spb/wp41_uqo

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

added .gitignore +54 −0

		@@ -0,0 +1,54 @@
	1	+# Raw & processed data — never committed (see data/raw/README.md for provenance)
	2	+data/raw/*
	3	+!data/raw/README.md
	4	+data/processed/*
	5	+!data/processed/.gitkeep
	6	+
	7	+# Python
	8	+__pycache__/
	9	+*.pyc
	10	+.pytest_cache/
	11	+.venv/
	12	+*.egg-info/
	13	+
	14	+# LaTeX build artifacts (paper/main.pdf IS committed)
	15	+paper/*.aux
	16	+paper/*.log
	17	+paper/*.out
	18	+paper/*.toc
	19	+paper/*.lof
	20	+paper/*.lot
	21	+paper/*.fls
	22	+paper/*.fdb_latexmk
	23	+paper/*.bbl
	24	+paper/*.blg
	25	+paper/*.spl
	26	+paper/*.synctex.gz
	27	+paper/*.run.xml
	28	+paper/*.bcf
	29	+
	30	+# Logs
	31	+logs/
	32	+*.log
	33	+
	34	+# macOS
	35	+.DS_Store
	36	+
	37	+# WP41 additions — proprietary bars and heavy artifacts never committed
	38	+data/cache/
	39	+data/bars/
	40	+results/checkpoints/
	41	+results/preds/
	42	+results/logs/*.jsonl
	43	+*.parquet
	44	+!data/synthetic/*.parquet
	45	+*.pt
	46	+*.ckpt
	47	+results/metrics/**/origins_*.csv
	48	+results/metrics/**/pred_*.npz
	49	+results/metrics/**/per_origin_*.npz
	50	+results/metrics/**/last.pt
	51	+results/metrics/**/best.pt
	52	+results/metrics/synthetic_ci/
	53	+data/synthetic/cache/
	54	+paper/figures/fig_synthetic_*

