110	+678,22.593351126241863,0.7634348366781942,10.9646147285801,3603
	111	+679,23.369120632689278,0.7866437929261871,11.33951258614064,3587
	112	+680,22.685285395413736,0.7893610082253776,11.584818475199917,3442
	113	+681,23.11872547606074,0.7153043821801348,11.02833546212039,3561
	114	+682,23.648432702640733,0.7406609629465496,11.749364906652726,3525
	115	+683,24.330138274535923,0.7014101361019569,13.219003137766142,3570
	116	+684,23.9980906694091,0.751151976125751,10.250333661417383,3835
	117	+685,23.11325370700159,0.7413910189814346,10.795613245825981,3606
	118	+686,24.550637925252417,0.7177582546875486,10.024824715831858,3606
	119	+687,22.114218954975524,0.7286441332455286,10.405033716285095,3630
	120	+688,23.090446716804465,0.7854241400155815,10.359459307593413,3588
	121	+689,21.768536457220982,0.7498629915286775,10.920578817150473,3624
	122	+690,21.797989607285874,0.743363904482896,11.284745651944476,3633
	123	+691,22.01492852217733,0.7634370631971744,10.631943521711971,3680
	124	+692,22.800669234747478,0.7551087366459646,10.932770633448106,3715
	125	+693,23.770029436421783,0.7856831311696572,12.168600671114188,3571
	126	+694,23.95072388118372,0.7061303463862141,11.000018161753207,3572
	127	+695,23.494375094549774,0.7555556394042502,10.215499603985858,3607
	128	+696,23.26568110933526,0.7102023441307782,10.56375448684084,3600
	129	+697,22.75331059309004,0.6945995828518001,10.291860498289125,3631
	130	+698,23.431163386251797,0.7601074350415353,10.086736900297366,3589
	131	+699,23.701174801544752,0.7365787889725068,10.205799370740086,3738
	132	+700,22.82380610549258,0.7485640963133049,10.455998547936076,3604
	133	+701,23.42412821510692,0.7045702577271875,10.732848871079765,3539
	134	+702,23.94444685424675,0.7499475770362324,10.94214414177936,3473
	135	+703,24.603831859533013,0.8203833190847576,12.113479346257648,3450
	136	+704,24.591381122713248,0.8391394902567436,11.533562825101356,3579
	137	+705,24.105588150246515,0.7998405297300908,10.232201627225358,3499
	138	+706,23.62906164382604,0.793371950362783,10.311171044846052,3445
	139	+707,22.65759373127685,0.7174662583337951,10.691069298397835,3463
	140	+708,23.50114161428461,0.7290252425476176,10.879359909717863,3362
	141	+709,22.91014068508386,0.7560226707918106,10.23742241860416,3379
	142	+710,26.300887405060127,0.6694954091990932,9.570885652705458,3377
	143	+711,24.433230074578372,0.7116064984677062,10.307450334975114,3481
	144	+712,21.64033570673159,0.7392611475175569,9.61463156327525,3383
	145	+713,22.392121626095005,0.6961851444088585,9.48265499470472,3423
	146	+714,23.79038499740768,0.7187390333973736,10.675932771979262,3296
	147	+715,25.34240852343508,0.7283821061510255,13.75878502068422,3272
	148	+716,25.64790761630388,0.635425877104314,9.442905908385338,3294
	149	+717,23.596405803876074,0.7923302025137798,10.753393381825955,3276
	150	+718,23.424079336854188,0.7147371499637052,9.731021804218006,3342
	151	+719,22.784975717948704,0.7124906485932366,11.102631511626063,3366
	152	+720,22.624603873452145,0.7134472972877244,10.84590916837713,3246
	153	+721,22.44487369342641,0.7178752843462239,10.403577033818792,3321
	154	+722,22.379456549228184,0.7934592880553775,10.126815347348142,3328
	155	+723,22.698653786415026,0.7812083990735915,10.203289008894904,3324
	156	+724,30.64518493642764,0.747887574250723,10.559891083240696,3669
	157	+725,23.197874067880974,0.6775952940066999,9.358187912534916,3502
	158	+726,24.065699582463488,0.7391391999392422,9.945673380011247,3401
	159	+727,23.672977343073672,0.6658301381756386,9.700941803329489,3259
	160	+728,30.002727971236833,0.682402592528931,10.976942958851431,3259
	161	+729,21.201574681468088,0.6744522867374226,8.716051115989565,3341
	162	+730,23.0211633055065,0.6566417151188274,9.29943280344081,3368
	163	+731,22.7476730815684,0.6748988762960281,9.226881790184356,3229
	164	+732,23.53148283688444,0.7602635465256768,9.725197825973662,3369
	165	+733,22.392492177561493,0.6887593401046245,9.595909885432738,3206
	166	+734,24.222608631222286,0.6918071331133122,10.777135480995533,3315
	167	+735,23.66768616093811,0.680584834650568,10.534772612001424,3220
	168	+736,23.177605534648503,0.6873133950101978,9.920775252589399,3251
	169	+737,22.89908918865221,0.7010603465594776,24.86623864390168,3315
	170	+738,22.349618299328913,0.7482270099017961,9.318115257570268,3274
	171	+739,23.10890279114192,0.7512921646837716,10.371769570040023,3093
	172	+740,22.809209728597693,0.6963654333046501,9.971105806209433,3197
	173	+741,23.04741583791298,0.7365470756664475,9.86162538408506,3197
	174	+742,23.324922915702473,0.7892326876574979,10.41800510096862,3188
	175	+743,22.37508822215773,0.7117779408817906,9.481901417246606,3180
	176	+744,23.092207780126465,0.7328213720598667,8.528689586698654,3312
	177	+745,23.018710195503218,0.7423996193813829,8.893045546062531,3227
	178	+746,23.808132454116294,0.7567889308013352,8.763887400475548,3200
	179	+747,29.7151373109654,0.781309604055201,24.987148770284815,3113
	180	+748,29.650714929132285,0.6865051142786291,10.411011473350936,3076
	181	+749,22.72338707000135,0.6876936175796277,8.856189478854498,2921
	182	+750,22.07166111574456,0.6749946684624782,24.78881567071919,3008
	183	+751,23.57213319058993,0.6728991218321709,9.640428873297171,2957
	184	+752,23.4282189609951,0.6162979983960373,9.044460810666918,3092
	185	+753,23.062086018560898,0.6957667062652338,8.444677271173019,3025
	186	+754,22.00949618007486,0.6385449717190158,8.618088973311986,3156
	187	+755,23.71875000212974,0.7057421460914444,9.627526748525872,2989
	188	+756,22.429366310942402,0.6609289329641834,8.71484136546395,2961
	189	+757,23.704232595489067,0.6977964176136968,8.783287468012382,2967
	190	+758,22.421156710452703,0.6938408111120087,8.774321977491395,2953
	191	+759,24.068270643953326,0.7260558695345225,9.625087426498252,2951
	192	+760,24.751541647387512,0.6889349615546843,9.383031800682767,2906
	193	+761,22.420932851411575,0.7123920954288605,8.86719463312935,2970
	194	+762,23.57701734419552,0.6733390705868965,9.831774576332188,2889
	195	+763,22.26636711532501,0.6792048429299633,9.653605669107826,2903
	196	+764,23.25487810570601,0.7663802071300292,25.461065637023907,3063
	197	+765,24.69578163542208,0.6172581706234599,10.982689846129563,2937
	198	+766,20.916210321982593,0.6274558932134175,9.395647057708166,3011
	199	+767,23.168333776349208,0.6318809172502051,9.37611468884217,2948
	200	+768,21.944683129189716,0.6024959523820316,9.317542638054903,2887
	201	+769,24.30236122657159,0.6007472723202346,9.885990816130281,2955
	202	+770,23.31755529805159,0.6951733979892574,8.899404038526969,2895
	203	+771,22.104900035228454,0.7120865767471207,9.237370916780405,3019
	204	+772,22.43126522779327,0.6712688993410771,9.113129154289236,2963
	205	+773,24.48619148416413,0.7048886307531048,9.908363135077625,2911
	206	+774,23.011979308198267,0.7072404897732901,9.17650392026895,2947
	207	+775,24.113333339342148,0.6508350632579942,9.34975987046163,2918
	208	+776,22.617306588417588,0.6764843042125979,8.987098344706498,3079
	209	+777,23.26150239285515,0.6672834210320638,8.79146462166505,3053
	210	+778,22.699341558901597,0.6520391439764216,9.494604610330805,3036
	211	+779,22.13944767573646,0.7295790784823213,8.612676157542523,3121
	212	+780,23.89909802717592,0.6615219107256489,10.122034998957313,3009
	213	+781,22.95886242683083,0.6534078364675958,9.967200907456656,2973
	214	+782,23.432495714782927,0.771842597546113,8.857172777434325,3000
	215	+783,23.020548722213483,0.6705473890012972,9.514196571948409,2963
	216	+784,25.200135018735597,0.7111458513067431,9.990417839667364,3020
	217	+785,24.210571560290457,0.6978257892510757,8.952814061911432,2980
	218	+786,23.166621896212643,0.7059937445501782,9.125955288862432,2961
	219	+787,38.455664771519444,0.65278516174911,25.641628704372913,3030
	220	+788,39.120310333554045,0.6041526076401734,9.740439910548854,2940
	221	+789,23.369339558835986,0.7125677476723251,8.711721265140152,2863
	222	+790,23.878612104040695,0.714099806116445,9.582181614543899,2986
	223	+791,21.338041610150807,0.6741328150109783,9.17892359554554,2980
	224	+792,23.525635582587746,0.6953604107182588,9.664101887224657,2773
	225	+793,23.145980037027666,0.605010365139652,10.256671901300571,2775
	226	+794,23.163324717816284,0.6919907988188504,10.174939490871768,2771
	227	+795,22.55032234880956,0.6134217913604739,8.819494182210926,2764
	228	+796,23.379685972598296,0.6152058050860689,9.744701979137245,2775
	229	+797,22.85127865150517,0.6934477771800008,9.041645547055756,2809
	230	+798,40.59797064694986,0.6341521969057687,26.89688381236527,2791
	231	+799,42.1729104396375,0.6637719242763006,8.723476067240146,2738
	232	+800,23.838209555022654,0.6288997896449392,10.252812794887575,2727
	233	+801,23.603583187239455,0.6725927102376729,9.22847217411242,2755
	234	+802,22.423499662429553,0.6506174431445152,8.775123113416097,2713
	235	+803,23.614967143686048,0.748462752094334,9.706258107019899,2854
	236	+804,24.387190187215545,0.7377018236742502,9.154320748950603,3018
	237	+805,25.054503064386473,0.6231395753279898,8.665671415315138,2788
	238	+806,23.859375950045767,0.6414245742504363,9.2504053884136,2802
	239	+807,23.293074422504667,0.6756638264886584,9.905457339727668,2839
	240	+808,25.36414519522386,0.7025752248678346,26.494648590300184,2880
	241	+809,24.016903068972542,0.7267357945018024,8.875711095834053,2840
	242	+810,23.57203924739399,0.7039540296262323,9.94910547769324,2751
	243	+811,23.974625887992516,0.7567773808355699,9.837270821662726,2890
	244	+812,25.085773823595595,0.6729730281476441,10.045433205491411,2814
	245	+813,24.035614759063108,0.7397293996017595,26.81912265555426,2925
	246	+814,24.22054122182079,0.7754816309136014,8.599210503342057,2980
	247	+815,24.05688346039404,0.6798529148377658,9.179744178900478,2818
	248	+816,23.03846367512279,0.6692038741058957,9.394740727852257,2832
	249	+817,23.72767097900164,0.773763658323633,9.427254224842939,2807
	250	+818,23.012363032520287,0.8260584768709411,10.083893006954405,2891
