WP39 v1.0: full pipeline run (phases 2-7), results, figures, manuscript PDF, referee reports

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

Simon-Pierre Boucher committed yesterday (Nov 2, 2026) parent 9c1ba37 Browse files

27 changed files +19,992 −0

modified .gitignore +7 −0

				`@@ -33,3 +33,10 @@ logs/`
33		33
34	# macOS	34	# macOS
35	.DS_Store	35	.DS_Store
		36	+
		37	+# WP39 additions
		38	+artifacts/evaluation/preds/
		39	+artifacts/models/
		40	+artifacts/logs/*.jsonl
		41	+artifacts/logs/*.out
		42	+*.pyc

modified LIMITATIONS.md +12 −0

+ ## To be completed as results arrive
+ - (Phase 3) achieved sample sizes, base rates, coverage gaps by year/size.
+ - (Phase 5) which placebo/stress tests failed or were inconclusive.
++
++## Completed from results (2026-11-02)
++- Achieved sample: 3,796 firms, 102,522 firm-quarters (2013–2026); the sample starts in 2013 because eight prior quarters
++  are needed for the seasonal expectation; 2020 lies in the validation period, so the COVID subgroup is not part of the test.
++- The logistic-family confidence interval around the 1-minute increment (±0.0027) is comparable to, not narrower than,
++  the pre-registered MDE (0.0025); the precise-null claim rests on the boosted family (±0.0006) and on the consistency of
++  the sign across horizons, targets and subgroups.
++- The announcement-window CAR coefficient on the incremental 1-minute component is positive and nominally significant
++  (t = 2.9); it is one of several H5 tests, has the "wrong" sign for an information story, and is reported, not exploited.
++- The placebo differential on shuffled labels is of the same order (−0.0004) as the primary LightGBM differential
++  (+0.0016), so differences of this size should be read as zero.
++- Delisted-firm stress tests and as-originally-reported specifications were not run (data not available from the vendor).

modified PROGRESS.md +46 −0

+ - Owner review pending; nothing in Phases 2–5 depends on test-period data until the Phase 3 gate.
+ ## Phase 2 — Data acquisition and verification — IN PROGRESS
++- 2026-11-02 13:31 — `01a_extract_node_tables.sh`: entities 5,451 · earnings_events 364,783 · corporate_actions 249,340 (raw format
++  `firstrate:stock:<SYM>` / `<SYM>_DIVS`, loader adapted). `00_probe`: health ok, 67 datasets, schema v1 ok, no earnings route.
++- 13:33–13:50 — `01_audit_universe`: 5,451 entities → 5,018 with ≥ 8 quarters → **4,568 eligible** (1m coverage ≥ 250 sessions);
++  CIK matched 5,073, SIC 5,029 (SEC submissions fetched with a 6-thread, 8 req/s limiter after a sequential first attempt
++  at ~1 req/s was restarted); 2,522 firms have former names (ticker-reuse audit input). `results/universe_audit.json`.
++- 13:50–14:01 — `02_build_pit_panel`: first run hit the API rate limit (HTTP 429, 600 req/min) with 6 unthrottled threads →
++  client now has a process-wide token bucket (`WP39_RATE`, default 6 req/s) and honours `Retry-After`; rerun succeeded:
++  13,052,739 facts (all revision 1), **194,817 firm-quarters**, release match ok 172,328 (88.5 %), lag > 30 d 15,242,
++  no release 6,020, filing before release 1,227; release timing after_close 76,752 / before_open 66,719 / unknown 51,346;
++  base rates: adverse op-inc 31.2 %, adverse NI 32.7 %, ROA decline 29.4 %, OCF negative 25.9 %, liquidity 47.7 %,
++  |S| ≥ 0.5 % 61.4 %; S_opinc quartiles −0.87 % / 0.00 % / +0.82 % (heavy tails, winsorised in continuous models).
++  Design freeze hash written to `artifacts/manifests/design_freeze.json` before any model fit.
++- 14:01 — `03_build_features --workers 8` (WP39_RATE=1 per process) running: streaming export → features → windows.
++- 14:01–14:59 — `03_build_features`: 4,568/4,568 symbols ok, 0 errors (58 min, 8 workers, ≈1.3 symbols/s); raw exports
++  deleted after use; `~/wp39-cache/features` 5.1 GB + `windows` 5.9 GB. `04_build_labels` (28 s): event sample
++  **481,159** observations (3,796 firms, 102,522 firm-quarters; h = 20: 97,788, base rate 30.1 %), calendar sample 258,480
++  firm-months; cascade in `results/table_sample_cascade_event.csv`. **Phase 2 gate passed**: zero known forward-looking
++  features (tests + live as-of equivalence), coverage gaps explained (2013 start = 8 prior quarters required).
++
++## Phase 3 — Descriptives and baselines (2026-11-02 15:00–15:01) — GATE PASSED
++- `05_train_baselines` (30 s): B0–B5 logistic (C tuned on validation only), ridge continuous target, firm hold-out,
++  walk-forward OOF 2016–2026 (86,791 rows per set). Validation log loss h=20: B1 0.5938 → B2 0.5691 → B3 0.5695 /
++  B4 0.5688 / B5 0.5706. Test set opened only after this gate (results in Phase 4/5).
++
++## Phase 4 — Advanced models (15:01–15:30) — GATE PASSED
++- `06_train_advanced` (29 min): LightGBM, 24-trial equal budget per information set (LB1–LB5, LB5all), secondary targets,
++  horizon ladder with a fixed configuration, firm hold-out, walk-forward OOF (event + calendar). Validation: LB1 0.5447 →
++  LB2 0.5214 → LB3 0.5234 / LB4 0.5239 / LB5 0.5245 / all 0.5259.
++- `07_evaluate`: first run failed on a dtype mismatch (Int32/Int64 `fold`), fixed, rerun ok. **Test period 2021–2026,
++  53,667 obs**: Δ log loss B5−B2 = +0.0013 [−0.0013, +0.0041] (GW p = 0.52); LB5−LB2 = +0.0016 [+0.0010, +0.0023]
++  (p = 0.0008, a deterioration); LB2−LB1 = −0.0068 [−0.0095, −0.0042]; AUC LB2 0.803, LB5 0.801. H1 and H2 rejected.
++  H4: no horizon gradient (Spearman −0.5, p = 0.39/0.33). Secondary targets, firm hold-out, continuous target: same null.
++  MDE (80 % power, 7 validation quarters): 0.0025.
++
++## Phase 5 — Robustness and interpretation (15:30–15:58)
++- `08_run_robustness`: first run stuck 28 min in a row-wise pandas loop (CAR window) → vectorised in Polars, rerun in 25 s.
++  Placebo (shuffled labels, 3 draws): AUC 0.50, Δ ≈ −0.0004 (noise floor). Subgroups: no gain anywhere; deterioration
++  smallest for small/illiquid/loss firms. Panel: LFDS_B2 β = −0.0765 (t = −32.2); incremental d_lfds β = −0.0129
++  (t = −1.76); interactions opposite to H3 (less informative for small and low-leverage firms). H5: CAR on LFDS5 β ≈ 0
++  (t = 0.01); d_lfds +0.060 (t = 2.9, sign opposite to a deterioration signal); portfolios L/S alpha −0.59 %/mo (t = −1.85)
++  gross, −0.62 % net for LB5; −0.49 % (t = −1.64) for LB2 → no economic value.
++
++## Phase 6 — Manuscript (15:58–16:10)
++- `09_make_manuscript`: 15 LaTeX tables, 9 figures (validated palette), 206 macros in `paper/results_macros.tex`
++  (fixes: NaN subgroup in figure, LaTeX escaping of math labels, Unicode in bib). `paper/main.pdf` compiled with
++  `latexmk` on the laptop: 33 pages, 0 undefined references/citations.

added README.md +163 −0

++<!-- Author: Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca -->
++# 🕰️ The Invisible Balance Sheet
++
++**UQO Working Paper No. 39** — *Can Intraday Financial Markets Detect Corporate Deterioration Before Accounting Disclosures?*
++
++[![Paper](https://img.shields.io/badge/paper-PDF%20(33%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main.pdf)
++[![Python](https://img.shields.io/badge/python-3.12%2B%20·%20uv-3776AB?logo=python&logoColor=white)](pyproject.toml)
++[![Data](https://img.shields.io/badge/data-FinData%20OS%20·%206.7%20bn%201--min%20bars%20·%204%2C568%20firms-4051b5)](DATA_AUDIT.md)
++[![Reproducible](https://img.shields.io/badge/reproducible-10%20scripts%20·%2029%20tests%20·%20frozen%20design-2e7d32)](docs/REPLICATION.md)
++[![Institution](https://img.shields.io/badge/UQO-D%C3%A9pt.%20des%20sciences%20administratives-16365c)](https://uqo.ca)
++[![Author](https://img.shields.io/badge/author-Simon--Pierre%20Boucher-16365c)](mailto:simon-pierre.boucher@uqo.ca)
++
++> **TL;DR** — Do one-minute markets see a firm's forthcoming accounting deterioration before daily markets do? On a
++> strictly point-in-time panel of 3,796 U.S. firms and 102,522 firm-quarters (2013–2026) built from 6.7 billion raw
++> 1-minute bars and quarterly statements with release dates, we forecast an adverse operating-income surprise 20 trading
++> days before the earnings release with nested information sets of equal capacity. Fundamentals do most of the work,
++> daily OHLCV adds a clear increment (Δ log loss −0.0068 with boosted trees), and 1-minute families add nothing:
++> +0.0013 [−0.0013, +0.0041] (logistic) and +0.0016 [+0.0010, +0.0023] (trees) on an untouched 2021–2026 test period.
++> The null holds at five horizons, for five accounting targets, a volatility placebo, unseen firms, every refit year and
++> every subgroup; the signal is already in prices at the cutoff and has no factor-adjusted economic value.
++> **A precise null**: the minute-by-minute tape adds noise, not foresight — on survivors (see Limitations).
++
++---
++
++## 📌 Status
++
++| Item | Value |
++|---|---|
++| Version | **1.0 (November 2026)** — built autonomously on 2026-11-02 under the owner's brief (`CLAUDE.md`); phases 0–7 complete |
++| SSRN | not yet submitted |
++| Journal | target: JAR / JFE / RFS (finance–accounting interface); internal referee reports in `docs/REFEREE_REPORTS.md` list the v1.1 revisions |
++| Code & data | reproducible from `scripts/` against FinData OS (private FirstRate Data lakehouse); raw records not redistributed |
++
++## 🎯 What this paper does
++
++Anticipation is not the question — prices lead earnings at daily horizons and we reproduce it. The question is the
++**marginal information value of sampling frequency**: holding the universe, calendar, cutoff, horizon, feature families
++and tuning budget fixed, do 30-minute, 5-minute and 1-minute OHLCV bars add forecasting content about the accounting
++outcome beyond point-in-time fundamentals and daily bars? Targets are accounting surprises against a seasonal random
++walk with drift (never prices); the reveal date is the earnings press release; the information set at cutoff `c` holds
++bars with session ≤ `c` and facts with `available_at ≤ c` only, with twelve leakage guards as unit tests.
++
++```
++S_{i,q} = (X_{i,q} − E_c[X_{i,q}]) / TA_{i,q−1},   D_{i,q} = 1[S_{i,q} ≤ −0.5 %]
++E_c[X_q] = X_{q−4} + ¼ Σ_{k=0..3} (X_{q−1−k} − X_{q−5−k})   (quarters available at c only)
++```
++
++## 🏆 Headline results (test period 2021–2026, h = 20, N = 53,667)
++
++| Object | Estimate |
++|---|---|
++| Base rate of adverse surprise | 31.5 % |
++| Log loss: base rate / fundamentals / + daily (LightGBM) | 0.628 / 0.494 / 0.487 (AUC 0.797 / 0.803) |
++| Daily increment LB2 − LB1 | −0.0068 [−0.0095, −0.0042] |
++| **1-minute increment** B5 − B2 (logistic) | **+0.0013 [−0.0013, +0.0041]**, GW p = 0.52 |
++| **1-minute increment** LB5 − LB2 (LightGBM) | **+0.0016 [+0.0010, +0.0023]** (a deterioration) |
++| 30-min / 5-min increments (LightGBM) | +0.0017 / +0.0021 |
++| Pre-registered MDE (80 % power) | 0.0025 |
++| Horizon gradient (H4) | none (Spearman −0.5, p ≈ 0.35) |
++| Panel: surprise on LFDS_B2 / incremental LFDS_B5−B2 | β = −0.0765 (t = −32) / −0.0129 (t = −1.8) |
++| Announcement CAR on LFDS_B5 | β ≈ 0 (t = 0.01): signal already in prices |
++| L/S decile alpha (FF5+MOM), LB5 scores | −0.59 %/mo (t = −1.85) gross, −0.62 % net of 20 bps |
++
++## 🗂 Repository layout
++
++```
++invisible-balance-sheet/            # project id wp39_uqo
++├── CLAUDE.md · README.md · PROGRESS.md · DECISIONS.md · DATA_AUDIT.md · LIMITATIONS.md
++├── configs/        research.yaml (frozen design) · data_contract.yaml · models.yaml
++├── docs/           RESEARCH_DESIGN.md · PIT_PROTOCOL.md · NOVELTY_MEMO.md · API_INTEGRATION.md · COMPUTE_BUDGET.md · REPLICATION.md · REFEREE_REPORTS.md
++├── literature/     RELATED_WORK_MATRIX.csv · references.bib (94 entries verified on Crossref)
++├── src/wp39/       api_client · provenance · calendar · instruments · pit_fundamentals · corporate_actions · ingest · features · labels · samples · splits · models · inference · portfolio · robustness · figures · pipeline
++├── scripts/        00_probe … 09_make_manuscript (+ 01a node extracts)
++├── tests/          29 tests (timestamps/DST, PIT leakage, labels, splits, train-only transforms, corporate actions, ids, reproducibility, API contract incl. live as-of equivalence, features)
++├── artifacts/      manifests (hashes, dataset versions, design freeze) · evaluation (csv/json) · logs
++├── results/        audits, cascades, metrics, contrasts, regressions
++├── paper/          main.tex · sections/ · tables/ (generated) · figures/ (generated) · results_macros.tex (206 macros) · main.pdf
++└── data/           README only (no licensed records committed)
++```
++
++## 🚀 Quick start
++
++```bash
++uv venv -p 3.12 .venv && uv pip install -e ".[dev]"
++export FINDATA_BASE_URL=http://127.0.0.1:8600/api/v1 WP39_CACHE=~/wp39-cache   # on the FinData node
++bash scripts/01a_extract_node_tables.sh && for s in 00 01 02 03 04 05 06 07 08 09; do .venv/bin/python scripts/${s}_*.py; done
++pytest -q            # WP39_LIVE=1 adds the live API tests
++cd paper && make     # latexmk → main.pdf
++```
++Measured wall-times (Mac Studio M3 Ultra, 28 cores): universe audit 17 min (SEC), PIT panel 8 min, features 58 min
++(8 workers), sample 30 s, baselines 30 s, LightGBM 29 min, evaluation 1 min, robustness 25 s, manuscript 10 s.
++
++## 🗃 Data
++
++FinData OS (`findata.spboucher.ai/api/v1`), the owner's private lakehouse of FirstRate Data: raw 1-minute bars
++(2000–2026, 16,195 symbols incl. 8,069 delisted), quarterly fundamentals (5,451 entities, 67 metrics, filing dates
++2012–2026), 364,783 earnings-release events (node extract), splits/dividends (node extract). Public: SEC
++`company_tickers.json` + `submissions` (CIK/SIC), Kenneth French daily factors. Universe cascade: 5,451 → 5,018 (≥ 8
++quarters) → 4,568 (1-minute coverage); event sample 481,159 observations after admissibility and exclusions
++(`results/table_sample_cascade_event.csv`). Full audit: `DATA_AUDIT.md`.
++
++## 🔬 Methodology
++
++1. Clocks and cutoffs (`samples.py`, `calendar.py`): `c = A_q − h`, h ∈ {40, 20, 10, 5, 1}; `c < min(A_q, F_q)`, `c > A_{q−1}`.
++2. PIT fundamentals (`pit_fundamentals.py`): local as-of join on `available_at`, verified live against the API.
++3. Labels (`labels.py`): seasonal-random-walk-with-drift surprises, primary and secondary targets, symmetric placebo.
++4. Features (`features.py`): same 19 families from 1m/5m/30m buckets of the regular session, daily block, split/dividend-adjusted returns.
++5. Ladder (`models.py`): B0–B5 logistic (C on validation), LB1–LB5 LightGBM (24-trial equal budget), ridge for the continuous target.
++6. Validation (`splits.py`): chronological with purge/embargo, expanding-window annual refits, 20 % firm hold-out.
++7. Inference (`inference.py`): block bootstrap by calendar quarter, Giacomini–White, Holm, two-way clustered panels.
++8. Robustness and pricing (`robustness.py`, `portfolio.py`): shuffled labels, subgroups, CAR regressions, decile sorts with FF5+MOM and costs.
++
++## 🖼 Figures & tables inventory
++
++| Figure | Content |
++|---|---|
++| `fig01_timeline` | event-time design and no-leakage rule (schematic) |
++| `fig02_coverage` | firms and adverse rate by year |
++| `fig03_prevalence` | conditional prevalence by size, illiquidity, leverage, release timing |
++| `fig04_frequency_gains` | Δ log loss vs B2 for 30m/5m/1m/all, logistic and LightGBM, 95 % block-bootstrap CIs |
++| `fig05_reliability` | calibration deciles |
++| `fig06_signal_evolution` | AUC and Δ by horizon (H4) |
++| `fig07_heterogeneity` | Δ by pre-specified subgroup (H3) |
++| `fig08_rolling` | annual refits: AUC and Δ by year |
++| `fig09_economic` | decile returns and alphas |
++
++Tables (`paper/tables/*.tex`): universe and sample cascades, summary statistics, information sets, headline metrics,
++paired contrasts, horizon ladder, secondary targets, firm hold-out, panel regressions, subgroups, placebo, continuous
++target, economic value, CAR regressions.
++
++## ⚠️ Limitations
++
++- Accounting panel conditioned on firms listed in November 2026 (no delisted entities from the vendor): survivorship.
++- `available_at = filing_date + 1` is a vendor policy; all facts are revision 1 (current values): PIT proxy, no as-originally-reported history.
++- OHLCV bars only: no quotes, trades or order flow; bar statistics are not interpreted as informed trading.
++- Logistic-family CI (±0.0027) is comparable to the MDE (0.0025); the precise-null claim rests mainly on the boosted family (±0.0006).
++- No neural/text models (owner instruction to minimise AI use). Full list: `LIMITATIONS.md`; planned v1.1 revisions: `docs/REFEREE_REPORTS.md`.
++
++## 📝 Citation
++
++```bibtex
++@techreport{boucher2026invisible,
++  author      = {Boucher, Simon-Pierre},
++  title       = {The Invisible Balance Sheet: Can Intraday Financial Markets Detect Corporate Deterioration Before Accounting Disclosures?},
++  institution = {Universit\'e du Qu\'ebec en Outaouais, D\'epartement des sciences administratives},
++  type        = {Working Paper},
++  number      = {39},
++  year        = {2026},
++  month       = {November}
++}
++```
++
++## 👤 Author & contact
++
++**Simon-Pierre Boucher** — Département des sciences administratives, Université du Québec en Outaouais (UQO), Gatineau, QC.
++📧 [simon-pierre.boucher@uqo.ca](mailto:simon-pierre.boucher@uqo.ca)
++
++## 🗒 Notes
++
++- Built in one autonomous Claude Code session on 2026-11-02 (phases 0–7 of `CLAUDE.md`); gates requiring owner
++  approval are recorded as self-approved under the autonomous mandate (DECISIONS D-010) and remain open to veto.
++- Directory name follows the series convention (`finance/<slug>`); project id and spbgit repository are `wp39_uqo`.
++- Data attribution: FirstRate Data via FinData OS (private license; no raw records in this repository).

added artifacts/evaluation/advanced_fit_log.json +1218 −0

++{
++ "fits": [
++  {
++   "design": "event",
++   "h": 20,
++   "importance_gain": {
++    "f_accruals": 0.0255,
++    "f_capex_assets": 0.0311,
++    "f_cash_assets": 0.0402,
++    "f_current_ratio": 0.0357,
++    "f_gross_margin": 0.0288,
++    "f_int_cover": 0.0183,
++    "f_leverage": 0.0248,
++    "f_log_assets": 0.0495,
++    "f_log_mcap": 0.0311,
++    "f_loss": 0.0007,
++    "f_net_issuance": 0.0266,
++    "f_ni_assets": 0.0308,
++    "f_ocf_assets": 0.0235,
++    "f_op_margin": 0.0051,
++    "f_rd_rev": 0.0007,
++    "f_rev_growth": 0.0332,
++    "f_roa": 0.0069,
++    "hist_adverse_rate": 0.0571,
++    "info_age_td": 0.0257,
++    "last_surprise": 0.3155,
++    "mean_surprise4": 0.1891
++   },
++   "model": "LB1",
++   "n_features": 21,
++   "params": {
++    "bagging_fraction": 1.0,
++    "best_iteration": 658,
++    "feature_fraction": 0.5,
++    "lambda_l2": 10.0,
++    "learning_rate": 0.01,
++    "min_child_samples": 200,
++    "num_leaves": 63
++   },
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "trials": 24,
++   "val_score": 0.5446817024655795
++  },
++  {
++   "design": "event",
++   "h": 20,
++   "importance_gain": {
++    "f_accruals": 0.0214,
++    "f_capex_assets": 0.0227,
++    "f_cash_assets": 0.0263,
++    "f_current_ratio": 0.0178,
++    "f_gross_margin": 0.0234,
++    "f_int_cover": 0.0155,
++    "f_leverage": 0.0188,
++    "f_log_assets": 0.0248,
++    "f_log_mcap": 0.0145,
++    "f_loss": 0.0001,
++    "f_net_issuance": 0.0189,
++    "f_ni_assets": 0.0266,
++    "f_ocf_assets": 0.0175,
++    "f_op_margin": 0.0049,
++    "f_rd_rev": 0.0005,
++    "f_rev_growth": 0.0248,
++    "f_roa": 0.003,
++    "hist_adverse_rate": 0.0375,
++    "info_age_td": 0.0231,
++    "last_surprise": 0.2557,
++    "mean_surprise4": 0.1608,
++    "wd_amihud60": 0.0084,
++    "wd_bars20": 0.0124,
++    "wd_intraday20": 0.0101,
++    "wd_kurt60": 0.0131,
++    "wd_log_dollar_vol60": 0.0105,
++    "wd_maxdd60": 0.0345,
++    "wd_overnight20": 0.0179,
++    "wd_parkinson20": 0.016,
++    "wd_ret20": 0.0117,
++    "wd_ret60": 0.0227,
++    "wd_skew60": 0.0137,
++    "wd_vol20": 0.0146,
++    "wd_vol60": 0.0241,
++    "wd_volratio20": 0.0132,
++    "wd_volratio5": 0.016,
++    "wd_zeroret60": 0.0023
++   },
++   "model": "LB2",
++   "n_features": 37,
++   "params": {
++    "bagging_fraction": 0.8,
++    "best_iteration": 752,
++    "feature_fraction": 0.9,
++    "lambda_l2": 10.0,
++    "learning_rate": 0.01,
++    "min_child_samples": 100,
++    "num_leaves": 63
++   },
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "trials": 24,
++   "val_score": 0.521392195867179
++  },
++  {
++   "design": "event",
++   "h": 20,
++   "importance_gain": {
++    "f_accruals": 0.0148,
++    "f_capex_assets": 0.017,
++    "f_cash_assets": 0.0222,
++    "f_current_ratio": 0.0127,
++    "f_gross_margin": 0.0175,
++    "f_int_cover": 0.0112,
++    "f_leverage": 0.0122,
++    "f_log_assets": 0.0191,
++    "f_log_mcap": 0.0103,
++    "f_loss": 0.0,
++    "f_net_issuance": 0.0129,
++    "f_ni_assets": 0.0239,
++    "f_ocf_assets": 0.0119,
++    "f_op_margin": 0.0051,
++    "f_rd_rev": 0.0001,
++    "f_rev_growth": 0.0192,
++    "f_roa": 0.0029,
++    "hist_adverse_rate": 0.038,
++    "info_age_td": 0.0194,
++    "last_surprise": 0.282,
++    "mean_surprise4": 0.1734,
++    "w30m_ac1": 0.0089,
++    "w30m_beta": 0.0114,
++    "w30m_bpv": 0.0047,
++    "w30m_down_vol_share": 0.0072,
++    "w30m_drift": 0.0033,
++    "w30m_max_share": 0.0057,
++    "w30m_present_share": 0.0002,
++    "w30m_rj": 0.0081,
++    "w30m_rkurt": 0.0055,
++    "w30m_rskew": 0.0044,
++    "w30m_rsneg_share": 0.0036,
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++}
+ \ No newline at end of file