added CLAUDE.md +56 −0

		@@ -0,0 +1,56 @@
	1	+# CLAUDE.md — UQO Research WP41
	2	+
	3	+## CHRONOS-X: Universal Intraday Representation Learning for Probabilistic Financial Forecasting
	4	+
	5	+**Project ID:** `wp41_uqo` · **Institution:** Université du Québec en Outaouais (UQO) · **PI:** Simon-Pierre Boucher
	6	+**Language:** English · **Primary data:** FinData OS, `https://findata.spboucher.ai/api/v1` (FirstRate Data, private license)
	7	+**Status:** research hypotheses, not established findings. Built autonomously on 2026-11-02 under the owner's brief
	8	+(the owner's original brief is the authoritative text; this file condenses it and records the decisions taken).
	9	+
	10	+## Mission and hard rules
	11	+Build, test, benchmark, document and publish a reproducible research software package and a LaTeX working paper on one
	12	+question: can a compact, transferable, multi-resolution model learn minute-level structure and improve *calibrated*
	13	+forecasts of the next 5, 15, 30 and 60 minutes? Rules:
	14	+1. Never promise positive results, trading profits, novelty or journal acceptance. Null findings are reported.
	15	+2. Preserve every other working paper and production system in `Recherche-UQO/` and on the cluster. This directory is
	16	+ its own git repository (`origin = gitsrv:srv/git/wp41_uqo.git`).
	17	+3. No fake experiments, invented figures, invented citations or untested code. Every phase ends with
	18	+ `docs/PHASE_N_REPORT.md` (commands, artifacts, test counts, coverage, hardware, wall-clock, memory, blockers, go/no-go).
	19	+4. FinData OS is the mandatory primary source. Finnhub (or any other vendor) is optional, separate and unused unless its
	20	+ credentials, terms and history are verified and documented. Never log credentials; never commit secrets.
	21	+5. FirstRate Data private-use license: no raw bars in git, logs, figures, the manuscript or any release. Release code,
	22	+ aggregate results and synthetic fixtures only (`docs/LICENSE.md`).
	23	+6. Read `API.md`, `DATA_DICTIONARY.md`, `DISCOVERY.md` (FinData repo) and the live OpenAPI before any ingestion.
	24	+7. Do not proceed past a failed leakage, numerical or provenance gate.
	25	+
	26	+## Hypotheses (falsifiable)
	27	+H1 multi-resolution history beats equal-budget 1m-only models on probabilistic scores · H2 pooled training transfers
	28	+to unseen instruments better than matched baselines · H3 history-only regime conditioning improves calibration during
	29	+regime shifts · H4 a coherent joint-path decoder improves path-level scores over independent minute marginals ·
	30	+H5 (exploratory) incremental economic information after realistic costs.
	31	+
	32	+## Data conventions (verified against the live API on 2026-11-02, see docs/PHASE_0_REPORT.md)
	33	+- `timestamp_utc` = bar OPEN; the 09:30 bar is complete at 09:31. Regular XNYS session 09:30–16:00 ET: 391 bars on a
	34	+ normal day (390 + the 16:00 closing print), 211 on a 13:00 early close. Extended hours 04:00–20:00 ET are separate.
	35	+- Zero-volume minutes are absent at the source: never forward-fill silently; missingness is a feature and a mask.
	36	+- Stored bars are raw; splits are applied explicitly (`adjustment=split`); dividends are not applied to intraday
	37	+ returns (window-dependent artifact). Corporate-action policy is in `docs/DATA_CARD.md`.
	38	+- At origin t only completed bars are used; targets are log returns of completed future bars; origins whose horizon
	39	+ crosses the close are excluded for regular-hours models.
	40	+
	41	+## Where things are
	42	+| Item | Location |
	43	+|---|---|
	44	+| Configs | `configs/{pilot,main,ablations,baselines,final}.yaml` |
	45	+| Code | `src/chronos_x/{data,models,train,eval,baselines,inference}` |
	46	+| Scripts | `scripts/{audit_api,build_universe,download_pilot,train_pilot,train_main,evaluate,benchmark}.py` |
	47	+| Tests | `tests/{unit,integration,leakage,synthetic,numerical}` (`pytest`; live tests need `WP41_LIVE=1`) |
	48	+| Manifests / synthetic data | `data/manifests`, `data/synthetic` (never proprietary bars) |
	49	+| Results | `results/{tables,figures,metrics,logs}` |
	50	+| Paper | `paper/main.tex`, `sections/`, `figures/`, `tables/`, `appendix/`, `references.bib` |
	51	+| Docs | `docs/{DATA_CARD,MODEL_CARD,REPRODUCIBILITY,LICENSE,OPERATIONS}.md`, `docs/PHASE_N_REPORT.md` |
	52	+
	53	+## Compute
	54	+Compute node **M3U96b** (Mac Studio M3 Ultra, 28 CPU cores, 60 GPU cores, 96 GB) — `~/wp41_uqo`, venv `.venv`
	55	+(Python 3.12, PyTorch MPS). Data over the LAN from M3U96a (`FINDATA_BASE_URL=http://192.168.2.80:8600/api/v1`),
	56	+bars cache `~/wp41-cache` (outside git). Laptop = mirror and LaTeX build. See `docs/OPERATIONS.md`.

added Makefile +16 −0

		@@ -0,0 +1,16 @@
	1	+.PHONY: install test test-live pilot paper lint
	2	+PY ?= .venv/bin/python
	3	+install:
	4	+ uv venv -p 3.12 .venv && uv pip install -p $(PY) -e ".[dev]"
	5	+test:
	6	+ $(PY) -m pytest -q
	7	+test-live:
	8	+ WP41_LIVE=1 $(PY) -m pytest -q -m live
	9	+lint:
	10	+ $(PY) -m ruff check src tests scripts
	11	+pilot:
	12	+ $(PY) scripts/audit_api.py && $(PY) scripts/build_universe.py --config configs/pilot.yaml && \
	13	+ $(PY) scripts/download_pilot.py --config configs/pilot.yaml && $(PY) scripts/train_pilot.py --config configs/pilot.yaml && \
	14	+ $(PY) scripts/evaluate.py --config configs/pilot.yaml
	15	+paper:
	16	+ $(MAKE) -C paper