	251	+819,23.633264531984864,0.6823549861929403,10.048306692891577,2804
	252	+820,23.304355010752126,0.6684314580975976,9.70431760934358,2838
	253	+821,22.380117657849937,0.6707680658160905,9.167014255775085,2896
	254	+822,23.24645804981601,0.6462206181431195,8.286072169816668,2845
	255	+823,23.47117356356049,0.6417296143467757,9.319859628420947,2795
	256	+824,24.110569450590162,0.682234296792136,9.8754609359294,2983
	257	+825,23.350777153311807,0.6852607624475614,8.924969757924922,3010
	258	+826,24.119534727217594,0.6374459751681674,10.390040771919047,2894
	259	+827,23.90400935225031,0.7060583069953823,9.34287694391642,2955
	260	+828,24.876655873726815,0.7302860997650447,9.040897545679195,2812
	261	+829,23.494739665697434,0.6758119832538534,8.32772859442117,2922
	262	+830,23.55367043174911,0.6756195461990672,9.520055680196517,2917
	263	+831,21.975007246788994,0.712658446296202,8.928567314961509,3053
	264	+832,22.32694596812851,0.6539982280912146,10.069664131913767,2937
	265	+833,23.12161735320091,0.6838243634001764,9.259507374761549,2932
	266	+834,23.189066320006614,0.6920429645206655,9.319781104327017,2951
	267	+835,23.124975099063008,0.6234659843658145,8.570211770388607,2904
	268	+836,23.611118558120868,0.6393901660119466,8.859761655244402,2966
	269	+837,22.693172540763573,0.6895091820821976,9.246702330905913,3059
	270	+838,23.09624592942268,0.7237300286626664,8.783098743059409,2940
	271	+839,23.291476446750423,0.6313542786515745,8.934710638318347,2960
	272	+840,23.181203804765843,0.6128513207541333,9.256774209341547,3181
	273	+841,21.651582875728206,0.6527375687466639,9.999229443535368,3073
	274	+842,22.858684515126047,0.6914884861836932,8.627091515078241,3055
	275	+843,22.8784572857657,0.7375106013901978,9.02496896602916,3064
	276	+844,23.529800912539713,0.6601936966616516,9.142477980971185,3156
	277	+845,22.947077472379494,0.6528151749312445,9.197767393776802,2968
	278	+846,22.139562517482805,0.6362226972426731,9.85473174181125,3030
	279	+847,22.055745213771402,0.6995801956546759,9.506797121114147,3033
	280	+848,23.209949537851326,0.7026230708398784,8.861787404726137,3047
	281	+849,27.17671114647235,0.6072509050332696,9.499990505073864,3019
	282	+850,22.034745807126207,0.5978018872040863,10.872815382845335,2966
	283	+851,23.612346832402853,0.6149473771712605,9.216008945419603,3076
	284	+852,23.638507954230015,0.6723525575604673,9.391335120777628,2998
	285	+853,22.159883736017875,0.7027812410065393,9.847203973519127,3074
	286	+854,23.73133904731998,0.685769213671899,9.791281017070538,2963
	287	+855,22.24060950664399,0.6686137900354159,9.092891503873332,3083
	288	+856,22.16852896682371,0.6687660418591866,9.164938244708258,3215
	289	+857,23.014645930668085,0.6561283019125708,9.849885571778778,3164
	290	+858,21.33289726554135,0.7072860884765777,9.314836837474552,3286
	291	+859,23.42794770140391,0.6776891404048635,25.09177125528895,3225
	292	+860,29.4834633697693,0.6329692914377404,10.199949157054927,3137
	293	+861,23.649724903159264,0.6920459107640212,9.199581864558903,3203
	294	+862,22.30423065325014,0.6254386156419923,9.520377621950518,3199
	295	+863,22.91174152569397,0.6672478783938972,8.863423928890747,3213
	296	+864,24.40673392119328,0.7041684970790649,9.503498628404433,3305
	297	+865,23.534099296205852,0.7013714586554423,9.790107880004115,3203
	298	+866,24.46415167023526,0.7243842522144154,9.260126175302313,3213
	299	+867,22.195932404656862,0.7107026852398382,9.970530571063248,3191
	300	+868,23.51128842776732,0.7090303569856651,10.099441792680537,3284
	301	+869,25.524188286426437,0.6956166774322862,9.63624765764416,3367
	302	+870,22.313186574323627,0.6310036221005247,9.150545307371635,3222
	303	+871,21.292547945276386,0.6461037302933837,9.66051740533273,3407
	304	+872,23.170483320007783,0.7169448063768221,10.469385177549569,3211
	305	+873,21.556784134714462,0.6827017307643016,9.387395925054518,3193
	306	+874,22.8589131293539,0.6449962250839955,9.064412733373175,3314
	307	+875,34.26061858317382,0.6301261231535036,8.620563547724393,3249
	308	+876,34.63641013327346,0.7278604460246063,8.992348604629141,3188
	309	+877,21.71466003354763,0.6578434525027745,9.294867609689845,3167
	310	+878,22.08268728253761,0.6748497814437309,8.230725533536564,3285
	311	+879,21.958640792872686,0.6507190408625989,9.622467753857322,3269
	312	+880,38.63237096071053,0.6020553317115221,24.68824551698302,3270
	313	+881,36.89646827621655,0.625825439828168,9.9679678387078,3461
	314	+882,21.375991969301264,0.6518196149947775,9.815224828050303,3475
	315	+883,21.698647388274242,0.6533067486913007,9.420699513511714,3431
	316	+884,23.583514179462412,0.6792835122983591,9.731360261339358,3628
	317	+885,22.505266114534415,0.6209780174133206,10.24408470589638,3531
	318	+886,22.956001604801266,0.6880933707097132,9.73466150915227,3570
	319	+887,21.398731045686628,0.6932188812188833,9.580822539985936,3491
	320	+888,21.101222743190828,0.6353892335887079,8.967218220931377,3531
	321	+889,22.229289337390888,0.7082515302049982,9.090148138829848,3476
	322	+890,22.96556659103252,0.6389327861876517,10.626626218211733,3482
	323	+891,22.60802830451313,0.7110023100614393,10.13748881369801,3513
	324	+892,22.810951529403358,0.7712877820915499,10.21186282753941,3406
	325	+893,22.472970983819447,0.6769516111595445,9.858605582970398,3432
	326	+894,26.022763338879656,0.6541900539779057,10.311862930042032,3324
	327	+895,22.440202218279385,0.7125268213955929,9.589775846906965,3511
	328	+896,22.867830945159415,0.661791041680092,9.960880804707639,3469
	329	+897,22.762405277004408,0.6662746577265278,16.23485751566652,3635
	330	+898,22.726052145653703,0.7384615928151156,9.141385869832614,3514
	331	+899,22.737694726406183,0.6883303514698654,10.435200118392148,3419
	332	+900,23.11826802570389,0.7095402868586522,10.594813884975347,3506
	333	+901,23.142739106061303,0.7145393113341004,9.63857361355792,3572
	334	+902,22.305317878236345,0.6767372060848775,10.504370733791925,3610
	335	+903,22.546944137851185,0.6974473936934635,11.04061855030265,3621
	336	+904,25.067770616485245,0.7287629668345399,10.10277853856493,3879
	337	+905,23.93667436010157,0.7560725682385792,11.184297848722155,3710
	338	+906,25.566673402791398,0.6958212615240643,11.016521058745635,3847
	339	+907,22.731090208796772,0.7563606106422904,22.51088385474944,3900
	340	+908,23.20482843322694,0.7769108694059551,10.523742383848417,3813
	341	+909,24.37917529278561,0.6985587171471048,10.793671098530085,3953
	342	+910,22.322451015981326,0.7192708749696257,10.275022187210322,3903
	343	+911,22.338907352078383,0.6941757279860666,10.112624571259746,3966
	344	+912,23.970057366635036,0.6997703079688989,11.225310001381143,3881
	345	+913,22.704077886126342,0.7730503694797032,11.198120685120983,3885
	346	+914,23.35844044580501,0.8152931983465147,11.558050439109229,3719
	347	+915,22.26923576912461,0.7473648480085356,11.49570020153053,3788
	348	+916,23.019644876745158,0.7262211486821869,10.619457033222691,3796
	349	+917,23.54999120464571,0.7247282257201054,10.347114226204896,3756
	350	+918,22.851096100920117,0.6883682744951316,10.039579363164407,3796
	351	+919,22.765357076245863,0.7867011856125569,10.917341088194705,4007
	352	+920,36.83742768454014,0.7526312560584568,23.954816097063215,3871
	353	+921,35.997986053713795,0.752112793841898,24.609422844829414,3925
	354	+922,24.33785502856548,0.8010131166106967,12.771584016649843,3868
	355	+923,36.24746698725706,0.764015395807669,11.597474337357658,3741
	356	+924,23.846999849680333,0.7993425953190778,11.152161802658407,4001
	357	+925,35.40386338551985,0.8247471468398356,11.232772114198566,3965
	358	+926,22.634803901595642,0.8210858080335516,10.928630648993863,3973
	359	+927,24.096303274036366,0.8042436340712201,24.12140272747043,4053
	360	+928,23.08808135780509,0.8499840538398282,11.618535132114419,4037
	361	+929,23.657802755424218,0.8047143426559088,10.98485351146356,4109
	362	+930,22.283957904970517,0.7657708980449716,11.445021950929265,4049
	363	+931,23.308629222966996,0.7957161124592792,11.364654293232975,4121
	364	+932,23.462290009523024,0.7803021960089173,11.494099099843014,4004
	365	+933,23.88055956452816,0.7515660127104073,12.625494785001598,4155
	366	+934,24.216265030825443,0.7951260680499835,11.533511646388762,4085
	367	+935,23.06787892380708,0.7366750115250509,12.373079867015093,4106
	368	+936,24.112349330830426,0.769156510405607,11.276854489473822,4168
	369	+937,24.155450591442815,0.7470733783896513,11.236534897631856,4267
	370	+938,23.9542800859757,0.8204396740619423,11.583540021574093,4174
	371	+939,24.764759570297127,0.8252567478958411,12.770526395862658,4170
	372	+940,25.154275113027104,0.8381848145220049,12.213102421877554,4105
	373	+941,23.39433091486574,0.8353718108980871,11.389304149864326,4161
	374	+942,24.61136111304261,0.7600880680058303,12.555535357986011,4114
	375	+943,24.96406068899207,0.7958520575989954,12.344858471192973,4049
	376	+944,24.980138047189637,0.7497213159710892,12.427416012100528,4211
	377	+945,24.796834703374287,0.8158477413674157,12.269227669878045,4142
	378	+946,23.164128626572854,0.8340765540740102,12.954167227235724,4195
	379	+947,24.33315846341349,0.8283113275329826,12.697774926267979,4301
	380	+948,24.567387038566036,0.7864142927307727,13.148268042566723,4348
	381	+949,24.20086161035482,0.7927848232157187,12.274401238753022,4338
	382	+950,57.87947949420668,0.8056814709130371,13.688245784485812,4539
	383	+951,41.40642966732147,0.7967138239426584,12.986843175676569,4503
	384	+952,42.02325675089236,0.8983397467672578,13.01957155851894,4473
	385	+953,25.732735067726825,0.9134497323462483,13.378803433262174,4518
	386	+954,24.713773413334565,0.8468610203367801,13.301200073258741,4498
	387	+955,25.19863858145371,0.8496249614586698,27.62532700310504,4857
	388	+956,24.445171502550732,0.8318948747752399,14.131165808192916,4815
	389	+957,25.193935136282672,0.8278829038464615,14.903729863218265,4759
	390	+958,27.28727525472673,0.9655807732114066,14.824173498113451,4762
	391	+959,25.485778899478174,0.922162376826786,13.959675988703967,4839