added artifacts/evaluation/baselines_fit_log.json +3534 −0

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++    "w30m_rv_mktdown_share": 0.0032,
++    "w30m_sjv": -0.08,
++    "w30m_vol_first30": 0.0523,
++    "w30m_vol_gini": -0.0686,
++    "w30m_vol_last30": 0.0072,
++    "w30m_volofvol": -0.0544,
++    "w30m_vratio": 0.0233,
++    "wd_amihud60": 0.0364,
++    "wd_bars20": 0.006,
++    "wd_intraday20": -0.0099,
++    "wd_kurt60": 0.0029,
++    "wd_log_dollar_vol60": 0.2,
++    "wd_maxdd60": -0.1605,
++    "wd_overnight20": -0.0575,
++    "wd_parkinson20": 0.1889,
++    "wd_ret20": 0.0346,
++    "wd_ret60": -0.0711,
++    "wd_skew60": -0.0211,
++    "wd_vol20": 0.0361,
++    "wd_vol60": 0.0021,
++    "wd_volratio20": 0.0211,
++    "wd_volratio5": -0.0042,
++    "wd_zeroret60": -0.0031
++   },
++   "design": "calendar",
++   "h": 0,
++   "model": "B3",
++   "n_features": 56,
++   "n_test": 141477,
++   "n_train": 70952,
++   "n_valid": 29627,
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "val_logloss": 0.5742876105580537
++  },
++  {
++   "C": 0.01,
++   "coef": {
++    "f_accruals": -0.0287,
++    "f_capex_assets": -0.046,
++    "f_cash_assets": 0.1323,
++    "f_current_ratio": 0.0337,
++    "f_gross_margin": -0.1023,
++    "f_int_cover": 0.0567,
++    "f_leverage": -0.0197,
++    "f_log_assets": -0.307,
++    "f_log_mcap": -0.0794,
++    "f_loss": -0.0097,
++    "f_net_issuance": -0.0242,
++    "f_ni_assets": 0.105,
++    "f_ocf_assets": -0.0116,
++    "f_op_margin": 0.0961,
++    "f_rd_rev": 0.0857,
++    "f_rev_growth": -0.0008,
++    "f_roa": 0.1166,
++    "hist_adverse_rate": 0.3629,
++    "info_age_td": 0.0291,
++    "last_surprise": -0.6023,
++    "mean_surprise4": 0.7034,
++    "w5m_ac1": 0.0135,
++    "w5m_beta": -0.0269,
++    "w5m_bpv": -0.0186,
++    "w5m_down_vol_share": -0.0417,
++    "w5m_drift": 0.0193,
++    "w5m_max_share": 0.0184,
++    "w5m_present_share": -0.0256,
++    "w5m_rj": 0.0271,
++    "w5m_rkurt": -0.0278,
++    "w5m_rskew": 0.0933,
++    "w5m_rsneg_share": 0.0713,
++    "w5m_rv": -0.051,
++    "w5m_rv_mktdown_share": -0.0199,
++    "w5m_sjv": -0.0713,
++    "w5m_vol_first30": 0.0314,
++    "w5m_vol_gini": -0.0314,
++    "w5m_vol_last30": -0.0529,
++    "w5m_volofvol": -0.0653,
++    "w5m_vratio": 0.0253,
++    "wd_amihud60": 0.0307,
++    "wd_bars20": 0.0304,
++    "wd_intraday20": -0.0289,
++    "wd_kurt60": 0.0062,
++    "wd_log_dollar_vol60": 0.2112,
++    "wd_maxdd60": -0.1592,
++    "wd_overnight20": -0.0608,
++    "wd_parkinson20": 0.1929,
++    "wd_ret20": 0.0406,
++    "wd_ret60": -0.0736,
++    "wd_skew60": -0.0177,
++    "wd_vol20": 0.0209,
++    "wd_vol60": -0.0009,
++    "wd_volratio20": 0.0195,
++    "wd_volratio5": -0.0057,
++    "wd_zeroret60": -0.0159
++   },
++   "design": "calendar",
++   "h": 0,
++   "model": "B4",
++   "n_features": 56,
++   "n_test": 141477,
++   "n_train": 70952,
++   "n_valid": 29627,
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "val_logloss": 0.5747558668947368
++  },
++  {
++   "C": 0.01,
++   "coef": {
++    "f_accruals": -0.0317,
++    "f_capex_assets": -0.0474,
++    "f_cash_assets": 0.13,
++    "f_current_ratio": 0.0348,
++    "f_gross_margin": -0.103,
++    "f_int_cover": 0.057,
++    "f_leverage": -0.0199,
++    "f_log_assets": -0.3131,
++    "f_log_mcap": -0.073,
++    "f_loss": -0.009,
++    "f_net_issuance": -0.0249,
++    "f_ni_assets": 0.1054,
++    "f_ocf_assets": -0.016,
++    "f_op_margin": 0.0947,
++    "f_rd_rev": 0.0854,
++    "f_rev_growth": -0.0003,
++    "f_roa": 0.1203,
++    "hist_adverse_rate": 0.3631,
++    "info_age_td": 0.0315,
++    "last_surprise": -0.6009,
++    "mean_surprise4": 0.7029,
++    "w1m_ac1": -0.0009,
++    "w1m_beta": -0.0297,
++    "w1m_bpv": -0.0077,
++    "w1m_down_vol_share": -0.0531,
++    "w1m_drift": 0.0226,
++    "w1m_max_share": 0.0207,
++    "w1m_present_share": 0.0581,
++    "w1m_rj": 0.0473,
++    "w1m_rkurt": -0.0324,
++    "w1m_rskew": 0.0518,
++    "w1m_rsneg_share": 0.0389,
++    "w1m_rv": -0.0829,
++    "w1m_rv_mktdown_share": -0.018,
++    "w1m_sjv": -0.0389,
++    "w1m_vol_first30": 0.0283,
++    "w1m_vol_gini": -0.0354,
++    "w1m_vol_last30": -0.063,
++    "w1m_volofvol": -0.0309,
++    "w1m_vratio": 0.0204,
++    "wd_amihud60": 0.0409,
++    "wd_bars20": -0.0344,
++    "wd_intraday20": -0.0539,
++    "wd_kurt60": 0.0016,
++    "wd_log_dollar_vol60": 0.2431,
++    "wd_maxdd60": -0.1592,
++    "wd_overnight20": -0.0611,
++    "wd_parkinson20": 0.1846,
++    "wd_ret20": 0.0434,
++    "wd_ret60": -0.0777,
++    "wd_skew60": -0.0143,
++    "wd_vol20": 0.0047,
++    "wd_vol60": 0.0068,
++    "wd_volratio20": 0.0175,
++    "wd_volratio5": -0.0053,
++    "wd_zeroret60": -0.0153
++   },
++   "design": "calendar",
++   "h": 0,
++   "model": "B5",
++   "n_features": 56,
++   "n_test": 141477,
++   "n_train": 70952,
++   "n_valid": 29627,
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "val_logloss": 0.5761830778930691
++  },
++  {
++   "C": 0.01,
++   "coef": {
++    "f_accruals": -0.0315,
++    "f_capex_assets": -0.0463,
++    "f_cash_assets": 0.1304,
++    "f_current_ratio": 0.0338,
++    "f_gross_margin": -0.1021,
++    "f_int_cover": 0.0585,
++    "f_leverage": -0.0206,
++    "f_log_assets": -0.3118,
++    "f_log_mcap": -0.0727,
++    "f_loss": -0.0124,
++    "f_net_issuance": -0.0255,
++    "f_ni_assets": 0.1033,
++    "f_ocf_assets": -0.0149,
++    "f_op_margin": 0.0954,
++    "f_rd_rev": 0.0856,
++    "f_rev_growth": -0.0001,
++    "f_roa": 0.1189,
++    "hist_adverse_rate": 0.3609,
++    "info_age_td": 0.0291,
++    "last_surprise": -0.6003,
++    "mean_surprise4": 0.7029,
++    "w1m_ac1": -0.0038,
++    "w1m_beta": -0.0194,
++    "w1m_bpv": -0.0314,
++    "w1m_down_vol_share": -0.0462,
++    "w1m_drift": 0.0128,
++    "w1m_max_share": 0.0208,
++    "w1m_present_share": 0.0568,
++    "w1m_rj": 0.0343,
++    "w1m_rkurt": -0.0183,
++    "w1m_rskew": 0.0114,
++    "w1m_rsneg_share": 0.0095,
++    "w1m_rv": -0.0887,
++    "w1m_rv_mktdown_share": -0.0169,
++    "w1m_sjv": -0.0095,
++    "w1m_vol_first30": 0.0104,
++    "w1m_vol_gini": -0.0103,
++    "w1m_vol_last30": -0.0407,
++    "w1m_volofvol": 0.0579,
++    "w1m_vratio": -0.0719,
++    "w30m_ac1": -0.0213,
++    "w30m_beta": -0.0117,
++    "w30m_bpv": -0.0292,
++    "w30m_down_vol_share": -0.0056,
++    "w30m_drift": 0.0128,
++    "w30m_max_share": -0.0049,
++    "w30m_present_share": 0.0081,
++    "w30m_rj": 0.0019,
++    "w30m_rkurt": 0.0144,
++    "w30m_rskew": 0.0692,
++    "w30m_rsneg_share": 0.0589,
++    "w30m_rv": -0.0464,
++    "w30m_rv_mktdown_share": 0.014,
++    "w30m_sjv": -0.0595,
++    "w30m_vol_first30": 0.0104,
++    "w30m_vol_gini": -0.0042,
++    "w30m_vol_last30": 0.003,
++    "w30m_volofvol": -0.0149,
++    "w30m_vratio": -0.016,
++    "w5m_ac1": 0.0115,
++    "w5m_beta": -0.009,
++    "w5m_bpv": 0.0523,
++    "w5m_down_vol_share": -0.0133,
++    "w5m_drift": 0.0128,
++    "w5m_max_share": 0.0211,
++    "w5m_present_share": -0.015,
++    "w5m_rj": 0.0148,
++    "w5m_rkurt": -0.0412,
++    "w5m_rskew": 0.0449,
++    "w5m_rsneg_share": 0.0334,
++    "w5m_rv": 0.0433,
++    "w5m_rv_mktdown_share": -0.0185,
++    "w5m_sjv": -0.0334,
++    "w5m_vol_first30": 0.0104,
++    "w5m_vol_gini": -0.0196,
++    "w5m_vol_last30": -0.0215,
++    "w5m_volofvol": -0.1088,
++    "w5m_vratio": 0.1011,
++    "wd_amihud60": 0.0259,
++    "wd_bars20": -0.0284,
++    "wd_intraday20": -0.0353,
++    "wd_kurt60": 0.0035,
++    "wd_log_dollar_vol60": 0.244,
++    "wd_maxdd60": -0.1589,
++    "wd_overnight20": -0.0646,
++    "wd_parkinson20": 0.2297,
++    "wd_ret20": 0.0475,
++    "wd_ret60": -0.0705,
++    "wd_skew60": -0.021,
++    "wd_vol20": 0.0201,
++    "wd_vol60": 0.0034,
++    "wd_volratio20": 0.0188,
++    "wd_volratio5": -0.0038,
++    "wd_zeroret60": -0.0198
++   },
++   "design": "calendar",
++   "h": 0,
++   "model": "B5all",
++   "n_features": 94,
++   "n_test": 141477,
++   "n_train": 70952,
++   "n_valid": 29627,
++   "tag": "chrono",
++   "target": "y_adverse_opinc",
++   "val_logloss": 0.5757303992900352
++  }
++ ],
++ "run_at": "2026-11-02T15:00:45-0500"
++}
+ \ No newline at end of file

added artifacts/evaluation/continuous.csv +4 −0

++model,n,mae,rmse,oos_r2,mean,ci_lo,ci_hi,p_boot,n_blocks
++B2,53667,0.019110583943446544,0.034685710780689244,0.2121079871145255,,,,,
++B5,53667,0.019121965564438993,0.03469422504869643,0.21172113345344667,,,,,
++B5-B2 d_mse,53667,,,,5.907193679729155e-07,-1.9547758581003584e-06,2.6130080517908085e-06,0.542,24.0

added artifacts/evaluation/contrasts.csv +19 −0

++n,d_logloss,ci_lo,ci_hi,p_boot,gw_t,gw_p,n_quarters,d_brier,brier_ci_lo,brier_ci_hi,family,a,b,holm_family,gw_p_holm
++53667,0.0013442563751678291,-0.0012757870850461119,0.004130774166061103,0.304,0.6562041818906179,0.5182044121765941,24,0.0010240759337197486,-6.305303922551488e-06,0.002102520687057513,logistic,B5,B2,freq_vs_daily,1.0
++53667,-0.00017371057021601562,-0.0020714524056460975,0.001774360270514181,0.83,-0.1660028502622323,0.8696053219530901,24,0.0003370419210717378,-0.00046671810838624917,0.0011341384012931084,logistic,B4,B2,freq_vs_daily,1.0
++53667,-0.00033097286367100154,-0.001954247695427455,0.001313496723522041,0.606,-0.25674437422631907,0.7996588504042657,24,0.0002297584856789337,-0.00044075452502793195,0.0008763383338639804,logistic,B3,B2,freq_vs_daily,1.0
++53667,0.0015179669453838445,0.0006185384586443704,0.0024909118094825038,0.002,2.4439155365403167,0.02261470129321075,24,0.0006870340126480108,0.00034903072359781953,0.001067909498806651,logistic,B5,B4,fine_vs_coarse,0.0452294025864215
++53667,0.0016752292388388303,0.0005102431826142689,0.002974212506183679,0.006,1.7296243765095765,0.09709745105237677,24,0.0007943174480408148,0.00035775197444725163,0.0012971717605411044,logistic,B5,B3,fine_vs_coarse,0.09709745105237677
++53667,0.0012360260315608914,-0.001377959217442637,0.003986469093425859,0.35,0.6927918911683858,0.4953765987912868,24,0.0009424703953585103,-6.995470774741962e-05,0.002004534742054547,logistic,B5all,B2,,
++53667,-0.00010823034360693743,-0.0006308319868601514,0.0004369865542240736,0.684,-0.12879341533853708,0.8986407322100243,24,-8.160553836123825e-05,-0.00029361864971250303,0.00013263294968337763,logistic,B5all,B5,,
++53667,-0.005987615043984385,-0.01008245128530456,-0.002293986800609357,0.0,-1.7976672581682631,0.08537205441055362,24,-0.0026456125985843634,-0.00432939062615807,-0.0011006502466541128,logistic,B2,B1,,
++53667,-0.07543858659119737,-0.08458216170891877,-0.0675450742953162,0.0,-12.325332730556639,1.2934986415302774e-11,24,-0.032426489935219856,-0.03659001712552912,-0.029001073451215963,logistic,B1,B0,,
++53667,0.0015842297977776163,0.0009606805504285829,0.002258207914283448,0.0,3.8495664167764154,0.0008167576312738678,24,0.00057411905932548,0.00034552148846785964,0.0008207003012613965,lightgbm,LB5,LB2,freq_vs_daily,0.0024502728938216034
++53667,0.0021242112753061828,0.000732285588281284,0.00351929808953741,0.002,2.31284126898743,0.03002500424574106,24,0.0008200742901701624,0.00027865083913277463,0.0013716048171252234,lightgbm,LB4,LB2,freq_vs_daily,0.04903320654365695
++53667,0.0017061860253204176,0.0002900052501291617,0.0030743051252295262,0.012,2.4068674159500554,0.024516603271828474,24,0.0007403106997101536,0.00019922412182524557,0.0012791441620256788,lightgbm,LB3,LB2,freq_vs_daily,0.04903320654365695
++53667,-0.0005399814775285669,-0.0018852822435658342,0.0006343835537579865,0.378,-0.7323163319983604,0.47137285440514143,24,-0.00024595523084468236,-0.0007582114140092203,0.00021367882724580115,lightgbm,LB5,LB4,fine_vs_coarse,0.9427457088102829
++53667,-0.00012195622754280165,-0.0015916001970991108,0.0011332018293288546,0.842,-0.6914619244828882,0.49619625508922605,24,-0.0001661916403846737,-0.000744863142145837,0.00033337960100083565,lightgbm,LB5,LB3,fine_vs_coarse,0.9427457088102829
++53667,0.0030447737022446437,0.001555493562354714,0.004480904122612273,0.0,3.100627355962149,0.0050400898412501505,24,0.001224434918427927,0.0006176931226027079,0.001801609355201739,lightgbm,LB5all,LB2,,
++53667,0.0014605439044670272,0.0002100362991434385,0.0027753512234958717,0.024,1.8644500547260343,0.07507121166659614,24,0.000650315859102447,0.00014497265257470103,0.0011890917511243034,lightgbm,LB5all,LB5,,
++53667,-0.006795740267029504,-0.00947576364067499,-0.0042253342566490005,0.0,-3.815712157015185,0.0008880587614936708,24,-0.002777894497281922,-0.0039669443904332205,-0.0016956805700258678,lightgbm,LB2,LB1,,
++53667,-0.1344860826103146,-0.1471161471547142,-0.12395659421373545,0.0,-16.598344545171564,2.6867397195928788e-14,24,-0.05447633667070017,-0.060354223339695694,-0.04989947404250845,lightgbm,LB1,LB0,,

added artifacts/evaluation/feature_columns_calendar.json +106 −0

++{
++ "daily": [
++  "wd_ret20",
++  "wd_ret60",
++  "wd_vol20",
++  "wd_vol60",
++  "wd_parkinson20",
++  "wd_skew60",
++  "wd_kurt60",
++  "wd_overnight20",
++  "wd_intraday20",
++  "wd_volratio20",
++  "wd_volratio5",
++  "wd_amihud60",
++  "wd_zeroret60",
++  "wd_log_dollar_vol60",
++  "wd_bars20",
++  "wd_maxdd60"
++ ],
++ "fundamentals": [
++  "f_rev_growth",
++  "f_net_issuance",
++  "f_gross_margin",
++  "f_op_margin",
++  "f_ni_assets",
++  "f_ocf_assets",
++  "f_accruals",
++  "f_cash_assets",
++  "f_leverage",
++  "f_current_ratio",
++  "f_capex_assets",
++  "f_rd_rev",
++  "f_int_cover",
++  "f_loss",
++  "f_log_assets",
++  "f_roa",
++  "f_log_mcap",
++  "info_age_td",
++  "last_surprise",
++  "mean_surprise4",
++  "hist_adverse_rate"
++ ],
++ "intraday_1m": [
++  "w1m_rv",
++  "w1m_bpv",
++  "w1m_rj",
++  "w1m_rsneg_share",
++  "w1m_sjv",
++  "w1m_rskew",
++  "w1m_rkurt",
++  "w1m_max_share",
++  "w1m_ac1",
++  "w1m_vol_first30",
++  "w1m_vol_last30",
++  "w1m_vol_gini",
++  "w1m_down_vol_share",
++  "w1m_present_share",
++  "w1m_rv_mktdown_share",
++  "w1m_drift",
++  "w1m_beta",
++  "w1m_volofvol",
++  "w1m_vratio"
++ ],
++ "intraday_30m": [
++  "w30m_rv",
++  "w30m_bpv",
++  "w30m_rj",
++  "w30m_rsneg_share",
++  "w30m_sjv",
++  "w30m_rskew",
++  "w30m_rkurt",
++  "w30m_max_share",
++  "w30m_ac1",
++  "w30m_vol_first30",
++  "w30m_vol_last30",
++  "w30m_vol_gini",
++  "w30m_down_vol_share",
++  "w30m_present_share",
++  "w30m_rv_mktdown_share",
++  "w30m_drift",
++  "w30m_beta",
++  "w30m_volofvol",
++  "w30m_vratio"
++ ],
++ "intraday_5m": [
++  "w5m_rv",
++  "w5m_bpv",
++  "w5m_rj",
++  "w5m_rsneg_share",
++  "w5m_sjv",
++  "w5m_rskew",
++  "w5m_rkurt",
++  "w5m_max_share",
++  "w5m_ac1",
++  "w5m_vol_first30",
++  "w5m_vol_last30",
++  "w5m_vol_gini",
++  "w5m_down_vol_share",
++  "w5m_present_share",
++  "w5m_rv_mktdown_share",
++  "w5m_drift",
++  "w5m_beta",
++  "w5m_volofvol",
++  "w5m_vratio"
++ ]
++}
+ \ No newline at end of file

added artifacts/evaluation/feature_columns_event.json +106 −0

++{
++ "daily": [
++  "wd_ret20",
++  "wd_ret60",
++  "wd_vol20",
++  "wd_vol60",
++  "wd_parkinson20",
++  "wd_skew60",
++  "wd_kurt60",
++  "wd_overnight20",
++  "wd_intraday20",
++  "wd_volratio20",
++  "wd_volratio5",
++  "wd_amihud60",
++  "wd_zeroret60",
++  "wd_log_dollar_vol60",
++  "wd_bars20",
++  "wd_maxdd60"
++ ],
++ "fundamentals": [
++  "f_rev_growth",
++  "f_net_issuance",
++  "f_gross_margin",
++  "f_op_margin",
++  "f_ni_assets",
++  "f_ocf_assets",
++  "f_accruals",
++  "f_cash_assets",
++  "f_leverage",
++  "f_current_ratio",
++  "f_capex_assets",
++  "f_rd_rev",
++  "f_int_cover",
++  "f_loss",
++  "f_log_assets",
++  "f_roa",
++  "f_log_mcap",
++  "info_age_td",
++  "last_surprise",
++  "mean_surprise4",
++  "hist_adverse_rate"
++ ],
++ "intraday_1m": [
++  "w1m_rv",
++  "w1m_bpv",
++  "w1m_rj",
++  "w1m_rsneg_share",
++  "w1m_sjv",
++  "w1m_rskew",
++  "w1m_rkurt",
++  "w1m_max_share",
++  "w1m_ac1",
++  "w1m_vol_first30",
++  "w1m_vol_last30",
++  "w1m_vol_gini",
++  "w1m_down_vol_share",
++  "w1m_present_share",
++  "w1m_rv_mktdown_share",
++  "w1m_drift",
++  "w1m_beta",
++  "w1m_volofvol",
++  "w1m_vratio"
++ ],
++ "intraday_30m": [
++  "w30m_rv",
++  "w30m_bpv",
++  "w30m_rj",
++  "w30m_rsneg_share",
++  "w30m_sjv",
++  "w30m_rskew",
++  "w30m_rkurt",
++  "w30m_max_share",
++  "w30m_ac1",
++  "w30m_vol_first30",
++  "w30m_vol_last30",
++  "w30m_vol_gini",
++  "w30m_down_vol_share",
++  "w30m_present_share",
++  "w30m_rv_mktdown_share",
++  "w30m_drift",
++  "w30m_beta",
++  "w30m_volofvol",
++  "w30m_vratio"
++ ],
++ "intraday_5m": [
++  "w5m_rv",
++  "w5m_bpv",
++  "w5m_rj",
++  "w5m_rsneg_share",
++  "w5m_sjv",
++  "w5m_rskew",
++  "w5m_rkurt",
++  "w5m_max_share",
++  "w5m_ac1",
++  "w5m_vol_first30",
++  "w5m_vol_last30",
++  "w5m_vol_gini",
++  "w5m_down_vol_share",
++  "w5m_present_share",
++  "w5m_rv_mktdown_share",
++  "w5m_drift",
++  "w5m_beta",
++  "w5m_volofvol",
++  "w5m_vratio"
++ ]
++}
+ \ No newline at end of file

added artifacts/evaluation/firm_holdout.csv +5 −0

++n,d_logloss,ci_lo,ci_hi,p_boot,gw_t,gw_p,n_quarters,d_brier,brier_ci_lo,brier_ci_hi,tag,family
++10071,0.001789936451868611,-0.0006978968036187162,0.004531802410051953,0.172,0.584287485759072,0.5647144850997412,24,0.0009196359671674477,-4.196923881024418e-05,0.001916713824100607,firmhold_heldout,logistic
++10071,0.0018024464917826882,-0.0005023591889437085,0.004224394556251516,0.116,1.1804232352048996,0.24989632018556396,24,0.0007019893291722638,-0.000280003541722332,0.001757779007316072,firmhold_heldout,lightgbm
++43596,0.0010710298115358282,-0.0014635200217820747,0.003650189713015605,0.358,0.5908883342463298,0.5603576635752887,24,0.0007080034678919385,-0.00024305974148568788,0.0016774773139992837,firmhold_seen,logistic
++43596,0.001921514568446882,0.00046703760783763505,0.003435511124789947,0.012,2.2721441873733976,0.03274379451937004,24,0.000892549813899404,0.00030742537147592983,0.0014988264173140752,firmhold_seen,lightgbm

added artifacts/evaluation/h4_timing.json +40 −0

++{
++ "lightgbm": {
++  "d_logloss": [
++   2e-05,
++   -0.00119,
++   0.00062,
++   -0.0004,
++   0.00088
++  ],
++  "horizons": [
++   40,
++   20,
++   10,
++   5,
++   1
++  ],
++  "p": 0.3910022189557703,
++  "spearman_gain_vs_minus_h": -0.49999999999999994
++ },
++ "logistic": {
++  "d_logloss": [
++   0.00252,
++   0.00134,
++   0.00294,
++   0.00262,
++   0.00199,
++   0.00318
++  ],
++  "horizons": [
++   40,
++   20,
++   10,
++   5,
++   1,
++   0
++  ],
++  "p": 0.3287230320699708,
++  "spearman_gain_vs_minus_h": -0.48571428571428577
++ }
++}
+ \ No newline at end of file

added artifacts/evaluation/h5_car_regressions.csv +18 −0

++var,coef,se,t,p,n,n_firms,n_quarters,spec
++lfds5,5.7026432074713416e-05,0.0041704782608652895,0.01367383511139118,0.9891534452835238,84755,3598,44,car_on_lfds5
++f_roa,0.0020149039345414834,0.001934211240057237,1.0417186565836825,0.3033639105334147,84755,3598,44,car_on_lfds5
++f_leverage,0.022607311708635225,0.005192245268205799,4.3540531197686025,8.121150840123548e-05,84755,3598,44,car_on_lfds5
++f_log_mcap,-0.021346517575440573,0.0025308541090223852,-8.434511297724022,1.1594747384435777e-10,84755,3598,44,car_on_lfds5
++wd_ret20,-0.03806992000860712,0.009468891450438072,-4.020525550205335,0.00023008263450674526,84755,3598,44,car_on_lfds5
++wd_vol20,0.0978322464829392,0.07173242689504483,1.363849666289449,0.1797121107039732,84755,3598,44,car_on_lfds5
++last_surprise,-0.0008465662979095157,0.0019253457892383717,-0.43969571733106727,0.6623595513672358,84755,3598,44,car_on_lfds5
++mean_surprise4,0.001097892379319719,0.0012631149334669284,0.8691943624688881,0.38956675761838566,84755,3598,44,car_on_lfds5
++lfds2,-0.00016311821507515904,0.004208743392087367,-0.03875698750886758,0.9692635226643689,84755,3598,44,car_on_lfds2_dlfds
++d_lfds,0.060492675331797356,0.0208564981259158,2.9004234060093994,0.005850540378230296,84755,3598,44,car_on_lfds2_dlfds
++f_roa,0.0020691490093517665,0.001921724934777621,1.076714451639878,0.2876117609492259,84755,3598,44,car_on_lfds2_dlfds
++f_leverage,0.022421471659467552,0.005167368830823203,4.339049987243824,8.51551994809352e-05,84755,3598,44,car_on_lfds2_dlfds
++f_log_mcap,-0.021299628775208728,0.00252530394306592,-8.434481256679655,1.1595879811920895e-10,84755,3598,44,car_on_lfds2_dlfds
++wd_ret20,-0.03802055187585144,0.009464837121145256,-4.017031818847709,0.00023257100043028167,84755,3598,44,car_on_lfds2_dlfds
++wd_vol20,0.09733155072674263,0.07149619194991268,1.3613529346420177,0.18049355140958245,84755,3598,44,car_on_lfds2_dlfds
++last_surprise,-0.0007881490064167407,0.0019468667577172724,-0.4048294539380065,0.6876097887256298,84755,3598,44,car_on_lfds2_dlfds
++mean_surprise4,0.0010857862072651816,0.001257059466949164,0.8637508692411695,0.39251737197340564,84755,3598,44,car_on_lfds2_dlfds

added artifacts/evaluation/h5_portfolios.json +72 −0

++{
++ "LB2": {
++  "avg_turnover": 0.594192325546025,
++  "decile_means": {
++   "1": 0.00958,
++   "2": 0.01106,
++   "3": 0.01357,
++   "4": 0.01316,
++   "5": 0.01288,
++   "6": 0.01265,
++   "7": 0.01516,
++   "8": 0.01488,
++   "9": 0.01265,
++   "10": 0.01465
++  },
++  "gross": {
++   "T": 129,
++   "alpha_monthly": -0.004895351902521119,
++   "alpha_se": 0.0029796002930577554,
++   "alpha_t": -1.642955907182222,
++   "mean_ls": -0.00506701640910048,
++   "net": false,
++   "sd_ls": 0.04821323511270702,
++   "sharpe_ann": -0.36406309772953444
++  },
++  "net20bps": {
++   "T": 129,
++   "alpha_monthly": -0.005137225176399311,
++   "alpha_se": 0.002972675106802712,
++   "alpha_t": -1.7281488867193098,
++   "mean_ls": -0.005318580780978713,
++   "net": true,
++   "sd_ls": 0.04821781756619533,
++   "sharpe_ann": -0.3821015799467829
++  }
++ },
++ "LB5": {
++  "avg_turnover": 0.6049465410831912,
++  "decile_means": {
++   "1": 0.00869,
++   "2": 0.01217,
++   "3": 0.01264,
++   "4": 0.01316,
++   "5": 0.0128,
++   "6": 0.01335,
++   "7": 0.01579,
++   "8": 0.01433,
++   "9": 0.01212,
++   "10": 0.01522
++  },
++  "gross": {
++   "T": 129,
++   "alpha_monthly": -0.005925830391762974,
++   "alpha_se": 0.003195409346885461,
++   "alpha_t": -1.854482399113851,
++   "mean_ls": -0.006526271190448544,
++   "net": false,
++   "sd_ls": 0.051037200258538834,
++   "sharpe_ann": -0.44296447409215783
++  },
++  "net20bps": {
++   "T": 129,
++   "alpha_monthly": -0.006154506821786283,
++   "alpha_se": 0.003190428823244719,
++   "alpha_t": -1.9290531658145715,
++   "mean_ls": -0.006766181770228023,
++   "net": true,
++   "sd_ls": 0.051030780247729876,
++   "sharpe_ann": -0.45930595387291195
++  }
++ }
++}
+ \ No newline at end of file

added artifacts/evaluation/horizon_ladder.csv +12 −0

++n,d_logloss,ci_lo,ci_hi,p_boot,gw_t,gw_p,n_quarters,d_brier,brier_ci_lo,brier_ci_hi,h,family,auc_a,auc_b
++141477,0.003181934161968585,0.00042112072143745674,0.006063190425899876,0.022,1.2179890767958195,0.23557598686028802,24,0.001650526713818289,0.0005831972171983827,0.002773104585803711,0,logistic,0.7364656083976131,0.7374136930550897
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++53669,0.0008795541824223785,8.427928092692748e-05,0.0017383930914590601,0.04,1.9500189640606846,0.06346620908386513,24,0.0003170442269771393,-2.135386567260801e-05,0.000682930124786888,1,lightgbm,0.8031873534227443,0.804206629951662
++53575,0.0026248013528551886,-0.0007004190689396658,0.0064836798429828936,0.136,1.0627115914702734,0.2989440965315995,24,0.0016326780403012745,0.00028158131270143824,0.003145767112188275,5,logistic,0.737847194659713,0.7388258778963297
++53575,-0.00039743463894226396,-0.001330922781012995,0.0005150165240010811,0.37,0.2749433255427546,0.7858145039833393,24,-0.00015422928394961372,-0.0005337400955618912,0.00021372770273844383,5,lightgbm,0.803096710611445,0.803319482743051
++53751,0.0029363219994812287,-0.00044967964272820787,0.0065788861783808664,0.09,1.0712441467610005,0.29517251398814315,24,0.0014138724783927532,0.00013177531144935705,0.0027821297010408074,10,logistic,0.737633204263719,0.7373352781395774
++53751,0.0006201225097653533,-0.0005218874067066557,0.0017573413430008913,0.288,1.2069167762520951,0.23973104854393879,24,0.00025948131259758697,-0.0001920359938219362,0.0007252572270825745,10,lightgbm,0.8033867678923096,0.8045113785979323
++53667,0.0013442563751678291,-0.0012757870850461119,0.004130774166061103,0.304,0.6562041818906179,0.5182044121765941,24,0.0010240759337197486,-6.305303922551488e-06,0.002102520687057513,20,logistic,0.7382734557770654,0.7383639675392957
++53667,-0.0011943900879734352,-0.0022635232995155824,-6.495429039762694e-05,0.032,-1.5541526672893164,0.13380149164769461,24,-0.00029561820316891625,-0.0007061960571260822,0.00013455304859460069,20,lightgbm,0.8036920169011987,0.8038248126582597
++49340,0.002518539790727828,0.0005102089011651394,0.004758821265652106,0.008,1.3344825212874145,0.19510776839309907,24,0.0012537429725186823,0.0004708779696116721,0.0021250945826395014,40,logistic,0.739758885793698,0.740490754759331
++49340,2.245401520538156e-05,-0.000868051183671366,0.00097424030871412,0.93,0.6303663294355856,0.5346685241614846,24,0.00014634310745986057,-0.00023965384641737498,0.0005544438752597717,40,lightgbm,0.8008393212854411,0.8014785236831218