added README.md +0 −0

added configs/ablations.yaml +27 −0

		@@ -0,0 +1,27 @@
	1	+name: ablations
	2	+description: Essential ablations at the Small scale on the main sample (development test 2024); every variant and its reference (mrpt_small_b4k) get the same 4,000-step budget and seed.
	3	+paths: {cache: ~/wp41-cache}
	4	+universe: {manifest: data/manifests/universe_main.json, symbols_from: all}
	5	+data: {dataset_stock: market_bars.stock.1m.raw, dataset_etf: market_bars.etf.1m.raw, start: "2018-01-02", end: "2025-12-31", warmup_sessions: 21}
	6	+windows: {L_A: 390, L_B: 390, L_C: 260, H: 60, m_min: 30, min_future_present: 0.8}
	7	+splits: {train_end: "2022-12-31", val_end: "2023-12-31", test_end: "2024-12-31", final_end: "2025-12-31", embargo_sessions: 1}
	8	+train: {model: small, batch_size: 64, max_steps: 4000, lr: 3.0e-4, warmup_steps: 200, weight_decay: 0.01, grad_clip: 1.0, eval_every: 500, patience: 4, origins_per_session: 2, seed: 1, num_workers: 10, eval_batch_size: 256, val_max_batches: 60}
	9	+eval: {stride: 15, horizons: [5, 15, 30, 60], n_samples: 200}
	10	+baselines: [naive]
	11	+reference: naive_rw
	12	+models:
	13	+ - {name: mrpt_small_b4k, preset: small, kwargs: {}, feature_set: full}
	14	+ - {name: mrpt_small_1m_only_b4k, preset: small, kwargs: {branches: [A]}, feature_set: full}
	15	+ - {name: mrpt_small_1m_5m, preset: small, kwargs: {branches: [A, B]}, feature_set: full}
	16	+ - {name: mrpt_small_cross, preset: small, kwargs: {fusion: cross}, feature_set: full}
	17	+ - {name: mrpt_small_gaussian, preset: small, kwargs: {head: gaussian}, feature_set: full}
	18	+ - {name: mrpt_small_noregime, preset: small, kwargs: {regime: none}, feature_set: full}
	19	+ - {name: mrpt_small_learnedregime, preset: small, kwargs: {regime: learned}, feature_set: full}
	20	+ - {name: mrpt_small_returns_only, preset: small, kwargs: {}, feature_set: returns_only}
	21	+ - {name: mrpt_small_time_only, preset: small, kwargs: {}, feature_set: time_only}
	22	+ - {name: mrpt_small_ohlcv, preset: small, kwargs: {}, feature_set: ohlcv}
	23	+ - {name: mrpt_small_shuffled, preset: small, kwargs: {}, feature_set: full, shuffle_minutes: true, shuffle_minutes_eval: true}
	24	+ - {name: mrpt_small_ticker, preset: small, kwargs: {ticker_embedding: true}, feature_set: full}
	25	+ - {name: mrpt_small_seed2, preset: small, kwargs: {}, feature_set: full, seed: 2}
	26	+ - {name: mrpt_small_seed3, preset: small, kwargs: {}, feature_set: full, seed: 3}
	27	+ - {name: mrpt_small_copula, preset: small, kwargs: {copula_rank: 4}, feature_set: full, keep_paths: true, copula_steps: 600}

added configs/baselines.yaml +13 −0

		@@ -0,0 +1,13 @@
	1	+name: baselines
	2	+description: Baseline specifications (matched information set = completed bars at the origin; tuned on the training/validation periods only).
	3	+naive_rw: {window: 390, distribution: gaussian}
	4	+seasonal_vol: {n_days: 20, level_adjustment: trailing-30-min RV ratio clipped to [0.25, 4]}
	5	+ewma: {lambda: 0.97, nu: 5, history_days: 3}
	6	+har_rv: {regressors: [log RV 30 min, log RV 390 min, log RV 5 days, time of day, time of day squared, log H], fit: OLS on training origins per horizon, nu: method of moments on standardised training residuals, clipped [2.5, 50]}
	7	+garch_t: {model: GARCH(1,1) Student-t on 5-minute training returns per instrument (arch 8), forecast: analytic term structure over ceil(H/5) steps, filter: last 400 five-minute returns}
	8	+ridge: {alpha: 1.0, features: 19 origin features (src/chronos_x/baselines/trees.py), targets: scaled cumulative return and log scaled RV}
	9	+elastic_net: {alpha: 1.0e-3, l1_ratio: 0.5}
	10	+lightgbm: {n_estimators: 400, learning_rate: 0.03, num_leaves: 31, subsample: 0.8, colsample_bytree: 0.8}
	11	+mlp: {inputs: last 60 one-minute bars + global features, hidden: 256x2, head: Student-t, loss: masked NLL}
	12	+tcn: {channels: 96, blocks: 6 dilated causal, kernel: 3, head: Student-t, loss: masked NLL}
	13	+not_run: {chronos_timesfm: "pretrained foundation models not evaluated: weights are not available offline on the compute node, their tokenisation assumes univariate real-valued series without missingness masks and their licenses/terms were not reviewed within this project (docs/MODEL_CARD.md)", egarch: "simulation-based multi-step forecasts too slow for 2M evaluation origins; GARCH(1,1)-t is reported", patchtst_itransformer: "the 1m-only MRPT variant is the equal-parameter patch-transformer baseline; iTransformer not implemented"}