added outputs/figures/data/figP2_seasonality_2009-06.csv +391 −0

		`@@ -0,0 +1,391 @@`
	1	+mod,absret_bps,volshare_pct,range_bps,n_bars
	2	+570,,1.1837352191235424,159.86884549702916,10741
	3	+571,57.87383876541529,0.6131379726874399,75.28965982065282,10829
	4	+572,58.758725002492945,0.5029104484062314,68.18006629284157,10850
	5	+573,51.9325533277965,0.4392734184088766,67.77575483725519,10884
	6	+574,28.843520756081045,0.4034077412754816,34.818420186873425,10872
	7	+575,30.490941872321365,0.5524471297495207,58.10924293256496,10914
	8	+576,29.714293159068518,0.5065430506956731,46.93055993801399,10910
	9	+577,31.3535227609821,0.4453616663920039,51.94393037300642,10913
	10	+578,40.171579015293325,0.41489578309458053,57.97673296963905,10893
	11	+579,41.61705186411526,0.40528645202923125,41.78550842243574,10904
	12	+580,27.538904796202235,0.4137690688599236,39.23021734882428,10900
	13	+581,33.74721535319222,0.41560965769836256,50.50208588628632,10901
	14	+582,44.42899929978537,0.3967655706085445,33.11250372804394,10890
	15	+583,21.811796750735933,0.38419578180760555,34.69078455963214,10887
	16	+584,41.3289090611604,0.3826488560350215,32.710161724798624,10890
	17	+585,31.18685572396143,0.4346584015255908,46.11493341810716,10903
	18	+586,29.206007334296842,0.37565969329048704,29.054268579071437,10873
	19	+587,23.997510317481773,0.4011172595669849,33.30804402302902,10896
	20	+588,21.520152777858215,0.3459983584385884,35.251374789973205,10869
	21	+589,31.694969575960684,0.38392660174217313,37.1244317362656,10884
	22	+590,43.65172909081802,0.42532401523595104,33.63212208942944,10884
	23	+591,34.251486767701984,0.42120387949644933,37.811616275713085,10903
	24	+592,22.615057144129775,0.3989487256362914,33.45414765164344,10880
	25	+593,34.61967574167551,0.3623280960544929,31.336566319286604,10883
	26	+594,17.27784602980395,0.36351085264479965,26.229840289245054,10883
	27	+595,36.142119187716474,0.3893261082156847,38.20127000261838,10883
	28	+596,11.987523772911569,0.36981400056525837,23.70267230305688,10883
	29	+597,27.312682457252727,0.32795727221039417,38.31902650965064,10876
	30	+598,44.30657554743203,0.35685271615825725,53.83613912704018,10880
	31	+599,41.59528205887852,0.37257178455684214,30.914190586339707,10884
	32	+600,37.37862977006709,0.611503950149599,40.51224295990025,10901
	33	+601,44.42731827291666,0.4130146996483067,41.6987591788435,10899
	34	+602,36.284709909223395,0.40478244748312503,44.49437307279207,10900
	35	+603,19.637787990360756,0.39488748668384854,48.852180176418436,10907
	36	+604,33.38147407886127,0.38398014716745865,28.782880424961856,10892
	37	+605,36.10771628397821,0.35824461398784924,28.398254813843373,10895
	38	+606,17.328186783964036,0.3729663895923344,22.47201562503179,10886
	39	+607,28.624569678079123,0.38205917731103034,38.12655633031295,10882
	40	+608,16.485695264171166,0.3558650052186504,20.69763183471723,10859
	41	+609,26.343161025861242,0.3314659648903465,26.479685579209807,10860
	42	+610,37.939530698004226,0.3641183814411409,35.3390003571333,10889
	43	+611,31.97055631284786,0.3591506784270625,34.29770130947226,10899
	44	+612,11.722138849037142,0.3242491712516373,18.35043655992243,10866
	45	+613,35.16700346762869,0.31614443709394646,51.46940008816103,10876
	46	+614,48.76929946497952,0.35059037351033956,44.328706749656746,10894
	47	+615,30.283252654131697,0.3606457870103508,35.69998146618905,10886
	48	+616,22.23827180544432,0.32104849075585606,25.20784279812635,10856
	49	+617,29.186899257759947,0.31219505237624595,32.262933989530964,10867
	50	+618,24.806118710591292,0.31148134027640456,33.28253983750717,10878
	51	+619,21.72271084657987,0.31707109870882666,32.76490410246482,10866
	52	+620,23.363629466236272,0.3218631725272043,27.11830918776108,10878
	53	+621,40.27584195247703,0.33329252435982176,36.12662000515649,10894
	54	+622,17.289021446153992,0.32381135124301874,23.144854572343583,10863
	55	+623,27.24009964000954,0.30007848417230076,24.063580265147937,10860
	56	+624,17.082453309043693,0.2823138990336807,19.32099367035511,10851
	57	+625,18.213094592164847,0.2910000221767433,32.255762162121655,10875
	58	+626,34.0796580328276,0.2683492108089367,29.046118063059193,10853
	59	+627,32.84975198332576,0.26804435126334347,29.857058951683253,10844
	60	+628,24.32323118625586,0.285060283194834,23.9176516376578,10848
	61	+629,21.903319579129175,0.25927516814559987,32.32614383386937,10853
	62	+630,22.938470167008305,0.3923586054863122,25.868540002679648,10879
	63	+631,25.44031015806234,0.3038025588109424,33.96582750804004,10863
	64	+632,14.457286881091576,0.28493902887053657,18.400333654449074,10823
	65	+633,19.92229237218657,0.2998968053540617,28.98420905183744,10861
	66	+634,31.311379700267153,0.31883489827462025,32.84000845432868,10871
	67	+635,42.71265793657001,0.28786650279527015,43.42617376783387,10870
	68	+636,53.622233846192,0.27754920132364513,25.383529823443663,10855
	69	+637,28.456151366422407,0.29215560062154877,30.078468978649756,10874
	70	+638,25.166848410140457,0.26110380066612066,15.565802991964512,10832
	71	+639,33.17177665240884,0.28237913049708324,24.844007119433314,10858
	72	+640,53.693178541086056,0.2788304237241377,33.2435933500374,10863
	73	+641,28.48394301976235,0.27483466231370657,20.896335710706143,10841
	74	+642,39.628200732161886,0.2734384181362444,26.54525217172081,10836
	75	+643,35.553074169659304,0.2514085885857714,33.77299939218994,10828
	76	+644,27.892038443754743,0.2713112023928728,23.862914690173806,10843
	77	+645,35.108966528872394,0.27554915508516087,32.65496796979615,10829
	78	+646,20.62577689197982,0.26538335869850727,26.83452095447785,10831
	79	+647,28.634055453261574,0.21859204231165427,16.590960438997087,10816
	80	+648,13.041762235963526,0.24847716396845082,18.31049697919738,10818
	81	+649,38.098064655653204,0.25595809626663935,36.62731657067795,10854
	82	+650,37.76437537622954,0.25569297800131763,26.24928022792103,10837
	83	+651,18.758704909911735,0.2568629818778771,20.97201319146317,10825
	84	+652,12.822177989087482,0.25122096241965775,29.18749908594078,10820
	85	+653,22.40037842417567,0.24865066122881277,34.882111671081724,10841
	86	+654,12.854886293046974,0.23528440306227189,18.18187241514872,10846
	87	+655,27.097695411008967,0.22809237118903802,26.589906180148947,10817
	88	+656,14.764185476351516,0.23171155547244549,26.323606160291185,10808
	89	+657,33.30005884882428,0.2322654469247382,18.764943990241076,10818
	90	+658,19.022096120780734,0.22729729070508575,21.72433550276322,10800
	91	+659,17.72562142943921,0.21994861923503337,23.445841399907515,10790
	92	+660,15.735455124630066,0.2474471379958643,24.055127225717747,10851
	93	+661,23.485531982368578,0.2546459559690092,27.674381242887566,10835
	94	+662,36.840372773360706,0.233856121104123,25.40396494182547,10801
	95	+663,16.162229661751145,0.2216966809170627,30.24418418141542,10797
	96	+664,41.4487137726592,0.25274783218683516,27.47039835819803,10843
	97	+665,25.968918168767413,0.2476551492735807,28.778568196078215,10837
	98	+666,29.945110501794982,0.24283771099220802,24.215868809943697,10833
	99	+667,28.751009337003346,0.24342923919433052,21.253922153095655,10843
	100	+668,25.796817669089304,0.22721653337141207,16.09996906690128,10812
	101	+669,23.528432685745944,0.2002150392917445,23.813664623948505,10781
	102	+670,39.22621988156887,0.22100062111512245,21.32713911547415,10786
	103	+671,60.4007121053148,0.2062424029477628,33.981110229380455,10796
	104	+672,29.761438667890005,0.20755354396029987,21.798691702462378,10780
	105	+673,19.4322225844374,0.20935514992627438,30.43943488499552,10780
	106	+674,26.72954542461425,0.2046189022237673,11.480530061480287,10763
	107	+675,22.995593691263284,0.21434898399318286,31.63403706399416,10790
	108	+676,19.056950285119427,0.22573913640496812,30.20736182345587,10765
	109	+677,30.030679152358324,0.20000626237779087,22.133634331813486,10757
	110	+678,23.11430594433783,0.2355558171059257,17.984226520404643,10801
	111	+679,32.98450768609897,0.21817443092837502,25.195622688338123,10817
	112	+680,31.399827580082345,0.21780451700350967,35.37442142270242,10812
	113	+681,46.42513558764137,0.22899979189151512,43.196595927434906,10812
	114	+682,46.965342433386304,0.20704432302589776,30.009856593894146,10771
	115	+683,26.21496979562263,0.2019397051057981,32.322358859147386,10754
	116	+684,18.71583850834074,0.18678820728921922,16.174989349523596,10701
	117	+685,34.83871359330276,0.19885303861818865,31.387612153887275,10760
	118	+686,27.102312626464077,0.19838907273011466,23.747826839593916,10775
	119	+687,31.898727396656493,0.1971078896793329,41.23957889227695,10755
	120	+688,27.501711308352107,0.22324832567284925,15.58782073914586,10810
	121	+689,27.41139924909367,0.23418612387198476,31.215643952552004,10816
	122	+690,17.923264849173098,0.2277620890187226,21.746500186131932,10809
	123	+691,19.655506261801314,0.20423513188686307,32.071653054018,10756
	124	+692,35.30977612605255,0.1906330363548794,45.05876145042418,10731
	125	+693,36.74054246825261,0.18722247523188523,34.84842280430364,10736
	126	+694,25.82050254388098,0.20048689152740623,33.391334222577996,10754
	127	+695,43.27302560922,0.22527806825962457,39.761821208443095,10793
	128	+696,54.850569428373134,0.19270210893848677,20.867239415455852,10726
	129	+697,23.538047695128146,0.17591389933136087,34.5323394898831,10689
	130	+698,16.996337635793026,0.20718693071025032,30.53588251537229,10732
	131	+699,15.701211912683242,0.19098906105352415,25.5285033637449,10737
	132	+700,22.547232799137934,0.2063536438172339,30.84165966506208,10774
	133	+701,40.603569638162604,0.17681386501461643,55.265677781098894,10696
	134	+702,40.10872078610483,0.16607972005149726,16.037326563461892,10664
	135	+703,32.50629664911675,0.19689733930979414,33.646018108646665,10722
	136	+704,20.267941621853478,0.18503653304741308,19.73918017791833,10702
	137	+705,29.959312770116426,0.19219781481621565,29.500377231203057,10722
	138	+706,34.663318084035,0.17844262625913523,12.471162460418306,10689
	139	+707,20.667704276631323,0.1674561734401846,19.75740852510272,10688
	140	+708,17.464162686271532,0.18458402046237965,17.07970352024767,10722
	141	+709,35.23241128938369,0.1952248019029994,21.278353292815765,10710
	142	+710,19.89970948936345,0.17857671186917348,15.953052791406005,10749
	143	+711,15.46755194807908,0.18875783679934058,28.245197614503688,10732
	144	+712,10.075783851581177,0.1880036105960755,27.272086679303495,10711
	145	+713,18.974426085013903,0.17972831194514677,22.701420797810968,10704
	146	+714,28.668664197490216,0.18119480618008413,16.624902350023845,10736
	147	+715,38.051374172236656,0.17337048964794485,30.659280114252958,10649
	148	+716,18.53804146519587,0.16230635527484655,38.43293507398323,10626
	149	+717,25.21249725025863,0.18952053924063825,22.319895141398,10702
	150	+718,20.3229440526238,0.18027577260546918,28.167812181478844,10790
	151	+719,34.77906681105595,0.18679700900485519,38.84184933357061,10725
	152	+720,15.617305973005983,0.18315062739507143,14.699874240298685,10715
	153	+721,18.483894918059615,0.18722867520035133,20.658162444868847,10718
	154	+722,8.30592184143573,0.17217853096254845,20.541013770139966,10695
	155	+723,37.751848832037815,0.16947290284866967,15.474224280762245,10696
	156	+724,9.086433297112945,0.19794303196887136,21.41230225474282,10675
	157	+725,42.17217284402493,0.17349710258227216,17.495595803870007,10622
	158	+726,22.97848257064764,0.20009071354588912,16.168105256117016,10696
	159	+727,10.896597021011406,0.17042784151988338,19.82995379894228,10649
	160	+728,21.64927382693042,0.17115259412145775,10.512648753420867,10667
	161	+729,30.73427018129329,0.17405339576388956,26.62361486800548,10671
	162	+730,38.516635468162555,0.1616101886784444,22.12063892791698,10687
	163	+731,20.73347255828782,0.16553840550653395,14.44809533238956,10588
	164	+732,10.553340189842109,0.16822887912522339,9.41760271523903,10665
	165	+733,15.0246496537961,0.17209955166018975,13.913177031529228,10603
	166	+734,10.856397069181115,0.14402769110332728,10.002710634623506,10554
	167	+735,21.418250250176698,0.16613579228600878,17.75948955580844,10667
	168	+736,18.94106644167839,0.14866470746460056,12.886220767128878,10582
	169	+737,14.523134602811686,0.15096298124888402,11.971809917304915,10615
	170	+738,18.727595653396747,0.15846840944938012,26.107645224324212,10662
	171	+739,28.2677652750495,0.15891348209099176,21.686492551390092,10663
	172	+740,47.759548036915895,0.15288382552690877,8.700580435488225,10669
	173	+741,25.45403471393911,0.17632463275240443,17.2460574847544,10725
	174	+742,29.732523671475093,0.18773065203781483,18.8230232156435,10738
	175	+743,28.77554117524257,0.1793522884786522,24.126983214885996,10695
	176	+744,30.44357065442037,0.171391464544192,31.574076183863998,10615
	177	+745,31.725288165373712,0.18066478894569393,36.907614325728396,10690
	178	+746,20.677589666761154,0.17814392567066165,18.107931375785096,10676
	179	+747,24.783119030988257,0.18023128036094804,34.68261423902008,10623
	180	+748,12.851495169899833,0.1777441028793025,17.440833902539197,10683
	181	+749,30.401222522491132,0.15931227262601574,18.757556218981726,10549
	182	+750,25.48986708939343,0.15777741791890326,20.706711430390172,10585
	183	+751,27.07201082440315,0.1798164198147928,27.835270497427125,10676
	184	+752,18.19105166214058,0.16839810934106586,10.940631530532109,10670
	185	+753,41.01058489854215,0.1890549418689959,41.10870089124707,10723
	186	+754,17.581270790320847,0.16775477387275115,15.047615067423925,10695
	187	+755,55.61303352848642,0.16352700368136258,20.03134576392714,10644
	188	+756,39.91323470422647,0.17974697894044678,36.10203480192839,10582
	189	+757,37.87273628062613,0.16774019229562367,35.60817664250179,10683
	190	+758,10.85388158055973,0.1576901009981791,9.41857275991553,10592
	191	+759,35.43276247561253,0.17943603885021425,36.45031305943629,10618
	192	+760,34.50614492531626,0.16964811174433347,16.162951497486556,10623
	193	+761,29.040327426489984,0.1544536219209876,24.257297966051134,10612
	194	+762,20.281532869647,0.1985945166529112,17.18635183447105,10567
	195	+763,25.83477892237786,0.14599933656177277,12.731424346102859,10588
	196	+764,26.430710989220138,0.16045775453738542,19.165260887877476,10618