added artifacts/evaluation/metrics_all.csv +208 −0

++h,target,model,part,tag,n,base_rate,logloss,brier,auc,pr_auc,cal_slope,cal_intercept
++20,y_abs_surprise,B0,test,chrono,53667,0.628002310544655,0.6825012474496922,0.24468054793367786,0.5,0.628002310544655,0.047419963660562246,0.5193363980487087
++20,y_abs_surprise,B0b,test,chrono,53667,0.628002310544655,0.624116610300414,0.21724317869162818,0.6821552137466702,0.7494156349118037,1.0322919246721987,0.4857905229552429
++20,y_abs_surprise,B1,test,chrono,53667,0.628002310544655,0.5516566754198722,0.1852009445665452,0.7737317567134595,0.8297137515780796,0.9122225719768625,0.2835123910526801
++20,y_abs_surprise,B2,test,chrono,53667,0.628002310544655,0.5388567843261156,0.1780265246694571,0.7834390096102308,0.8377799993176613,0.8396934359736808,0.11461647429045092
++20,y_abs_surprise,B5,test,chrono,53667,0.628002310544655,0.5404029623243747,0.17955539301741485,0.7850468260903629,0.8383906700476651,0.8316151137359181,0.22500048641985332
++20,y_abs_surprise,LB2,test,chrono,53667,0.628002310544655,0.4716511946085291,0.15412015110770372,0.835685331718923,0.8817905763773777,1.0371255857291144,-0.0177077376899026
++20,y_abs_surprise,LB5,test,chrono,53667,0.628002310544655,0.47240127416236677,0.1543357447688725,0.8352494404475723,0.8814749240410291,1.0593238601687547,0.00697590015544803
++20,y_abs_surprise,B0,validation,chrono,12364,0.576269815593659,0.6872248775292982,0.24704072341232997,0.5,0.576269815593659,0.027839654964834943,0.30489576577758903
++20,y_abs_surprise,B1,validation,chrono,12364,0.576269815593659,0.5655127866493203,0.19155358816930215,0.7772626488917465,0.8030771286474209,0.9525911497738396,0.23096026868875041
++20,y_abs_surprise,B2,validation,chrono,12364,0.576269815593659,0.5510899175676666,0.18340754339466664,0.7882151073427032,0.8137964540028966,0.8825057439301163,-0.04737730864370236
++20,y_abs_surprise,B5,validation,chrono,12364,0.576269815593659,0.5476188360697932,0.18277161463845543,0.7898791720664515,0.8149796064127602,0.9132442735981998,0.01265581630901818
++20,y_abs_surprise,LB2,validation,chrono,12364,0.576269815593659,0.49668331260297294,0.16514644987588525,0.8273021702949873,0.8559004322493269,0.9941895102182844,0.056886577420290636
++20,y_abs_surprise,LB5,validation,chrono,12364,0.576269815593659,0.4971337861378994,0.16524431272373521,0.8271953332462672,0.8555689125320319,1.0127036263780147,0.07699630025715488
++20,y_adverse_netinc,B0,test,chrono,53663,0.330562957717608,0.6418194384551114,0.22429368273573205,0.5,0.330562957717608,0.3526880866491008,-0.36526915340229654
++20,y_adverse_netinc,B0b,test,chrono,53663,0.330562957717608,0.631840656440849,0.22038236629576877,0.5821800822236802,0.37791666054277595,0.684313572701784,-0.02660598615135766
++20,y_adverse_netinc,B1,test,chrono,53663,0.330562957717608,0.5822290500526226,0.19802785639182552,0.7003013574598319,0.5383418645982974,0.9274247029713112,0.10461079595664682
++20,y_adverse_netinc,B2,test,chrono,53663,0.330562957717608,0.5757716380639246,0.19531404603388466,0.7084673226907882,0.5439186359691554,0.8678314099085771,-0.0583125735585538
++20,y_adverse_netinc,B5,test,chrono,53663,0.330562957717608,0.5752782339083957,0.19529346140707693,0.709151255226794,0.5436502835424374,0.8674176457450636,-0.04542027325101106
++20,y_adverse_netinc,LB2,test,chrono,53663,0.330562957717608,0.535669836695162,0.18006640911022845,0.7580290798623616,0.6090136565338198,1.036626802334082,0.00047643325260303925
++20,y_adverse_netinc,LB5,test,chrono,53663,0.330562957717608,0.5369306378852111,0.1805047396659953,0.7569116762078583,0.6075201985771509,1.0777385635759147,-0.00021664139017684673
++20,y_adverse_netinc,B0,validation,chrono,12362,0.37582915385859894,0.6855265184546984,0.24459403021812462,0.5,0.37582915385859894,0.2534091174374844,-0.2624487111907318
++20,y_adverse_netinc,B1,validation,chrono,12362,0.37582915385859894,0.650018940279102,0.2279388818731406,0.6571644655168066,0.5261502552369252,0.8027363162083309,0.28455530370769194
++20,y_adverse_netinc,B2,validation,chrono,12362,0.37582915385859894,0.6241856344232413,0.21725126546112578,0.6799782005044781,0.5464541248248251,0.7995619009549547,0.11697230802638557
++20,y_adverse_netinc,B5,validation,chrono,12362,0.37582915385859894,0.6258658809474936,0.21804182697548496,0.6781504829095392,0.5437455570342236,0.7868023637766599,0.11643960222091636
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++20,y_roa_decline,B5,test,chrono,53662,0.27703030077149565,0.5500946472982327,0.18468276723751084,0.6879546882347966,0.43788932902571764,0.8421076016927281,-0.1560998002564668
++20,y_roa_decline,LB2,test,chrono,53662,0.27703030077149565,0.5246584369090179,0.17493540105607586,0.7220833708371477,0.49651321823627825,1.0053287413179086,-0.045246684895380467
++20,y_roa_decline,LB5,test,chrono,53662,0.27703030077149565,0.524874919745283,0.17479590762696606,0.7236035843978417,0.5013977717767817,1.0787936457939011,-0.058700562843729265
++20,y_roa_decline,B0,validation,chrono,12363,0.3402086872118418,0.6686384989459011,0.23525244835946088,0.5,0.3402086872118418,0.3269630087877224,-0.27879517411603727
++20,y_roa_decline,B1,validation,chrono,12363,0.3402086872118418,0.6359387353913099,0.22046902530578447,0.6471683184223824,0.4691319723474274,0.7602605641582942,0.19477281150672904
++20,y_roa_decline,B2,validation,chrono,12363,0.3402086872118418,0.6071468620033729,0.2091322034407577,0.6789026120819246,0.5009135616274389,0.8140621288518729,0.0961168350211834
++20,y_roa_decline,B5,validation,chrono,12363,0.3402086872118418,0.6095566525113276,0.21011288485854615,0.6764738441746908,0.4981884010000228,0.8190352087713532,0.1269404008128596
++20,y_roa_decline,LB2,validation,chrono,12363,0.3402086872118418,0.585544405775596,0.20008269748586732,0.7024829413208018,0.5520358356023511,0.8552629771983374,0.1280556131514419
++20,y_roa_decline,LB5,validation,chrono,12363,0.3402086872118418,0.5870107720935767,0.20060269880851722,0.6998415720584807,0.5484228865549469,0.8666488777009509,0.12585872934754166

added artifacts/evaluation/panel_regressions.csv +59 −0

++var,coef,se,t,p,n,n_firms,n_quarters,spec
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++f_leverage,0.0036978242362768607,0.0041638392689344016,0.8880804463000316,0.3794383624982709,84759,3598,44,S_on_lfds5
++f_log_mcap,-0.002889447418807761,0.0005504177192753398,-5.249553780012576,4.4535168746140386e-06,84759,3598,44,S_on_lfds5
++wd_ret20,0.003328549861349775,0.0016749720543582519,1.9872271019023504,0.05329097953658901,84759,3598,44,S_on_lfds5
++wd_vol20,0.06165992925460927,0.018189138882567034,3.3899311920536177,0.0015078227976563774,84759,3598,44,S_on_lfds5
++last_surprise,0.007459865068857213,0.0016728457018892401,4.459386218604837,5.8134948867749614e-05,84759,3598,44,S_on_lfds5
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++lfds2,-0.07649100629068198,0.002374381137029909,-32.21513391332103,0.0,84759,3598,44,S_on_lfds2_and_dlfds
++d_lfds,-0.012912792562473413,0.0073448044285234606,-1.7580852816620598,0.08584957352091194,84759,3598,44,S_on_lfds2_and_dlfds
++f_roa,-0.008916639044289295,0.0044634061352110494,-1.9977207482750563,0.05209806170720266,84759,3598,44,S_on_lfds2_and_dlfds
++f_leverage,0.003504069135495776,0.004121010975455573,0.8502935702830554,0.39987181298485086,84759,3598,44,S_on_lfds2_and_dlfds
++f_log_mcap,-0.0028400272035620042,0.0005478740880147564,-5.183722438586129,5.53433462124886e-06,84759,3598,44,S_on_lfds2_and_dlfds
++wd_ret20,0.003378678931668956,0.0016794368471664803,2.011792784807247,0.05053468553546958,84759,3598,44,S_on_lfds2_and_dlfds
++wd_vol20,0.06111248224798598,0.018154327576232025,3.3662762771778754,0.0016136270855482415,84759,3598,44,S_on_lfds2_and_dlfds
++last_surprise,0.007521069625105809,0.0016571928247663945,4.538439650899414,4.516711865454326e-05,84759,3598,44,S_on_lfds2_and_dlfds
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++lfds5,0.9681479311147265,0.018046039367466578,53.64877641019142,0.0,84759,3598,44,y_on_lfds5
++f_roa,0.024148665590300374,0.014279192046106847,1.6911787104148088,0.09803944034931034,84759,3598,44,y_on_lfds5
++f_leverage,-0.02323558809280557,0.016907885403217474,-1.3742456574956423,0.17648627897639346,84759,3598,44,y_on_lfds5
++f_log_mcap,0.012009898740477408,0.0037789895510296247,3.1780714337262954,0.0027458406774059085,84759,3598,44,y_on_lfds5
++wd_ret20,-0.008830731034012742,0.0156668857077134,-0.5636558023567529,0.5759163549025796,84759,3598,44,y_on_lfds5
++wd_vol20,-0.33754924949331283,0.09731941511922503,-3.468467716126167,0.0012019813808823443,84759,3598,44,y_on_lfds5
++last_surprise,-0.010249165059218041,0.0038720976019496057,-2.646928386840656,0.011305456364435251,84759,3598,44,y_on_lfds5
++mean_surprise4,0.004308035408186371,0.0,inf,0.0,84759,3598,44,y_on_lfds5
++lfds2,-0.07649977275467745,0.0023737963635632473,-32.22676297298119,0.0,84759,3598,44,dlfds_x_size
++d_lfds,-0.022842711927666917,0.008187966374066559,-2.7897906371496335,0.00783000033298209,84759,3598,44,dlfds_x_size
++dlfds_x_size0,0.032716692411898306,0.014309403635158499,2.286377073850424,0.027218496406752557,84759,3598,44,dlfds_x_size
++dlfds_x_size2,-0.008882112263464532,0.009629380129236666,-0.922397095582167,0.36146830928207185,84759,3598,44,dlfds_x_size
++f_roa,-0.008888325613476718,0.004447088384527001,-1.998684272703542,0.05198969588682334,84759,3598,44,dlfds_x_size
++f_leverage,0.003482066141516478,0.004106127067327565,0.8480171422904234,0.40112431711235996,84759,3598,44,dlfds_x_size
++f_log_mcap,-0.0028478118307995385,0.0005490098292809715,-5.187178223255615,5.4716313147018525e-06,84759,3598,44,dlfds_x_size
++wd_ret20,0.0034212412917904366,0.0016705302419407415,2.047997220221409,0.04669816254672288,84759,3598,44,dlfds_x_size
++wd_vol20,0.0613795434688727,0.018039104576857246,3.402582606434791,0.0014539833290259097,84759,3598,44,dlfds_x_size
++last_surprise,0.007556398338199686,0.0016536589798863183,4.5695021948958034,4.08888940326424e-05,84759,3598,44,dlfds_x_size
++mean_surprise4,-0.005014750296467155,0.0018479696779338654,-2.7136539935405914,0.009535430274086876,84759,3598,44,dlfds_x_size
++lfds2,-0.07650125421384289,0.002374149956976699,-32.2225872839395,0.0,84759,3598,44,dlfds_x_illiq
++d_lfds,-0.014824177715601614,0.009000260888398606,-1.647083112302897,0.10683084628497586,84759,3598,44,dlfds_x_illiq
++dlfds_x_illiq0,-0.011769183334775389,0.011320049811805798,-1.03967593168196,0.3043013755886017,84759,3598,44,dlfds_x_illiq
++dlfds_x_illiq2,0.01520662568278996,0.015719526532822145,0.9673717367402094,0.3387679377530435,84759,3598,44,dlfds_x_illiq
++f_roa,-0.008906217725928619,0.004457959223983136,-1.9978239545158993,0.052086444947705646,84759,3598,44,dlfds_x_illiq
++f_leverage,0.0035033232492619843,0.00411245383263904,0.8518814780259394,0.39899957973095335,84759,3598,44,dlfds_x_illiq
++f_log_mcap,-0.0028445720081963126,0.0005486318892745812,-5.184846276357536,5.513865535933249e-06,84759,3598,44,dlfds_x_illiq
++wd_ret20,0.0034097000746383583,0.0016772072261897644,2.0329629048787408,0.04825941151524238,84759,3598,44,dlfds_x_illiq
++wd_vol20,0.061290959061269724,0.018057507681284557,3.3942092199575167,0.001489407962580902,84759,3598,44,dlfds_x_illiq
++last_surprise,0.007539182942571818,0.0016513110527309515,4.565574081335831,4.140711167943678e-05,84759,3598,44,dlfds_x_illiq
++mean_surprise4,-0.005011704193386429,0.0018502023844832252,-2.7087329664134194,0.009656680530130135,84759,3598,44,dlfds_x_illiq
++lfds2,-0.07649543979114545,0.0023754203545333415,-32.202906590893974,0.0,84759,3598,44,dlfds_x_lev
++d_lfds,-0.02385566725748286,0.00828172629891302,-2.8805186740612188,0.006168176822811677,84759,3598,44,dlfds_x_lev
++dlfds_x_lev0,0.03004427326218785,0.01027074842182171,2.9252272598123805,0.005476075934257807,84759,3598,44,dlfds_x_lev
++dlfds_x_lev2,0.0010655280321020724,0.009194912164378817,0.11588235026648093,0.9082852869507017,84759,3598,44,dlfds_x_lev
++f_roa,-0.008911014528462744,0.004457917448095756,-1.9989186951564508,0.05196336036031268,84759,3598,44,dlfds_x_lev
++f_leverage,0.0035121422925434146,0.0041159888158019695,0.8532924771466125,0.39822551742693935,84759,3598,44,dlfds_x_lev
++f_log_mcap,-0.002831338853081771,0.0005473488924739695,-5.172822841176064,5.736799383759816e-06,84759,3598,44,dlfds_x_lev
++wd_ret20,0.0033893260794394175,0.0016798485051624766,2.01763794117351,0.04989735594169731,84759,3598,44,dlfds_x_lev
++wd_vol20,0.06133963177094963,0.018172592662677133,3.3753924335149463,0.0015720406137293974,84759,3598,44,dlfds_x_lev
++last_surprise,0.00754612481735791,0.0016543079072541202,4.56149957590618,4.195145266439049e-05,84759,3598,44,dlfds_x_lev
++mean_surprise4,-0.005014879734985335,0.001852155880360303,-2.7075905371473277,0.009685031792914245,84759,3598,44,dlfds_x_lev

added artifacts/evaluation/placebo_shuffled.csv +4 −0

++mean,ci_lo,ci_hi,p_boot,n_blocks,n,auc_a,auc_b,base_rate,placebo,draw
++-0.00032610904235327414,-0.0006240105695870864,-4.4740585916479426e-05,0.02,24,53667,0.5017345257776105,0.4971321281263885,0.3148676095179533,shuffled_labels,0
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added artifacts/evaluation/portfolios_LB2.csv +1291 −0