added configs/feasibility.yaml +14 −0

		@@ -0,0 +1,14 @@
	1	+name: feasibility
	2	+description: 50 instruments x 2 years (2021-2022, train period) to measure throughput, convergence and memory before freezing the main protocol.
	3	+paths: {cache: ~/wp41-cache}
	4	+universe: {manifest: data/manifests/universe_main.json, symbols_from: feasibility}
	5	+data: {dataset_stock: market_bars.stock.1m.raw, dataset_etf: market_bars.etf.1m.raw, start: "2020-12-01", end: "2022-12-30", warmup_sessions: 21}
	6	+windows: {L_A: 390, L_B: 390, L_C: 260, H: 60, m_min: 30, min_future_present: 0.8}
	7	+splits: {train_end: "2022-06-30", val_end: "2022-09-30", test_end: "2022-12-30", embargo_sessions: 1}
	8	+train: {model: small, batch_size: 64, max_steps: 3000, lr: 3.0e-4, warmup_steps: 200, weight_decay: 0.01, grad_clip: 1.0, eval_every: 500, patience: 4, origins_per_session: 4, seed: 1, num_workers: 8, eval_batch_size: 256}
	9	+eval: {stride: 10, horizons: [5, 15, 30, 60], n_samples: 256}
	10	+baselines: [naive, har, garch, trees]
	11	+reference: naive_rw
	12	+models:
	13	+ - {name: mrpt_small, preset: small, kwargs: {}, feature_set: full}
	14	+ - {name: mrpt_spec, preset: spec, kwargs: {}, feature_set: full}

added configs/final.yaml +17 −0

		@@ -0,0 +1,17 @@
	1	+name: final
	2	+description: Untouched final chronological test (2025) and held-out instruments; models and baselines re-used from the main study without any re-tuning. Run once.
	3	+paths: {cache: ~/wp41-cache}
	4	+universe: {manifest: data/manifests/universe_main.json, symbols_from: all}
	5	+data: {dataset_stock: market_bars.stock.1m.raw, dataset_etf: market_bars.etf.1m.raw, start: "2018-01-02", end: "2025-12-31", warmup_sessions: 21}
	6	+windows: {L_A: 390, L_B: 390, L_C: 260, H: 60, m_min: 30, min_future_present: 0.8}
	7	+splits: {train_end: "2022-12-31", val_end: "2023-12-31", test_end: "2024-12-31", final_end: "2025-12-31", embargo_sessions: 1}
	8	+train: {model: small, batch_size: 64, max_steps: 12000, lr: 3.0e-4, warmup_steps: 400, weight_decay: 0.01, grad_clip: 1.0, eval_every: 1000, patience: 4, origins_per_session: 2, seed: 1, num_workers: 10, eval_batch_size: 256, val_max_batches: 60}
	9	+eval: {stride: 15, horizons: [5, 15, 30, 60], n_samples: 200}
	10	+baselines: [naive, har, garch, trees]
	11	+reference: naive_rw
	12	+models:
	13	+ - {name: mrpt_small, preset: small, kwargs: {}, feature_set: full}
	14	+ - {name: mrpt_small_1m_only, preset: small, kwargs: {branches: [A]}, feature_set: full}
	15	+ - {name: mrpt_base, preset: base, kwargs: {}, feature_set: full}
	16	+ - {name: tcn, kind: tcn}
	17	+ - {name: mlp, kind: mlp}