	197	+765,17.589475333983323,0.16595897813114244,23.192596890305094,10590
	198	+766,13.459573929826638,0.14609778770149168,19.797945367786827,10566
	199	+767,19.67984515223547,0.1828475984144553,41.320618773837936,10714
	200	+768,15.154679996351257,0.15916573150186547,17.724310802203767,10638
	201	+769,33.51106135461454,0.1676996582522963,31.361388761892353,10638
	202	+770,39.50425722083794,0.165834828778549,39.946346069174204,10611
	203	+771,28.428462444364715,0.16127986975151865,40.36438988876002,10633
	204	+772,12.388808080383507,0.16384259035348375,21.34970019771577,10648
	205	+773,48.58871227893324,0.17761045807131323,34.53029814166758,10695
	206	+774,40.38173101672104,0.16666775295818098,19.60655101283021,10544
	207	+775,37.54897976645241,0.1547725725294719,37.355133355748265,10593
	208	+776,31.287556226834194,0.15301104937236307,13.881550114963677,10580
	209	+777,37.28684164106791,0.15152339096410394,35.85127847063344,10617
	210	+778,24.549799056049242,0.16814765672726464,17.35598549093752,10650
	211	+779,27.749761660862955,0.1674720659993223,21.448523240177867,10633
	212	+780,13.917590618597032,0.16844462955299871,20.323115757635897,10673
	213	+781,35.689044502018994,0.1925478991936538,31.91499082324234,10731
	214	+782,13.701644865577393,0.21695551420194184,21.5725665642231,10737
	215	+783,25.10583514985295,0.21008858938792346,31.225145396147724,10685
	216	+784,16.258308660801635,0.1744589296942963,22.182329847964002,10630
	217	+785,36.41974035757972,0.18791691879905076,31.0735049489724,10621
	218	+786,9.786651201088427,0.18813304216992216,18.816207340260966,10684
	219	+787,26.08974475459054,0.16260262104713213,40.922489630801074,10630
	220	+788,9.538578625243742,0.18818185345565913,21.522845470763112,10659
	221	+789,20.464611085597596,0.1749974528644849,22.018405103691126,10656
	222	+790,13.74162254785945,0.16703917234126978,15.646770422607517,10716
	223	+791,23.723269177705152,0.18432701097227494,30.9354555642934,10643
	224	+792,33.459322872850144,0.17500886095331064,13.82079132458444,10715
	225	+793,58.61619021067192,0.15463276860314398,38.29976221149371,10672
	226	+794,19.040996938218207,0.15822756837399596,11.785479743446968,10543
	227	+795,24.27133956288234,0.15604697227437908,21.191121981515874,10647
	228	+796,19.689669271554873,0.17865760292384159,11.985907977078917,10704
	229	+797,51.432217039722815,0.17360647421290024,24.140706363433626,10621
	230	+798,16.91107447080712,0.16216835107056538,11.47353747029529,10588
	231	+799,40.63076232057129,0.17746738241194351,25.616742223461106,10619
	232	+800,21.1155192232163,0.16325363712334492,8.796500720825705,10656
	233	+801,26.884791617434402,0.1677074771618194,32.786915191502594,10690
	234	+802,14.632886373584908,0.17927181808516454,13.849287002533513,10698
	235	+803,37.295200249507076,0.171370793774744,34.235458593558775,10662
	236	+804,34.31644739462013,0.17306561309120422,23.174976569999096,10604
	237	+805,28.605214559093614,0.14736596169017918,22.97998887483315,10589
	238	+806,28.28848567409153,0.18222436813510737,23.89063232609206,10626
	239	+807,36.36723963388422,0.17279041448246368,23.352049708436994,10615
	240	+808,36.35088367151967,0.1524637302153649,21.13763421150581,10609
	241	+809,15.606190964185714,0.17419038797992623,31.066539747143405,10653
	242	+810,30.589371088264713,0.1803208319597633,19.29022855125541,10679
	243	+811,49.543751064917025,0.15507940851902513,22.742118157382937,10594
	244	+812,17.651598648987413,0.16060602810147026,18.32160314954841,10589
	245	+813,24.888386652304906,0.15350854450913645,24.910261205529213,10650
	246	+814,23.604063939853905,0.1673007168903179,27.297504952875016,10653
	247	+815,22.304642072507598,0.17763923506096388,27.638663343469158,10650
	248	+816,28.483659258139014,0.17592191444452593,25.69485570126196,10661
	249	+817,23.945097301630042,0.17909073049529933,24.076942964986323,10753
	250	+818,10.982516881101228,0.15088925740196585,7.804032048980053,10638
	251	+819,11.618712174743008,0.1666184616677697,25.601327042355713,10687
	252	+820,13.980479261483723,0.1768199201859038,18.71662462914978,10734
	253	+821,29.296803387696276,0.15141783176360202,37.018661479984836,10584
	254	+822,24.81723495323062,0.18720229268010302,12.566620551635822,10703
	255	+823,44.75062553335927,0.1484533378037257,15.61316655042382,10598
	256	+824,38.37367459752332,0.18655057518832302,27.388516604229387,10671
	257	+825,31.31514349027253,0.18070758074526694,34.020608061209074,10715
	258	+826,12.029965792812712,0.19333150646730649,21.41617530111541,10729
	259	+827,19.22174968193847,0.17059082007333848,24.495468311005595,10628
	260	+828,14.87920935459948,0.16110718482197336,12.951266619074186,10632
	261	+829,15.85322692888108,0.1796794968537911,24.770549134716145,10703
	262	+830,36.24077256109665,0.17264396770089302,14.209568568862592,10674
	263	+831,18.792513435641595,0.16188669977054101,23.935259775672087,10667
	264	+832,19.283913409495685,0.17255975644575253,24.318527542982252,10609
	265	+833,16.829058480975384,0.15358945118340317,42.56234294817852,10664
	266	+834,32.52259401113397,0.1695090747811075,34.69913123436848,10645
	267	+835,30.443006690107477,0.16772588767659036,28.918185835652782,10683
	268	+836,24.135293418108716,0.17118582261955476,21.066981722576546,10648
	269	+837,46.45478320466004,0.19143896126308133,29.90679542757987,10747
	270	+838,12.526204388626311,0.18430287869167308,17.02809802451127,10697
	271	+839,33.72324279003414,0.17193230346215183,27.710072609010272,10704
	272	+840,10.046683544768083,0.2098403863373285,12.07113804908918,10724
	273	+841,33.808869050213524,0.19139205249994612,25.471129513359898,10700
	274	+842,23.72639916667418,0.2022009100388274,26.553183742261584,10771
	275	+843,30.19614062673861,0.22117082986676603,32.20475524642297,10782
	276	+844,27.551439777322663,0.220848262183698,13.111407318315058,10745
	277	+845,22.88309820780213,0.20426476494333823,18.711994502419824,10764
	278	+846,29.353727519340964,0.19321973257049413,25.45276544514863,10753
	279	+847,29.345747068204474,0.20312119143792037,25.949666070565478,10771
	280	+848,21.181786958743462,0.19456049215340804,14.448574020700876,10759
	281	+849,22.67043024309201,0.17869306030428317,22.99002537173191,10714
	282	+850,25.722122157397923,0.1814784649235409,9.226468456010435,10725
	283	+851,20.849847905865378,0.1727197169793912,20.914071761835384,10738
	284	+852,20.082826991549503,0.1838461414002855,24.28678638581559,10721
	285	+853,23.18265157489629,0.1921708289314699,10.104122176817228,10757
	286	+854,34.44146868896201,0.1955062444131314,22.55445269876514,10785
	287	+855,20.783544132187078,0.20015755001890254,30.662671982353032,10696
	288	+856,30.983494056436076,0.1963949707266329,17.877701562806557,10724
	289	+857,27.428988022901645,0.1980835630689723,25.12446642815166,10761
	290	+858,22.27186383824395,0.21526074436387121,21.845818940195876,10719
	291	+859,50.74704733264956,0.20775911796773244,30.53514460244875,10766
	292	+860,34.82868634338464,0.24042281536971996,23.54560057576159,10823
	293	+861,37.10400819729314,0.22776027486859773,36.05796144685426,10792
	294	+862,29.027733580280856,0.19112243915513505,19.73337237659736,10703
	295	+863,41.022854879987925,0.1819583663883605,36.63738977932307,10737
	296	+864,28.30788814250399,0.193571162499167,22.29234908886526,10740
	297	+865,20.08353497139876,0.19867290059093398,39.38815592776688,10766
	298	+866,15.944166836698656,0.20357072992649225,34.17250173565074,10791
	299	+867,44.20293833191041,0.20330444813229107,38.3402908747252,10801
	300	+868,28.780311610299975,0.21109616566164247,32.77226049112543,10743
	301	+869,27.777361256687374,0.21872912772101186,47.30878813985484,10789
	302	+870,63.06838829191827,0.27353457692755334,25.787665133786096,10864
	303	+871,49.72577986883731,0.22502167263555822,55.42806706974116,10798
	304	+872,27.942171964640373,0.22911597911890225,15.664063244908903,10808
	305	+873,37.88275591305419,0.19678936567539468,36.12335398643707,10784
	306	+874,13.449375554271763,0.21198445832662668,25.726910876650614,10834
	307	+875,26.066268285108883,0.24450554530699914,34.08127172846027,10857
	308	+876,21.889347071696882,0.22185114980592838,31.0627288274646,10804
	309	+877,34.57163612406432,0.21721279653741069,46.944352128273486,10800
	310	+878,29.101689091851455,0.22431478005947295,11.151711757851677,10788
	311	+879,24.17227069012736,0.22439909650932796,63.50217363646997,10806
	312	+880,29.118888709266677,0.24189019913988738,14.532243573833037,10838
	313	+881,19.39489373906017,0.25470038195512373,21.231249843506134,10839
	314	+882,48.96060222989848,0.22473937759965715,18.94570095195098,10821
	315	+883,26.780819014360127,0.22923374804656432,48.944226712071654,10837
	316	+884,23.818500707745166,0.2224053793340011,17.064653664860806,10832
	317	+885,27.41291893253415,0.2400237440333849,27.45080785301916,10825
	318	+886,47.752563624619945,0.19875708417022514,25.322757402958214,10777
	319	+887,18.290266946267298,0.20272769640760982,20.163837179972575,10803
	320	+888,35.551328687477124,0.20405094268571572,14.793959690382547,10793
	321	+889,28.327308256803676,0.207416313358849,22.840257955663272,10817
	322	+890,28.808800718598082,0.18961353332953682,21.381024090528317,10806
	323	+891,41.92161289987649,0.18953231257934963,28.799467666629123,10803
	324	+892,29.23518968938563,0.21690059047589375,27.420726134937578,10786
	325	+893,21.302386321166317,0.22306211263888334,26.651262273773707,10844
	326	+894,33.61058459955333,0.2264110171916038,18.79795284646967,10791
	327	+895,40.69659183064044,0.23540163294622002,34.022605973901655,10823
	328	+896,39.58246463243318,0.20395997239900016,42.676576307565114,10837
	329	+897,47.81180961867165,0.21477179936494512,26.250630498134484,10808
	330	+898,24.89953039837756,0.22024392675201837,19.464649472321867,10821
	331	+899,28.212093574945726,0.23318854152587784,37.21189698942654,10789
	332	+900,36.58595302133764,0.2702108917990607,45.35717698177982,10858
	333	+901,32.60696343562561,0.2639500895197472,33.840275940852464,10870
	334	+902,41.53792712361451,0.20648907394572674,42.78186392656568,10836
	335	+903,58.09751475065059,0.24813534163241915,56.030392201124734,10845
	336	+904,47.13182590583605,0.21311364118638648,30.44408856740593,10806
	337	+905,35.05452989227049,0.26010759973562125,40.948924886739704,10863
	338	+906,50.80396656247239,0.23840135724278194,24.7513730918916,10830
	339	+907,28.45738623410792,0.22649220551761248,30.59279744688369,10832
	340	+908,26.58278662361068,0.2558051740349183,26.534103451556042,10850
	341	+909,30.566384342849904,0.2518819333755794,29.56032804227124,10856
	342	+910,33.28521041785462,0.2625071826180825,23.561003400997095,10844
	343	+911,32.64520619712965,0.26804067619081046,30.567220271090044,10861
	344	+912,25.860276249856298,0.2508482467454207,30.961462551911396,10843
	345	+913,36.8960000063131,0.2297523699563345,34.60565079203825,10858
	346	+914,17.199294137274105,0.25607715036137346,23.71752735547332,10827
	347	+915,21.17561521893874,0.2690059974516144,32.885569295548095,10855
	348	+916,24.4416957025007,0.25231406742870177,21.41085451649829,10860
	349	+917,34.902678819140576,0.2537706841043016,27.468819969443995,10844
	350	+918,12.23181879142336,0.2806909811712827,27.58816639300548,10866
	351	+919,43.7083744415216,0.2912264296352027,56.8088371987646,10876
	352	+920,29.601515744233467,0.2752804427130798,24.80120303725751,10867
	353	+921,39.56204493312231,0.29481110921620635,36.3337473324422,10887
	354	+922,35.53381505526672,0.3011008359611774,26.55207413638256,10868
	355	+923,42.6373339766567,0.3175702550902617,48.28260916174175,10879
	356	+924,31.282114208970818,0.2828251296241968,35.37994088102704,10858
	357	+925,26.02337045097322,0.3044846804313293,44.99388451498235,10885
	358	+926,33.99448553599539,0.25606678752057194,18.30819954832582,10849
	359	+927,37.0974340231211,0.28626039307480367,51.39000844301111,10868
	360	+928,32.45472640157736,0.29772147824074174,30.357708989033664,10886
	361	+929,36.264699279547145,0.3195231412381644,37.27973492168003,10883
	362	+930,30.682106471347335,0.398285183324938,25.780282687859184,10896
	363	+931,35.1596321506419,0.4263802780229415,28.227468902110665,10908
	364	+932,22.005762433233116,0.3743060406515072,18.836276902430843,10894
	365	+933,19.029716435428192,0.3596571661176762,41.12379989504789,10893
	366	+934,24.728180508656802,0.33280916940299105,23.67602911883089,10886
	367	+935,33.28485730946358,0.4441641072974943,37.617495638804684,10919
	368	+936,28.02566232659286,0.39879550024692334,21.60361652661724,10902
	369	+937,22.266512141415465,0.344883276237049,23.51348151919303,10884
	370	+938,31.957725896466457,0.3646268160762327,21.812979003357135,10901
	371	+939,19.520837168073314,0.3643862182397299,28.700785586497165,10898
	372	+940,22.733521968760797,0.6015269796362849,37.25376379616827,10913
	373	+941,41.865074923506036,0.4095639653265782,31.86281359600504,10912
	374	+942,33.17887472938904,0.4226608428642101,20.161302763988466,10904
	375	+943,29.357601588132514,0.4135470272814711,31.328963242048356,10906
	376	+944,24.11856174528822,0.4508377390653816,19.771098352280443,10911
	377	+945,50.98375096641912,0.5032897812465857,43.68582767812884,10923
	378	+946,28.303980754451192,0.4913936448175973,26.754145488896665,10921
	379	+947,50.7357736827976,0.4757528788016194,52.07291412310207,10914
	380	+948,26.197640930154382,0.4980630884476843,30.779040845232633,10922
	381	+949,38.25431948442851,0.4919301375022204,34.8322791754066,10919
	382	+950,29.035478924782154,0.6986901593448256,39.219001502217594,10917
	383	+951,40.80735931890136,0.6016327805278048,49.60226623776702,10926
	384	+952,36.642605874055256,0.6031650322620724,28.443112181266397,10918
	385	+953,27.944093129391902,0.598600856940209,35.966347306100474,10922
	386	+954,28.61628456238617,0.6021477605850044,34.947944536312306,10923
	387	+955,45.20269557675887,0.7437263972925983,50.242806700736,10935
	388	+956,26.123098423392975,0.7550894449413776,24.192114092556203,10929
	389	+957,59.68188731275841,0.9152073729263988,44.12126646027061,10938
	390	+958,40.439737390494884,1.154100819765922,28.47863407834095,10949
	391	+959,59.44217595027689,1.6256078209549683,64.92960455370999,10950