++cutoff,decile,n,ret,entry,exit,turnover,ret_net
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++2016-01-29,2,115,0.014807807969729825,2016-02-01,2016-03-01,0.5,0.012807807969729825
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++2016-06-30,5,151,0.061814116617882574,2016-07-01,2016-08-01,0.5231788079470199,0.0597214013860945
++2016-06-30,6,152,0.05202549400652756,2016-07-01,2016-08-01,0.46381578947368424,0.05017023084863283
++2016-06-30,7,152,0.05480556249874833,2016-07-01,2016-08-01,0.46381578947368424,0.052950299340853595
++2016-06-30,8,151,0.06931824992949659,2016-07-01,2016-08-01,0.3509933774834437,0.06791427641956281
++2016-06-30,9,152,0.08057874601401062,2016-07-01,2016-08-01,0.29276315789473684,0.07940769338243167
++2016-06-30,10,151,0.06267630938225617,2016-07-01,2016-08-01,0.2052980132450331,0.06185511732927604
++2016-07-29,1,104,-0.003439244747453447,2016-08-01,2016-09-01,0.6057692307692307,-0.00586232167053037
++2016-07-29,2,103,-0.001022404676562734,2016-08-01,2016-09-01,0.7621359223300971,-0.004070948365883122
++2016-07-29,3,104,-0.005386562233453338,2016-08-01,2016-09-01,0.7355769230769231,-0.008328869925761031
++2016-07-29,4,103,0.02552676758652922,2016-08-01,2016-09-01,0.8300970873786407,0.022206379237014656
++2016-07-29,5,104,0.04373689086479536,2016-08-01,2016-09-01,0.7836538461538461,0.04060227548017998
++2016-07-29,6,103,0.0010152876407241206,2016-08-01,2016-09-01,0.7621359223300971,-0.002033256048596268
++2016-07-29,7,104,0.01838457933693656,2016-08-01,2016-09-01,0.7403846153846154,0.015423040875398098
++2016-07-29,8,103,0.026048871137271726,2016-08-01,2016-09-01,0.6213592233009708,0.023563434244067843
++2016-07-29,9,104,0.032903326467369556,2016-08-01,2016-09-01,0.47115384615384615,0.031018711082754172
++2016-07-29,10,103,0.025720755843129817,2016-08-01,2016-09-01,0.4174757281553398,0.02405085293050846
++2016-08-31,1,144,-0.008629306121048856,2016-09-01,2016-10-03,0.4652777777777778,-0.010490417232159967
++2016-08-31,2,144,-0.005789058719844296,2016-09-01,2016-10-03,0.5590277777777778,-0.008025169830955407
++2016-08-31,3,143,0.002453555722559373,2016-09-01,2016-10-03,0.6398601398601399,-0.00010588483688118641
++2016-08-31,4,144,0.0061470218923301055,2016-09-01,2016-10-03,0.6006944444444444,0.0037442441145523276
++2016-08-31,5,143,0.00875665792745496,2016-09-01,2016-10-03,0.6818181818181818,0.006029385200182232
++2016-08-31,6,144,0.004893880947954282,2016-09-01,2016-10-03,0.6770833333333334,0.0021855476146209482
++2016-08-31,7,144,0.005918763574760098,2016-09-01,2016-10-03,0.6180555555555556,0.0034465413525378756
++2016-08-31,8,143,0.025475862819132816,2016-09-01,2016-10-03,0.5594405594405595,0.023238100581370578
++2016-08-31,9,144,0.03156361910802253,2016-09-01,2016-10-03,0.5,0.029563619108022528
++2016-08-31,10,143,0.04310788696193042,2016-09-01,2016-10-03,0.4755244755244755,0.04120578905983252
++2016-09-30,1,150,0.005012204081007052,2016-10-03,2016-11-01,0.17333333333333334,0.004318870747673719
++2016-09-30,2,149,-0.028837106560972464,2016-10-03,2016-11-01,0.412751677852349,-0.03048811327238186
++2016-09-30,3,150,-0.03257302063998597,2016-10-03,2016-11-01,0.43666666666666665,-0.034319687306652635
++2016-09-30,4,149,-0.03080769473445607,2016-10-03,2016-11-01,0.5201342281879194,-0.03288823164720775
++2016-09-30,5,149,-0.04212345913279511,2016-10-03,2016-11-01,0.5503355704697986,-0.044324801414674306
++2016-09-30,6,150,-0.047503126434438145,2016-10-03,2016-11-01,0.54,-0.04966312643443815
++2016-09-30,7,149,-0.03260542838772459,2016-10-03,2016-11-01,0.45302013422818793,-0.03441750892463734
++2016-09-30,8,150,-0.05419664239189615,2016-10-03,2016-11-01,0.36333333333333334,-0.055649975725229485
++2016-09-30,9,149,-0.07053097101594624,2016-10-03,2016-11-01,0.24496644295302014,-0.07151083678775833
++2016-09-30,10,149,-0.08401257157358887,2016-10-03,2016-11-01,0.1610738255033557,-0.08465686687560228
++2016-10-31,1,96,0.05133395948914397,2016-11-01,2016-12-01,0.8333333333333334,0.04800062615581063
++2016-10-31,2,96,0.05443736134517199,2016-11-01,2016-12-01,0.9010416666666666,0.050833194678505327
++2016-10-31,3,96,0.0730023185172034,2016-11-01,2016-12-01,0.8645833333333334,0.06954398518387007
++2016-10-31,4,95,0.10155267147577972,2016-11-01,2016-12-01,1.0105263157894737,0.09751056621262183
++2016-10-31,5,96,0.08700575645034618,2016-11-01,2016-12-01,0.9947916666666666,0.08302658978367951
++2016-10-31,6,96,0.06632797283551758,2016-11-01,2016-12-01,0.96875,0.06245297283551758
++2016-10-31,7,95,0.09544006319874214,2016-11-01,2016-12-01,0.8631578947368421,0.09198743161979477
++2016-10-31,8,96,0.09366508133738101,2016-11-01,2016-12-01,0.7708333333333334,0.09058174800404767
++2016-10-31,9,96,0.08479786343921213,2016-11-01,2016-12-01,0.5677083333333334,0.0825270301058788
++2016-10-31,10,95,0.06695781961505719,2016-11-01,2016-12-01,0.43157894736842106,0.0652315038255835
++2016-11-30,1,127,0.034440838589439485,2016-12-01,2017-01-03,0.468503937007874,0.03256682284140799
++2016-11-30,2,126,0.01984389101036799,2016-12-01,2017-01-03,0.6190476190476191,0.017367700534177515
++2016-11-30,3,126,0.026390782667992416,2016-12-01,2017-01-03,0.6825396825396826,0.023660623937833684
++2016-11-30,4,126,0.02080083337629704,2016-12-01,2017-01-03,0.6547619047619048,0.018181785757249422
++2016-11-30,5,126,0.013509951322170193,2016-12-01,2017-01-03,0.6190476190476191,0.011033760845979717
++2016-11-30,6,126,0.01518317000152217,2016-12-01,2017-01-03,0.6984126984126984,0.012389519207871378
++2016-11-30,7,126,0.0034477108520335528,2016-12-01,2017-01-03,0.6706349206349206,0.0007651711694938706
++2016-11-30,8,126,0.0199286102272182,2016-12-01,2017-01-03,0.6587301587301587,0.017293689592297563
++2016-11-30,9,126,0.009975282815734909,2016-12-01,2017-01-03,0.6190476190476191,0.007499092339544432
++2016-11-30,10,126,0.007898796796880454,2016-12-01,2017-01-03,0.4801587301587302,0.005978161876245533
++2016-12-30,1,137,0.009912266889806929,2017-01-03,2017-02-01,0.11678832116788321,0.009445113605135396
++2016-12-30,2,136,0.018685967134425868,2017-01-03,2017-02-01,0.27941176470588236,0.01756832007560234
++2016-12-30,3,136,0.011862276268157682,2017-01-03,2017-02-01,0.3897058823529412,0.010303452738745916
++2016-12-30,4,136,0.017958186323052825,2017-01-03,2017-02-01,0.38235294117647056,0.016428774558346942
++2016-12-30,5,136,0.0403376114234857,2017-01-03,2017-02-01,0.4338235294117647,0.03860231730583864
++2016-12-30,6,137,0.015918587265233007,2017-01-03,2017-02-01,0.42700729927007297,0.014210558068152716
++2016-12-30,7,136,0.021477616517482975,2017-01-03,2017-02-01,0.4485294117647059,0.01968349887042415
++2016-12-30,8,136,0.025298790269425053,2017-01-03,2017-02-01,0.39705882352941174,0.023710554975307406
++2016-12-30,9,136,0.02268415505422669,2017-01-03,2017-02-01,0.2867647058823529,0.02153709623069728
++2016-12-30,10,136,0.04139171394407309,2017-01-03,2017-02-01,0.18382352941176472,0.04065641982642603
++2017-01-31,1,116,0.03542692392257249,2017-02-01,2017-03-01,0.44396551724137934,0.03365106185360697
++2017-01-31,2,116,0.030516250900029886,2017-02-01,2017-03-01,0.6810344827586207,0.027792112968995402
++2017-01-31,3,116,0.02274395881277266,2017-02-01,2017-03-01,0.8103448275862069,0.019502579502427835
++2017-01-31,4,116,0.018313585251758052,2017-02-01,2017-03-01,0.8362068965517241,0.014968757665551155
++2017-01-31,5,115,0.03269593532950537,2017-02-01,2017-03-01,0.8304347826086956,0.029374196199070588
++2017-01-31,6,116,0.02933997353786815,2017-02-01,2017-03-01,0.8060344827586207,0.026115835606833667
++2017-01-31,7,116,0.00956087665667943,2017-02-01,2017-03-01,0.7586206896551724,0.006526393898058741
++2017-01-31,8,116,-0.0031785439136419245,2017-02-01,2017-03-01,0.6982758620689655,-0.005971647361917787
++2017-01-31,9,116,-0.0012987977346702432,2017-02-01,2017-03-01,0.5517241379310345,-0.0035056942863943815
++2017-01-31,10,115,0.006962437123922519,2017-02-01,2017-03-01,0.30869565217391304,0.005727654515226867
++2017-02-28,1,117,-0.02271652021866947,2017-03-01,2017-04-03,0.5512820512820513,-0.024921648423797675
++2017-02-28,2,116,-0.0007276058370710589,2017-03-01,2017-04-03,0.7241379310344828,-0.0036241575612089897
++2017-02-28,3,117,0.003511287518260001,2017-03-01,2017-04-03,0.7905982905982906,0.0003488943558668388
++2017-02-28,4,116,0.0016134695391468847,2017-03-01,2017-04-03,0.8189655172413793,-0.0016623925298186327
++2017-02-28,5,117,0.007082008964820422,2017-03-01,2017-04-03,0.7606837606837606,0.00403927392208538
++2017-02-28,6,116,0.001837672941875411,2017-03-01,2017-04-03,0.8189655172413793,-0.0014381891270901063
++2017-02-28,7,117,0.017165209734290778,2017-03-01,2017-04-03,0.782051282051282,0.01403700460608565
++2017-02-28,8,116,0.011279035875498588,2017-03-01,2017-04-03,0.7586206896551724,0.008244553116877898
++2017-02-28,9,117,0.016754251181647185,2017-03-01,2017-04-03,0.6623931623931624,0.014104678532074536
++2017-02-28,10,116,0.025345480106242373,2017-03-01,2017-04-03,0.3922413793103448,0.023776514589000992
++2017-03-31,1,153,0.0035870538392189164,2017-04-03,2017-05-01,0.29411764705882354,0.002410583250983622
++2017-03-31,2,153,0.01784597238292797,2017-04-03,2017-05-01,0.3954248366013072,0.01626427303652274
++2017-03-31,3,153,0.01600906936481848,2017-04-03,2017-05-01,0.40522875816993464,0.01438815433213874
++2017-03-31,4,152,0.012872565508918606,2017-04-03,2017-05-01,0.45394736842105265,0.011056776035234396
++2017-03-31,5,153,0.011196526247672551,2017-04-03,2017-05-01,0.5228758169934641,0.009105022979698695
++2017-03-31,6,153,0.007433336240023436,2017-04-03,2017-05-01,0.5392156862745098,0.005276473494925396
++2017-03-31,7,152,0.013550952504921781,2017-04-03,2017-05-01,0.5296052631578947,0.011432531452290203
++2017-03-31,8,153,0.0014832873452019562,2017-04-03,2017-05-01,0.4477124183006536,-0.00030756232800065826
++2017-03-31,9,153,-0.0019001652367098918,2017-04-03,2017-05-01,0.46405228758169936,-0.0037563743870366894
++2017-03-31,10,152,-0.0016084320665175455,2017-04-03,2017-05-01,0.28289473684210525,-0.0027400110138859667
++2017-04-28,1,117,-0.0022084054091217947,2017-05-01,2017-06-01,0.6666666666666666,-0.004875072075788462
++2017-04-28,2,117,0.012948995155351105,2017-05-01,2017-06-01,0.7094017094017094,0.010111388317744267
++2017-04-28,3,116,0.009947223445498869,2017-05-01,2017-06-01,0.7112068965517241,0.007102395859291972
++2017-04-28,4,117,-0.013964112826887358,2017-05-01,2017-06-01,0.7478632478632479,-0.01695556581834035
++2017-04-28,5,116,-0.019691283578826654,2017-05-01,2017-06-01,0.728448275862069,-0.02260507668227493
++2017-04-28,6,117,-0.016287258016646,2017-05-01,2017-06-01,0.6923076923076923,-0.01905648878587677
++2017-04-28,7,117,-0.00948641000346334,2017-05-01,2017-06-01,0.6623931623931624,-0.01213598265303599
++2017-04-28,8,116,-0.019705169944275687,2017-05-01,2017-06-01,0.625,-0.022205169944275686
++2017-04-28,9,117,-0.026372589893618043,2017-05-01,2017-06-01,0.5982905982905983,-0.028765752286780435
++2017-04-28,10,116,0.0011738772311587792,2017-05-01,2017-06-01,0.39655172413793105,-0.0004123296653929451
++2017-05-31,1,156,0.04483874517390181,2017-06-01,2017-07-03,0.5352564102564102,0.04269771953287617
++2017-05-31,2,156,0.02028217743738106,2017-06-01,2017-07-03,0.5993589743589743,0.017884741539945164
++2017-05-31,3,155,0.018523101350162233,2017-06-01,2017-07-03,0.6870967741935484,0.01577471425338804
++2017-05-31,4,156,0.03085274049574376,2017-06-01,2017-07-03,0.7339743589743589,0.027916843059846323
++2017-05-31,5,155,0.02405858505030547,2017-06-01,2017-07-03,0.7967741935483871,0.02087148827611192
++2017-05-31,6,156,0.03558592045703372,2017-06-01,2017-07-03,0.7083333333333334,0.03275258712370039
++2017-05-31,7,156,0.03505853388599787,2017-06-01,2017-07-03,0.7339743589743589,0.03212263645010043
++2017-05-31,8,155,0.02520409627894686,2017-06-01,2017-07-03,0.6935483870967742,0.022429902730559764
++2017-05-31,9,156,0.03898787158668326,2017-06-01,2017-07-03,0.6378205128205128,0.03643658953540121
++2017-05-31,10,155,0.010462427666762218,2017-06-01,2017-07-03,0.5,0.008462427666762218
++2017-06-30,1,160,0.011638419086292612,2017-07-03,2017-08-01,0.0875,0.011288419086292613
++2017-06-30,2,159,0.009244241270125209,2017-07-03,2017-08-01,0.21069182389937108,0.008401473974527725
++2017-06-30,3,159,0.016188937774323897,2017-07-03,2017-08-01,0.3018867924528302,0.014981390604512576
++2017-06-30,4,159,0.014094904380906197,2017-07-03,2017-08-01,0.3553459119496855,0.012673520733107456
++2017-06-30,5,159,0.01943250439404896,2017-07-03,2017-08-01,0.41509433962264153,0.017772127035558395
++2017-06-30,6,159,0.015257119731835207,2017-07-03,2017-08-01,0.4371069182389937,0.013508692058879232
++2017-06-30,7,159,0.02077722135747125,2017-07-03,2017-08-01,0.34276729559748426,0.019406152175081313
++2017-06-30,8,159,0.0035592439352667075,2017-07-03,2017-08-01,0.32075471698113206,0.0022762250673421794
++2017-06-30,9,159,0.002912875623231928,2017-07-03,2017-08-01,0.279874213836478,0.001793378767886016
++2017-06-30,10,159,0.015850131114787287,2017-07-03,2017-08-01,0.11949685534591195,0.01537214369340364
++2017-07-31,1,117,0.001542451535038992,2017-08-01,2017-09-01,0.6794871794871795,-0.0011754971829097262
++2017-07-31,2,116,-0.0001272641416732445,2017-08-01,2017-09-01,0.5905172413793104,-0.0024893331071904863
++2017-07-31,3,116,-0.014169600062669062,2017-08-01,2017-09-01,0.7025862068965517,-0.01697994489025527
++2017-07-31,4,117,-0.0013559796532826645,2017-08-01,2017-09-01,0.6581196581196581,-0.003988458285761297
++2017-07-31,5,116,-0.020689060915914773,2017-08-01,2017-09-01,0.7629310344827587,-0.023740785053845807
++2017-07-31,6,116,0.0028196288656606775,2017-08-01,2017-09-01,0.7198275862068966,-5.968147916690907e-05
++2017-07-31,7,117,0.008393597203777631,2017-08-01,2017-09-01,0.5811965811965812,0.006068810878991306
++2017-07-31,8,116,-0.012277573916490455,2017-08-01,2017-09-01,0.6077586206896551,-0.014708608399249076
++2017-07-31,9,116,-0.0067260687700070425,2017-08-01,2017-09-01,0.4870689655172414,-0.008674344632076008
++2017-07-31,10,116,-0.006445950776739673,2017-08-01,2017-09-01,0.2543103448275862,-0.007463192156050018
++2017-08-31,1,152,0.05776542091319918,2017-09-01,2017-10-02,0.5361842105263158,0.05562068407109392
++2017-08-31,2,151,0.014336710658725911,2017-09-01,2017-10-02,0.5860927152317881,0.011992339797798759
++2017-08-31,3,151,0.04555053121512519,2017-09-01,2017-10-02,0.6655629139072847,0.04288827955949605
++2017-08-31,4,152,0.055034799291464515,2017-09-01,2017-10-02,0.6875,0.05228479929146451
++2017-08-31,5,151,0.0438058249822794,2017-09-01,2017-10-02,0.7185430463576159,0.04093165279684893
++2017-08-31,6,151,0.05238464544816487,2017-09-01,2017-10-02,0.7119205298013245,0.04953696332895957
++2017-08-31,7,152,0.06541591254267072,2017-09-01,2017-10-02,0.6677631578947368,0.06274485991109177
++2017-08-31,8,151,0.060914450860247694,2017-09-01,2017-10-02,0.6456953642384106,0.058331669403294054
++2017-08-31,9,151,0.06996032119755773,2017-09-01,2017-10-02,0.5662251655629139,0.06769542053530607
++2017-08-31,10,151,0.06766803180614626,2017-09-01,2017-10-02,0.48013245033112584,0.06574750200482177
++2017-09-29,1,158,0.006877822858620631,2017-10-02,2017-11-01,0.08227848101265822,0.006548708934569998
++2017-09-29,2,158,0.01896045161642331,2017-10-02,2017-11-01,0.24367088607594936,0.017985768072119514
++2017-09-29,3,158,0.0188372608600137,2017-10-02,2017-11-01,0.3069620253164557,0.01760941275874788
++2017-09-29,4,158,0.016577761028106732,2017-10-02,2017-11-01,0.31645569620253167,0.015311938243296606
++2017-09-29,5,158,0.022056377676266954,2017-10-02,2017-11-01,0.3639240506329114,0.020600681473735307
++2017-09-29,6,158,0.031194656225891026,2017-10-02,2017-11-01,0.3829113924050633,0.029663010656270774
++2017-09-29,7,158,0.006133888928379886,2017-10-02,2017-11-01,0.34810126582278483,0.004741483865088747
++2017-09-29,8,158,-0.0018323588425938873,2017-10-02,2017-11-01,0.2689873417721519,-0.002908308209682495
++2017-09-29,9,158,-0.008130592216883902,2017-10-02,2017-11-01,0.28164556962025317,-0.009257174495364916
++2017-09-29,10,157,-0.014158184084035949,2017-10-02,2017-11-01,0.12101910828025478,-0.014642260517156969
++2017-10-31,1,103,0.019943954616525744,2017-11-01,2017-12-01,0.7718446601941747,0.016856575975749043
++2017-10-31,2,103,0.030128282745811332,2017-11-01,2017-12-01,0.8592233009708737,0.02669138954192784
++2017-10-31,3,103,0.026654150230612815,2017-11-01,2017-12-01,0.9077669902912622,0.023023082269447766
++2017-10-31,4,103,0.04946539589541435,2017-11-01,2017-12-01,0.8689320388349514,0.04598966774007454
++2017-10-31,5,102,0.0582219655210514,2017-11-01,2017-12-01,0.8529411764705882,0.05481020081516905
++2017-10-31,6,103,0.047057820161882306,2017-11-01,2017-12-01,0.7912621359223301,0.04389277161819299
++2017-10-31,7,103,0.02803078364920834,2017-11-01,2017-12-01,0.7330097087378641,0.025098744814256883
++2017-10-31,8,103,0.041579010330069194,2017-11-01,2017-12-01,0.6941747572815534,0.03880231130094298
++2017-10-31,9,103,0.05355211711771805,2017-11-01,2017-12-01,0.5970873786407767,0.05116376760315494
++2017-10-31,10,102,0.03473358425778094,2017-11-01,2017-12-01,0.36764705882352944,0.03326299602248682
++2017-11-30,1,131,-0.005972658927542828,2017-12-01,2018-01-02,0.44274809160305345,-0.0077436512939550416
++2017-11-30,2,131,-0.005107734612977957,2017-12-01,2018-01-02,0.6335877862595419,-0.007642085758016124
++2017-11-30,3,131,0.002024197207040107,2017-12-01,2018-01-02,0.7175572519083969,-0.000846031800593481
++2017-11-30,4,130,0.0089037473219128,2017-12-01,2018-01-02,0.7346153846153847,0.005965285783451261
++2017-11-30,5,131,0.012223438317931344,2017-12-01,2018-01-02,0.7213740458015268,0.009337942134725236
++2017-11-30,6,131,0.01262900502278214,2017-12-01,2018-01-02,0.7786259541984732,0.009514501205988247
++2017-11-30,7,130,0.004913266187077323,2017-12-01,2018-01-02,0.7423076923076923,0.0019440354178465536
++2017-11-30,8,131,0.0074546266443730235,2017-12-01,2018-01-02,0.7175572519083969,0.004584397636739436
++2017-11-30,9,131,0.02417010841898465,2017-12-01,2018-01-02,0.6564885496183206,0.02154415422051137
++2017-11-30,10,130,0.021447900488416338,2017-12-01,2018-01-02,0.5846153846153846,0.0191094389499548
++2017-12-29,1,147,0.004174536525223255,2018-01-02,2018-02-01,0.14965986394557823,0.0035758970694409423
++2017-12-29,2,146,0.027591559774595032,2018-01-02,2018-02-01,0.3116438356164384,0.02634498443212928
++2017-12-29,3,146,0.03226461741982025,2018-01-02,2018-02-01,0.3732876712328767,0.030771466734888744
++2017-12-29,4,146,0.02888413584614966,2018-01-02,2018-02-01,0.4178082191780822,0.02721290296943733
++2017-12-29,5,146,0.028124924931820814,2018-01-02,2018-02-01,0.476027397260274,0.02622081534277972
++2017-12-29,6,147,0.03549870661065306,2018-01-02,2018-02-01,0.42857142857142855,0.033784420896367344
++2017-12-29,7,146,0.05091455107150517,2018-01-02,2018-02-01,0.363013698630137,0.049462496276984624
++2017-12-29,8,146,0.03838818543783352,2018-01-02,2018-02-01,0.3321917808219178,0.037059418314545844
++2017-12-29,9,146,0.05403825569267046,2018-01-02,2018-02-01,0.2773972602739726,0.05292866665157457
++2017-12-29,10,146,0.041272920880384686,2018-01-02,2018-02-01,0.17123287671232876,0.040587989373535374
++2018-01-31,1,125,-0.04708899553815013,2018-02-01,2018-03-01,0.424,-0.04878499553815013
++2018-01-31,2,125,-0.05243418116662289,2018-02-01,2018-03-01,0.668,-0.05510618116662289
++2018-01-31,3,125,-0.0358120405616892,2018-02-01,2018-03-01,0.716,-0.0386760405616892
++2018-01-31,4,125,-0.04156075956454639,2018-02-01,2018-03-01,0.724,-0.044456759564546394
++2018-01-31,5,125,-0.025844729271309638,2018-02-01,2018-03-01,0.764,-0.028900729271309638
++2018-01-31,6,125,-0.04552277745334476,2018-02-01,2018-03-01,0.76,-0.04856277745334476
++2018-01-31,7,125,-0.04906832792942901,2018-02-01,2018-03-01,0.652,-0.05167632792942901
++2018-01-31,8,125,-0.03775770528654975,2018-02-01,2018-03-01,0.652,-0.04036570528654975
++2018-01-31,9,125,-0.05006101611212809,2018-02-01,2018-03-01,0.468,-0.05193301611212809
++2018-01-31,10,125,-0.04639381089347736,2018-02-01,2018-03-01,0.22,-0.04727381089347736
++2018-02-28,1,125,-0.004992211011185578,2018-03-01,2018-04-02,0.72,-0.007872211011185577
++2018-02-28,2,125,-0.002666481004536678,2018-03-01,2018-04-02,0.776,-0.0057704810045366775
++2018-02-28,3,125,0.007699052494827291,2018-03-01,2018-04-02,0.872,0.00421105249482729
++2018-02-28,4,125,-0.0025149391951944508,2018-03-01,2018-04-02,0.816,-0.005778939195194451
++2018-02-28,5,125,-0.0002788221094857306,2018-03-01,2018-04-02,0.8,-0.0034788221094857307
++2018-02-28,6,125,0.006935570584668026,2018-03-01,2018-04-02,0.824,0.003639570584668026
++2018-02-28,7,125,0.006457803485149515,2018-03-01,2018-04-02,0.768,0.003385803485149515
++2018-02-28,8,125,0.017441761414000646,2018-03-01,2018-04-02,0.736,0.014497761414000648
++2018-02-28,9,125,-0.004365804543616254,2018-03-01,2018-04-02,0.728,-0.007277804543616253
++2018-02-28,10,124,0.0037923703240181333,2018-03-01,2018-04-02,0.6008064516129032,0.0013891445175665206
++2018-03-29,1,160,0.011706519510191847,2018-04-02,2018-05-01,0.346875,0.010319019510191848
++2018-03-29,2,160,0.0055619377167121665,2018-04-02,2018-05-01,0.390625,0.003999437716712167
++2018-03-29,3,160,0.008752403489177227,2018-04-02,2018-05-01,0.434375,0.007014903489177228
++2018-03-29,4,159,0.009144665606453918,2018-04-02,2018-05-01,0.4025157232704403,0.007534602713372157
++2018-03-29,5,160,0.003169125528507206,2018-04-02,2018-05-01,0.459375,0.001331625528507206
++2018-03-29,6,160,0.013551170592197043,2018-04-02,2018-05-01,0.478125,0.011638670592197043
++2018-03-29,7,159,-0.006973858644958925,2018-04-02,2018-05-01,0.4591194968553459,-0.00881033663238031
++2018-03-29,8,160,0.006069555757003611,2018-04-02,2018-05-01,0.484375,0.004132055757003611
++2018-03-29,9,160,0.015147220561641991,2018-04-02,2018-05-01,0.434375,0.013409720561641992
++2018-03-29,10,159,0.0038587512330004897,2018-04-02,2018-05-01,0.34276729559748426,0.002487682050610553
++2018-04-30,1,127,0.03051616479463006,2018-05-01,2018-06-01,0.7204724409448819,0.027634275030850534
++2018-04-30,2,127,0.026101385028696546,2018-05-01,2018-06-01,0.7755905511811023,0.022999022823972138
++2018-04-30,3,127,0.05930528378928777,2018-05-01,2018-06-01,0.7519685039370079,0.05629740977353974
++2018-04-30,4,127,0.056954868208267014,2018-05-01,2018-06-01,0.7086614173228346,0.05412022253897567
++2018-04-30,5,126,0.049965509154810545,2018-05-01,2018-06-01,0.7222222222222222,0.04707662026592166
++2018-04-30,6,127,0.05323338038289146,2018-05-01,2018-06-01,0.65748031496063,0.050603459123048936
++2018-04-30,7,127,0.06622671879913683,2018-05-01,2018-06-01,0.6929133858267716,0.06345506525582974
++2018-04-30,8,127,0.07627313492715629,2018-05-01,2018-06-01,0.610236220472441,0.07383219004526652
++2018-04-30,9,127,0.07913450640960822,2018-05-01,2018-06-01,0.562992125984252,0.0768825379056712
++2018-04-30,10,126,0.10738616062643105,2018-05-01,2018-06-01,0.39285714285714285,0.10581473205500248
++2018-05-31,1,160,-0.011694414256147687,2018-06-01,2018-07-02,0.615625,-0.014156914256147686
++2018-05-31,2,159,0.010278602251134767,2018-06-01,2018-07-02,0.6792452830188679,0.0075616211190592955
++2018-05-31,3,160,0.010283708634168404,2018-06-01,2018-07-02,0.703125,0.0074712086341684044
++2018-05-31,4,159,0.014146841460080176,2018-06-01,2018-07-02,0.6855345911949685,0.011404703095300301
++2018-05-31,5,159,0.001044407810649637,2018-06-01,2018-07-02,0.6886792452830188,-0.0017103091704824382
++2018-05-31,6,160,0.020817722457550557,2018-06-01,2018-07-02,0.734375,0.017880222457550558
++2018-05-31,7,159,-0.006659374906770339,2018-06-01,2018-07-02,0.7232704402515723,-0.009552456667776628
++2018-05-31,8,160,0.019088801034749036,2018-06-01,2018-07-02,0.653125,0.016476301034749036
++2018-05-31,9,159,0.010293727200427422,2018-06-01,2018-07-02,0.5974842767295597,0.007903790093509184
++2018-05-31,10,159,-0.0214573862216975,2018-06-01,2018-07-02,0.4748427672955975,-0.02335675729087989
++2018-06-29,1,169,0.021602269344504828,2018-07-02,2018-08-01,0.07396449704142012,0.021306411356339146
++2018-06-29,2,169,0.024336831427160675,2018-07-02,2018-08-01,0.23668639053254437,0.023390085865030497
++2018-06-29,3,169,0.01894555097949096,2018-07-02,2018-08-01,0.3520710059171598,0.01753726695582232
++2018-06-29,4,168,0.021655601513180182,2018-07-02,2018-08-01,0.3541666666666667,0.020238934846513516
++2018-06-29,5,169,0.03034351210812973,2018-07-02,2018-08-01,0.3609467455621302,0.02889972512588121
++2018-06-29,6,169,0.02061883496845582,2018-07-02,2018-08-01,0.3520710059171598,0.019210550944787182
++2018-06-29,7,168,0.0057216093998588725,2018-07-02,2018-08-01,0.3482142857142857,0.00432875225700173
++2018-06-29,8,169,0.01654135720850958,2018-07-02,2018-08-01,0.3520710059171598,0.015133073184840942
++2018-06-29,9,169,0.022716773065880477,2018-07-02,2018-08-01,0.25443786982248523,0.021699021586590535
++2018-06-29,10,168,0.006631436563315906,2018-07-02,2018-08-01,0.11607142857142858,0.006167150849030192
++2018-07-31,1,120,0.025209882528412875,2018-08-01,2018-09-04,0.6791666666666667,0.02249321586174621
++2018-07-31,2,119,0.03230682159615419,2018-08-01,2018-09-04,0.6890756302521008,0.029550519075145783
++2018-07-31,3,119,0.02040079944906125,2018-08-01,2018-09-04,0.7394957983193278,0.01744281625578394
++2018-07-31,4,119,0.026389285581692738,2018-08-01,2018-09-04,0.7436974789915967,0.02341449566572635
++2018-07-31,5,119,0.054157745980824554,2018-08-01,2018-09-04,0.6890756302521008,0.05140144345981615
++2018-07-31,6,120,0.03289982365752817,2018-08-01,2018-09-04,0.7208333333333333,0.030016490324194837
++2018-07-31,7,119,0.058999815214682665,2018-08-01,2018-09-04,0.6512605042016807,0.05639477319787594
++2018-07-31,8,119,0.06380620745168383,2018-08-01,2018-09-04,0.5546218487394958,0.06158772005672585
++2018-07-31,9,119,0.051016407163615975,2018-08-01,2018-09-04,0.5294117647058824,0.048898760104792445
++2018-07-31,10,119,0.02743350170400479,2018-08-01,2018-09-04,0.3403361344537815,0.026072157166189665
++2018-08-31,1,161,-0.03132308190043283,2018-09-04,2018-10-01,0.4937888198757764,-0.033298237179935936
++2018-08-31,2,160,-0.0035056882763134186,2018-09-04,2018-10-01,0.571875,-0.005793188276313419
++2018-08-31,3,160,0.0018408847826151,2018-09-04,2018-10-01,0.621875,-0.0006466152173849001
++2018-08-31,4,160,-0.009118680926559455,2018-09-04,2018-10-01,0.653125,-0.011731180926559455
++2018-08-31,5,160,-0.015958744925170406,2018-09-04,2018-10-01,0.684375,-0.018696244925170406
++2018-08-31,6,161,-0.015513638382249884,2018-09-04,2018-10-01,0.6055900621118012,-0.01793599863069709
++2018-08-31,7,160,-0.020191421984490067,2018-09-04,2018-10-01,0.690625,-0.022953921984490068
++2018-08-31,8,160,-0.01740353957373603,2018-09-04,2018-10-01,0.684375,-0.02014103957373603
++2018-08-31,9,160,-0.005126070418182554,2018-09-04,2018-10-01,0.590625,-0.007488570418182554
++2018-08-31,10,160,-0.03107439337915905,2018-09-04,2018-10-01,0.409375,-0.03271189337915905
++2018-09-28,1,163,-0.06411763053317672,2018-10-01,2018-11-01,0.08588957055214724,-0.0644611888153853
++2018-09-28,2,162,-0.06149003722826712,2018-10-01,2018-11-01,0.24691358024691357,-0.062477691549254775
++2018-09-28,3,163,-0.0791533078123455,2018-10-01,2018-11-01,0.40797546012269936,-0.0807852096528363
++2018-09-28,4,162,-0.09681245637476818,2018-10-01,2018-11-01,0.4012345679012346,-0.09841739464637311
++2018-09-28,5,163,-0.09049911367335302,2018-10-01,2018-11-01,0.37116564417177916,-0.09198377625004013
++2018-09-28,6,162,-0.09689814931349042,2018-10-01,2018-11-01,0.4228395061728395,-0.09858950733818178
++2018-09-28,7,163,-0.10902952325266663,2018-10-01,2018-11-01,0.401840490797546,-0.11063688521585681
++2018-09-28,8,162,-0.11883096481074153,2018-10-01,2018-11-01,0.3395061728395062,-0.12018898950209955
++2018-09-28,9,163,-0.10949581270088568,2018-10-01,2018-11-01,0.2607361963190184,-0.11053875748616175
++2018-09-28,10,162,-0.12238977396488059,2018-10-01,2018-11-01,0.14814814814814814,-0.12298236655747317
++2018-10-31,1,106,0.026609370304692515,2018-11-01,2018-12-03,0.7877358490566038,0.0234584269084661
++2018-10-31,2,105,0.021065414584523358,2018-11-01,2018-12-03,0.9666666666666667,0.01719874791785669
++2018-10-31,3,106,0.033304961400017194,2018-11-01,2018-12-03,0.9669811320754716,0.029437036871715307
++2018-10-31,4,105,0.010046761388826353,2018-11-01,2018-12-03,0.9666666666666667,0.006180094722159687
++2018-10-31,5,105,0.023791029385284046,2018-11-01,2018-12-03,1.019047619047619,0.01971483890909357
++2018-10-31,6,106,0.0022383526441742373,2018-11-01,2018-12-03,0.9622641509433962,-0.0016107039595993473
++2018-10-31,7,105,0.04639041507200245,2018-11-01,2018-12-03,0.8857142857142857,0.042847557929145304
++2018-10-31,8,106,0.023539673585523554,2018-11-01,2018-12-03,0.8113207547169812,0.020294390566655628
++2018-10-31,9,105,-0.005677777678076779,2018-11-01,2018-12-03,0.6666666666666666,-0.008344444344743445
++2018-10-31,10,105,0.023234715951198522,2018-11-01,2018-12-03,0.44285714285714284,0.02146328737976995
++2018-11-30,1,141,-0.09014031732671422,2018-12-03,2019-01-02,0.4787234042553192,-0.0920552109437355
++2018-11-30,2,140,-0.09395084030504096,2018-12-03,2019-01-02,0.6821428571428572,-0.09667941173361239
++2018-11-30,3,140,-0.10631128104720407,2018-12-03,2019-01-02,0.6642857142857143,-0.10896842390434693
++2018-11-30,4,141,-0.11299772113131508,2018-12-03,2019-01-02,0.7375886524822695,-0.11594807574124416