added configs/main.yaml +17 −0

		@@ -0,0 +1,17 @@
	1	+name: main
	2	+description: Main study. 240 pooled instruments (60 held out) x 2018-2025; train 2018-2022, validation 2023, development test 2024, untouched final test 2025 (configs/final.yaml).
	3	+paths: {cache: ~/wp41-cache}
	4	+universe: {manifest: data/manifests/universe_main.json, symbols_from: all}
	5	+data: {dataset_stock: market_bars.stock.1m.raw, dataset_etf: market_bars.etf.1m.raw, start: "2018-01-02", end: "2025-12-31", warmup_sessions: 21}
	6	+windows: {L_A: 390, L_B: 390, L_C: 260, H: 60, m_min: 30, min_future_present: 0.8}
	7	+splits: {train_end: "2022-12-31", val_end: "2023-12-31", test_end: "2024-12-31", final_end: "2025-12-31", embargo_sessions: 1}
	8	+train: {model: small, batch_size: 64, max_steps: 12000, lr: 3.0e-4, warmup_steps: 400, weight_decay: 0.01, grad_clip: 1.0, eval_every: 1000, patience: 4, origins_per_session: 2, seed: 1, num_workers: 10, eval_batch_size: 256, val_max_batches: 60}
	9	+eval: {stride: 15, horizons: [5, 15, 30, 60], n_samples: 200}
	10	+baselines: [naive, har, garch, trees]
	11	+reference: naive_rw
	12	+models:
	13	+ - {name: mrpt_small, preset: small, kwargs: {}, feature_set: full}
	14	+ - {name: mrpt_small_1m_only, preset: small, kwargs: {branches: [A]}, feature_set: full}
	15	+ - {name: mrpt_base, preset: base, kwargs: {}, feature_set: full}
	16	+ - {name: tcn, kind: tcn}
	17	+ - {name: mlp, kind: mlp}

added configs/pilot.yaml +56 −0

		@@ -0,0 +1,56 @@
	1	+name: pilot
	2	+description: 20 instruments x 3 months (train-period slice) to validate download -> features -> model -> evaluation -> LaTeX.
	3	+paths:
	4	+ cache: ~/wp41-cache
	5	+universe:
	6	+ manifest: data/manifests/universe_main.json
	7	+ n_pilot: 20
	8	+ pilot_seed: 41
	9	+data:
	10	+ dataset_stock: market_bars.stock.1m.raw
	11	+ dataset_etf: market_bars.etf.1m.raw
	12	+ start: "2022-09-01" # 1 month of warm-up history before the first origin
	13	+ end: "2022-12-30"
	14	+ warmup_sessions: 21
	15	+windows:
	16	+ L_A: 390
	17	+ L_B: 390
	18	+ L_C: 260
	19	+ H: 60
	20	+ m_min: 30
	21	+ min_future_present: 0.8
	22	+splits: # pilot-only chronological split inside the slice (sessions)
	23	+ train_end: "2022-11-30"
	24	+ val_end: "2022-12-15"
	25	+ test_end: "2022-12-30"
	26	+train:
	27	+ model: small
	28	+ batch_size: 64
	29	+ max_steps: 600
	30	+ lr: 3.0e-4
	31	+ warmup_steps: 50
	32	+ weight_decay: 0.01
	33	+ grad_clip: 1.0
	34	+ eval_every: 100
	35	+ origins_per_session: 6
	36	+ seed: 1
	37	+ num_workers: 4
	38	+eval:
	39	+ stride: 10
	40	+ horizons: [5, 15, 30, 60]
	41	+ n_samples: 256
	42	+baselines: [naive, har, garch, trees]
	43	+reference: naive_rw
	44	+models:
	45	+ - name: mrpt_small
	46	+ preset: small
	47	+ kwargs: {}
	48	+ feature_set: full
	49	+ - name: mrpt_small_1m_only
	50	+ preset: small
	51	+ kwargs: {branches: [A]}
	52	+ feature_set: full
	53	+ - name: tcn
	54	+ kind: tcn
	55	+ - name: mlp
	56	+ kind: mlp