added outputs/figures/data/figP2_seasonality_2025-12.csv +391 −0

		`@@ -0,0 +1,391 @@`
	1	+mod,absret_bps,volshare_pct,range_bps,n_bars
	2	+570,,2.255050840623273,46.2553748640734,10958
	3	+571,21.926269642938852,0.6001747872258147,32.3930149009041,10361
	4	+572,18.00774785719248,0.509883064235326,27.520376986170383,10334
	5	+573,16.995740440243036,0.4669322763060711,24.95731200634757,10312
	6	+574,15.641364597852576,0.44900510614627637,23.401327382708164,10352
	7	+575,16.546786148332252,0.49188440212444073,24.571548853497816,10536
	8	+576,15.27033776764323,0.44670664818334027,22.731011712243276,10479
	9	+577,12.902822971644849,0.41526021658879664,19.874429200881547,10427
	10	+578,13.187572460580908,0.41554193983671095,19.912112649086193,10423
	11	+579,13.505167026179048,0.39799814940962436,19.448101014684664,10346
	12	+580,12.965666441423656,0.4282564465956563,20.141525121581004,10508
	13	+581,13.188900003002152,0.41476720815205453,20.280025764914036,10500
	14	+582,12.702435648693113,0.3952977227457139,19.020986061782192,10425
	15	+583,11.68598844569517,0.3779726630887003,17.79820363884446,10437
	16	+584,11.195893810346362,0.35809790683761905,16.390556579836996,10379
	17	+585,13.293029394508494,0.453323498631568,20.676594924916362,10677
	18	+586,12.348317704301039,0.39799717717168903,18.830636813508978,10562
	19	+587,12.291266890314457,0.37560449723854067,17.435819830008565,10542
	20	+588,11.474048718126845,0.36940783113767645,17.007469563172368,10522
	21	+589,10.46098105443493,0.37785473393487107,16.42781037940934,10506
	22	+590,11.667477003598481,0.389708327945263,17.44698861877707,10580
	23	+591,11.12751709129455,0.37091190740566155,16.554665596544343,10517
	24	+592,10.764248081634014,0.3533074502648278,15.849800813077277,10516
	25	+593,9.990499059088705,0.3430755718200395,15.243482979498495,10481
	26	+594,9.634549375571657,0.32483347831365494,14.201713427184252,10436
	27	+595,9.980521194237703,0.33878380571620054,15.30207488649503,10449
	28	+596,9.988962048543195,0.3417968341829658,14.49910733436971,10442
	29	+597,9.376093480053445,0.32044373126113046,13.265043983318138,10388
	30	+598,9.220717299056378,0.316270053485027,13.083248973342492,10375
	31	+599,8.282201516025596,0.32830843959860606,12.746604906233989,10422
	32	+600,10.56536493233161,0.444079486323506,16.77468257960518,10685
	33	+601,9.160323614137248,0.3634009732606795,13.962334590687867,10544
	34	+602,10.396817785849287,0.3678517723327023,14.65574762312781,10561
	35	+603,9.911505127741405,0.3430627780520574,13.926230757049284,10497
	36	+604,8.991864047813353,0.3418117351868661,13.334983729774013,10487
	37	+605,9.922645101888905,0.3550978616232522,15.045306903681896,10581
	38	+606,9.016403676833026,0.35201578914898657,13.690127769584137,10526
	39	+607,9.082917818146427,0.32789229834004,12.877711186095542,10481
	40	+608,8.824126755592495,0.3198306559176159,12.725970402700748,10422
	41	+609,8.959205493368648,0.3224170573392517,12.973329843295797,10480
	42	+610,9.212537665820406,0.33398852354333,13.552813097882865,10484
	43	+611,9.145555344522004,0.32891907110572055,13.316368529197122,10460
	44	+612,8.347381970016738,0.3200871948446223,12.595398861047391,10447
	45	+613,8.180691170994347,0.3014596035504272,11.720792488491082,10451
	46	+614,8.098473173359322,0.29537260398065635,11.625153766264672,10398
	47	+615,8.79349492299384,0.32189251875249125,12.893421490399193,10528
	48	+616,8.596380049919706,0.31130097296791936,12.224501239182562,10409
	49	+617,8.335416456057212,0.30325980447999085,11.721976540001728,10419
	50	+618,7.783142030221061,0.2925521231843611,11.318303330656287,10414
	51	+619,7.27008234248723,0.28316791838790256,10.857148826443872,10300
	52	+620,8.400016635263018,0.3059942996720353,12.16005785802803,10452
	53	+621,8.205507365431512,0.28999344389133713,11.655518201856632,10398
	54	+622,7.677807316314759,0.2946327368552254,11.238460889617476,10386
	55	+623,7.532606152920512,0.28489002393249485,10.7159177700497,10329
	56	+624,8.296026734211772,0.29872742504174554,11.364849012682438,10370
	57	+625,8.387312696113343,0.3241987715657251,11.891825130328675,10467
	58	+626,7.940088416076551,0.29224629571552313,11.005901197684148,10400
	59	+627,7.726639432596974,0.28201138793480585,11.001675518096526,10350
	60	+628,8.891899989648946,0.29181369699000304,11.52674850797905,10428
	61	+629,7.1752998601414255,0.2846549181492246,10.476532241887453,10370
	62	+630,7.561906968181797,0.3306138482488397,12.19966511319665,10546
	63	+631,8.731761809171031,0.31244444089363754,12.096441790333936,10488
	64	+632,7.894418418823508,0.2904012615371386,10.916504497870308,10437
	65	+633,7.583716933622593,0.2948401350826282,10.661548320440547,10372
	66	+634,7.604587878403761,0.27982856476871987,10.380147142685221,10405
	67	+635,7.84140393481652,0.3163243377944855,11.299944964058616,10405
	68	+636,8.322778118167985,0.30211557273627876,11.678379371120577,10442
	69	+637,7.111046843252163,0.28349422731301843,10.51363527544243,10436
	70	+638,7.400364346396825,0.2680484021566513,10.13932920763762,10354
	71	+639,6.670360272643421,0.25853795812181607,9.464588870856684,10281
	72	+640,7.981687054777336,0.28940678550403753,10.676368293411548,10426
	73	+641,7.600307305829354,0.2782470882513445,10.484722831795564,10355
	74	+642,7.102536951209853,0.28145256776334726,9.869270052534802,10328
	75	+643,6.6716625702719785,0.2612123477260637,9.387397302122844,10277
	76	+644,6.9174755400701144,0.2728328783105233,9.77209440458999,10334
	77	+645,7.201095104088965,0.2766765189454369,9.947213565597286,10425
	78	+646,6.869823670625619,0.2755381511482856,9.976983235271044,10371
	79	+647,7.086878343658976,0.2631055308390106,9.698808717246324,10389
	80	+648,6.899599751360901,0.2588495778049618,9.237650370164591,10329
	81	+649,6.5407500832052925,0.2558114766926165,9.03620096620001,10312
	82	+650,7.507869203946232,0.2729488584033676,10.229929531212901,10405
	83	+651,7.106402712100571,0.29386596001134535,9.90464301218016,10390
	84	+652,7.450866122046103,0.2630295941190761,9.804013060703507,10345
	85	+653,6.812416045534128,0.2553575595566161,8.977052797674624,10264
	86	+654,6.142641409121664,0.2545284314681063,8.680956310583632,10226
	87	+655,6.916593134725043,0.2721573772725107,9.654732112055155,10445
	88	+656,6.536182836382001,0.25967325376467293,9.14976586623885,10350
	89	+657,6.113795215689313,0.25405588730667616,8.8944698663054,10309
	90	+658,6.735411659609148,0.28289081033931135,9.416153641761285,10321
	91	+659,6.035936374348173,0.25695621188790024,8.5758455154292,10324
	92	+660,7.023438957816988,0.32281064472239274,11.0995487952945,10540
	93	+661,7.116318104647613,0.2653547223709253,9.753432287768677,10361
	94	+662,6.718347092392003,0.26573011416319303,9.124729122514971,10358
	95	+663,6.650026141748507,0.26175205093867404,9.127132239972067,10337
	96	+664,6.491409946497852,0.2655523626792622,8.721676583817917,10358
	97	+665,6.909486416951943,0.2795135940289883,9.848822606308076,10384
	98	+666,6.883598511635255,0.2555799606871929,9.586105480210698,10380
	99	+667,6.630995267371789,0.2513751981418504,8.996080709497184,10285
	100	+668,5.895818196771658,0.24848731745653954,8.673228263405141,10305
	101	+669,6.3153035833820965,0.252218963484538,8.403576445495732,10242
	102	+670,6.3186668921988565,0.26446028191540605,9.378192118585726,10351
	103	+671,6.521685535787011,0.24923899311599082,8.751538904064539,10314
	104	+672,6.708264049945484,0.2531240317005011,9.33009109570189,10295
	105	+673,5.940972959498764,0.2535357816233858,8.437566964701576,10291
	106	+674,6.176250310254652,0.2391604541131449,8.197947613165812,10261
	107	+675,6.33832539107211,0.2666452300159203,9.131210644181614,10407
	108	+676,6.192671434915337,0.24562895262403195,8.209897485485472,10339
	109	+677,5.543928180442285,0.24796114158873125,8.200511507889969,10257
	110	+678,6.166836330811495,0.2338620812911164,8.134767803296935,10251
	111	+679,5.402219391476273,0.2273259758706222,7.630164120238915,10159
	112	+680,5.899272694187128,0.256206512127606,8.86135884348756,10377
	113	+681,6.682789415255227,0.25126894313700504,8.69109891334601,10323
	114	+682,6.151987369075066,0.2435020502853299,8.339062935689368,10242
	115	+683,5.988243074770233,0.23078062613499603,8.242703696509071,10168
	116	+684,5.322725697878159,0.22670265350541427,7.416903693325936,10147
	117	+685,6.344427528258852,0.2657817142214956,8.464269563611648,10250
	118	+686,5.523537100051027,0.2363025301941634,7.930772395352628,10240
	119	+687,5.059632581237579,0.2273853307022423,7.3800109104111735,10160
	120	+688,5.67747143221041,0.2351170285351849,7.456729725755399,10223
	121	+689,5.432045009576369,0.24164575379894787,7.438174502358327,10249
	122	+690,6.709116623108699,0.2567547254500091,8.872294260313776,10459
	123	+691,6.738594512742831,0.24263604301710232,8.238097407965496,10284
	124	+692,5.198197349864772,0.24125899849033747,7.135868043400139,10179
	125	+693,5.9252445667759,0.24567466269266483,8.061705550526003,10247
	126	+694,5.427048214933985,0.24147415035577366,7.652041159967671,10298
	127	+695,5.53050791852136,0.24076937784739522,7.688860082884388,10202
	128	+696,6.7723485552818765,0.22801242679357328,8.392397407966042,10176
	129	+697,5.572843457073931,0.2345635842315332,7.5266657117267535,10238
	130	+698,5.45065032036845,0.23389479146813588,7.408545234666061,10218
	131	+699,5.1107133949313575,0.21561257599640873,7.094547583915116,10127
	132	+700,5.829478588610584,0.22493417819701775,7.8209319236671275,10239
	133	+701,5.806334260103775,0.21687071493743612,7.275679883903432,10107
	134	+702,5.991345524590223,0.22251839199335302,7.625402219031204,10133
	135	+703,5.112612117054741,0.21215608538445296,7.06132442194318,10039
	136	+704,4.968390099084498,0.20611191970843867,6.590805584299873,10069
	137	+705,5.581460351962354,0.21553717437725026,7.298876627939028,10217
	138	+706,5.792174582858147,0.22095715914173147,7.355952674943861,10167
	139	+707,5.3399576835026865,0.21282434275523626,7.268730078572143,10137
	140	+708,5.175875162990605,0.20274955376900625,6.856742822064711,10073
	141	+709,4.813427324216956,0.19757676862893636,6.435749724483945,10016
	142	+710,5.97932848616843,0.22286979797074358,7.698111124683672,10232
	143	+711,5.255407502607587,0.20999515710051353,6.790738849180152,10164
	144	+712,5.0854152007529745,0.20816539035503986,6.881359088458166,10140
	145	+713,5.409622852441666,0.20877016133147644,7.07320713791848,10122
	146	+714,4.874758650182019,0.20726779029257833,6.667560100428624,10160
	147	+715,5.074957765151815,0.2137672547343026,6.726254990219947,10212
	148	+716,5.317122203643656,0.2090912279581477,6.970890614881795,10070
	149	+717,4.971030155651658,0.1987701141754782,6.516418993270418,10054
	150	+718,4.803716008692297,0.2036017788507117,6.2461643264602,10101
	151	+719,5.072459646653913,0.22150135694093098,6.525935225800054,10152
	152	+720,6.391871243634622,0.2350873454903811,8.307102623464214,10366
	153	+721,5.198608655932169,0.2232055052032072,7.057539051960236,10137
	154	+722,5.420999276716188,0.21578479910316117,7.054583033668392,10153
	155	+723,5.102262955678446,0.19928808917845223,6.54334717647206,10092
	156	+724,4.770925212895999,0.1993513769878172,6.291433047057012,10079
	157	+725,5.230148489017617,0.20195953211856496,6.898973911172818,10084
	158	+726,5.382015772338842,0.21399402050484806,6.969805815239861,10070
	159	+727,4.832066454313245,0.2050090222232644,6.524253940112257,10068
	160	+728,4.732614549917073,0.19769152426907413,6.123433808295221,9971
	161	+729,5.154169460475261,0.19727862709072586,6.4433703803970985,9973
	162	+730,5.161872741284346,0.21832567754943313,6.9100417578591316,10105
	163	+731,5.004913571311346,0.21770236780941687,7.088923561565449,10099
	164	+732,4.868763675962899,0.20105145616835604,6.315487432402858,10038
	165	+733,5.012034021249468,0.2028475109223298,6.359869603447389,10068
	166	+734,4.539938937332329,0.20308238680874666,6.052227048960773,9988
	167	+735,5.141831178509093,0.21227613622345942,6.656846565717174,10096
	168	+736,4.840980524600685,0.2011123454607202,6.717788736009787,10147
	169	+737,5.0395092751112935,0.208119309737753,6.260057388873334,10090
	170	+738,4.967099654933688,0.20528626130559258,6.379555374955503,10019
	171	+739,4.523297392339017,0.19217002999934205,5.759127499249233,9995
	172	+740,4.844831756031345,0.20565190746627227,6.5802672053304745,10197
	173	+741,4.641110900879292,0.1918584158054327,6.275954417803581,9979
	174	+742,4.349800089722404,0.19124848696190014,5.879866111199592,9912
	175	+743,4.710638746696703,0.1913490251888778,5.984429902626452,9944
	176	+744,4.7268024752817,0.19334100413216881,5.9953096970924165,9975
	177	+745,5.181185351455404,0.20204604129278023,6.503752372704981,10105
	178	+746,4.848983562642851,0.2007988127402152,6.324632125852911,10091
	179	+747,4.978935204762776,0.19491972940914717,6.3280535606706305,10009
	180	+748,4.114213617307296,0.18990485745942443,5.509606661250599,9962
	181	+749,4.091347089679517,0.18444242839573677,5.3238153692587655,9860
	182	+750,4.918726016894809,0.22957416485536347,7.175394144043728,10274
	183	+751,4.522075609710252,0.20350718035853002,5.8594013520151025,10045
	184	+752,4.542663848920496,0.20260045488284636,6.173244321665747,10019
	185	+753,4.826527211629742,0.19032767989953997,6.120480991191143,9973
	186	+754,4.569232033121219,0.18934084902929843,5.614852246706378,10073
	187	+755,4.483147291642606,0.1922523404664322,5.842840309444636,9931
	188	+756,4.559035869758136,0.19190045408343037,6.037971731469905,10081
	189	+757,4.716749040231276,0.18744138588407913,5.7860835718973505,9933
	190	+758,4.474948775715472,0.1839139239161302,5.576974162307529,9993
	191	+759,4.231159943823755,0.18486154252073403,5.352733726543814,9915
	192	+760,4.479001700793481,0.19822885477407226,5.663392174111578,10050
	193	+761,4.581329871070053,0.19111309735780094,5.885650917862352,9964
	194	+762,4.334685833436803,0.1928734733728233,5.597019351239629,9907
	195	+763,4.325506101527337,0.19236808978151615,5.499307248583744,9999