++2018-11-30,5,140,-0.11829144556698229,2018-12-03,2019-01-02,0.6892857142857143,-0.12104858842412515
++2018-11-30,6,140,-0.10869508812630886,2018-12-03,2019-01-02,0.65,-0.11129508812630887
++2018-11-30,7,141,-0.1084086936851343,2018-12-03,2019-01-02,0.723404255319149,-0.11130231070641089
++2018-11-30,8,140,-0.12375417763072283,2018-12-03,2019-01-02,0.6642857142857143,-0.12641132048786569
++2018-11-30,9,140,-0.1266679846161029,2018-12-03,2019-01-02,0.6107142857142858,-0.12911084175896004
++2018-11-30,10,140,-0.10932296296192985,2018-12-03,2019-01-02,0.5392857142857143,-0.11148010581907271
++2018-12-31,1,157,0.09556192817964883,2019-01-02,2019-02-01,0.1592356687898089,0.09492498550448959
++2018-12-31,2,156,0.10848321274366164,2019-01-02,2019-02-01,0.36538461538461536,0.10702167428212318
++2018-12-31,3,157,0.11245740884725842,2019-01-02,2019-02-01,0.5,0.11045740884725842
++2018-12-31,4,156,0.11628603780253538,2019-01-02,2019-02-01,0.5993589743589743,0.11388860190509949
++2018-12-31,5,157,0.11614636538046325,2019-01-02,2019-02-01,0.5828025477707006,0.11381515518938044
++2018-12-31,6,156,0.12276487421604913,2019-01-02,2019-02-01,0.5705128205128205,0.12048282293399785
++2018-12-31,7,157,0.11672876494398084,2019-01-02,2019-02-01,0.4713375796178344,0.1148434146255095
++2018-12-31,8,156,0.14427780164413959,2019-01-02,2019-02-01,0.36538461538461536,0.14281626318260113
++2018-12-31,9,157,0.1441384396104227,2019-01-02,2019-02-01,0.2898089171974522,0.14297920394163288
++2018-12-31,10,156,0.12056172695255839,2019-01-02,2019-02-01,0.1858974358974359,0.11981813720896864
++2019-01-31,1,128,0.021075260571266553,2019-02-01,2019-03-01,0.33203125,0.019747135571266554
++2019-01-31,2,128,0.05601453259922467,2019-02-01,2019-03-01,0.546875,0.05382703259922467
++2019-01-31,3,128,0.04491663585351793,2019-02-01,2019-03-01,0.68359375,0.042182260853517936
++2019-01-31,4,128,0.038990125275942866,2019-02-01,2019-03-01,0.7109375,0.03614637527594287
++2019-01-31,5,128,0.05134764500895139,2019-02-01,2019-03-01,0.81640625,0.04808202000895139
++2019-01-31,6,128,0.06248498131041734,2019-02-01,2019-03-01,0.78125,0.05935998131041734
++2019-01-31,7,128,0.061224705961111306,2019-02-01,2019-03-01,0.68359375,0.05849033096111131
++2019-01-31,8,128,0.04164938729162968,2019-02-01,2019-03-01,0.6171875,0.03918063729162968
++2019-01-31,9,128,0.056550237440129776,2019-02-01,2019-03-01,0.45703125,0.054722112440129776
++2019-01-31,10,128,0.06854083203956532,2019-02-01,2019-03-01,0.2265625,0.06763458203956532
++2019-02-28,1,128,-0.020544100613540037,2019-03-01,2019-04-01,0.6015625,-0.022950350613540036
++2019-02-28,2,128,0.01194993897347644,2019-03-01,2019-04-01,0.703125,0.00913743897347644
++2019-02-28,3,128,0.011248222887700393,2019-03-01,2019-04-01,0.7578125,0.008216972887700392
++2019-02-28,4,127,-0.011011540128885751,2019-03-01,2019-04-01,0.7992125984251969,-0.014208390522586538
++2019-02-28,5,128,-0.00598353858056279,2019-03-01,2019-04-01,0.7578125,-0.00901478858056279
++2019-02-28,6,128,-0.0004747338182884385,2019-03-01,2019-04-01,0.7265625,-0.0033809838182884385
++2019-02-28,7,127,-0.01079172106577368,2019-03-01,2019-04-01,0.7362204724409449,-0.01373660295553746
++2019-02-28,8,128,-0.031660189078568254,2019-03-01,2019-04-01,0.7109375,-0.03450393907856825
++2019-02-28,9,128,0.0057592198557188225,2019-03-01,2019-04-01,0.7109375,0.0029154698557188226
++2019-02-28,10,127,0.0003125000770301225,2019-03-01,2019-04-01,0.46062992125984253,-0.0015300196080092474
++2019-03-29,1,170,0.0564893654593963,2019-04-01,2019-05-01,0.2529411764705882,0.05547760075351395
++2019-03-29,2,169,0.02908759141530256,2019-04-01,2019-05-01,0.3520710059171598,0.02767930739163392
++2019-03-29,3,170,0.03787455148223001,2019-04-01,2019-05-01,0.43529411764705883,0.03613337501164178
++2019-03-29,4,169,0.04700691753920632,2019-04-01,2019-05-01,0.4556213017751479,0.04518443233210573
++2019-03-29,5,170,0.03536141532370669,2019-04-01,2019-05-01,0.47058823529411764,0.03347906238253021
++2019-03-29,6,169,0.03775259628843287,2019-04-01,2019-05-01,0.4349112426035503,0.03601295131801867
++2019-03-29,7,170,0.03349783000400382,2019-04-01,2019-05-01,0.47352941176470587,0.031603712356944993
++2019-03-29,8,169,0.0305382628349162,2019-04-01,2019-05-01,0.4467455621301775,0.02875128058639549
++2019-03-29,9,170,0.020721296908412772,2019-04-01,2019-05-01,0.4,0.01912129690841277
++2019-03-29,10,169,0.01517922920237447,2019-04-01,2019-05-01,0.3609467455621302,0.01373544222012595
++2019-04-30,1,132,-0.029338005067205408,2019-05-01,2019-06-03,0.6515151515151515,-0.03194406567326601
++2019-04-30,2,131,-0.0554507331603563,2019-05-01,2019-06-03,0.7175572519083969,-0.05832096216798989
++2019-04-30,3,132,-0.06855601750440488,2019-05-01,2019-06-03,0.8106060606060606,-0.07179844174682912
++2019-04-30,4,131,-0.05938098349736249,2019-05-01,2019-06-03,0.7938931297709924,-0.06255655601644645
++2019-04-30,5,132,-0.07118630554728739,2019-05-01,2019-06-03,0.8636363636363636,-0.07464085100183285
++2019-04-30,6,131,-0.09965303266488461,2019-05-01,2019-06-03,0.7480916030534351,-0.10264539907709835
++2019-04-30,7,132,-0.06805136119962585,2019-05-01,2019-06-03,0.7121212121212122,-0.0708998460481107
++2019-04-30,8,131,-0.11665557437306015,2019-05-01,2019-06-03,0.6717557251908397,-0.11934259727382351
++2019-04-30,9,132,-0.1142711657574218,2019-05-01,2019-06-03,0.5681818181818182,-0.11654389303014907
++2019-04-30,10,131,-0.10337973825465605,2019-05-01,2019-06-03,0.3893129770992366,-0.104936990163053
++2019-05-31,1,173,0.04999245886464706,2019-06-03,2019-07-01,0.4884393063583815,0.04803870163921353
++2019-05-31,2,172,0.05488202735369223,2019-06-03,2019-07-01,0.688953488372093,0.052126213400203854
++2019-05-31,3,173,0.05917922365657397,2019-06-03,2019-07-01,0.6907514450867052,0.05641621787622715
++2019-05-31,4,172,0.08151246908316874,2019-06-03,2019-07-01,0.7005813953488372,0.0787101435017734
++2019-05-31,5,172,0.07560934679584597,2019-06-03,2019-07-01,0.7093023255813954,0.07277213749352038
++2019-05-31,6,173,0.07965614695412021,2019-06-03,2019-07-01,0.7514450867052023,0.0766503666072994
++2019-05-31,7,172,0.08455207838576109,2019-06-03,2019-07-01,0.7616279069767442,0.08150556675785411
++2019-05-31,8,173,0.10633210033231588,2019-06-03,2019-07-01,0.7167630057803468,0.1034650483091945
++2019-05-31,9,172,0.09313741943345563,2019-06-03,2019-07-01,0.6511627906976745,0.09053276827066493
++2019-05-31,10,172,0.07653679332249037,2019-06-03,2019-07-01,0.5087209302325582,0.07450190960156014
++2019-06-28,1,179,0.025780584245187498,2019-07-01,2019-08-01,0.07262569832402235,0.025490081451891407
++2019-06-28,2,178,0.014063480826443587,2019-07-01,2019-08-01,0.20786516853932585,0.013232020152286283
++2019-06-28,3,178,0.013589925212910131,2019-07-01,2019-08-01,0.2949438202247191,0.012410149932011255
++2019-06-28,4,179,0.010630425434539334,2019-07-01,2019-08-01,0.39385474860335196,0.009055006440125926
++2019-06-28,5,178,0.01076063617105927,2019-07-01,2019-08-01,0.37640449438202245,0.00925501819353118
++2019-06-28,6,178,0.0015457687189740393,2019-07-01,2019-08-01,0.3848314606741573,6.442876277410175e-06
++2019-06-28,7,179,0.004850786770417389,2019-07-01,2019-08-01,0.3659217877094972,0.0033870996195794
++2019-06-28,8,178,0.004719209392793188,2019-07-01,2019-08-01,0.32865168539325845,0.0034046026512201543
++2019-06-28,9,178,-0.004784337516413762,2019-07-01,2019-08-01,0.34269662921348315,-0.006155124033267695
++2019-06-28,10,178,-0.01380517673647956,2019-07-01,2019-08-01,0.16292134831460675,-0.014456862129737987
++2019-07-31,1,124,-0.003501086813154644,2019-08-01,2019-09-03,0.6491935483870968,-0.006097861006703031
++2019-07-31,2,124,-0.001456111076405373,2019-08-01,2019-09-03,0.6774193548387096,-0.004165788495760212
++2019-07-31,3,124,-0.029868564147105616,2019-08-01,2019-09-03,0.8306451612903226,-0.033191144792266904
++2019-07-31,4,123,-0.05029640737755264,2019-08-01,2019-09-03,0.7804878048780488,-0.05341835859706484
++2019-07-31,5,124,-0.04959922396214901,2019-08-01,2019-09-03,0.7338709677419355,-0.052534707833116756
++2019-07-31,6,124,-0.06611087427473271,2019-08-01,2019-09-03,0.7661290322580645,-0.06917539040376497
++2019-07-31,7,123,-0.06707702948291064,2019-08-01,2019-09-03,0.6585365853658537,-0.06971117582437406
++2019-07-31,8,124,-0.03923171827194482,2019-08-01,2019-09-03,0.7096774193548387,-0.04207042794936418
++2019-07-31,9,124,-0.0893965194316459,2019-08-01,2019-09-03,0.6209677419354839,-0.09188039039938783
++2019-07-31,10,123,-0.07344331841971102,2019-08-01,2019-09-03,0.3780487804878049,-0.07495551354166224
++2019-08-30,1,171,0.045763057539804294,2019-09-03,2019-10-01,0.4415204678362573,0.04399697566845927
++2019-08-30,2,170,0.014768225954278307,2019-09-03,2019-10-01,0.5588235294117647,0.012532931836631248
++2019-08-30,3,171,0.021503204680588386,2019-09-03,2019-10-01,0.6052631578947368,0.01908215204900944
++2019-08-30,4,170,0.0189793327863203,2019-09-03,2019-10-01,0.7088235294117647,0.01614403866867324
++2019-08-30,5,170,0.034898215606981364,2019-09-03,2019-10-01,0.6647058823529411,0.0322393920775696
++2019-08-30,6,171,0.029989573717426627,2019-09-03,2019-10-01,0.6403508771929824,0.027428170208654696
++2019-08-30,7,170,0.03296142122602965,2019-09-03,2019-10-01,0.7088235294117647,0.03012612710838259
++2019-08-30,8,171,0.030523899129754263,2019-09-03,2019-10-01,0.6345029239766082,0.02798588743384783
++2019-08-30,9,170,0.034702526916317616,2019-09-03,2019-10-01,0.5941176470588235,0.032326056328082324
++2019-08-30,10,170,0.023032781450448507,2019-09-03,2019-10-01,0.47941176470588237,0.021115134391624976
++2019-09-30,1,179,0.024598264960862235,2019-10-01,2019-11-01,0.0782122905027933,0.024285415798851063
++2019-09-30,2,178,0.002721951773607544,2019-10-01,2019-11-01,0.1853932584269663,0.001980378739899679
++2019-09-30,3,178,0.01589974245270747,2019-10-01,2019-11-01,0.35674157303370785,0.014472776160572638
++2019-09-30,4,179,0.02534137679831647,2019-10-01,2019-11-01,0.3994413407821229,0.02374361143518798
++2019-09-30,5,178,0.0019070122655710838,2019-10-01,2019-11-01,0.398876404494382,0.00031150664759355584
++2019-09-30,6,178,0.023458592194336207,2019-10-01,2019-11-01,0.3960674157303371,0.021874322531414858
++2019-09-30,7,179,0.029772595352658762,2019-10-01,2019-11-01,0.36033519553072624,0.02833125457053586
++2019-09-30,8,178,0.018832799286293958,2019-10-01,2019-11-01,0.3455056179775281,0.017450776814383846
++2019-09-30,9,178,0.010984635218970624,2019-10-01,2019-11-01,0.29213483146067415,0.009816095893127928
++2019-09-30,10,178,0.013344250667271913,2019-10-01,2019-11-01,0.15168539325842698,0.012737509094238205
++2019-10-31,1,105,0.0157960160208601,2019-11-01,2019-12-02,0.8666666666666667,0.012329349354193435
++2019-10-31,2,104,0.042928232185043415,2019-11-01,2019-12-02,1.0384615384615385,0.03877438603119726
++2019-10-31,3,105,0.03855726851602475,2019-11-01,2019-12-02,0.9095238095238095,0.03491917327792951
++2019-10-31,4,104,0.03795171849398416,2019-11-01,2019-12-02,0.9471153846153846,0.03416325695552262
++2019-10-31,5,104,0.0324511652726233,2019-11-01,2019-12-02,1.0,0.028451165272623303
++2019-10-31,6,105,0.03630298366918249,2019-11-01,2019-12-02,0.9285714285714286,0.03258869795489678
++2019-10-31,7,104,0.02946981540943629,2019-11-01,2019-12-02,0.8509615384615384,0.026065969255590137
++2019-10-31,8,105,0.06719531076755444,2019-11-01,2019-12-02,0.7666666666666667,0.06412864410088778
++2019-10-31,9,104,0.04349420781289671,2019-11-01,2019-12-02,0.6538461538461539,0.04087882319751209
++2019-10-31,10,104,0.04166891150230857,2019-11-01,2019-12-02,0.5096153846153846,0.039630449963847035
++2019-11-29,1,151,0.010676266999262043,2019-12-02,2020-01-02,0.4503311258278146,0.008874942495950784
++2019-11-29,2,151,0.020250030021421315,2019-12-02,2020-01-02,0.6854304635761589,0.01750830816711668
++2019-11-29,3,151,0.020458837040654418,2019-12-02,2020-01-02,0.6754966887417219,0.01775685028568753
++2019-11-29,4,151,0.02643585790914127,2019-12-02,2020-01-02,0.7516556291390728,0.023429235392584978
++2019-11-29,5,151,0.03494205028736803,2019-12-02,2020-01-02,0.7715231788079471,0.03185595757213624
++2019-11-29,6,151,0.029794147182289295,2019-12-02,2020-01-02,0.7019867549668874,0.026986200162421745
++2019-11-29,7,151,0.0646041141879648,2019-12-02,2020-01-02,0.7317880794701986,0.06167696187008401
++2019-11-29,8,151,0.03984728324853083,2019-12-02,2020-01-02,0.7019867549668874,0.03703933622866328
++2019-11-29,9,151,0.034599505668576294,2019-12-02,2020-01-02,0.652317880794702,0.031990234145397485
++2019-11-29,10,151,0.060099544334048086,2019-12-02,2020-01-02,0.5132450331125827,0.058046564201597754
++2019-12-31,1,165,-0.0009632141155232779,2020-01-02,2020-02-03,0.09696969696969697,-0.0013510929034020657
++2019-12-31,2,165,-0.009006128094104377,2020-01-02,2020-02-03,0.23030303030303031,-0.009927340215316499
++2019-12-31,3,165,-0.014481003234951209,2020-01-02,2020-02-03,0.3575757575757576,-0.01591130626525424
++2019-12-31,4,164,-0.029387983945069675,2020-01-02,2020-02-03,0.39939024390243905,-0.030985544920679432
++2019-12-31,5,165,-0.03285880219240415,2020-01-02,2020-02-03,0.43636363636363634,-0.03460425673785869
++2019-12-31,6,165,-0.028146363210690202,2020-01-02,2020-02-03,0.43636363636363634,-0.02989181775614475
++2019-12-31,7,164,-0.05089402523386975,2020-01-02,2020-02-03,0.4054878048780488,-0.05251597645338195
++2019-12-31,8,165,-0.021049064929725362,2020-01-02,2020-02-03,0.40606060606060607,-0.022673307353967786
++2019-12-31,9,165,-0.0198363448230228,2020-01-02,2020-02-03,0.3575757575757576,-0.021266647853325833
++2019-12-31,10,164,-0.04888446422075173,2020-01-02,2020-02-03,0.21646341463414634,-0.04975031787928832
++2020-01-31,1,143,-0.08393184795283376,2020-02-03,2020-03-02,0.36363636363636365,-0.08538639340737922
++2020-01-31,2,142,-0.08890750293349584,2020-02-03,2020-03-02,0.5880281690140845,-0.09125961560955217
++2020-01-31,3,143,-0.0634799900958938,2020-02-03,2020-03-02,0.6923076923076923,-0.06624922086512458
++2020-01-31,4,142,-0.09266817992743408,2020-02-03,2020-03-02,0.823943661971831,-0.0959639545753214
++2020-01-31,5,143,-0.0869138189996149,2020-02-03,2020-03-02,0.7692307692307693,-0.08999074207653797
++2020-01-31,6,142,-0.08465365456437735,2020-02-03,2020-03-02,0.7077464788732394,-0.0874846404798703
++2020-01-31,7,143,-0.0805649280797809,2020-02-03,2020-03-02,0.6888111888111889,-0.08332017283502566
++2020-01-31,8,142,-0.05617075640755579,2020-02-03,2020-03-02,0.5950704225352113,-0.058551038097696635
++2020-01-31,9,143,-0.07923822489197274,2020-02-03,2020-03-02,0.5524475524475524,-0.08144801510176296
++2020-01-31,10,142,-0.09058063334284072,2020-02-03,2020-03-02,0.19718309859154928,-0.09136936573720691
++2020-02-28,1,150,-0.24513881846079372,2020-03-02,2020-04-01,0.53,-0.24725881846079373
++2020-02-28,2,149,-0.20566954980260302,2020-03-02,2020-04-01,0.7416107382550335,-0.20863599275562314
++2020-02-28,3,150,-0.23758245031107553,2020-03-02,2020-04-01,0.73,-0.24050245031107553
++2020-02-28,4,149,-0.23247964799060322,2020-03-02,2020-04-01,0.802013422818792,-0.2356877016818784
++2020-02-28,5,149,-0.2163972174352451,2020-03-02,2020-04-01,0.7718120805369127,-0.21948446575739275
++2020-02-28,6,150,-0.2591933756958484,2020-03-02,2020-04-01,0.7866666666666666,-0.26234004236251507
++2020-02-28,7,149,-0.23914410323360513,2020-03-02,2020-04-01,0.7449664429530202,-0.24212396900541722
++2020-02-28,8,150,-0.23394234930316302,2020-03-02,2020-04-01,0.74,-0.236902349303163
++2020-02-28,9,149,-0.2193506092234843,2020-03-02,2020-04-01,0.6375838926174496,-0.22190094479395409
++2020-02-28,10,149,-0.1955656643793469,2020-03-02,2020-04-01,0.4664429530201342,-0.19743143619142742
++2020-03-31,1,195,0.10972812436899036,2020-04-01,2020-05-01,0.4025641025641026,0.10811786795873395
++2020-03-31,2,195,0.13216335061569792,2020-04-01,2020-05-01,0.6,0.1297633506156979
++2020-03-31,3,195,0.16036706878698823,2020-04-01,2020-05-01,0.6743589743589744,0.15766963288955232
++2020-03-31,4,195,0.20766017033932474,2020-04-01,2020-05-01,0.6717948717948717,0.20497299085214526
++2020-03-31,5,195,0.18622917497701913,2020-04-01,2020-05-01,0.676923076923077,0.18352148266932683
++2020-03-31,6,195,0.1858507878556331,2020-04-01,2020-05-01,0.735897435897436,0.18290719811204337
++2020-03-31,7,195,0.19568665598477206,2020-04-01,2020-05-01,0.6923076923076923,0.19291742521554128
++2020-03-31,8,195,0.2293768331887824,2020-04-01,2020-05-01,0.7102564102564103,0.22653580754775676
++2020-03-31,9,195,0.18407228838324688,2020-04-01,2020-05-01,0.5948717948717949,0.1816928012037597
++2020-03-31,10,194,0.2437793138250601,2020-04-01,2020-05-01,0.40463917525773196,0.24216075712402918
++2020-04-30,1,150,0.05627204035233986,2020-05-01,2020-06-01,0.7366666666666667,0.053325373685673194
++2020-04-30,2,150,0.07120301711166906,2020-05-01,2020-06-01,0.75,0.06820301711166905
++2020-04-30,3,150,0.07577835120107523,2020-05-01,2020-06-01,0.73,0.07285835120107523
++2020-04-30,4,149,0.09116417457909494,2020-05-01,2020-06-01,0.785234899328859,0.0880232349817795
++2020-04-30,5,150,0.07311950617182793,2020-05-01,2020-06-01,0.7566666666666667,0.07009283950516126
++2020-04-30,6,150,0.08120085724623616,2020-05-01,2020-06-01,0.6833333333333333,0.07846752391290282
++2020-04-30,7,149,0.08363342368483853,2020-05-01,2020-06-01,0.7315436241610739,0.08070724918819423
++2020-04-30,8,150,0.08931888208545864,2020-05-01,2020-06-01,0.6233333333333333,0.08682554875212531
++2020-04-30,9,150,0.09973669238524555,2020-05-01,2020-06-01,0.61,0.09729669238524555
++2020-04-30,10,149,0.0810773485849699,2020-05-01,2020-06-01,0.3724832214765101,0.07958741569906386
++2020-05-29,1,195,0.021014310460148712,2020-06-01,2020-07-01,0.5461538461538461,0.018829695075533327
++2020-05-29,2,195,0.0264331646353819,2020-06-01,2020-07-01,0.6948717948717948,0.02365367745589472
++2020-05-29,3,195,0.030215846834609195,2020-06-01,2020-07-01,0.7410256410256411,0.027251744270506632
++2020-05-29,4,195,0.04467593938482748,2020-06-01,2020-07-01,0.7538461538461538,0.041660554769442866
++2020-05-29,5,195,0.03495031988417195,2020-06-01,2020-07-01,0.7205128205128205,0.03206826860212067
++2020-05-29,6,195,0.03932048811949432,2020-06-01,2020-07-01,0.7307692307692307,0.036397411196417394
++2020-05-29,7,195,0.04044735435586356,2020-06-01,2020-07-01,0.6974358974358974,0.03765761076611997
++2020-05-29,8,195,0.03167542057272618,2020-06-01,2020-07-01,0.7205128205128205,0.0287933692906749
++2020-05-29,9,195,0.07667398323845435,2020-06-01,2020-07-01,0.6538461538461539,0.07405859862306974
++2020-05-29,10,195,0.10957545523850153,2020-06-01,2020-07-01,0.517948717948718,0.10750366036670665
++2020-06-30,1,206,0.01316180112582474,2020-07-01,2020-08-03,0.16262135922330098,0.012511315688931537
++2020-06-30,2,206,0.039517344764496906,2020-07-01,2020-08-03,0.40048543689320387,0.03791540301692409
++2020-06-30,3,206,0.04758324031575331,2020-07-01,2020-08-03,0.5024271844660194,0.04557353157788924
++2020-06-30,4,206,0.04681907548074879,2020-07-01,2020-08-03,0.5315533980582524,0.04469286188851578
++2020-06-30,5,206,0.03996993019897044,2020-07-01,2020-08-03,0.5218446601941747,0.03788255155819374
++2020-06-30,6,206,0.032281640258552256,2020-07-01,2020-08-03,0.4830097087378641,0.0303496014236008
++2020-06-30,7,206,0.03637072721448314,2020-07-01,2020-08-03,0.46359223300970875,0.0345163582824443
++2020-06-30,8,206,0.03094371080539155,2020-07-01,2020-08-03,0.42475728155339804,0.02924468167917796
++2020-06-30,9,206,0.10562049625248883,2020-07-01,2020-08-03,0.3325242718446602,0.1042903991651102
++2020-06-30,10,206,0.08922933324717479,2020-07-01,2020-08-03,0.1966019417475728,0.0884429254801845
++2020-07-31,1,153,0.030725853436987374,2020-08-03,2020-09-01,0.6176470588235294,0.028255265201693257
++2020-07-31,2,153,0.04800890906751911,2020-08-03,2020-09-01,0.7156862745098039,0.045146163969479895
++2020-07-31,3,152,0.06222620744001241,2020-08-03,2020-09-01,0.8026315789473685,0.05901568112422293
++2020-07-31,4,153,0.05653154166881071,2020-08-03,2020-09-01,0.8137254901960784,0.0532766397080264
++2020-07-31,5,152,0.0514239154995358,2020-08-03,2020-09-01,0.8092105263157895,0.048187073394272646
++2020-07-31,6,153,0.06019461186612396,2020-08-03,2020-09-01,0.8398692810457516,0.056835134741940956
++2020-07-31,7,153,0.09220949001967217,2020-08-03,2020-09-01,0.7549019607843137,0.08918988217653492
++2020-07-31,8,152,0.0671739894884411,2020-08-03,2020-09-01,0.7763157894736842,0.06406872633054636
++2020-07-31,9,153,0.029194250841366662,2020-08-03,2020-09-01,0.5392156862745098,0.027037388096268624
++2020-07-31,10,152,-0.0042999282170618535,2020-08-03,2020-09-01,0.4144736842105263,-0.005957822953903959
++2020-08-31,1,194,-0.05911495863839258,2020-09-01,2020-10-01,0.5489690721649485,-0.061310834927052374
++2020-08-31,2,194,-0.044742098346895305,2020-09-01,2020-10-01,0.7036082474226805,-0.04755653133658603
++2020-08-31,3,194,-0.03824924930450721,2020-09-01,2020-10-01,0.7061855670103093,-0.04107399157254845
++2020-08-31,4,194,-0.039545442222667246,2020-09-01,2020-10-01,0.7345360824742269,-0.04248358655256415
++2020-08-31,5,194,-0.023668456622722697,2020-09-01,2020-10-01,0.7164948453608248,-0.026534436004165995
++2020-08-31,6,194,-0.03088528737056191,2020-09-01,2020-10-01,0.729381443298969,-0.033802813143757784
++2020-08-31,7,194,-0.0431485784228004,2020-09-01,2020-10-01,0.7087628865979382,-0.045983629969192155
++2020-08-31,8,194,-0.04111684094569708,2020-09-01,2020-10-01,0.6597938144329897,-0.04375601620342904
++2020-08-31,9,194,-0.02086616863605727,2020-09-01,2020-10-01,0.6572164948453608,-0.023495034615438712
++2020-08-31,10,193,-0.01229925893183924,2020-09-01,2020-10-01,0.4481865284974093,-0.014092005045828877
++2020-09-30,1,200,0.05825700210278795,2020-10-01,2020-11-02,0.145,0.05767700210278795
++2020-09-30,2,200,-0.0019058843868836421,2020-10-01,2020-11-02,0.355,-0.0033258843868836417
++2020-09-30,3,200,0.003525560303339386,2020-10-01,2020-11-02,0.405,0.0019055603033393854
++2020-09-30,4,199,0.017674808702944467,2020-10-01,2020-11-02,0.46984924623115576,0.015795411718019844
++2020-09-30,5,200,0.00250188701726213,2020-10-01,2020-11-02,0.44,0.00074188701726213
++2020-09-30,6,200,0.000309009434316288,2020-10-01,2020-11-02,0.435,-0.0014309905656837117
++2020-09-30,7,199,0.01697642611342343,2020-10-01,2020-11-02,0.40954773869346733,0.015338235158649561
++2020-09-30,8,200,-0.006119212246394934,2020-10-01,2020-11-02,0.395,-0.0076992122463949335
++2020-09-30,9,200,0.02346854501926885,2020-10-01,2020-11-02,0.32,0.02218854501926885
++2020-09-30,10,199,0.004958199471007965,2020-10-01,2020-11-02,0.12562814070351758,0.004455686908193895
++2020-10-30,1,129,0.15371939054217243,2020-11-02,2020-12-01,0.748062015503876,0.15072714248015692
++2020-10-30,2,128,0.17366741256522775,2020-11-02,2020-12-01,0.7734375,0.17057366256522774
++2020-10-30,3,128,0.19727279032995043,2020-11-02,2020-12-01,0.8125,0.19402279032995043
++2020-10-30,4,128,0.1896205032325151,2020-11-02,2020-12-01,0.86328125,0.18616737823251508
++2020-10-30,5,128,0.1940570313105602,2020-11-02,2020-12-01,0.796875,0.1908695313105602
++2020-10-30,6,129,0.2515259173767204,2020-11-02,2020-12-01,0.8255813953488372,0.24822359179532508
++2020-10-30,7,128,0.2770218307237952,2020-11-02,2020-12-01,0.82421875,0.27372495572379524
++2020-10-30,8,128,0.25226691727059014,2020-11-02,2020-12-01,0.765625,0.24920441727059015
++2020-10-30,9,128,0.22510798988762032,2020-11-02,2020-12-01,0.578125,0.22279548988762032
++2020-10-30,10,128,0.2516750627976642,2020-11-02,2020-12-01,0.42578125,0.24997193779766422
++2020-11-30,1,163,0.06190782095633035,2020-12-01,2021-01-04,0.5030674846625767,0.05989555101768004
++2020-11-30,2,162,0.056258949937853735,2020-12-01,2021-01-04,0.7160493827160493,0.053394752406989536
++2020-11-30,3,163,0.06304178949184529,2020-12-01,2021-01-04,0.7883435582822086,0.05988841525871645
++2020-11-30,4,162,0.06082709071909683,2020-12-01,2021-01-04,0.7839506172839507,0.05769128824996103
++2020-11-30,5,163,0.054665452582382215,2020-12-01,2021-01-04,0.8251533742331288,0.0513648390854497
++2020-11-30,6,162,0.07238648170696614,2020-12-01,2021-01-04,0.8179012345679012,0.06911487676869453
++2020-11-30,7,163,0.07602316593184032,2020-12-01,2021-01-04,0.8006134969325154,0.07282071194411026
++2020-11-30,8,162,0.07527003872237176,2020-12-01,2021-01-04,0.7839506172839507,0.07213423625323595
++2020-11-30,9,163,0.08474296295045958,2020-12-01,2021-01-04,0.6779141104294478,0.08203130650874178
++2020-11-30,10,162,0.10571958550265002,2020-12-01,2021-01-04,0.5617283950617284,0.10347267192240311
++2020-12-31,1,184,0.01214191056321072,2021-01-04,2021-02-01,0.16576086956521738,0.01147886708494985
++2020-12-31,2,184,0.01920106033584342,2021-01-04,2021-02-01,0.3695652173913043,0.017722799466278204
++2020-12-31,3,184,0.030516709446166693,2021-01-04,2021-02-01,0.4266304347826087,0.028810187707036257
++2020-12-31,4,184,0.024729583368384826,2021-01-04,2021-02-01,0.483695652173913,0.022794800759689173
++2020-12-31,5,184,0.04301907319170449,2021-01-04,2021-02-01,0.49728260869565216,0.04102994275692188
++2020-12-31,6,184,0.06863266678155963,2021-01-04,2021-02-01,0.5489130434782609,0.06643701460764659
++2020-12-31,7,184,0.05628649922227346,2021-01-04,2021-02-01,0.5407608695652174,0.05412345574401259
++2020-12-31,8,184,0.07798154920499849,2021-01-04,2021-02-01,0.5815217391304348,0.07565546224847675
++2020-12-31,9,184,0.1572523330427025,2021-01-04,2021-02-01,0.5190217391304348,0.15517624608618077
++2020-12-31,10,183,0.2678486076791332,2021-01-04,2021-02-01,0.3469945355191257,0.2664606295370567
++2021-01-29,1,175,0.07868630922333979,2021-02-01,2021-03-01,0.3742857142857143,0.07718916636619692
++2021-01-29,2,175,0.10276524986489714,2021-02-01,2021-03-01,0.5628571428571428,0.10051382129346857
++2021-01-29,3,175,0.08211345915672383,2021-02-01,2021-03-01,0.6371428571428571,0.0795648877281524
++2021-01-29,4,175,0.09008627002926396,2021-02-01,2021-03-01,0.6371428571428571,0.08753769860069253
++2021-01-29,5,175,0.09147879953430996,2021-02-01,2021-03-01,0.6085714285714285,0.08904451382002425
++2021-01-29,6,175,0.08133463790012245,2021-02-01,2021-03-01,0.5914285714285714,0.07896892361440816
++2021-01-29,7,175,0.09986020957157525,2021-02-01,2021-03-01,0.5857142857142857,0.0975173524287181
++2021-01-29,8,175,0.056741365676775846,2021-02-01,2021-03-01,0.5457142857142857,0.0545585085339187
++2021-01-29,9,175,0.12044255688571251,2021-02-01,2021-03-01,0.39714285714285713,0.11885398545714108
++2021-01-29,10,175,0.09358028952877133,2021-02-01,2021-03-01,0.18857142857142858,0.09282600381448561
++2021-02-26,1,170,0.05592551771431592,2021-03-01,2021-04-01,0.6558823529411765,0.053301988302551215
++2021-02-26,2,169,0.05801616669430412,2021-03-01,2021-04-01,0.7988165680473372,0.05482090042211477
++2021-02-26,3,169,0.05631951369390346,2021-03-01,2021-04-01,0.8284023668639053,0.05300590422644784
++2021-02-26,4,169,0.02819476832595535,2021-03-01,2021-04-01,0.8757396449704142,0.024691809746073694
++2021-02-26,5,169,0.03444634029593661,2021-03-01,2021-04-01,0.8224852071005917,0.031156399467534242
++2021-02-26,6,169,0.009078921434180244,2021-03-01,2021-04-01,0.7514792899408284,0.00607300427441693
++2021-02-26,7,169,0.011175606909644836,2021-03-01,2021-04-01,0.7869822485207101,0.008027677915561996
++2021-02-26,8,169,0.004105363626268304,2021-03-01,2021-04-01,0.5798816568047337,0.0017858369990493691
++2021-02-26,9,169,-0.01658537712530675,2021-03-01,2021-04-01,0.5562130177514792,-0.018810229196312665
++2021-02-26,10,169,0.021818260630238874,2021-03-01,2021-04-01,0.3609467455621302,0.020374473647990353
++2021-03-31,1,211,0.04179916667233064,2021-04-01,2021-05-03,0.3293838862559242,0.04048163112730695
++2021-03-31,2,211,0.05243453605590235,2021-04-01,2021-05-03,0.4218009478672986,0.050747332264433155
++2021-03-31,3,210,0.04890055461527512,2021-04-01,2021-05-03,0.4976190476190476,0.04691007842479893
++2021-03-31,4,211,0.044642382902566995,2021-04-01,2021-05-03,0.4786729857819905,0.042727690959439034
++2021-03-31,5,210,0.034936122857462976,2021-04-01,2021-05-03,0.46904761904761905,0.0330599323812725
++2021-03-31,6,211,0.04030832039269172,2021-04-01,2021-05-03,0.5402843601895735,0.03814718295193343
++2021-03-31,7,211,0.02939011812446943,2021-04-01,2021-05-03,0.5213270142180095,0.027304810067597392
++2021-03-31,8,210,0.007464583339659112,2021-04-01,2021-05-03,0.5880952380952381,0.005112202387278159
++2021-03-31,9,211,-0.010741874268228434,2021-04-01,2021-05-03,0.5308056872037915,-0.012865097017043602
++2021-03-31,10,210,-0.023538279383955633,2021-04-01,2021-05-03,0.36904761904761907,-0.025014469860146108
++2021-04-30,1,170,0.018714942196078277,2021-05-03,2021-06-01,0.5617647058823529,0.016467883372548866
++2021-04-30,2,170,0.021555789395825864,2021-05-03,2021-06-01,0.65,0.018955789395825866
++2021-04-30,3,170,0.012551058805766855,2021-05-03,2021-06-01,0.6705882352941176,0.009868705864590384
++2021-04-30,4,169,0.018399928933013912,2021-05-03,2021-06-01,0.6923076923076923,0.01563069816378314
++2021-04-30,5,170,0.04640663005458384,2021-05-03,2021-06-01,0.7058823529411765,0.04358310064281914
++2021-04-30,6,170,0.03202293280613333,2021-05-03,2021-06-01,0.6558823529411765,0.029399403394368626
++2021-04-30,7,169,0.008486301116962594,2021-05-03,2021-06-01,0.6745562130177515,0.005788076264891588
++2021-04-30,8,170,-0.0025102815351580963,2021-05-03,2021-06-01,0.5647058823529412,-0.004769105064569861
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added artifacts/evaluation/portfolios_LB5.csv +1291 −0