added configs/synthetic_smoke.yaml +15 −0

		@@ -0,0 +1,15 @@
	1	+name: synthetic_smoke
	2	+description: License-free end-to-end smoke run on synthetic bars (release example, CI).
	3	+paths: {cache: data/synthetic/cache}
	4	+universe: {manifest: data/manifests/universe_synthetic.json, symbols_from: pilot}
	5	+data: {dataset_stock: synthetic, dataset_etf: synthetic, start: "2024-01-02", end: "2024-05-31", warmup_sessions: 21}
	6	+windows: {L_A: 390, L_B: 390, L_C: 260, H: 60, m_min: 30, min_future_present: 0.8}
	7	+splits: {train_end: "2024-04-05", val_end: "2024-04-30", test_end: "2024-05-31", embargo_sessions: 1}
	8	+train: {model: tiny, batch_size: 32, max_steps: 60, lr: 1.0e-3, warmup_steps: 10, weight_decay: 0.01, grad_clip: 1.0, eval_every: 30, patience: 3, origins_per_session: 3, seed: 1, num_workers: 2, eval_batch_size: 64}
	9	+eval: {stride: 30, horizons: [5, 15, 30, 60], n_samples: 64}
	10	+baselines: [naive, har, garch, trees]
	11	+reference: naive_rw
	12	+models:
	13	+ - {name: mrpt_tiny, preset: tiny, kwargs: {}, feature_set: full}
	14	+ - {name: mrpt_tiny_copula, preset: tiny, kwargs: {copula_rank: 2}, feature_set: full, keep_paths: true, copula_steps: 40}
	15	+ - {name: mlp, kind: mlp}