	196	+764,4.307594705913631,0.18886441083941216,5.454684977789419,9949
	197	+765,4.392257726559142,0.19607335096131362,5.716678914737995,10026
	198	+766,4.620053126358974,0.19772006078876392,5.873211244564219,9983
	199	+767,4.720222885106841,0.19000120810142326,5.642950495744445,10010
	200	+768,4.494397152167733,0.19142798368472738,5.662797746578951,9915
	201	+769,4.026054830532642,0.18105822308612163,5.151251433875479,9817
	202	+770,5.817047998288554,0.23472540391846677,6.866039483541418,10166
	203	+771,4.592241636863783,0.20240286506729507,5.86625941379916,9963
	204	+772,4.379464906237337,0.20288250272986322,5.5785471725818185,9949
	205	+773,4.5538264469439556,0.20494671554199245,5.839946910301984,9930
	206	+774,4.033673805587478,0.2125122581742564,5.386707929166402,9935
	207	+775,4.561324797575553,0.21769619833114312,5.810489918383372,10068
	208	+776,4.76042943531935,0.219366732717354,6.077184442357681,10006
	209	+777,4.315722036409479,0.22860684110031945,5.756596605911568,9969
	210	+778,4.337355102402943,0.25638164701429383,5.7895110556563365,9949
	211	+779,4.1429654635334865,0.3464537999709665,5.578677420985926,9942
	212	+780,5.33458187209115,0.8069600979901013,6.7681634799205135,10279
	213	+781,4.8345798398690585,0.18730493339194468,6.204331713390091,9638
	214	+782,4.353517522925471,0.18524876657023437,5.753525769112794,9559
	215	+783,4.489793831756944,0.19706164162052692,6.1117205326358235,9511
	216	+784,4.297573145362207,0.16377624986532105,5.39161100777209,9588
	217	+785,4.500266334766114,0.17712430454243766,5.664024914434712,9539
	218	+786,4.80665299812486,0.17518816969246462,5.72223383101468,9557
	219	+787,4.423607389768278,0.17652432933387716,5.794398758320753,9615
	220	+788,4.1985464012177545,0.16557800010246465,5.390831818824998,9536
	221	+789,4.05626109998729,0.17171712524441415,5.103256143993263,9476
	222	+790,4.494961023167657,0.17271295055373892,5.597411154101667,9893
	223	+791,4.381320560960251,0.16723937518735274,5.5374047083339475,9472
	224	+792,5.229933233903487,0.2016392456382376,6.364686642377376,9504
	225	+793,4.083803448393715,0.16363510581586937,5.039577467390259,9435
	226	+794,4.2756342319201455,0.15953960314040794,5.264891102196569,9456
	227	+795,4.151229643472944,0.16760738369302067,5.284449563438679,9570
	228	+796,4.3983056195004355,0.17142207506843887,5.41471455912828,9566
	229	+797,4.317383803105233,0.16665238480446545,5.393090211348947,9511
	230	+798,4.217870476927035,0.17450941795660763,5.314849823349941,9492
	231	+799,3.8134308619505615,0.1587060450263586,4.855368651077509,9402
	232	+800,4.354830809522136,0.1831040666315315,5.613093008677201,9666
	233	+801,4.180519033392857,0.16585908716139103,5.235889686990072,9439
	234	+802,4.025095321226811,0.16639428140914447,4.9850456411491395,9441
	235	+803,4.099135672888413,0.17060161359471623,5.234908016307166,9541
	236	+804,4.345696498219057,0.16832133196169174,5.056251494493941,9480
	237	+805,4.357189425781962,0.17414284911492736,5.497802820910901,9610
	238	+806,4.695145069936117,0.16907488736667156,5.489748990786728,9514
	239	+807,3.7893751394479853,0.16932953722311345,4.974063551203694,9399
	240	+808,3.9356369819567605,0.16752953812482457,5.052119953341323,9502
	241	+809,3.654236490564341,0.15688897758242187,4.686142497777244,9416
	242	+810,4.527279186319524,0.18797274633931396,5.942469665153156,9711
	243	+811,4.1254078577208215,0.16577333692586266,5.06931828985168,9506
	244	+812,4.135154804934767,0.17076091541263508,5.208205796356042,9494
	245	+813,4.106947935461947,0.17058702498580833,5.249037941103468,9441
	246	+814,4.056661763751952,0.1745304854686127,5.313074771448846,9538
	247	+815,4.593210120720551,0.17794342571182115,5.540565463918291,9528
	248	+816,4.563024873902309,0.17517516086311488,5.501007279890862,9508
	249	+817,4.01753971101072,0.17746695827535347,5.588362696481975,9530
	250	+818,4.010566618822016,0.168246681890035,5.040987931267778,9433
	251	+819,4.1366622463201175,0.172054063386809,5.19700005995671,9488
	252	+820,4.878780318602612,0.1879755557624675,5.845176016420854,9613
	253	+821,4.137138955411432,0.16800289678414573,5.428571921675556,9512
	254	+822,4.063238501506313,0.17115123098857626,5.377344818944965,9547
	255	+823,4.499644143850394,0.17603352078057158,5.47652273775485,9518
	256	+824,4.5872924169090705,0.17254857885681268,5.4946156535182435,9545
	257	+825,4.281918266843021,0.18026935929869836,5.581043331194911,9610
	258	+826,4.278854463348105,0.16808672882824643,5.360842056028788,9435
	259	+827,4.0694302940901945,0.17171365210826042,5.271849078776359,9456
	260	+828,4.19254876706891,0.1757178080300743,5.461385843818623,9573
	261	+829,3.9911922232576837,0.1606225753577957,4.831492330027429,9381
	262	+830,4.361602577233701,0.17303483086822208,5.5127418649898425,9582
	263	+831,4.372421974293527,0.17411647232017582,5.423372790534748,9506
	264	+832,4.006999697735537,0.16851864959351207,5.174223935074587,9501
	265	+833,4.177422296484539,0.16991112347442108,5.1940637922687,9410
	266	+834,3.916919404487951,0.167285595006045,5.017659027707064,9365
	267	+835,4.198697741961889,0.18579615160632507,5.327988112574451,9658
	268	+836,4.534549608033941,0.1839844521706174,5.590630716785832,9616
	269	+837,4.147806040713737,0.1676200757584169,5.117690298225207,9443
	270	+838,4.060898566351853,0.174408691720247,5.218969869079102,9497
	271	+839,3.9645742339635937,0.1688844330638929,4.853035127866533,9462
	272	+840,6.559847486335294,0.23687743006568582,8.451904418711102,9846
	273	+841,5.3651609822173585,0.22433159489471952,6.894007439821723,9763
	274	+842,5.45340208284312,0.22526564261245516,6.978268257212568,9863
	275	+843,4.819801603899771,0.2051124814588251,6.360232382906466,9771
	276	+844,4.703842797338494,0.18729677011708418,5.915219210453092,9635
	277	+845,4.598637842647087,0.19378219520952647,5.991755798428749,9668
	278	+846,5.449215312591238,0.19719074952787005,6.778670947674923,9603
	279	+847,4.842220706123256,0.20183346262680749,6.458556679026288,9667
	280	+848,4.460757068507151,0.18606329006478936,5.897720883070115,9546
	281	+849,4.543195892448521,0.17419571606056097,5.614844620521904,9483
	282	+850,4.381710481188216,0.20697542706589522,6.197811214950505,9680
	283	+851,4.5799385131672885,0.1934380468757771,6.009153091188947,9630
	284	+852,4.133425863186118,0.18077981031399126,5.484443320417181,9615
	285	+853,4.227917420760617,0.18188011161434267,5.497727358352885,9634
	286	+854,3.8829008200841595,0.17247011972823556,5.088989217493381,9422
	287	+855,4.547559098357317,0.19250842325562825,5.866165673848732,9729
	288	+856,4.2952895167327485,0.19037517706369173,5.588278870793001,9683
	289	+857,4.418094962677462,0.17934638494984556,5.465413939542019,9563
	290	+858,4.377942556869909,0.18408207600124157,5.5190758924945555,9640
	291	+859,4.444143065211006,0.18544403765182704,5.500063802409938,9620
	292	+860,4.491343488292132,0.19274626796583944,6.104575900723571,9724
	293	+861,4.507109197030996,0.19130392651962755,6.066807200766629,9576
	294	+862,4.535481619806943,0.19159909455802962,6.08920087020048,9613
	295	+863,3.998433282778439,0.18044757087387375,5.362833991144366,9593
	296	+864,3.959394021974914,0.16894007222840887,5.139630611493479,9433
	297	+865,4.495072689464538,0.21235424630160674,6.4243908266392165,9725
	298	+866,4.506326893390002,0.18693259450997649,5.4278257647554025,9553
	299	+867,4.240700191491852,0.18471993948245988,5.497545399815872,9648
	300	+868,4.1550516094255965,0.1866867991829102,5.41709410933958,9574
	301	+869,4.124844698767187,0.17114936494957717,5.085956949004386,9568
	302	+870,4.617414876052712,0.20260081491314952,6.154228948312946,9846
	303	+871,4.343699918672523,0.19939484048910322,5.881674878874372,9787
	304	+872,4.515193642728505,0.20005487906021138,5.628924976307941,9769
	305	+873,4.476235940186625,0.1972923024218259,5.785312140146384,9703
	306	+874,4.205867224434634,0.19186725059502951,5.358701063828614,9636
	307	+875,4.617519530956481,0.23306125090634613,6.74969440619942,9757
	308	+876,5.024089606449156,0.2110168976022388,6.389341282037086,9704
	309	+877,4.374241924933767,0.20274482552355091,5.88589508045112,9767
	310	+878,4.456069362281693,0.19664315106978503,5.945995121061949,9651
	311	+879,4.018723420784942,0.18760279382582945,5.238863365583313,9653
	312	+880,5.659835288272618,0.24475345372496626,7.082345916958062,9706
	313	+881,4.6271363031311745,0.19793154973995175,5.98306200401052,9674
	314	+882,4.185096164279432,0.1912103500078958,5.816191051327409,9720
	315	+883,4.034384968359988,0.1832939277855974,5.242605338408655,9600
	316	+884,3.747908510160804,0.1811090017181112,5.174372946625311,9620
	317	+885,4.318039992782046,0.19553025308119387,5.819355367401438,9653
	318	+886,3.865692341934007,0.1977528138179808,5.5523566893690335,9745
	319	+887,3.8059345342517834,0.18953146006096,5.374225114268135,9640
	320	+888,4.230531047274279,0.1977799563583745,5.537456938388346,9789
	321	+889,3.7249438661302583,0.1842581116725259,4.996118291981513,9677
	322	+890,4.036692740835,0.20458750652895819,5.698138378162261,9766
	323	+891,4.693633511588149,0.20105101435786474,5.942245127907259,9800
	324	+892,4.531593996073879,0.2036584099259445,5.81751695444583,9777
	325	+893,3.927590357015871,0.18834038559642532,5.15263269790908,9668
	326	+894,3.6573641246118926,0.19327452151878718,5.090779598277272,9643
	327	+895,4.365331839310212,0.211717009347691,5.795826290602856,9855
	328	+896,3.694736862379615,0.20703935298354298,5.149455002558015,9767
	329	+897,4.279481451069757,0.20767026960102833,5.5243211164813175,9779
	330	+898,3.9817508058146442,0.20171305718703392,5.101770290575229,9796
	331	+899,3.9111040261569427,0.21913163675553646,5.34378425620999,9936
	332	+900,6.265248115472355,0.2706584103732971,8.452010454908004,10101
	333	+901,4.672597831889797,0.213116127799564,6.319217500106443,9889
	334	+902,4.661231393879155,0.21669553980246783,6.455895236546679,9869
	335	+903,4.253549704129293,0.2134502255381766,5.622646053905131,9831
	336	+904,4.337834700088509,0.21035182176216116,5.4454894337335435,9748
	337	+905,4.317932107017717,0.22299042269570807,6.061541166381048,9894
	338	+906,4.450554648307992,0.22212614212676055,5.830748404824801,9879
	339	+907,4.316821113573565,0.22411821176013852,6.052280070409003,9868
	340	+908,4.12657678275101,0.22825033820105756,5.548398181046328,9842
	341	+909,3.866677886376419,0.2264912659323473,5.295432845627088,9835
	342	+910,4.258650783903835,0.2360554283841899,5.998883333366297,9979
	343	+911,4.099771952378115,0.22100104497721923,5.49615239389143,9871
	344	+912,4.236704901780911,0.22380060065810098,5.680913466048051,9889
	345	+913,4.031205156112474,0.225065739666177,5.347981479811678,9879
	346	+914,3.9095295472770926,0.21902994769297446,5.287519403150224,9857
	347	+915,4.278110751360921,0.24929872704559222,6.149646678379501,10066
	348	+916,4.719362528553953,0.24776740003501774,6.1631356275694555,9999
	349	+917,4.1225693392051,0.24308364521616488,5.747317383523918,9981
	350	+918,4.188113856493644,0.24980829685916514,5.857908438404125,9999
	351	+919,3.9856798059033567,0.24254763862552892,5.527091920331824,9956
	352	+920,4.287634340121249,0.2613435680972171,6.339847931519753,10054
	353	+921,4.131868825306401,0.2408442050969743,5.646153582538787,9993
	354	+922,4.2361716950296495,0.24570275751445905,5.75380455070111,9975
	355	+923,4.194743612940549,0.23892624521854097,5.718328994657139,10027
	356	+924,3.730450632690169,0.23440513401029978,5.084116921741755,9932
	357	+925,4.548096907061781,0.26136693848860976,6.33087660197221,10124
	358	+926,4.149766778682853,0.25792649149700575,5.84201360394122,10043
	359	+927,3.808521896139599,0.2504071394198011,5.3503835429320965,10042
	360	+928,3.87941573063301,0.25891004179453936,5.497941698463687,10057
	361	+929,4.0230344858219516,0.2723296592912086,5.6082311859526,10125
	362	+930,5.318155177467081,0.3460954795277017,7.837046272586673,10356
	363	+931,4.801939171154192,0.2998476479917502,6.698537735369526,10174
	364	+932,4.462710644502519,0.3064211794319826,6.51325422717672,10215
	365	+933,4.083961726041085,0.28648535642458733,5.88011978564902,10162
	366	+934,4.17839261003192,0.3105501405408232,6.153075001000666,10200
	367	+935,4.458271278201189,0.3195547197448839,6.714805704772632,10234
	368	+936,4.3128460545907545,0.30208080874786447,6.11776795636657,10202
	369	+937,3.996454053953157,0.3018631766482712,5.9608418250781385,10179
	370	+938,4.250742056493091,0.3125146926248434,6.230151113769839,10193
	371	+939,4.215255815698772,0.3317055897629581,6.278745508423786,10233
	372	+940,4.622653333046521,0.3459868506571117,7.074776094347354,10286
	373	+941,4.177320381435554,0.3374366884010399,6.316575296906967,10266
	374	+942,4.061303042617121,0.32914227102289,6.217456367731833,10197
	375	+943,3.9735454345484458,0.3343389750153961,5.901718258163421,10260
	376	+944,4.177873653531215,0.35757799389746303,6.416445539750307,10276
	377	+945,5.265971084598421,0.4451938562034254,8.004049162360106,10362
	378	+946,4.922184510035548,0.41065608116829333,7.3859798031109,10357
	379	+947,4.715051017863464,0.4207576891275418,7.216030911213585,10348
	380	+948,4.717030369281981,0.43834359765629455,7.2272189384686465,10370
	381	+949,5.354884088759894,0.49029906996829414,8.314478418108191,10396
	382	+950,9.242843899131488,0.8651027336644173,15.182794419753273,10478
	383	+951,6.3690708918801855,0.6613815178818174,9.81503462731496,10438
	384	+952,5.302071568530318,0.6410617004997752,8.682299393945964,10455
	385	+953,5.923401533910969,0.7085529013769549,9.739672071717509,10474
	386	+954,7.647628793227852,0.971724591281248,13.93391349899522,10481
	387	+955,8.72150809203549,1.1495631854053847,15.200799911841743,10487
	388	+956,5.336319395458873,1.0659204066010561,9.33439980998136,10468
	389	+957,6.245774376192469,1.312741573903239,10.401824748866472,10481
	390	+958,5.417674854946168,1.8692017410155608,9.432194961721805,10504
	391	+959,6.629114385790261,3.644703014595293,13.357081417076463,10546