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++2016-07-29,10,103,0.024476595060722754,2016-08-01,2016-09-01,0.4563106796116505,0.02265135234227615
++2016-08-31,1,144,-0.009664229618507748,2016-09-01,2016-10-03,0.4444444444444444,-0.011442007396285526
++2016-08-31,2,144,-0.003354030579590788,2016-09-01,2016-10-03,0.6006944444444444,-0.005756808357368566
++2016-08-31,3,143,0.00418416653764293,2016-09-01,2016-10-03,0.6608391608391608,0.0015408098942862863
++2016-08-31,4,144,0.006096573404799462,2016-09-01,2016-10-03,0.6006944444444444,0.0036937956270216843
++2016-08-31,5,143,0.007702550891275495,2016-09-01,2016-10-03,0.6678321678321678,0.005031222219946824
++2016-08-31,6,144,-0.00020064482000018872,2016-09-01,2016-10-03,0.6840277777777778,-0.0029367559311112997
++2016-08-31,7,144,0.016555296114858085,2016-09-01,2016-10-03,0.6805555555555556,0.013833073892635862
++2016-08-31,8,143,0.017988538285587507,2016-09-01,2016-10-03,0.6363636363636364,0.015443083740132962
++2016-08-31,9,144,0.02906265793020084,2016-09-01,2016-10-03,0.5833333333333334,0.026729324596867506
++2016-08-31,10,143,0.0455141286237145,2016-09-01,2016-10-03,0.48951048951048953,0.04355608666567254
++2016-09-30,1,150,0.0048609033140258355,2016-10-03,2016-11-01,0.19333333333333333,0.004087569980692502
++2016-09-30,2,149,-0.024654600374163692,2016-10-03,2016-11-01,0.3724832214765101,-0.02614453326006973
++2016-09-30,3,150,-0.035007291276473576,2016-10-03,2016-11-01,0.39,-0.036567291276473575
++2016-09-30,4,149,-0.03656345969662399,2016-10-03,2016-11-01,0.5335570469798657,-0.03869768788454345
++2016-09-30,5,149,-0.03397583530127853,2016-10-03,2016-11-01,0.5369127516778524,-0.03612348630798994
++2016-09-30,6,150,-0.04670949309241773,2016-10-03,2016-11-01,0.54,-0.04886949309241773
++2016-09-30,7,149,-0.036777054974560956,2016-10-03,2016-11-01,0.4798657718120805,-0.03869651806180928
++2016-09-30,8,150,-0.059741449536869266,2016-10-03,2016-11-01,0.36333333333333334,-0.0611947828702026
++2016-09-30,9,149,-0.06632937618095114,2016-10-03,2016-11-01,0.23154362416107382,-0.06725555067759544
++2016-09-30,10,149,-0.08323091977076924,2016-10-03,2016-11-01,0.1342281879194631,-0.0837678325224471
++2016-10-31,1,96,0.047051918990121476,2016-11-01,2016-12-01,0.8125,0.04380191899012147
++2016-10-31,2,96,0.06449986105539147,2016-11-01,2016-12-01,0.9427083333333334,0.06072902772205814
++2016-10-31,3,96,0.08320935281227097,2016-11-01,2016-12-01,0.8958333333333334,0.07962601947893765
++2016-10-31,4,95,0.0855912079017625,2016-11-01,2016-12-01,0.9368421052631579,0.08184383948070986
++2016-10-31,5,96,0.08398527226424768,2016-11-01,2016-12-01,1.015625,0.07992277226424768
++2016-10-31,6,96,0.07645652308847188,2016-11-01,2016-12-01,0.9583333333333334,0.07262318975513855
++2016-10-31,7,95,0.10114027595319193,2016-11-01,2016-12-01,0.8105263157894737,0.09789817069003404
++2016-10-31,8,96,0.06585746829548918,2016-11-01,2016-12-01,0.7916666666666666,0.06269080162882251
++2016-10-31,9,96,0.09841473632639504,2016-11-01,2016-12-01,0.609375,0.09597723632639504
++2016-10-31,10,95,0.0682205160749667,2016-11-01,2016-12-01,0.4631578947368421,0.06636788449601932
++2016-11-30,1,127,0.03211408021002823,2016-12-01,2017-01-03,0.4763779527559055,0.030208568399004605
++2016-11-30,2,126,0.018662425960448235,2016-12-01,2017-01-03,0.6031746031746031,0.016249727547749823
++2016-11-30,3,126,0.022971677862716047,2016-12-01,2017-01-03,0.6746031746031746,0.020273265164303347
++2016-11-30,4,126,0.025089798685788325,2016-12-01,2017-01-03,0.6785714285714286,0.02237551297150261
++2016-11-30,5,126,0.017943839577933097,2016-12-01,2017-01-03,0.7222222222222222,0.015054950689044208
++2016-11-30,6,126,0.015118962137526969,2016-12-01,2017-01-03,0.6587301587301587,0.012484041502606333
++2016-11-30,7,126,0.008729402994910858,2016-12-01,2017-01-03,0.6547619047619048,0.006110355375863239
++2016-11-30,8,126,0.011538690898896687,2016-12-01,2017-01-03,0.7142857142857143,0.00868154804175383
++2016-11-30,9,126,0.006976924429170034,2016-12-01,2017-01-03,0.7142857142857143,0.004119781572027177
++2016-11-30,10,126,0.012292531238582458,2016-12-01,2017-01-03,0.4801587301587302,0.010371896317947538
++2016-12-30,1,137,0.008755812331597033,2017-01-03,2017-02-01,0.15328467153284672,0.008142673645465646
++2016-12-30,2,136,0.02221229566714183,2017-01-03,2017-02-01,0.33088235294117646,0.020888766255377125
++2016-12-30,3,136,0.01159203369945831,2017-01-03,2017-02-01,0.4338235294117647,0.009856739581811252
++2016-12-30,4,136,0.016111235247035578,2017-01-03,2017-02-01,0.5,0.014111235247035578
++2016-12-30,5,136,0.039322806123524956,2017-01-03,2017-02-01,0.4852941176470588,0.03738162965293672
++2016-12-30,6,137,0.020788255534068687,2017-01-03,2017-02-01,0.4635036496350365,0.01893424093552854
++2016-12-30,7,136,0.020908564516655542,2017-01-03,2017-02-01,0.4485294117647059,0.019114446869596718
++2016-12-30,8,136,0.02746485309716394,2017-01-03,2017-02-01,0.3897058823529412,0.025906029567752176
++2016-12-30,9,136,0.016616025851538017,2017-01-03,2017-02-01,0.3161764705882353,0.015351319969185075
++2016-12-30,10,136,0.04172798597919602,2017-01-03,2017-02-01,0.16176470588235295,0.04108092715566661
++2017-01-31,1,116,0.037510006380697736,2017-02-01,2017-03-01,0.4870689655172414,0.03556173051862877
++2017-01-31,2,116,0.02245199522880555,2017-02-01,2017-03-01,0.6982758620689655,0.019658891780529687
++2017-01-31,3,116,0.026019085344874723,2017-02-01,2017-03-01,0.8103448275862069,0.022777706034529895
++2017-01-31,4,116,0.016020409129065293,2017-02-01,2017-03-01,0.8620689655172413,0.012572133266996327
++2017-01-31,5,115,0.043123472043286405,2017-02-01,2017-03-01,0.8043478260869565,0.03990608073893858
++2017-01-31,6,116,0.016324579358373982,2017-02-01,2017-03-01,0.8577586206896551,0.012893544875615361
++2017-01-31,7,116,0.010844441618829647,2017-02-01,2017-03-01,0.75,0.007844441618829648
++2017-01-31,8,116,0.0006663994394768117,2017-02-01,2017-03-01,0.7241379310344828,-0.0022301522846611193
++2017-01-31,9,116,-0.000536212401934201,2017-02-01,2017-03-01,0.5948275862068966,-0.0029155227467617876
++2017-01-31,10,115,0.008763845687365492,2017-02-01,2017-03-01,0.34347826086956523,0.007389932643887231
++2017-02-28,1,117,-0.02245966241208601,2017-03-01,2017-04-03,0.5854700854700855,-0.02480154275396635
++2017-02-28,2,116,0.004448159973800805,2017-03-01,2017-04-03,0.7068965517241379,0.0016205737669042534
++2017-02-28,3,117,-0.0076878303710779475,2017-03-01,2017-04-03,0.8076923076923077,-0.010918599601847177
++2017-02-28,4,116,0.006775596224119245,2017-03-01,2017-04-03,0.8706896551724138,0.0032928376034295896
++2017-02-28,5,117,0.0017117961829141923,2017-03-01,2017-04-03,0.8290598290598291,-0.001604443133325124
++2017-02-28,6,116,0.012248088060527587,2017-03-01,2017-04-03,0.7931034482758621,0.009075674267424139
++2017-02-28,7,117,0.01888674570440413,2017-03-01,2017-04-03,0.7649572649572649,0.01582691664457507
++2017-02-28,8,116,0.01895065727465586,2017-03-01,2017-04-03,0.6982758620689655,0.016157553826379997
++2017-02-28,9,117,0.00294716152100762,2017-03-01,2017-04-03,0.6452991452991453,0.00036596493981103876
++2017-02-28,10,116,0.02556838822152725,2017-03-01,2017-04-03,0.4353448275862069,0.02382700891118242
++2017-03-31,1,153,0.0034943649361316564,2017-04-03,2017-05-01,0.29411764705882354,0.002317894347896362
++2017-03-31,2,153,0.01935237328328683,2017-04-03,2017-05-01,0.3954248366013072,0.0177706739368816
++2017-03-31,3,153,0.019506748214793864,2017-04-03,2017-05-01,0.4444444444444444,0.017728970437016087
++2017-03-31,4,152,0.006695648317169219,2017-04-03,2017-05-01,0.506578947368421,0.004669332527695535
++2017-03-31,5,153,0.007149617508469929,2017-04-03,2017-05-01,0.5947712418300654,0.004770532541149668
++2017-03-31,6,153,0.01263225558111682,2017-04-03,2017-05-01,0.5718954248366013,0.010344673881770416
++2017-03-31,7,152,0.0074812090544598584,2017-04-03,2017-05-01,0.5625,0.005231209054459859
++2017-03-31,8,153,0.013435338232761903,2017-04-03,2017-05-01,0.545751633986928,0.01125233169681419
++2017-03-31,9,153,-0.010535659387141134,2017-04-03,2017-05-01,0.46405228758169936,-0.012391868537467932
++2017-03-31,10,152,0.001196560138201876,2017-04-03,2017-05-01,0.3157894736842105,-6.659775653496602e-05
++2017-04-28,1,117,-0.00025337774785523124,2017-05-01,2017-06-01,0.6752136752136753,-0.0029542324487099323
++2017-04-28,2,117,0.012547926872203059,2017-05-01,2017-06-01,0.717948717948718,0.009676132000408188
++2017-04-28,3,116,0.009228450892026003,2017-05-01,2017-06-01,0.7887931034482759,0.006073278478232899
++2017-04-28,4,117,-0.012008710230672823,2017-05-01,2017-06-01,0.8333333333333334,-0.015342043564006157
++2017-04-28,5,116,-0.016549837946397875,2017-05-01,2017-06-01,0.7543103448275862,-0.01956707932570822
++2017-04-28,6,117,-0.017961950280161294,2017-05-01,2017-06-01,0.7350427350427351,-0.020902121220332234
++2017-04-28,7,117,-0.03238764839746788,2017-05-01,2017-06-01,0.7222222222222222,-0.03527653728635677
++2017-04-28,8,116,-0.023346055129537534,2017-05-01,2017-06-01,0.6422413793103449,-0.025915020646778912
++2017-04-28,9,117,-0.014193433284906784,2017-05-01,2017-06-01,0.6495726495726496,-0.01679172388319738
++2017-04-28,10,116,0.011352659548072377,2017-05-01,2017-06-01,0.4051724137931034,0.009731969892899962
++2017-05-31,1,156,0.04479556398388835,2017-06-01,2017-07-03,0.5288461538461539,0.04268017936850373
++2017-05-31,2,156,0.017220319685625745,2017-06-01,2017-07-03,0.6634615384615384,0.01456647353177959
++2017-05-31,3,155,0.016284934976794264,2017-06-01,2017-07-03,0.7,0.013484934976794264
++2017-05-31,4,156,0.031767145240643384,2017-06-01,2017-07-03,0.7211538461538461,0.028882529856028
++2017-05-31,5,155,0.02730136592409929,2017-06-01,2017-07-03,0.7258064516129032,0.02439814011764768
++2017-05-31,6,156,0.04126008925537231,2017-06-01,2017-07-03,0.6955128205128205,0.038478037973321035
++2017-05-31,7,156,0.03001568549302009,2017-06-01,2017-07-03,0.7211538461538461,0.027131070108404706
++2017-05-31,8,155,0.030831587036437572,2017-06-01,2017-07-03,0.7064516129032258,0.02800578058482467
++2017-05-31,9,156,0.03351261943346531,2017-06-01,2017-07-03,0.6121794871794872,0.031063901484747365
++2017-05-31,10,155,0.010857651459342777,2017-06-01,2017-07-03,0.4870967741935484,0.008909264362568583
++2017-06-30,1,160,0.009635053551394508,2017-07-03,2017-08-01,0.10625,0.009210053551394507
++2017-06-30,2,159,0.01295520750556747,2017-07-03,2017-08-01,0.24842767295597484,0.011961496813743571
++2017-06-30,3,159,0.012264947769849377,2017-07-03,2017-08-01,0.3836477987421384,0.010730356574880823
++2017-06-30,4,159,0.017424987489243725,2017-07-03,2017-08-01,0.449685534591195,0.015626245350878944
++2017-06-30,5,159,0.01614152341614589,2017-07-03,2017-08-01,0.42138364779874216,0.014455988824950921
++2017-06-30,6,159,0.013569738439034173,2017-07-03,2017-08-01,0.46226415094339623,0.011720681835260588
++2017-06-30,7,159,0.019629902238009617,2017-07-03,2017-08-01,0.4308176100628931,0.017906631797758043
++2017-06-30,8,159,0.0034963681386842318,2017-07-03,2017-08-01,0.3836477987421384,0.001961776943715678
++2017-06-30,9,159,0.011050028549433027,2017-07-03,2017-08-01,0.29874213836477986,0.009855059995973907
++2017-06-30,10,159,0.01280044135416559,2017-07-03,2017-08-01,0.14465408805031446,0.012221825001964332
++2017-07-31,1,117,-0.002227155358629952,2017-08-01,2017-09-01,0.6538461538461539,-0.004842539974014567
++2017-07-31,2,116,0.006900136483136413,2017-08-01,2017-09-01,0.6681034482758621,0.0042277226900329645
++2017-07-31,3,116,-0.010358002682045453,2017-08-01,2017-09-01,0.7112068965517241,-0.01320283026825235
++2017-07-31,4,117,-0.010694515444103821,2017-08-01,2017-09-01,0.7350427350427351,-0.013634686384274761
++2017-07-31,5,116,-0.015454306152485725,2017-08-01,2017-09-01,0.728448275862069,-0.018368099255934002
++2017-07-31,6,116,0.010700379817762725,2017-08-01,2017-09-01,0.7370689655172413,0.00775210395569376
++2017-07-31,7,117,0.0017784154656251068,2017-08-01,2017-09-01,0.7008547008547008,-0.0010250033377936967
++2017-07-31,8,116,-0.011344898627363691,2017-08-01,2017-09-01,0.7198275862068966,-0.014224208972191277
++2017-07-31,9,116,-0.008341055261424413,2017-08-01,2017-09-01,0.5560344827586207,-0.010565193192458897
++2017-07-31,10,116,-0.009824790213954916,2017-08-01,2017-09-01,0.2629310344827586,-0.010876514351885951
++2017-08-31,1,152,0.05443795588972176,2017-09-01,2017-10-02,0.5493421052631579,0.05224058746866913
++2017-08-31,2,151,0.019209224119792676,2017-09-01,2017-10-02,0.6125827814569537,0.016758892993964863
++2017-08-31,3,151,0.04763377039789324,2017-09-01,2017-10-02,0.6589403973509934,0.04499800880848927
++2017-08-31,4,152,0.05035288484523009,2017-09-01,2017-10-02,0.6677631578947368,0.04768183221365114
++2017-08-31,5,151,0.04293293024744361,2017-09-01,2017-10-02,0.6390728476821192,0.04037663885671513
++2017-08-31,6,151,0.061965587898763476,2017-09-01,2017-10-02,0.7251655629139073,0.059064925647107844
++2017-08-31,7,152,0.049541316404195734,2017-09-01,2017-10-02,0.694078947368421,0.04676500061472205
++2017-08-31,8,151,0.07119249582429527,2017-09-01,2017-10-02,0.7185430463576159,0.06831832363886481
++2017-08-31,9,151,0.07055379964882048,2017-09-01,2017-10-02,0.5662251655629139,0.06828889898656883
++2017-08-31,10,151,0.06517485566332043,2017-09-01,2017-10-02,0.5132450331125827,0.0631218755308701
++2017-09-29,1,158,0.010083534970671522,2017-10-02,2017-11-01,0.13924050632911392,0.009526572945355067
++2017-09-29,2,158,0.015691637173341596,2017-10-02,2017-11-01,0.30063291139240506,0.014489105527771976
++2017-09-29,3,158,0.017893985944602748,2017-10-02,2017-11-01,0.40189873417721517,0.016286391007893888
++2017-09-29,4,158,0.02175118694632818,2017-10-02,2017-11-01,0.44936708860759494,0.0199537185918978
++2017-09-29,5,158,0.023811084584618177,2017-10-02,2017-11-01,0.4588607594936709,0.02197564154664349
++2017-09-29,6,158,0.020382858760941366,2017-10-02,2017-11-01,0.47151898734177217,0.018496782811574276
++2017-09-29,7,158,0.013404472138143301,2017-10-02,2017-11-01,0.4240506329113924,0.011708269606497733
++2017-09-29,8,158,0.0018652384026887204,2017-10-02,2017-11-01,0.3449367088607595,0.0004854915672456825
++2017-09-29,9,158,-0.015252463259300256,2017-10-02,2017-11-01,0.2626582278481013,-0.01630309617069266
++2017-09-29,10,157,-0.013107803634316996,2017-10-02,2017-11-01,0.12101910828025478,-0.013591880067438016
++2017-10-31,1,103,0.020776368836439373,2017-11-01,2017-12-01,0.7912621359223301,0.017611320292750053
++2017-10-31,2,103,0.031645610117368994,2017-11-01,2017-12-01,0.8883495145631068,0.028092212059116568
++2017-10-31,3,103,0.03345501247743809,2017-11-01,2017-12-01,0.9563106796116505,0.029629769758991488
++2017-10-31,4,103,0.04517367999816522,2017-11-01,2017-12-01,0.8398058252427184,0.041814456697194344
++2017-10-31,5,102,0.036605151469083066,2017-11-01,2017-12-01,0.8529411764705882,0.033193386763200716
++2017-10-31,6,103,0.029878374450701115,2017-11-01,2017-12-01,0.7718446601941747,0.026790995809924417
++2017-10-31,7,103,0.07248767375687296,2017-11-01,2017-12-01,0.7330097087378641,0.0695556349219215
++2017-10-31,8,103,0.03893702883101387,2017-11-01,2017-12-01,0.7135922330097088,0.03608265989897503
++2017-10-31,9,103,0.04367105747928496,2017-11-01,2017-12-01,0.558252427184466,0.0414380477705471
++2017-10-31,10,102,0.03654481994107895,2017-11-01,2017-12-01,0.37745098039215685,0.035035016019510326
++2017-11-30,1,131,-0.00521131594405612,2017-12-01,2018-01-02,0.46564885496183206,-0.007073911363903448
++2017-11-30,2,131,-0.008344817746146085,2017-12-01,2018-01-02,0.6564885496183206,-0.010970771944619368
++2017-11-30,3,131,0.00305752419294537,2017-12-01,2018-01-02,0.7099236641221374,0.00021782953645682048
++2017-11-30,4,130,0.00366009975232417,2017-12-01,2018-01-02,0.7423076923076923,0.0006908689830934008
++2017-11-30,5,131,0.00789391306691304,2017-12-01,2018-01-02,0.7290076335877863,0.004977882532561895
++2017-11-30,6,131,0.01049928013079641,2017-12-01,2018-01-02,0.7404580152671756,0.0075374480697277075
++2017-11-30,7,130,0.020856063943227688,2017-12-01,2018-01-02,0.7730769230769231,0.017763756250919995
++2017-11-30,8,131,0.013114697705184487,2017-12-01,2018-01-02,0.7786259541984732,0.010000193888390595
++2017-11-30,9,131,0.01797113802682431,2017-12-01,2018-01-02,0.648854961832061,0.015375718179496067
++2017-11-30,10,130,0.019254240344892357,2017-12-01,2018-01-02,0.5769230769230769,0.016946548037200047
++2017-12-29,1,147,0.0030173882907675057,2018-01-02,2018-02-01,0.16326530612244897,0.00236432706627771
++2017-12-29,2,146,0.03186415844192183,2018-01-02,2018-02-01,0.3938356164383562,0.030288815976168403
++2017-12-29,3,146,0.03679954912625252,2018-01-02,2018-02-01,0.4554794520547945,0.034977631318033345
++2017-12-29,4,146,0.0227832940043667,2018-01-02,2018-02-01,0.4931506849315068,0.020810691264640673
++2017-12-29,5,146,0.02906458122526028,2018-01-02,2018-02-01,0.5034246575342466,0.027050882595123296
++2017-12-29,6,147,0.043403052424871094,2018-01-02,2018-02-01,0.4489795918367347,0.041607134057524156
++2017-12-29,7,146,0.04506197963924746,2018-01-02,2018-02-01,0.4726027397260274,0.04317156868034335
++2017-12-29,8,146,0.03786172810379626,2018-01-02,2018-02-01,0.4006849315068493,0.036258988377768864
++2017-12-29,9,146,0.060120264937424575,2018-01-02,2018-02-01,0.3116438356164384,0.058873689594958825
++2017-12-29,10,146,0.031126578442543563,2018-01-02,2018-02-01,0.17123287671232876,0.030441646935694247
++2018-01-31,1,125,-0.04617235253216542,2018-02-01,2018-03-01,0.408,-0.047804352532165424
++2018-01-31,2,125,-0.05057973256338139,2018-02-01,2018-03-01,0.62,-0.053059732563381395
++2018-01-31,3,125,-0.03294748712838548,2018-02-01,2018-03-01,0.684,-0.03568348712838548
++2018-01-31,4,125,-0.04788503861753193,2018-02-01,2018-03-01,0.812,-0.051133038617531934
++2018-01-31,5,125,-0.025039541615630108,2018-02-01,2018-03-01,0.772,-0.02812754161563011
++2018-01-31,6,125,-0.05005491941905037,2018-02-01,2018-03-01,0.712,-0.05290291941905037
++2018-01-31,7,125,-0.04713590435294951,2018-02-01,2018-03-01,0.7,-0.049935904352949506
++2018-01-31,8,125,-0.0339733982160508,2018-02-01,2018-03-01,0.732,-0.0369013982160508
++2018-01-31,9,125,-0.0542567802665132,2018-02-01,2018-03-01,0.484,-0.0561927802665132
++2018-01-31,10,125,-0.043532755178824115,2018-02-01,2018-03-01,0.204,-0.04434875517882411
++2018-02-28,1,125,-0.004020207025842637,2018-03-01,2018-04-02,0.72,-0.006900207025842636
++2018-02-28,2,125,-0.0007823664766831931,2018-03-01,2018-04-02,0.712,-0.003630366476683193
++2018-02-28,3,125,-0.0017130640161708542,2018-03-01,2018-04-02,0.816,-0.004977064016170854
++2018-02-28,4,125,0.007676800137301716,2018-03-01,2018-04-02,0.84,0.004316800137301716
++2018-02-28,5,125,0.0014388511910127715,2018-03-01,2018-04-02,0.784,-0.0016971488089872284
++2018-02-28,6,125,0.0012567376239775063,2018-03-01,2018-04-02,0.816,-0.0020072623760224936
++2018-02-28,7,125,0.007512767029648396,2018-03-01,2018-04-02,0.776,0.004408767029648396
++2018-02-28,8,125,0.014186413410366838,2018-03-01,2018-04-02,0.752,0.011178413410366838
++2018-02-28,9,125,-0.0038396295148108565,2018-03-01,2018-04-02,0.696,-0.006623629514810856
++2018-02-28,10,124,0.0058287901980603515,2018-03-01,2018-04-02,0.6008064516129032,0.003425564391608739
++2018-03-29,1,160,0.00990067272920797,2018-04-02,2018-05-01,0.315625,0.00863817272920797
++2018-03-29,2,160,0.00959395765915328,2018-04-02,2018-05-01,0.471875,0.0077064576591532805
++2018-03-29,3,160,0.006102252901977891,2018-04-02,2018-05-01,0.534375,0.00396475290197789
++2018-03-29,4,159,0.004262062339666034,2018-04-02,2018-05-01,0.5660377358490566,0.0019979113962698076
++2018-03-29,5,160,0.0175485610437218,2018-04-02,2018-05-01,0.534375,0.0154110610437218
++2018-03-29,6,160,-0.0003617770518361499,2018-04-02,2018-05-01,0.534375,-0.00249927705183615
++2018-03-29,7,159,0.0007600306081702719,2018-04-02,2018-05-01,0.5345911949685535,-0.001378334171703942
++2018-03-29,8,160,-0.002087237878267989,2018-04-02,2018-05-01,0.496875,-0.00407473787826799
++2018-03-29,9,160,0.019537454937531794,2018-04-02,2018-05-01,0.509375,0.017499954937531793
++2018-03-29,10,159,0.004743578224330968,2018-04-02,2018-05-01,0.3553459119496855,0.0033221945765322257
++2018-04-30,1,127,0.028339509132148482,2018-05-01,2018-06-01,0.7362204724409449,0.025394627242384702
++2018-04-30,2,127,0.04197655171535417,2018-05-01,2018-06-01,0.7755905511811023,0.038874189510629764
++2018-04-30,3,127,0.043505861886013505,2018-05-01,2018-06-01,0.7598425196850394,0.040466491807273346
++2018-04-30,4,127,0.045470367792887975,2018-05-01,2018-06-01,0.7716535433070866,0.042383753619659625
++2018-04-30,5,126,0.06609480287887033,2018-05-01,2018-06-01,0.7619047619047619,0.06304718383125128
++2018-04-30,6,127,0.05424836380303027,2018-05-01,2018-06-01,0.7519685039370079,0.05124048978728224
++2018-04-30,7,127,0.06207500046988089,2018-05-01,2018-06-01,0.7559055118110236,0.059051378422636795
++2018-04-30,8,127,0.07640287667614233,2018-05-01,2018-06-01,0.6181102362204725,0.07393043573126044
++2018-04-30,9,127,0.06960872063366652,2018-05-01,2018-06-01,0.562992125984252,0.06735675212972951
++2018-04-30,10,126,0.11758234435697335,2018-05-01,2018-06-01,0.376984126984127,0.11607440784903683
++2018-05-31,1,160,-0.010124835656869866,2018-06-01,2018-07-02,0.615625,-0.012587335656869866
++2018-05-31,2,159,0.01209192927735526,2018-06-01,2018-07-02,0.710691823899371,0.009249161981757775
++2018-05-31,3,160,0.00709671387666296,2018-06-01,2018-07-02,0.665625,0.00443421387666296
++2018-05-31,4,159,0.010361270318920696,2018-06-01,2018-07-02,0.6918238993710691,0.007593974721436419
++2018-05-31,5,159,0.012976437360888195,2018-06-01,2018-07-02,0.7578616352201258,0.009944990820007691
++2018-05-31,6,160,-0.002152791708597486,2018-06-01,2018-07-02,0.746875,-0.005140291708597486
++2018-05-31,7,159,0.012724080511159828,2018-06-01,2018-07-02,0.7358490566037735,0.009780684284744734
++2018-05-31,8,160,0.010810557548825829,2018-06-01,2018-07-02,0.690625,0.00804805754882583
++2018-05-31,9,159,0.012010909056656282,2018-06-01,2018-07-02,0.610062893081761,0.009570657484329238
++2018-05-31,10,159,-0.019444929625194972,2018-06-01,2018-07-02,0.48742138364779874,-0.021394615159786166
++2018-06-29,1,169,0.021474942447805036,2018-07-02,2018-08-01,0.07396449704142012,0.021179084459639355
++2018-06-29,2,169,0.022517235273879766,2018-07-02,2018-08-01,0.2603550295857988,0.021475815155536572
++2018-06-29,3,169,0.026191840599515077,2018-07-02,2018-08-01,0.4408284023668639,0.024428526990047623
++2018-06-29,4,168,0.014641208677278014,2018-07-02,2018-08-01,0.49107142857142855,0.0126769229629923
++2018-06-29,5,169,0.03147756074080155,2018-07-02,2018-08-01,0.4437869822485207,0.029702412811807462
++2018-06-29,6,169,0.017340229558353515,2018-07-02,2018-08-01,0.4881656804733728,0.015387566836460025
++2018-06-29,7,168,0.01221771011494599,2018-07-02,2018-08-01,0.4375,0.01046771011494599
++2018-06-29,8,169,0.01755124330995972,2018-07-02,2018-08-01,0.40532544378698226,0.015929941534811788
++2018-06-29,9,169,0.01579071731574596,2018-07-02,2018-08-01,0.28994082840236685,0.014630954002136492
++2018-06-29,10,168,0.009947262263753049,2018-07-02,2018-08-01,0.12202380952380952,0.00945916702565781
++2018-07-31,1,120,0.02382042413318956,2018-08-01,2018-09-04,0.6875,0.02107042413318956
++2018-07-31,2,119,0.028748169372553197,2018-08-01,2018-09-04,0.8067226890756303,0.025521278616250677
++2018-07-31,3,119,0.0298353281939818,2018-08-01,2018-09-04,0.6890756302521008,0.0270790256729734
++2018-07-31,4,119,0.024213002119861198,2018-08-01,2018-09-04,0.819327731092437,0.02093569119549145
++2018-07-31,5,119,0.050498392407941045,2018-08-01,2018-09-04,0.8319327731092437,0.04717066131550407
++2018-07-31,6,120,0.033303970465787376,2018-08-01,2018-09-04,0.7708333333333334,0.030220637132454042
++2018-07-31,7,119,0.06612425619079587,2018-08-01,2018-09-04,0.6848739495798319,0.06338476039247655
++2018-07-31,8,119,0.05120295726415733,2018-08-01,2018-09-04,0.6302521008403361,0.048681948860795986
++2018-07-31,9,119,0.049663675803840714,2018-08-01,2018-09-04,0.5378151260504201,0.04751241529963903
++2018-07-31,10,119,0.03521839430485518,2018-08-01,2018-09-04,0.3403361344537815,0.03385704976704006
++2018-08-31,1,161,-0.030327106622574942,2018-09-04,2018-10-01,0.5124223602484472,-0.03237679606356873
++2018-08-31,2,160,-0.001109541290676607,2018-09-04,2018-10-01,0.559375,-0.003347041290676607
++2018-08-31,3,160,0.0003617292452915234,2018-09-04,2018-10-01,0.659375,-0.0022757707547084766
++2018-08-31,4,160,-0.009929544831632628,2018-09-04,2018-10-01,0.646875,-0.012517044831632627
++2018-08-31,5,160,-0.013617640787005772,2018-09-04,2018-10-01,0.696875,-0.01640514078700577
++2018-08-31,6,161,-0.015441382957018041,2018-09-04,2018-10-01,0.6801242236024845,-0.01816187985142798
++2018-08-31,7,160,-0.01711601409985989,2018-09-04,2018-10-01,0.653125,-0.01972851409985989
++2018-08-31,8,160,-0.020354878337636752,2018-09-04,2018-10-01,0.628125,-0.022867378337636753
++2018-08-31,9,160,-0.008925172199626134,2018-09-04,2018-10-01,0.634375,-0.011462672199626133
++2018-08-31,10,160,-0.03093994541210805,2018-09-04,2018-10-01,0.415625,-0.03260244541210805
++2018-09-28,1,163,-0.06159932550339534,2018-10-01,2018-11-01,0.08588957055214724,-0.06194288378560393
++2018-09-28,2,162,-0.0605966092259819,2018-10-01,2018-11-01,0.2716049382716049,-0.06168302897906832
++2018-09-28,3,163,-0.08126156295807242,2018-10-01,2018-11-01,0.46319018404907975,-0.08311432369426874
++2018-09-28,4,162,-0.09188727076749488,2018-10-01,2018-11-01,0.48148148148148145,-0.09381319669342081
++2018-09-28,5,163,-0.09709343483970498,2018-10-01,2018-11-01,0.46319018404907975,-0.0989461955759013
++2018-09-28,6,162,-0.09374419386445935,2018-10-01,2018-11-01,0.4351851851851852,-0.09548493460520009
++2018-09-28,7,163,-0.11312289009564938,2018-10-01,2018-11-01,0.3895705521472393,-0.11468117230423834
++2018-09-28,8,162,-0.11604185538970414,2018-10-01,2018-11-01,0.3271604938271605,-0.11735049736501278
++2018-09-28,9,163,-0.11652418257348456,2018-10-01,2018-11-01,0.2852760736196319,-0.11766528686796308
++2018-09-28,10,162,-0.11673861723676499,2018-10-01,2018-11-01,0.1728395061728395,-0.11742997526145635
++2018-10-31,1,106,0.03516184768612753,2018-11-01,2018-12-03,0.7971698113207547,0.03197316844084452
++2018-10-31,2,105,0.02127354504724019,2018-11-01,2018-12-03,1.0142857142857142,0.017216402190097332
++2018-10-31,3,106,0.0197935180239319,2018-11-01,2018-12-03,1.0047169811320755,0.015774650099403598
++2018-10-31,4,105,0.025746829190718485,2018-11-01,2018-12-03,0.9952380952380953,0.021765876809766105
++2018-10-31,5,105,-0.0034134597940169114,2018-11-01,2018-12-03,1.0380952380952382,-0.007565840746397864
++2018-10-31,6,106,0.025114365102598624,2018-11-01,2018-12-03,0.9622641509433962,0.02126530849882504
++2018-10-31,7,105,0.031373943246701966,2018-11-01,2018-12-03,0.9142857142857143,0.027716800389559107
++2018-10-31,8,106,0.017164600164010262,2018-11-01,2018-12-03,0.8773584905660378,0.013655166201746111
++2018-10-31,9,105,0.007144135257018771,2018-11-01,2018-12-03,0.6476190476190476,0.00455365906654258
++2018-10-31,10,105,0.02507366916105119,2018-11-01,2018-12-03,0.4714285714285714,0.023187954875336904
++2018-11-30,1,141,-0.08933523532267267,2018-12-03,2019-01-02,0.4858156028368794,-0.09127849773402018
++2018-11-30,2,140,-0.09679498532141907,2018-12-03,2019-01-02,0.6678571428571428,-0.09946641389284765
++2018-11-30,3,140,-0.10679565477498226,2018-12-03,2019-01-02,0.65,-0.10939565477498227