added data/manifests/candidates_main_v2.csv +1153 −0

		@@ -0,0 +1,1153 @@
	1	+instrument_id,symbol,asset_class,status,first_date,last_date,currency,adv_usd,daily_vol,n_days,last_close,coverage,sessions_present,base_symbol,delisted,group,adv_tercile,vol_tercile,stratum
	2	+firstrate:stock:A,A,stock,active,2000-01-04,2026-10-30,USD,120875821.55,0.010581713927591852,20,66.97,0.9690016746538418,2011.0,A,False,manufacturing,mid,mid,stock|mid|mid
	3	+firstrate:stock:AA,AA,stock,active,2016-10-19,2026-10-30,USD,183347673.3,0.021783279018549973,20,53.87,0.9976835686050572,2011.0,AA,False,manufacturing,high,high,stock|high|high
	4	+firstrate:stock:AAL,AAL,stock,active,2013-12-10,2026-10-30,USD,204159226.4,0.010953064037498307,20,52.03,0.9994633098520795,2011.0,AAL,False,transport_utilities,high,mid,stock|high|mid
	5	+firstrate:stock:AAP,AAP,stock,active,2001-11-30,2026-10-30,USD,135004640.25,0.021627401808408674,20,99.69,0.9312529466740457,2011.0,AAP,False,retail,high,high,stock|high|high
	6	+firstrate:stock:AAPL,AAPL,stock,active,2000-01-04,2026-10-30,USD,4564219675.85,0.009705764806454287,20,169.23,0.9999287804543044,2011.0,AAPL,False,manufacturing,high,low,stock|high|low
	7	+firstrate:etf:AAXJ,AAXJ,etf,active,2008-08-15,2026-10-30,USD,105473682.9,0.008656438477777955,20,76.28,0.8451140091661171,2011.0,AAXJ,False,international,mid,mid,etf|mid|mid
	8	+firstrate:stock:ABBV,ABBV,stock,active,2013-01-03,2026-10-30,USD,414373265.85,0.008424377218566632,20,96.71,0.9981343022582954,2011.0,ABBV,False,manufacturing,high,low,stock|high|low
	9	+firstrate:stock:ABEV,ABEV,stock,active,2013-11-11,2026-10-30,USD,85990950.5,0.01299605344025486,20,6.46,0.9907762430810853,2011.0,ABEV,False,unknown,mid,mid,stock|mid|mid
	10	+firstrate:stock:ABR,ABR,stock,active,2004-05-07,2026-10-30,USD,5480776.9,0.007998511901462075,20,8.64,0.9303421670623814,2011.0,ABR,False,finance_insurance_realestate,low,low,stock|low|low
	11	+firstrate:stock:ABT,ABT,stock,active,2000-01-04,2026-10-30,USD,359920925.6,0.009252828786280592,20,57.07,0.9976410393976749,2011.0,ABT,False,manufacturing,high,low,stock|high|low
	12	+firstrate:stock:ACAD,ACAD,stock,active,2004-05-28,2026-10-30,USD,40973321.1,0.024005200179075814,20,30.11,0.9432770855433357,2010.0,ACAD,False,manufacturing,mid,high,stock|mid|high
	13	+firstrate:stock:ACGL,ACGL,stock,active,2000-05-10,2026-10-30,USD,40862901.4,0.009653335139779826,20,90.77,0.9481381872073625,2011.0,ACGL,False,finance_insurance_realestate,mid,low,stock|mid|low
	14	+firstrate:stock:ACH,ACH,stock,active,2000-01-04,2026-10-30,USD,24479334.2,0.019150450104611413,20,18.88,0.8515167704882212,2011.0,ACH,False,wholesale,low,high,stock|low|high
	15	+firstrate:stock:ACHC,ACHC,stock,active,2012-01-12,2026-10-30,USD,37543804.3,0.01582157411827272,20,32.63,0.8189708967317733,2011.0,ACHC,False,services,low,high,stock|low|high
	16	+firstrate:stock:ACM,ACM,stock,active,2007-05-11,2026-10-30,USD,32434881.55,0.010385814503571471,20,37.15,0.8682696738223766,2011.0,ACM,False,services,low,mid,stock|low|mid
	17	+firstrate:stock:ACN,ACN,stock,active,2009-09-02,2026-10-30,USD,309081592.25,0.006181530763698736,20,153.09,0.9901982955033843,2011.0,ACN,False,services,high,low,stock|high|low
	18	+firstrate:etf:ACWI,ACWI,etf,active,2008-03-28,2026-10-30,USD,177453972.25,0.004585801163074631,20,72.09,0.9817401065090235,2010.0,ACWI,False,broad_equity,high,mid,etf|high|mid
	19	+firstrate:etf:ACWX,ACWX,etf,active,2008-03-31,2026-10-30,USD,29250968.292499997,0.00524516912040102,20,49.95,0.8343067926949649,2010.0,ACWX,False,other,low,mid,etf|low|mid
	20	+firstrate:stock:ADBE,ADBE,stock,active,2000-01-04,2026-10-30,USD,566078240.5,0.01912955179028203,20,175.24,0.9947628198361695,2011.0,ADBE,False,services,high,high,stock|high|high
	21	+firstrate:stock:ADI,ADI,stock,active,2000-01-04,2026-10-30,USD,223572244.0,0.0065168440250225265,20,89.03,0.9951204846839672,2011.0,ADI,False,manufacturing,high,low,stock|high|low