added outputs/figures/figE1_coverage.pdf +0 −0

Binary file not shown.

added outputs/figures/figE1_coverage.png +0 −0

Binary file not shown.

added outputs/figures/figE2_survivorship.pdf +0 −0

Binary file not shown.

added outputs/figures/figE2_survivorship.png +0 −0

Binary file not shown.

added outputs/figures/figE3_seasonality.pdf +0 −0

Binary file not shown.

added outputs/figures/figE3_seasonality.png +0 −0

Binary file not shown.

added outputs/figures/figE4_concentration.pdf +0 −0

Binary file not shown.

added outputs/figures/figE4_concentration.png +0 −0

Binary file not shown.

added outputs/figures/figE5_extreme_minutes.pdf +0 −0

Binary file not shown.

added outputs/figures/figE5_extreme_minutes.png +0 −0

Binary file not shown.

added outputs/figures/figE6_rv.pdf +0 −0

Binary file not shown.

added outputs/figures/figE6_rv.png +0 −0

Binary file not shown.

added outputs/figures/figE7_staleness.pdf +0 −0

Binary file not shown.

added outputs/figures/figE7_staleness.png +0 −0

Binary file not shown.

added outputs/figures/figE8_epps.pdf +0 −0

Binary file not shown.

added outputs/figures/figE8_epps.png +0 −0

Binary file not shown.

added outputs/figures/figE9_splits.pdf +0 −0

Binary file not shown.

added outputs/figures/figE9_splits.png +0 −0

Binary file not shown.

added outputs/figures/figF1_irf_decade.pdf +0 −0

Binary file not shown.