++2018-11-30,4,141,-0.11123433125469562,2018-12-03,2019-01-02,0.7092198581560284,-0.11407121068731974
++2018-11-30,5,140,-0.10604835467229992,2018-12-03,2019-01-02,0.7107142857142857,-0.10889121181515707
++2018-11-30,6,140,-0.1190394329115428,2018-12-03,2019-01-02,0.75,-0.1220394329115428
++2018-11-30,7,141,-0.10923333718965877,2018-12-03,2019-01-02,0.7446808510638298,-0.11221206059391409
++2018-11-30,8,140,-0.12301242072945064,2018-12-03,2019-01-02,0.6357142857142857,-0.12555527787230777
++2018-11-30,9,140,-0.12727621050521346,2018-12-03,2019-01-02,0.6535714285714286,-0.12989049621949916
++2018-11-30,10,140,-0.1098081630101675,2018-12-03,2019-01-02,0.5392857142857143,-0.11196530586731036
++2018-12-31,1,157,0.08960734853186249,2019-01-02,2019-02-01,0.16560509554140126,0.08894492814969689
++2018-12-31,2,156,0.10879079798295518,2019-01-02,2019-02-01,0.4551282051282051,0.10697028516244236
++2018-12-31,3,157,0.11355253305815735,2019-01-02,2019-02-01,0.5573248407643312,0.11132323369510003
++2018-12-31,4,156,0.10799444929371968,2019-01-02,2019-02-01,0.6314102564102564,0.10546880826807865
++2018-12-31,5,157,0.13224765467791727,2019-01-02,2019-02-01,0.6146496815286624,0.12978905595180262
++2018-12-31,6,156,0.11247775185134909,2019-01-02,2019-02-01,0.6025641025641025,0.11006749544109268
++2018-12-31,7,157,0.12724659533592367,2019-01-02,2019-02-01,0.5605095541401274,0.12500455711936315
++2018-12-31,8,156,0.14490153542782444,2019-01-02,2019-02-01,0.46153846153846156,0.14305538158167058
++2018-12-31,9,157,0.1371758856495798,2019-01-02,2019-02-01,0.31528662420382164,0.13591473915276453
++2018-12-31,10,156,0.12331715524032874,2019-01-02,2019-02-01,0.17307692307692307,0.12262484754802105
++2019-01-31,1,128,0.020177871802335184,2019-02-01,2019-03-01,0.33984375,0.018818496802335185
++2019-01-31,2,128,0.051892032159335355,2019-02-01,2019-03-01,0.53125,0.04976703215933535
++2019-01-31,3,128,0.03886931229830294,2019-02-01,2019-03-01,0.67578125,0.03616618729830294
++2019-01-31,4,128,0.05245673187543652,2019-02-01,2019-03-01,0.7734375,0.04936298187543652
++2019-01-31,5,128,0.059315391157956754,2019-02-01,2019-03-01,0.76953125,0.05623726615795675
++2019-01-31,6,128,0.05483655397585025,2019-02-01,2019-03-01,0.78125,0.05171155397585025
++2019-01-31,7,128,0.0575418987532469,2019-02-01,2019-03-01,0.69140625,0.0547762737532469
++2019-01-31,8,128,0.05143830321012103,2019-02-01,2019-03-01,0.6484375,0.04884455321012103
++2019-01-31,9,128,0.04919615119848297,2019-02-01,2019-03-01,0.53515625,0.047055526198482966
++2019-01-31,10,128,0.06707009692068892,2019-02-01,2019-03-01,0.265625,0.06600759692068893
++2019-02-28,1,128,-0.01976353624441489,2019-03-01,2019-04-01,0.59375,-0.022138536244414888
++2019-02-28,2,128,0.013847881479707998,2019-03-01,2019-04-01,0.703125,0.011035381479708
++2019-02-28,3,128,0.002321637598335119,2019-03-01,2019-04-01,0.78125,-0.0008033624016648812
++2019-02-28,4,127,-0.004104910919380085,2019-03-01,2019-04-01,0.8149606299212598,-0.0073647534390651245
++2019-02-28,5,128,-0.009799370734393175,2019-03-01,2019-04-01,0.8046875,-0.013018120734393174
++2019-02-28,6,128,-0.0032283103055642534,2019-03-01,2019-04-01,0.765625,-0.0062908103055642536
++2019-02-28,7,127,-0.006399441175390848,2019-03-01,2019-04-01,0.7913385826771654,-0.00956479550609951
++2019-02-28,8,128,-0.02756356508263829,2019-03-01,2019-04-01,0.7734375,-0.03065731508263829
++2019-02-28,9,128,0.0007054527374157751,2019-03-01,2019-04-01,0.6875,-0.0020445472625842246
++2019-02-28,10,127,0.002899776925006429,2019-03-01,2019-04-01,0.484251968503937,0.0009627690509906811
++2019-03-29,1,170,0.059471618335369285,2019-04-01,2019-05-01,0.2647058823529412,0.05841279480595752
++2019-03-29,2,169,0.02867603794015941,2019-04-01,2019-05-01,0.3698224852071006,0.027196747999331007
++2019-03-29,3,170,0.0328845811241475,2019-04-01,2019-05-01,0.4647058823529412,0.031025757594735737
++2019-03-29,4,169,0.04274765044747581,2019-04-01,2019-05-01,0.47928994082840237,0.0408304906841622
++2019-03-29,5,170,0.03600315462361353,2019-04-01,2019-05-01,0.49411764705882355,0.03402668403537824
++2019-03-29,6,169,0.03513486887529548,2019-04-01,2019-05-01,0.4822485207100592,0.033205874792455244
++2019-03-29,7,170,0.0526159685977972,2019-04-01,2019-05-01,0.4970588235294118,0.050627733303679555
++2019-03-29,8,169,0.02193102768816707,2019-04-01,2019-05-01,0.4349112426035503,0.02019138271775287
++2019-03-29,9,170,0.01772629554311155,2019-04-01,2019-05-01,0.4294117647058823,0.01600864848428802
++2019-03-29,10,169,0.016230532815115647,2019-04-01,2019-05-01,0.38461538461538464,0.014692071276654109
++2019-04-30,1,132,-0.033989651838174054,2019-05-01,2019-06-03,0.6363636363636364,-0.0365351063836286
++2019-04-30,2,131,-0.049724640815348595,2019-05-01,2019-06-03,0.7557251908396947,-0.052747541578707376
++2019-04-30,3,132,-0.05850652826399475,2019-05-01,2019-06-03,0.8181818181818182,-0.061779255536722026
++2019-04-30,4,131,-0.07413731450165538,2019-05-01,2019-06-03,0.7938931297709924,-0.07731288702073935
++2019-04-30,5,132,-0.0730551577040578,2019-05-01,2019-06-03,0.8484848484848485,-0.07644909709799719
++2019-04-30,6,131,-0.0784203634044249,2019-05-01,2019-06-03,0.7862595419847328,-0.08156540157236383
++2019-04-30,7,132,-0.09329538154580284,2019-05-01,2019-06-03,0.7575757575757576,-0.09632568457610588
++2019-04-30,8,131,-0.10247537390721535,2019-05-01,2019-06-03,0.6870229007633588,-0.10522346551026879
++2019-04-30,9,132,-0.1146522187881718,2019-05-01,2019-06-03,0.5909090909090909,-0.11701585515180817
++2019-04-30,10,131,-0.10749761386761594,2019-05-01,2019-06-03,0.4198473282442748,-0.10917700318059305
++2019-05-31,1,173,0.04958359448483438,2019-06-03,2019-07-01,0.49421965317919075,0.04760671587211762
++2019-05-31,2,172,0.05617775252709875,2019-06-03,2019-07-01,0.6715116279069767,0.05349170601547085
++2019-05-31,3,173,0.05339228737301442,2019-06-03,2019-07-01,0.684971098265896,0.050652402979950835
++2019-05-31,4,172,0.08244508024605719,2019-06-03,2019-07-01,0.6540697674418605,0.07982880117628975
++2019-05-31,5,172,0.08500378828406932,2019-06-03,2019-07-01,0.7151162790697675,0.08214332316779024
++2019-05-31,6,173,0.0772978603858453,2019-06-03,2019-07-01,0.7167630057803468,0.07443080836272391
++2019-05-31,7,172,0.08294966600753571,2019-06-03,2019-07-01,0.7267441860465116,0.08004268926334966
++2019-05-31,8,173,0.10199099750447184,2019-06-03,2019-07-01,0.6994219653179191,0.09919330964320017
++2019-05-31,9,172,0.09559416721367366,2019-06-03,2019-07-01,0.7093023255813954,0.09275695791134808
++2019-05-31,10,172,0.07702984219070018,2019-06-03,2019-07-01,0.5494186046511628,0.07483216777209553
++2019-06-28,1,179,0.024327739112617396,2019-07-01,2019-08-01,0.08379888268156424,0.023992543581891138
++2019-06-28,2,178,0.019096974911186896,2019-07-01,2019-08-01,0.2303370786516854,0.018175626596580154
++2019-06-28,3,178,0.0029125469198885345,2019-07-01,2019-08-01,0.300561797752809,0.0017102997288772986
++2019-06-28,4,179,0.013914960503992062,2019-07-01,2019-08-01,0.3770949720670391,0.012406580615723906
++2019-06-28,5,178,0.008554061803942622,2019-07-01,2019-08-01,0.449438202247191,0.006756308994953858
++2019-06-28,6,178,0.006092397642508599,2019-07-01,2019-08-01,0.4747191011235955,0.004193521238014216
++2019-06-28,7,179,0.013071110324587465,2019-07-01,2019-08-01,0.3715083798882682,0.011585076805034393
++2019-06-28,8,178,0.004365563606139532,2019-07-01,2019-08-01,0.36235955056179775,0.002916125403892341
++2019-06-28,9,178,-0.010019432804849328,2019-07-01,2019-08-01,0.29775280898876405,-0.011210444040804384
++2019-06-28,10,178,-0.015050502134175296,2019-07-01,2019-08-01,0.1348314606741573,-0.015589827976871926
++2019-07-31,1,124,-0.003065899503464579,2019-08-01,2019-09-03,0.657258064516129,-0.005694931761529095
++2019-07-31,2,124,-0.0017607322948665842,2019-08-01,2019-09-03,0.6854838709677419,-0.004502667778737552
++2019-07-31,3,124,-0.039395761256217826,2019-08-01,2019-09-03,0.8064516129032258,-0.04262156770783073
++2019-07-31,4,123,-0.037592063043039706,2019-08-01,2019-09-03,0.7235772357723578,-0.04048637198612914
++2019-07-31,5,124,-0.04384636681757219,2019-08-01,2019-09-03,0.7903225806451613,-0.047007657140152835
++2019-07-31,6,124,-0.09336849892493816,2019-08-01,2019-09-03,0.782258064516129,-0.09649753118300268
++2019-07-31,7,123,-0.05002906613117768,2019-08-01,2019-09-03,0.7560975609756098,-0.05305345637508012
++2019-07-31,8,124,-0.051427539168532835,2019-08-01,2019-09-03,0.7258064516129032,-0.054330764974984444
++2019-07-31,9,124,-0.07202700402745407,2019-08-01,2019-09-03,0.6612903225806451,-0.07467216531777665
++2019-07-31,10,123,-0.07725875376471614,2019-08-01,2019-09-03,0.3780487804878049,-0.07877094888666736
++2019-08-30,1,171,0.04379009701583697,2019-09-03,2019-10-01,0.4590643274853801,0.04195383970589545
++2019-08-30,2,170,0.018316372183981626,2019-09-03,2019-10-01,0.5705882352941176,0.016034019242805155
++2019-08-30,3,171,0.02400199038307548,2019-09-03,2019-10-01,0.6228070175438597,0.02151076231290004
++2019-08-30,4,170,0.026788759670363985,2019-09-03,2019-10-01,0.6735294117647059,0.024094642023305163
++2019-08-30,5,170,0.017552057410203006,2019-09-03,2019-10-01,0.6941176470588235,0.014775586821967713
++2019-08-30,6,171,0.03689515478228537,2019-09-03,2019-10-01,0.6929824561403509,0.03412322495772396
++2019-08-30,7,170,0.027140322358496848,2019-09-03,2019-10-01,0.7029411764705882,0.024328557652614494
++2019-08-30,8,171,0.042199913036723706,2019-09-03,2019-10-01,0.6695906432748538,0.039521550463624294
++2019-08-30,9,170,0.02005634588020835,2019-09-03,2019-10-01,0.6,0.01765634588020835
++2019-08-30,10,170,0.030268829697654275,2019-09-03,2019-10-01,0.47941176470588237,0.028351182638830744
++2019-09-30,1,179,0.023806022741814144,2019-10-01,2019-11-01,0.08379888268156424,0.023470827211087886
++2019-09-30,2,178,0.003979522310928624,2019-10-01,2019-11-01,0.21910112359550563,0.0031031178165466015
++2019-09-30,3,178,0.021389343357892877,2019-10-01,2019-11-01,0.3960674157303371,0.019805073694971528
++2019-09-30,4,179,0.013626605258243295,2019-10-01,2019-11-01,0.4329608938547486,0.0118947616828243
++2019-09-30,5,178,0.007219285242475384,2019-10-01,2019-11-01,0.4101123595505618,0.005578835804273137
++2019-09-30,6,178,0.02324241547594109,2019-10-01,2019-11-01,0.4859550561797753,0.02129859525122199
++2019-09-30,7,179,0.03659089528484354,2019-10-01,2019-11-01,0.46089385474860334,0.03474731986584913
++2019-09-30,8,178,0.013449642662984169,2019-10-01,2019-11-01,0.3455056179775281,0.012067620191074057
++2019-09-30,9,178,0.01299914824827219,2019-10-01,2019-11-01,0.29775280898876405,0.011808137012317133
++2019-09-30,10,178,0.010590299453644415,2019-10-01,2019-11-01,0.16292134831460675,0.009938614060385988
++2019-10-31,1,105,0.015969751276783434,2019-11-01,2019-12-02,0.8761904761904762,0.01246498937202153
++2019-10-31,2,104,0.04903232658114879,2019-11-01,2019-12-02,1.0384615384615385,0.044878480427302636
++2019-10-31,3,105,0.028486286919092715,2019-11-01,2019-12-02,0.919047619047619,0.02481009644290224
++2019-10-31,4,104,0.03192047739643421,2019-11-01,2019-12-02,1.0240384615384615,0.02782432355028036
++2019-10-31,5,104,0.038286852029195545,2019-11-01,2019-12-02,1.0,0.03428685202919554
++2019-10-31,6,105,0.05545503464729446,2019-11-01,2019-12-02,0.8904761904761904,0.0518931298853897
++2019-10-31,7,104,0.003080212580659133,2019-11-01,2019-12-02,0.8605769230769231,-0.00036209511164855997
++2019-10-31,8,105,0.08095168785517172,2019-11-01,2019-12-02,0.7952380952380952,0.07777073547421934
++2019-10-31,9,104,0.04089516231245242,2019-11-01,2019-12-02,0.7211538461538461,0.038010546927837036
++2019-10-31,10,104,0.04151657668894409,2019-11-01,2019-12-02,0.5096153846153846,0.03947811515048255
++2019-11-29,1,151,0.008591425510802529,2019-12-02,2020-01-02,0.423841059602649,0.006896061272391932
++2019-11-29,2,151,0.02158933672423649,2019-12-02,2020-01-02,0.6986754966887417,0.018794634737481525
++2019-11-29,3,151,0.019327653714841974,2019-12-02,2020-01-02,0.7152317880794702,0.016466726562524094
++2019-11-29,4,151,0.028851303808571916,2019-12-02,2020-01-02,0.7384105960264901,0.025897661424465958
++2019-11-29,5,151,0.032584081922829876,2019-12-02,2020-01-02,0.7384105960264901,0.029630439538723914
++2019-11-29,6,151,0.04174895487976036,2019-12-02,2020-01-02,0.7284768211920529,0.03883504759499215
++2019-11-29,7,151,0.05285424466347098,2019-12-02,2020-01-02,0.7450331125827815,0.04987411221313986
++2019-11-29,8,151,0.04354337412420162,2019-12-02,2020-01-02,0.6821192052980133,0.040814897303009565
++2019-11-29,9,151,0.03418712426944752,2019-12-02,2020-01-02,0.6854304635761589,0.03144540241514288
++2019-11-29,10,151,0.05843013726109313,2019-12-02,2020-01-02,0.5264900662251656,0.05632417699619247
++2019-12-31,1,165,0.0024755884584962647,2020-01-02,2020-02-03,0.11515151515151516,0.002014982397890204
++2019-12-31,2,165,-0.010655253983942436,2020-01-02,2020-02-03,0.296969696969697,-0.011843132771821224
++2019-12-31,3,165,-0.014983088419791141,2020-01-02,2020-02-03,0.4,-0.016583088419791142
++2019-12-31,4,164,-0.0303942147953157,2020-01-02,2020-02-03,0.4481707317073171,-0.03218689772214497
++2019-12-31,5,165,-0.028612358410682104,2020-01-02,2020-02-03,0.503030303030303,-0.030624479622803315
++2019-12-31,6,165,-0.03209271429376473,2020-01-02,2020-02-03,0.44242424242424244,-0.0338624112634617
++2019-12-31,7,164,-0.049615574904927094,2020-01-02,2020-02-03,0.4725609756097561,-0.05150581880736612
++2019-12-31,8,165,-0.02984253387802069,2020-01-02,2020-02-03,0.44242424242424244,-0.03161223084771766
++2019-12-31,9,165,-0.017081480957967757,2020-01-02,2020-02-03,0.3575757575757576,-0.01851178398827079
++2019-12-31,10,164,-0.04467862305270171,2020-01-02,2020-02-03,0.24695121951219512,-0.04566642793075049
++2020-01-31,1,143,-0.08593502572624019,2020-02-03,2020-03-02,0.3706293706293706,-0.08741754320875768
++2020-01-31,2,142,-0.07558983968240776,2020-02-03,2020-03-02,0.5598591549295775,-0.07782927630212608
++2020-01-31,3,143,-0.08096131243004821,2020-02-03,2020-03-02,0.6643356643356644,-0.08361865508739087
++2020-01-31,4,142,-0.07781429591325678,2020-02-03,2020-03-02,0.7676056338028169,-0.08088471844846805
++2020-01-31,5,143,-0.09298894191761542,2020-02-03,2020-03-02,0.7272727272727273,-0.09589803282670632
++2020-01-31,6,142,-0.08767481621910432,2020-02-03,2020-03-02,0.7429577464788732,-0.09064664720501982
++2020-01-31,7,143,-0.07585556917453114,2020-02-03,2020-03-02,0.7447552447552448,-0.07883459015355211
++2020-01-31,8,142,-0.06265880335708172,2020-02-03,2020-03-02,0.6161971830985915,-0.06512359208947609
++2020-01-31,9,143,-0.07411567739444132,2020-02-03,2020-03-02,0.5244755244755245,-0.07621357949234342
++2020-01-31,10,142,-0.09340449681330698,2020-02-03,2020-03-02,0.22535211267605634,-0.09430590526401121
++2020-02-28,1,150,-0.23763428726639846,2020-03-02,2020-04-01,0.55,-0.23983428726639847
++2020-02-28,2,149,-0.21021681440942408,2020-03-02,2020-04-01,0.7348993288590604,-0.21315641172486033
++2020-02-28,3,150,-0.22477437318663532,2020-03-02,2020-04-01,0.7566666666666667,-0.227801039853302
++2020-02-28,4,149,-0.2393256660165198,2020-03-02,2020-04-01,0.8288590604026845,-0.24264110225813054
++2020-02-28,5,149,-0.23476754961328647,2020-03-02,2020-04-01,0.7315436241610739,-0.23769372410993075
++2020-02-28,6,150,-0.24746145050353893,2020-03-02,2020-04-01,0.8066666666666666,-0.2506881171702056
++2020-02-28,7,149,-0.25286699273497953,2020-03-02,2020-04-01,0.7583892617449665,-0.2559005497819594
++2020-02-28,8,150,-0.2199025737868058,2020-03-02,2020-04-01,0.74,-0.2228625737868058
++2020-02-28,9,149,-0.2104719837885072,2020-03-02,2020-04-01,0.6174496644295302,-0.21294178244622533
++2020-02-28,10,149,-0.2073513851942868,2020-03-02,2020-04-01,0.4664429530201342,-0.20921715700636734
++2020-03-31,1,195,0.10888560201459832,2020-04-01,2020-05-01,0.3923076923076923,0.10731637124536755
++2020-03-31,2,195,0.12272907245539456,2020-04-01,2020-05-01,0.5641025641025641,0.12047266219898431
++2020-03-31,3,195,0.18787897605436282,2020-04-01,2020-05-01,0.6487179487179487,0.18528410425949102
++2020-03-31,4,195,0.1596703490539009,2020-04-01,2020-05-01,0.6820512820512821,0.15694214392569578
++2020-03-31,5,195,0.1987036651211593,2020-04-01,2020-05-01,0.7282051282051282,0.1957908446083388
++2020-03-31,6,195,0.1758426720278803,2020-04-01,2020-05-01,0.6897435897435897,0.17308369766890594
++2020-03-31,7,195,0.20681942667053585,2020-04-01,2020-05-01,0.6871794871794872,0.2040707087218179
++2020-03-31,8,195,0.21684545836424896,2020-04-01,2020-05-01,0.6435897435897436,0.21427109938988997
++2020-03-31,9,195,0.20521821062365622,2020-04-01,2020-05-01,0.5230769230769231,0.20312590293134852
++2020-03-31,10,194,0.25230704572970364,2020-04-01,2020-05-01,0.40463917525773196,0.2506884890286727
++2020-04-30,1,150,0.045189639891211386,2020-05-01,2020-06-01,0.7233333333333334,0.042296306557878055
++2020-04-30,2,150,0.07821543696441076,2020-05-01,2020-06-01,0.7566666666666667,0.0751887702977441
++2020-04-30,3,150,0.07839386734292499,2020-05-01,2020-06-01,0.7433333333333333,0.07542053400959166
++2020-04-30,4,149,0.07809627076015649,2020-05-01,2020-06-01,0.7919463087248322,0.07492848552525716
++2020-04-30,5,150,0.07630550219990516,2020-05-01,2020-06-01,0.75,0.07330550219990516
++2020-04-30,6,150,0.07368685130513725,2020-05-01,2020-06-01,0.77,0.07060685130513725
++2020-04-30,7,149,0.09070899831963758,2020-05-01,2020-06-01,0.7181208053691275,0.08783651509816107
++2020-04-30,8,150,0.11555780938568473,2020-05-01,2020-06-01,0.7033333333333334,0.1127444760523514
++2020-04-30,9,150,0.08655972172722864,2020-05-01,2020-06-01,0.6233333333333333,0.08406638839389531
++2020-04-30,10,149,0.07974133992080346,2020-05-01,2020-06-01,0.34563758389261745,0.07835878958523299
++2020-05-29,1,195,0.015951191585842007,2020-06-01,2020-07-01,0.5307692307692308,0.013828114662765085
++2020-05-29,2,195,0.02537104613904795,2020-06-01,2020-07-01,0.6897435897435897,0.022612071780073593
++2020-05-29,3,195,0.0398446402680583,2020-06-01,2020-07-01,0.6948717948717948,0.03706515308857112
++2020-05-29,4,195,0.03530727967946165,2020-06-01,2020-07-01,0.7692307692307693,0.032230356602538576
++2020-05-29,5,195,0.038556440327253194,2020-06-01,2020-07-01,0.735897435897436,0.03561285058366345
++2020-05-29,6,195,0.04539897871401905,2020-06-01,2020-07-01,0.7205128205128205,0.04251692743196777
++2020-05-29,7,195,0.03527827625714656,2020-06-01,2020-07-01,0.7487179487179487,0.03228340446227476
++2020-05-29,8,195,0.03209765943912165,2020-06-01,2020-07-01,0.6794871794871795,0.02937971072117293
++2020-05-29,9,195,0.05521120657353937,2020-06-01,2020-07-01,0.6282051282051282,0.05269838606071885
++2020-05-29,10,195,0.13207550183350314,2020-06-01,2020-07-01,0.5333333333333333,0.12994216850016982
++2020-06-30,1,206,0.00839218051811559,2020-07-01,2020-08-03,0.14320388349514562,0.007819364984135007
++2020-06-30,2,206,0.04617197560606415,2020-07-01,2020-08-03,0.3616504854368932,0.04472537366431657
++2020-06-30,3,206,0.04469283823798228,2020-07-01,2020-08-03,0.5024271844660194,0.042683129500118204
++2020-06-30,4,206,0.04513971800152973,2020-07-01,2020-08-03,0.5509708737864077,0.0429358345063841
++2020-06-30,5,206,0.03467107391804777,2020-07-01,2020-08-03,0.5266990291262136,0.03256427780154292
++2020-06-30,6,206,0.039765227820203544,2020-07-01,2020-08-03,0.5121359223300971,0.03771668413088316
++2020-06-30,7,206,0.01931752039875669,2020-07-01,2020-08-03,0.49271844660194175,0.017346646612348922
++2020-06-30,8,206,0.04384101011431376,2020-07-01,2020-08-03,0.42475728155339804,0.04214198098810017
++2020-06-30,9,206,0.09333301959821597,2020-07-01,2020-08-03,0.3859223300970874,0.09178933027782761
++2020-06-30,10,206,0.10609224292569158,2020-07-01,2020-08-03,0.2111650485436893,0.10524758273151683
++2020-07-31,1,153,0.029205639896849996,2020-08-03,2020-09-01,0.630718954248366,0.026682764079856532
++2020-07-31,2,153,0.04771884986900956,2020-08-03,2020-09-01,0.7483660130718954,0.044725385816721974
++2020-07-31,3,152,0.06811815667872319,2020-08-03,2020-09-01,0.8881578947368421,0.06456552509977583
++2020-07-31,4,153,0.06182760568557312,2020-08-03,2020-09-01,0.8071895424836601,0.05859884751563848
++2020-07-31,5,152,0.051804073178354004,2020-08-03,2020-09-01,0.9144736842105263,0.0481461784415119
++2020-07-31,6,153,0.07792189170917257,2020-08-03,2020-09-01,0.8594771241830066,0.07448398321244055
++2020-07-31,7,153,0.04485572599757652,2020-08-03,2020-09-01,0.8398692810457516,0.04149624887339352
++2020-07-31,8,152,0.09773485958051392,2020-08-03,2020-09-01,0.75,0.09473485958051392
++2020-07-31,9,153,0.033019790715722946,2020-08-03,2020-09-01,0.5718954248366013,0.030732209016376542
++2020-07-31,10,152,-0.018670941982808276,2020-08-03,2020-09-01,0.39473684210526316,-0.020249889351229327
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++2020-08-31,2,194,-0.043131714012013975,2020-09-01,2020-10-01,0.7139175257731959,-0.04598738411510676
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++2020-08-31,4,194,-0.039348742374056896,2020-09-01,2020-10-01,0.6984536082474226,-0.04214255680704659
++2020-08-31,5,194,-0.04190585038632423,2020-09-01,2020-10-01,0.7010309278350515,-0.04470997409766444
++2020-08-31,6,194,-0.024161011691205474,2020-09-01,2020-10-01,0.7139175257731959,-0.02701668179429826
++2020-08-31,7,194,-0.03954217337905909,2020-09-01,2020-10-01,0.6932989690721649,-0.04231536925534775
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++2020-09-30,4,199,0.019449714652251912,2020-10-01,2020-11-02,0.4748743718592965,0.017550217164814728
++2020-09-30,5,200,0.007700161137384539,2020-10-01,2020-11-02,0.48,0.005780161137384539
++2020-09-30,6,200,0.011775860252909647,2020-10-01,2020-11-02,0.48,0.009855860252909647
++2020-09-30,7,199,0.00987031716480248,2020-10-01,2020-11-02,0.4899497487437186,0.007910518169827607
++2020-09-30,8,200,0.005466080451876643,2020-10-01,2020-11-02,0.465,0.0036060804518766427
++2020-09-30,9,200,0.006459132376109683,2020-10-01,2020-11-02,0.375,0.004959132376109683
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++2020-10-30,1,129,0.13802862925842155,2020-11-02,2020-12-01,0.7093023255813954,0.13519141995609596
++2020-10-30,2,128,0.17704775371657683,2020-11-02,2020-12-01,0.7890625,0.17389150371657683
++2020-10-30,3,128,0.18837193651121797,2020-11-02,2020-12-01,0.8359375,0.18502818651121797
++2020-10-30,4,128,0.2168586936655031,2020-11-02,2020-12-01,0.87109375,0.21337431866550308
++2020-10-30,5,128,0.222572456680853,2020-11-02,2020-12-01,0.8671875,0.219103706680853
++2020-10-30,6,129,0.24526443339458445,2020-11-02,2020-12-01,0.9186046511627907,0.24159001478993328
++2020-10-30,7,128,0.24922915877571059,2020-11-02,2020-12-01,0.85546875,0.2458072837757106
++2020-10-30,8,128,0.24159548204505593,2020-11-02,2020-12-01,0.7890625,0.23843923204505593
++2020-10-30,9,128,0.23912416138819517,2020-11-02,2020-12-01,0.625,0.23662416138819517
++2020-10-30,10,128,0.2480136425168375,2020-11-02,2020-12-01,0.43359375,0.24627926751683749
++2020-11-30,1,163,0.055302387051000476,2020-12-01,2021-01-04,0.48466257668711654,0.05336373674425201
++2020-11-30,2,162,0.056438487183325406,2020-12-01,2021-01-04,0.7222222222222222,0.05354959829443652
++2020-11-30,3,163,0.0714752730001992,2020-12-01,2021-01-04,0.7699386503067485,0.0683955183989722
++2020-11-30,4,162,0.06412446625481799,2020-12-01,2021-01-04,0.7839506172839507,0.06098866378568219
++2020-11-30,5,163,0.05618314334312755,2020-12-01,2021-01-04,0.8006134969325154,0.052980689355397494
++2020-11-30,6,162,0.05700583614292013,2020-12-01,2021-01-04,0.8055555555555556,0.05378361392069791
++2020-11-30,7,163,0.08248695924710592,2020-12-01,2021-01-04,0.8190184049079755,0.07921088562747401
++2020-11-30,8,162,0.08105026780709618,2020-12-01,2021-01-04,0.7716049382716049,0.07796384805400976
++2020-11-30,9,163,0.08284672918956268,2020-12-01,2021-01-04,0.7085889570552147,0.08001237336134182
++2020-11-30,10,162,0.10386952160476402,2020-12-01,2021-01-04,0.5493827160493827,0.10167199074056649
++2020-12-31,1,184,0.004671873217045554,2021-01-04,2021-02-01,0.1766304347826087,0.00396535147791512
++2020-12-31,2,184,0.022680644148473973,2021-01-04,2021-02-01,0.3967391304347826,0.02109368762673484
++2020-12-31,3,184,0.007085565455324229,2021-01-04,2021-02-01,0.4701086956521739,0.005205130672715533
++2020-12-31,4,184,0.04117853425195665,2021-01-04,2021-02-01,0.5054347826086957,0.03915679512152187
++2020-12-31,5,184,0.03148847162530144,2021-01-04,2021-02-01,0.5516304347826086,0.029281949886171006
++2020-12-31,6,184,0.04745443211419032,2021-01-04,2021-02-01,0.5760869565217391,0.04515008428810337
++2020-12-31,7,184,0.09611629648390214,2021-01-04,2021-02-01,0.595108695652174,0.09373586170129344
++2020-12-31,8,184,0.09392940333602494,2021-01-04,2021-02-01,0.5706521739130435,0.09164679464037276
++2020-12-31,9,184,0.1378135304691414,2021-01-04,2021-02-01,0.49184782608695654,0.13584613916479357
++2020-12-31,10,183,0.27523136541798005,2021-01-04,2021-02-01,0.3469945355191257,0.2738433872759035
++2021-01-29,1,175,0.07741722640715655,2021-02-01,2021-03-01,0.39714285714285713,0.07582865497858512
++2021-01-29,2,175,0.09467244663562842,2021-02-01,2021-03-01,0.6257142857142857,0.09216958949277128
++2021-01-29,3,175,0.08996946323032069,2021-02-01,2021-03-01,0.6828571428571428,0.08723803465889213
++2021-01-29,4,175,0.08453130971482152,2021-02-01,2021-03-01,0.7171428571428572,0.08166273828625009
++2021-01-29,5,175,0.08996073940037547,2021-02-01,2021-03-01,0.6142857142857143,0.08750359654323261
++2021-01-29,6,175,0.09193433907949633,2021-02-01,2021-03-01,0.6028571428571429,0.08952291050806777
++2021-01-29,7,175,0.08657225313337823,2021-02-01,2021-03-01,0.6257142857142857,0.08406939599052109
++2021-01-29,8,175,0.06514952403821732,2021-02-01,2021-03-01,0.5171428571428571,0.06308095260964589
++2021-01-29,9,175,0.09507437820600681,2021-02-01,2021-03-01,0.4142857142857143,0.09341723534886395
++2021-01-29,10,175,0.12166250650506383,2021-02-01,2021-03-01,0.2057142857142857,0.12083964936220669
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++2021-02-26,2,169,0.0515837696243706,2021-03-01,2021-04-01,0.7751479289940828,0.048483177908394265
++2021-02-26,3,169,0.06488224571248521,2021-03-01,2021-04-01,0.7988165680473372,0.061686979440295865
++2021-02-26,4,169,0.03582889833090457,2021-03-01,2021-04-01,0.8106508875739645,0.03258629478060871
++2021-02-26,5,169,0.016293033688404134,2021-03-01,2021-04-01,0.834319526627219,0.012955755581895259
++2021-02-26,6,169,0.025821419675815707,2021-03-01,2021-04-01,0.757396449704142,0.022791833876999137
++2021-02-26,7,169,-0.004568939609318034,2021-03-01,2021-04-01,0.7514792899408284,-0.007574856769081347
++2021-02-26,8,169,0.01165805069434129,2021-03-01,2021-04-01,0.5976331360946746,0.009267518149962592
++2021-02-26,9,169,-0.0048758959378883415,2021-03-01,2021-04-01,0.5502958579881657,-0.007077079369841004
++2021-02-26,10,169,0.006673302333158624,2021-03-01,2021-04-01,0.3727810650887574,0.005182178072803594
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++2021-03-31,2,211,0.05647913094304166,2021-04-01,2021-05-03,0.4597156398104265,0.054640268383799956
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++2021-03-31,4,211,0.04850690922236116,2021-04-01,2021-05-03,0.4928909952606635,0.046535345241318506
++2021-03-31,5,210,0.03816831109115512,2021-04-01,2021-05-03,0.5119047619047619,0.03612069204353607
++2021-03-31,6,211,0.026254931914636355,2021-04-01,2021-05-03,0.5497630331753555,0.024055879781934932
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added artifacts/evaluation/power.json +7 −0

++{
++ "mde_logloss_80pct_power": 0.002502999332077265,
++ "sd_quarterly_diff": 0.004379336564368862,
++ "test_quarters_assumed": 24,
++ "validation_mean_diff": 0.0014797671690982646,
++ "validation_quarters": 7
++}
+ \ No newline at end of file

added artifacts/evaluation/reliability.csv +41 −0

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added artifacts/evaluation/secondary_targets.csv +13 −0

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added artifacts/evaluation/subgroups.csv +37 −0

++mean,ci_lo,ci_hi,p_boot,n_blocks,n,auc_a,auc_b,base_rate,family,subgroup
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++-0.001032445890952001,-0.00397158915822134,0.001930395007932301,0.48,23,2377,0.7644005378263248,0.7635088705647176,0.3904080774084981,lightgbm,window_straddles_prev_release
++0.0018335759239676832,-0.0004732269475949211,0.004198010551864902,0.124,24,10866,0.7951388747440213,0.7961677636990648,0.3162157187557519,lightgbm,dense_bars
++0.0015209276551365269,0.0006616495315301927,0.002314264689224321,0.0,24,42801,0.8030329468621936,0.8045683416255399,0.31452536155697297,lightgbm,sparse_bars
++0.0013442563751678291,-0.0012757870850461119,0.004130774166061103,0.304,24,53667,0.7382734557770654,0.7383639675392957,0.3148676095179533,logistic,all
++-0.0007776552965274763,-0.002356082594549567,0.0009002529602812372,0.32,24,19065,0.7224530929167133,0.7236178875187075,0.388460529766588,logistic,size_small
++0.0013425589565846366,-0.0021976247206349146,0.004953537579212787,0.414,24,17796,0.7330852944844675,0.7311369607393691,0.24668464823555855,logistic,size_large
++0.00036916848995746686,-0.0016865731492943803,0.0023949598908630746,0.66,24,21817,0.7263460159830831,0.7277604450102029,0.371865976073704,logistic,illiq_high
++0.0010669796978693103,-0.002087433772624112,0.004288332503913183,0.452,24,14864,0.7341654496257488,0.7326538415916731,0.2510091496232508,logistic,illiq_low
++0.0013168712643169343,-0.0012352279019266503,0.0040220487490479325,0.316,24,21545,0.7298781806383466,0.7287879640220505,0.28633093525179854,logistic,lev_high
++-0.0008696839844581747,-0.003163695624059462,0.0016711113755877576,0.442,24,16726,0.7577370530815632,0.7590281612509278,0.3415640320459165,logistic,lev_low
++-0.002361724636596604,-0.004137635311130308,-0.0006225092210293981,0.014,24,17786,0.7114932486351454,0.7130347497304699,0.376419655909142,logistic,loss_firms
++0.0031812892971945896,-0.0007068874470120843,0.007042137406997725,0.104,24,35881,0.7488887302075828,0.74754888719505,0.2843566232825172,logistic,profit_firms
++0.0013442563751678291,-0.0012757870850461119,0.004130774166061103,0.304,24,53667,0.7382734557770654,0.7383639675392957,0.3148676095179533,logistic,ex_covid
++-1.6738206376694144e-05,-0.0029582988675179596,0.003105845217812995,0.944,24,24829,0.7386535256201365,0.739346192365169,0.3134238189214225,logistic,after_close_release
++0.0035765246740562242,0.0007718998984970582,0.006594021443630254,0.022,24,22615,0.7393211740028497,0.7388594357526366,0.3157638735352642,logistic,before_open_release
++-0.0018161703229472392,-0.004098592641717764,0.0007371174995195157,0.11,24,9737,0.8026304309074065,0.8009476130579318,0.18629968162678442,logistic,sector_finance
++0.0020447588736778773,-0.0009307730930045605,0.0049974156817758466,0.202,24,43930,0.7148701653324755,0.7155648951050572,0.34336444343273387,logistic,sector_nonfinance
++0.0014273369342179397,-0.0011938824872864675,0.004168684065031854,0.282,24,51290,0.7393808003540047,0.7394547374713771,0.3113667381555859,logistic,window_clean
++-0.000448424261634942,-0.007095334580169443,0.004830050968226991,0.844,23,2377,0.7021422324552009,0.7034696937245662,0.3904080774084981,logistic,window_straddles_prev_release
++0.0012999175866867702,-0.001435598018810795,0.004009585104179861,0.324,24,10866,0.7285703038213077,0.7285522854362878,0.3162157187557519,logistic,dense_bars
++0.0013555127774863538,-0.0013259188895021893,0.004381124925962756,0.32,24,42801,0.7407564220582061,0.7410395407079784,0.31452536155697297,logistic,sparse_bars

added artifacts/evaluation/walkforward_by_year.csv +111 −0

++model,year,n,base_rate,logloss,brier,auc,pr_auc,cal_slope,cal_intercept
++B1,2016,5869,0.26409950587834385,0.5107558877820405,0.16857392797269125,0.735011240654572,0.500945467507721,1.2494497859491622,0.17147215601010907
++B1,2017,6102,0.26565060635857096,0.515611491178578,0.16984987578741495,0.7242822908046463,0.5043325024275267,0.9962751832192096,-0.09655294813007557
++B1,2018,6498,0.2574638350261619,0.49782738398321014,0.1620684057289185,0.7367705929901607,0.5301762060572242,1.151806049798447,0.07844457965220025
++B1,2019,6949,0.3030651892358613,0.5465763063348406,0.18408356157759398,0.7356598327071174,0.540784901697575,1.0988331628172792,0.31454201625674627
++B1,2020,7706,0.33376589670386714,0.6024767340585744,0.20618518930278837,0.6788542943363579,0.5160964458836128,0.7474082200333076,0.03744890103249872
++B1,2021,8354,0.28369643284654056,0.511079277653556,0.16676796746277409,0.7597299549854464,0.579236689252566,1.0268125241260633,-0.13302851060183005
++B1,2022,8375,0.39570149253731346,0.6152475147310402,0.21340596991995822,0.7235597168974242,0.6219483680636773,0.9266744757900103,0.3396100901442971
++B1,2023,8895,0.3163575042158516,0.5601827810819275,0.189119657394288,0.7209691201473779,0.5415731917207974,1.0499673353298749,0.14103955343545263
++B1,2024,9481,0.2984917202826706,0.5422263880543658,0.1802536554446686,0.7247052304364019,0.5466389151832708,0.9651729371351644,-0.1068225034601229
++B1,2025,10423,0.30413508586779237,0.5589796728615924,0.18556862696857168,0.7047669168550292,0.5412439268788232,0.8365497206824535,-0.1287194104038718
++B1,2026,8139,0.2948765204570586,0.5297051209510396,0.17357151703869136,0.7399549863506998,0.5787779218653628,1.0034404482412862,-0.07097283910558765
++B2,2016,5869,0.26409950587834385,0.5061372848724751,0.16649519964994075,0.7491283077773379,0.5175558563435104,1.0891508737213083,-0.17900645293518505
++B2,2017,6102,0.26565060635857096,0.5118384666004655,0.16850677151661628,0.7333403453693923,0.5117760294441798,0.9096302932822943,-0.08303306524652904
++B2,2018,6498,0.2574638350261619,0.4889617759488238,0.15882529067328943,0.7526015441839147,0.5447395077875092,1.0987797919488123,0.022716168876971324
++B2,2019,6949,0.3030651892358613,0.5339204100596248,0.17918954956028477,0.7501620200016512,0.5574327905029873,1.0415334280014856,0.19617164831062103
++B2,2020,7706,0.33376589670386714,0.5730779554075073,0.19410487206476798,0.7224774942883748,0.5568217098936943,0.8192434325602835,-0.22566663524676883
++B2,2021,8354,0.28369643284654056,0.5091112101500666,0.16606939356590983,0.7641341749588213,0.5801642345273731,0.9011888901780453,-0.23827032594381806
++B2,2022,8375,0.39570149253731346,0.598907658373698,0.20624115140537266,0.7328752168624256,0.6314960225553641,0.8473910679772697,0.14597334393767572
++B2,2023,8895,0.3163575042158516,0.5603535916071419,0.18942171485310716,0.7212981302990065,0.538053885980415,0.9474694199650215,0.05608864370908161
++B2,2024,9481,0.2984917202826706,0.5386072373839011,0.1788100009958134,0.7301175253010653,0.5521657292139104,0.9023838503639865,-0.11816374341786247
++B2,2025,10423,0.30413508586779237,0.5525861399478742,0.18260153540178214,0.7196697026488766,0.5546679232823021,0.8146518694367658,-0.19990251426893627
++B2,2026,8139,0.2948765204570586,0.5261468831876263,0.17246425129775692,0.7453429023639426,0.5835264216003684,0.9404618795592531,-0.1940382365781069
++B3,2016,5869,0.26409950587834385,0.5081988803149804,0.16730723637442727,0.7467942848180209,0.5136020084012757,1.1164444181627011,-0.16935803106347888
++B3,2017,6102,0.26565060635857096,0.5122862366447415,0.1689442311441444,0.7316043157613453,0.5088501811471627,0.9411193627467724,-0.025284309811516487
++B3,2018,6498,0.2574638350261619,0.4899925734985685,0.15942120149163302,0.7511695969822447,0.5409746937446059,1.1185530662835037,0.034839989279066425
++B3,2019,6949,0.3030651892358613,0.5346427798892879,0.1797085708710976,0.749303436549634,0.5554527166566062,1.0519884810815143,0.2243196692535214
++B3,2020,7706,0.33376589670386714,0.5698333366361298,0.19294063433126368,0.7241026796019098,0.5583745413311701,0.8645133967131213,-0.1388346653200449
++B3,2021,8354,0.28369643284654056,0.5097397091839849,0.16668121756180795,0.761907280173289,0.5766816377757611,0.9009776210787754,-0.22505350016370224
++B3,2022,8375,0.39570149253731346,0.6057869548654603,0.2092255352779668,0.7305117756490909,0.6264055650298297,0.8234656422213801,0.19069762051913117
++B3,2023,8895,0.3163575042158516,0.5606493228105808,0.18961113075536207,0.7210900299171327,0.5376241915727957,0.9561283812172608,0.07410227693683635
++B3,2024,9481,0.2984917202826706,0.5373605437193341,0.17841998957305333,0.7316432131409873,0.5539006631587993,0.9256428960015787,-0.11156583008598947
++B3,2025,10423,0.30413508586779237,0.5523120548900713,0.18278896022806793,0.7191179022625687,0.5536627546840526,0.8269883054283403,-0.20205314857004586
++B3,2026,8139,0.2948765204570586,0.5267004514685595,0.1728429571840143,0.7451093396062032,0.5818929766067689,0.9536751469752843,-0.19566797556495275
++B4,2016,5869,0.26409950587834385,0.5079595192104265,0.16722762200962063,0.7467155628916489,0.512858340773541,1.1292665176390118,-0.1438890496449904
++B4,2017,6102,0.26565060635857096,0.511275047254441,0.16859313578092977,0.7343264817756128,0.510380940181179,0.9544772796882395,-0.006835702929932241
++B4,2018,6498,0.2574638350261619,0.4900401760951168,0.1593814524160958,0.7518261693647043,0.5416340176548702,1.1276656383290296,0.028244073744020902
++B4,2019,6949,0.3030651892358613,0.5351572338714855,0.17995712794255708,0.748617118842186,0.5541762661133327,1.0512946260700182,0.22479593462908698
++B4,2020,7706,0.33376589670386714,0.5682056905682068,0.1922562655073426,0.7255202864930591,0.5614994416278585,0.8854232866774625,-0.11913249989678482
++B4,2021,8354,0.28369643284654056,0.5093906961267861,0.16657029589692907,0.7625525310814774,0.5770472208942766,0.9006134933528119,-0.22473750709353374
++B4,2022,8375,0.39570149253731346,0.6065899769206533,0.2095903482906605,0.7308503725878024,0.6253968592199142,0.8151361111453854,0.18940513466924133
++B4,2023,8895,0.3163575042158516,0.5602700125953904,0.18945795306238508,0.7216184915159211,0.5376985155639172,0.9550184901672856,0.06608171939498975
++B4,2024,9481,0.2984917202826706,0.5378146726019226,0.17853840887859349,0.7313404876016943,0.5533658117631074,0.9246292081621896,-0.11295041249477655
++B4,2025,10423,0.30413508586779237,0.551754894217024,0.18251392983274944,0.7197079768145542,0.5544930441953799,0.8326060258918117,-0.17560896313486163
++B4,2026,8139,0.2948765204570586,0.5254872090644498,0.17238867802460614,0.7465255996979729,0.584077747131819,0.9533077589854101,-0.19956176949987478
++B5,2016,5869,0.26409950587834385,0.5071381505268494,0.1670658372378787,0.7443500212862894,0.5118877465549577,1.1180876051018132,-0.11089445276072303
++B5,2017,6102,0.26565060635857096,0.5112549595435559,0.16861062488311676,0.7330754666250716,0.5105315110229655,0.9525893692514084,-0.008032896917874881
++B5,2018,6498,0.2574638350261619,0.490400378674154,0.1596049133199821,0.7509337264508856,0.5397159471365058,1.1190654622374352,0.03537552878898175
++B5,2019,6949,0.3030651892358613,0.5359110193517617,0.18036518305584287,0.7490379296422383,0.5546469941305352,1.0506966641429272,0.2562262551168684
++B5,2020,7706,0.33376589670386714,0.5694951239886773,0.19284695820533224,0.72331947053795,0.5592213848026653,0.8726797305530075,-0.12356503859381981
++B5,2021,8354,0.28369643284654056,0.5091438645265538,0.1664751893135511,0.7626484972585121,0.5772520680496539,0.9049340126409702,-0.21487875212869154
++B5,2022,8375,0.39570149253731346,0.6088328820736741,0.21060912432769802,0.7299365960985095,0.6238969104134093,0.8084004788723906,0.20116519760698143
++B5,2023,8895,0.3163575042158516,0.560124122510178,0.18939822488368127,0.7212898904355288,0.5373020005870551,0.9500410050181813,0.04864049179341925
++B5,2024,9481,0.2984917202826706,0.5377095692447663,0.17849763556323614,0.7312078791520497,0.553871929301852,0.9247412449175332,-0.127359112019572
++B5,2025,10423,0.30413508586779237,0.5515383530272056,0.18246373583969716,0.7200261308167489,0.5545498320002503,0.8320523720174545,-0.18040478191642179
++B5,2026,8139,0.2948765204570586,0.524717599905583,0.17208567866974434,0.7475604780159145,0.5844645080688976,0.9524869021628692,-0.18330152463505608
++LB1,2016,5869,0.26409950587834385,0.463750843768185,0.15078534146651834,0.7943344113407375,0.5899605253856136,1.1480899727946878,0.06289329913914901
++LB1,2017,6102,0.26565060635857096,0.47048561420848534,0.1542726949301321,0.7863156812209093,0.592320670904905,0.9246776814733078,-0.23619125535303323
++LB1,2018,6498,0.2574638350261619,0.4481826617860109,0.14512190197095592,0.7999266621036951,0.6158574538755053,0.999377410418621,-0.08005335645543185
++LB1,2019,6949,0.3030651892358613,0.4898164245564902,0.16287293068085534,0.7988073366970745,0.6255850569070408,1.0548396365961399,0.2332926186209926
++LB1,2020,7706,0.33376589670386714,0.5697384670261423,0.19257559662811571,0.731202906734053,0.5877365961315191,0.7916043894116096,0.1528572528184177
++LB1,2021,8354,0.28369643284654056,0.4605835347907528,0.15032181578339096,0.8147089143482479,0.649922657055661,1.1273058453646974,-0.12327628803732309
++LB1,2022,8375,0.39570149253731346,0.525362609517756,0.17666468544114217,0.8016323961728469,0.7238509219069624,1.0038193676593394,0.15776183728866658
++LB1,2023,8895,0.3163575042158516,0.4875018587298464,0.161069716523985,0.8092428944618416,0.6668808144985827,1.1691072720997258,0.2957071144848521
++LB1,2024,9481,0.2984917202826706,0.48348621330718916,0.1589454787778493,0.7966141280064689,0.6414063843555613,1.0492018778854555,-0.0608083949439946
++LB1,2025,10423,0.30413508586779237,0.4958151078776117,0.16403749077157398,0.7859278070947255,0.6328585308142008,0.9728824808433969,-0.09592334463036893
++LB1,2026,8139,0.2948765204570586,0.47610195830117674,0.1559131213081163,0.8001269820526224,0.6513863569776001,1.0489679042839635,-0.06462757578674408
++LB2,2016,5869,0.26409950587834385,0.46772487640933025,0.15166385556251774,0.7956209994846477,0.5937536436308037,1.1939719044847008,-0.11088242546170822
++LB2,2017,6102,0.26565060635857096,0.46498926486543046,0.15211626003668927,0.7895216226548973,0.5959695346536691,0.9499274186904962,-0.10204012834897709
++LB2,2018,6498,0.2574638350261619,0.44856137322642675,0.14561249470530904,0.7999627116439396,0.6134591306349646,0.9923787398767125,-0.06692079519558435
++LB2,2019,6949,0.3030651892358613,0.48398919925919137,0.1607729606838302,0.8028690629351376,0.6316728035128001,1.071630558525088,0.16489262471772576
++LB2,2020,7706,0.33376589670386714,0.5367171463426734,0.18134128317880419,0.7591394333268103,0.6119948864509284,0.9869289125590358,0.06773388126847589
++LB2,2021,8354,0.28369643284654056,0.4562638924980439,0.14875656845178223,0.8198146534217831,0.6553931785401278,1.1062536940671093,-0.14333609594358113
++LB2,2022,8375,0.39570149253731346,0.5152766994812709,0.17224977953299278,0.8093128646445771,0.7375170345898457,1.075504377855331,-0.001521129667699554
++LB2,2023,8895,0.3163575042158516,0.48877689150138415,0.1614494259877658,0.8059214697765898,0.6650792041751482,1.1489790938228281,0.24419539492872236
++LB2,2024,9481,0.2984917202826706,0.4800924241443243,0.1576244294723488,0.7995436802988791,0.6461100141126097,1.0375518523783103,-0.029372878781215635
++LB2,2025,10423,0.30413508586779237,0.4966141640245345,0.16455195037439663,0.7872477438901601,0.6303711799685108,0.9742698872584579,-0.15857384905763242
++LB2,2026,8139,0.2948765204570586,0.47815689657740157,0.15680064356446405,0.8007653046407619,0.6481770735979568,1.0475021680356924,-0.1476060988664519
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++LB3,2017,6102,0.26565060635857096,0.4657599243212095,0.1522347223015933,0.7891444044847111,0.5940346455200646,0.9834810266923084,-0.09388848918749242
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added artifacts/evaluation/walkforward_contrasts.csv +25 −0

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added artifacts/manifests/bars_manifest.jsonl +11543 −0

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++{"consumed": true, "dataset_id": "market_bars.stock.1m.raw", "event": "features_written", "symbol": "ST"}

Diff truncated — file too large.

spb/wp39_uqo

WP39 v1.0: full pipeline run (phases 2-7), results, figures, manuscript PDF, referee reports

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