added outputs/figures/figF1_irf_decade.png +0 −0

Binary file not shown.

added outputs/figures/figF2_evolution.pdf +0 −0

Binary file not shown.

added outputs/figures/figF2_evolution.png +0 −0

Binary file not shown.

added outputs/figures/figF3_gradient_state.pdf +0 −0

Binary file not shown.

added outputs/figures/figF3_gradient_state.png +0 −0

Binary file not shown.

added outputs/figures/figF4_network.pdf +0 −0

Binary file not shown.

added outputs/figures/figF4_network.png +0 −0

Binary file not shown.

added outputs/figures/figF5_cojumps.pdf +0 −0

Binary file not shown.

added outputs/figures/figF5_cojumps.png +0 −0

Binary file not shown.

added outputs/figures/figP1_coverage.pdf +0 −0

Binary file not shown.

added outputs/figures/figP1_coverage.png +0 −0

Binary file not shown.

added outputs/figures/figP2_seasonality.pdf +0 −0

Binary file not shown.

added outputs/figures/figP2_seasonality.png +0 −0

Binary file not shown.

added outputs/release/author_statement.pdf +0 −0

Binary file not shown.

added outputs/release/author_statement.tex +57 −0

		`@@ -0,0 +1,57 @@`
	1	+\documentclass[12pt]{article}
	2	+\usepackage[margin=1.1in]{geometry}
	3	+\usepackage{setspace}
	4	+\onehalfspacing
	5	+\begin{document}
	6	+\thispagestyle{empty}
	7	+
	8	+\begin{center}
	9	+{\Large\bfseries Author Statement}\\[1em]
	10	+{\normalsize Manuscript: \emph{Faster, Wider, More Fragile? The Evolution of
	11	+Intraday Shock Propagation in U.S. Equity Markets, 1992--2026}}\\[0.3em]
	12	+{\normalsize Journal: International Review of Financial Analysis}
	13	+\end{center}
	14	+
	15	+\vspace{1em}
	16	+\section*{CRediT authorship contribution statement}
	17	+
	18	+\noindent\textbf{Simon-Pierre Boucher} (sole author):
	19	+
	20	+\begin{description}
	21	+\item[Conceptualization.] Posed the research question, formulated the central
	22	+hypothesis on the asymmetric evolution of shock absorption and transmission,
	23	+and designed the overall research program.
	24	+\item[Methodology.] Developed the shock-identification framework
	25	+(leave-one-out residualization with strictly lagged loadings and robust
	26	+seasonal standardization), the matched-placebo difference-in-differences
	27	+estimand, the network-differential design, and the day-block bootstrap
	28	+inference.
	29	+\item[Software.] Wrote the full analysis pipeline, from checksum-verified
	30	+data acquisition through event detection, estimation, and automated table and
	31	+figure generation.
	32	+\item[Validation.] Designed and executed the multi-stage data audit
	33	+(calendar, timezone, integrity, corporate actions, survivorship) and the
	34	+falsification battery (pre-event tests, placebo networks,
	35	+announcement-window and tick-regime exclusions).
	36	+\item[Formal analysis.] Carried out all estimations and robustness analyses.
	37	+\item[Investigation.] Conducted the event-level study of 1.85 million
	38	+idiosyncratic shocks and the systemic co-jump analysis.
	39	+\item[Data curation.] Constructed the cleaned minute panel, the ticker-spell
	40	+identity map, the lagged trading universes, and the corporate-action screens,
	41	+with complete manifests and checksums.
	42	+\item[Writing --- original draft.] Wrote the manuscript.
	43	+\item[Writing --- review \& editing.] Revised the manuscript.
	44	+\item[Visualization.] Designed and produced all figures.
	45	+\end{description}
	46	+
	47	+\vspace{0.5em}
	48	+\noindent All authors have read and approved the final version of the
	49	+manuscript and agree to its submission to the \emph{International Review of
	50	+Financial Analysis}.
	51	+
	52	+\vspace{1.5em}
	53	+\noindent Simon-Pierre Boucher\\
	54	+D\'epartement des sciences administratives\\
	55	+Universit\'e du Qu\'ebec en Outaouais\\
	56	+July 13, 2026
	57	+\end{document}

added outputs/release/cover_letter.pdf +0 −0

Binary file not shown.

added outputs/release/cover_letter.tex +32 −0

		`@@ -0,0 +1,32 @@`
	1	+\documentclass[11pt]{letter}
	2	+\usepackage[margin=1.2in]{geometry}
	3	+\signature{Simon-Pierre Boucher\\Universit\'e du Qu\'ebec en Outaouais}
	4	+\begin{document}
	5	+\begin{letter}{The Editors\\International Review of Financial Analysis}
	6	+\opening{Dear Editors,}
	7	+
	8	+Please consider the enclosed manuscript, ``Faster, Wider, More Fragile? The
	9	+Evolution of Intraday Shock Propagation in U.S. Equity Markets, 1992--2026,''
	10	+for publication in the \emph{International Review of Financial Analysis}.
	11	+
	12	+The paper measures how idiosyncratic intraday shocks travel across the U.S.
	13	+equity cross-section using 7.7 billion one-minute bars spanning thirty-four
	14	+years, including delisted securities. Its three findings are, we believe, of
	15	+direct interest to the journal's readership: (i) isolated six-sigma
	16	+one-minute shocks show no market-wide propagation relative to 1.8 million
	17	+matched within-stock placebos, in any decade; (ii) propagation is instead
	18	+concentrated in the shocked stock's lagged-correlation neighborhood, and this
	19	+network channel roughly tripled between the floor-trading and algorithmic
	20	+eras; and (iii) tail synchronization migrated to market-wide co-jump minutes,
	21	+whose severity spikes in 2008 and 2020 while ordinary extreme minutes became
	22	+an order of magnitude rarer.
	23	+
	24	+The analysis is fully reproducible: the data snapshot is pinned by checksum,
	25	+every number in the manuscript is generated programmatically from
	26	+machine-readable results, and replication code accompanies the submission.
	27	+The manuscript is not under consideration elsewhere, and there are no
	28	+competing interests to declare.
	29	+
	30	+\closing{Sincerely,}
	31	+\end{letter}
	32	+\end{document}

added outputs/release/highlights.pdf +0 −0

Binary file not shown.

added outputs/release/manuscript_anonymous.pdf +0 −0

Binary file not shown.

added outputs/release/manuscript_irfa.pdf +0 −0

Binary file not shown.

added outputs/release/online_appendix.pdf +0 −0

Binary file not shown.

added outputs/release/submission_checklist.md +31 −0

		`@@ -0,0 +1,31 @@`
	1	+# IRFA Submission Checklist — 2026-07-13
	2	+
	3	+## Manuscript
	4	+- [x] `manuscript_irfa.pdf` — elsarticle (preprint, 12pt, authoryear), 41 pages,
	5	+ compiles clean, 0 unresolved references, elsarticle-harv bibliography
	6	+- [x] Title, author + affiliation + email, abstract (<200 words), keywords, JEL
	7	+- [x] Declaration of competing interest (in manuscript)
	8	+- [x] Data availability statement (in manuscript; source: Finnhub.io aggregation,
	9	+ pinned public snapshot for reproducibility)
	10	+- [x] `highlights.pdf` — 5 bullets, ≤85 characters each
	11	+- [x] `cover_letter.pdf`
	12	+- [x] `manuscript_anonymous.pdf` — author identity/CRediT/acknowledgments stripped
	13	+- [x] `title_page.pdf` — full author details (Professeur, Dépt. sciences administratives,
	14	+ UQO, Pavillon Alexandre-Taché, J9A 1L8) + declarations + CRediT statement
	15	+- [x] `online_appendix.pdf` (skeleton; extended audit + full robustness to be
	16	+ finalized before submission)
	17	+
	18	+## Science
	19	+- [x] 110 DOI-verified references (docs/LITERATURE_MAP.md)
	20	+- [x] All numbers macro-generated from machine-readable registries (no hand-typed
	21	+ results); regenerate with scripts/15_build_results_macros.py
	22	+- [x] Robustness battery (Table VIII): 11 designs incl. placebo-network
	23	+ falsification, month-cluster inference, post-decimalization
	24	+- [x] Figures: vector PDF, CVD-safe palette + line styles, source data CSVs
	25	+
	26	+## Remaining before actual submission (author actions)
	27	+- [x] Author details complete (title page + frontmatter); add acknowledgments if any
	28	+- [ ] Finalize online appendix content (extended tables)
	29	+- [ ] Check current IRFA Guide for Authors for any format updates (record date
	30	+ in docs/DECISION_LOG.md)
	31	+- [ ] Clarify licensing note for the data aggregation (DATA_AUDIT §1)

added outputs/release/title_page.pdf +0 −0

Binary file not shown.

added outputs/release/title_page.tex +79 −0

		`@@ -0,0 +1,87 @@`
	1	+\documentclass[12pt]{article}
	2	+\usepackage[margin=1.1in]{geometry}
	3	+\usepackage[hidelinks]{hyperref}
	4	+\usepackage{setspace}
	5	+\onehalfspacing
	6	+\begin{document}
	7	+\thispagestyle{empty}
	8	+
	9	+\begin{center}
	10	+\vspace*{1em}
	11	+{\LARGE\bfseries Faster, Wider, More Fragile?}\\[8pt]
	12	+{\Large\bfseries The Evolution of Intraday Shock Propagation\\[2pt]
	13	+in U.S. Equity Markets, 1992--2026}\\[3em]
	14	+
	15	+{\large\bfseries Simon-Pierre Boucher}\footnote{Corresponding author.
	16	+E-mail: \href{mailto:simon-pierre.boucher@uqo.ca}{simon-pierre.boucher@uqo.ca}.}\\[1em]
	17	+Professeur\\
	18	+D\'epartement des sciences administratives\\
	19	+Universit\'e du Qu\'ebec en Outaouais\\
	20	+Pavillon Alexandre-Tach\'e\\
	21	+283, boulevard Alexandre-Tach\'e\\
	22	+Gatineau (Qu\'ebec), Canada, J9A 1L8\\[2.5em]
	23	+
	24	+\today
	25	+\end{center}
	26	+
	27	+\vfill
	28	+\noindent\textbf{Keywords:} Intraday shock propagation; market fragility;
	29	+high-frequency data; contagion; co-jumps; Epps effect; market microstructure.\\[4pt]
	30	+\noindent\textbf{JEL classification:} G10; G12; G14.
	31	+
	32	+\clearpage
	33	+\thispagestyle{empty}
	34	+
	35	+\section*{CRediT authorship contribution statement}
	36	+
	37	+\noindent\textbf{Simon-Pierre Boucher:} \textit{Conceptualization} --- posed
	38	+the research question, formulated the central hypothesis on the asymmetric
	39	+evolution of shock absorption and transmission, and designed the overall
	40	+research program; \textit{Methodology} --- developed the shock-identification
	41	+framework (leave-one-out residualization with strictly lagged loadings and
	42	+robust seasonal standardization), the matched-placebo
	43	+difference-in-differences estimand, the network-differential design, and the
	44	+day-block bootstrap inference; \textit{Software} --- wrote the full analysis
	45	+pipeline, from checksum-verified data acquisition through event detection,
	46	+estimation, and automated table and figure generation; \textit{Validation}
	47	+--- designed and executed the multi-stage data audit (calendar, timezone,
	48	+integrity, corporate actions, survivorship) and the falsification battery
	49	+(pre-event tests, placebo networks, announcement-window and tick-regime
	50	+exclusions); \textit{Formal analysis} --- carried out all estimations and
	51	+robustness analyses; \textit{Investigation} --- conducted the event-level
	52	+study of 1.85 million idiosyncratic shocks and the systemic co-jump analysis;
	53	+\textit{Data curation} --- constructed the cleaned minute panel, the
	54	+ticker-spell identity map, the lagged trading universes, and the
	55	+corporate-action screens, with complete manifests and checksums;
	56	+\textit{Writing -- original draft} --- wrote the manuscript;
	57	+\textit{Writing -- review \& editing} --- revised the manuscript;
	58	+\textit{Visualization} --- designed and produced all figures.
	59	+
	60	+\section*{Declaration of competing interest}
	61	+
	62	+The author declares that he has no known competing financial interests or
	63	+personal relationships that could have appeared to influence the work
	64	+reported in this paper.
	65	+
	66	+\section*{Funding}
	67	+
	68	+This research did not receive any specific grant from funding agencies in the
	69	+public, commercial, or not-for-profit sectors.
	70	+
	71	+\section*{Data availability}
	72	+
	73	+The underlying market data were originally sourced from Finnhub.io
	74	+(\url{https://finnhub.io}). The aggregated monthly archive used in this study
	75	+is publicly accessible; the exact byte-level snapshot is pinned and
	76	+checksum-verified. Complete replication materials---code, configuration,
	77	+manifests, machine-readable results, and figure source data---accompany the
	78	+paper and permit regeneration of every number in the manuscript from the raw
	79	+data.

Diff truncated — file too large.