	22	+firstrate:stock:ADM,ADM,stock,active,2000-01-04,2026-10-30,USD,131285358.95,0.013030504329606696,20,40.08,0.995278408119713,2011.0,ADM,False,manufacturing,high,mid,stock|high|mid
	23	+firstrate:stock:ADNT,ADNT,stock,active,2016-10-18,2026-10-30,USD,44451415.6,0.01093077585732069,20,78.7,0.894931195355039,2011.0,ADNT,False,manufacturing,mid,mid,stock|mid|mid
	24	+firstrate:stock:ADP,ADP,stock,active,2000-12-04,2026-10-30,USD,202603337.95,0.006402766804352732,20,117.19,0.9655902065795372,2011.0,ADP,False,services,high,low,stock|high|low
	25	+firstrate:stock:ADSK,ADSK,stock,active,2000-01-04,2026-10-30,USD,250290586.85,0.01155555492912125,20,104.83,0.9580171084947625,2011.0,ADSK,False,services,high,mid,stock|high|mid
	26	+firstrate:stock:AEE,AEE,stock,active,2000-01-04,2026-10-30,USD,86792114.35,0.010910140762741256,20,58.99,0.964279136474581,2011.0,AEE,False,transport_utilities,mid,mid,stock|mid|mid
	27	+firstrate:stock:AEG,AEG,stock,active,2000-01-04,2026-10-30,USD,8330980.05,0.006526144020301649,20,6.3,0.8023021175681724,2011.0,AEG,False,unknown,low,low,stock|low|low
	28	+firstrate:stock:AEM,AEM,stock,active,2000-01-04,2026-10-30,USD,59571574.65,0.012896067374300924,20,46.18,0.987463521606064,2011.0,AEM,False,mining,mid,mid,stock|mid|mid
	29	+firstrate:stock:AEO,AEO,stock,active,2005-12-22,2026-10-30,USD,97436627.0775,0.021658489362871257,20,18.8,0.9967142872237142,2011.0,AEO,False,retail,mid,high,stock|mid|high
	30	+firstrate:stock:AEP,AEP,stock,active,2000-01-04,2026-10-30,USD,176448039.45,0.007440351740331246,20,73.57,0.9962379673338919,2011.0,AEP,False,transport_utilities,high,low,stock|high|low
	31	+firstrate:stock:AER,AER,stock,active,2006-11-22,2026-10-30,USD,55573745.3,0.005828371094787329,20,52.61,0.9184681702786768,2011.0,AER,False,services,mid,low,stock|mid|low
	32	+firstrate:stock:AES,AES,stock,active,2000-01-04,2026-10-30,USD,71559208.9,0.011017363538222582,20,10.83,0.9971068928049579,2011.0,AES,False,transport_utilities,mid,mid,stock|mid|mid
	33	+firstrate:stock:AFL,AFL,stock,active,2000-01-04,2026-10-30,USD,141153026.55,0.005142757877409182,20,87.78,0.9944271067136109,2011.0,AFL,False,finance_insurance_realestate,high,low,stock|high|low
	34	+firstrate:stock:AG,AG,stock,active,2010-12-16,2026-10-30,USD,20725185.4,0.03872684799950987,20,6.74,0.9863881643289274,2011.0,AG,False,mining,low,high,stock|low|high
	35	+firstrate:stock:AGCO,AGCO,stock,active,2009-05-05,2026-10-30,USD,52899888.0,0.013141845541033974,20,71.43,0.8297389291925525,2011.0,AGCO,False,manufacturing,mid,mid,stock|mid|mid
	36	+firstrate:etf:AGG,AGG,etf,active,2003-09-29,2026-10-30,USD,318157401.85,0.0014941298384406009,20,109.33,0.996003176695518,2011.0,AGG,False,fixed_income,high,low,etf|high|low
	37	+firstrate:stock:AGI,AGI,stock,active,2015-07-07,2026-10-30,USD,12340609.6,0.02137928096595389,20,6.51,0.9618510357733501,2011.0,AGI,False,mining,low,high,stock|low|high
	38	+firstrate:stock:AGNC,AGNC,stock,active,2008-05-16,2026-10-30,USD,76570296.4,0.008078441635021756,20,20.19,0.9978125425250635,2011.0,AGNC,False,finance_insurance_realestate,mid,low,stock|mid|low
	39	+firstrate:stock:AIG,AIG,stock,active,2000-01-04,2026-10-30,USD,263864733.5,0.00931103502868599,20,59.58,0.9980053645025811,2011.0,AIG,False,finance_insurance_realestate,high,low,stock|high|low
	40	+firstrate:stock:AIV,AIV,stock,active,2009-07-21,2026-10-30,USD,41807763.59849999,0.007337360519193077,20,43.71,0.8763672566065245,2011.0,AIV,False,finance_insurance_realestate,mid,low,stock|mid|low
	41	+firstrate:stock:AJG,AJG,stock,active,2000-01-04,2026-10-30,USD,81840338.3,0.007523295392088342,20,63.28,0.8894086729000125,2011.0,AJG,False,finance_insurance_realestate,mid,low,stock|mid|low
	42	+firstrate:stock:AKAM,AKAM,stock,active,2000-01-04,2026-10-30,USD,201201525.45,0.03038727078910842,20,65.04,0.956337445898445,2011.0,AKAM,False,services,high,high,stock|high|high
	43	+firstrate:stock:AKR,AKR,stock,active,2000-01-04,2026-10-30,USD,17935524.25,0.011004282484922452,20,27.36,0.8046433817769494,2011.0,AKR,False,finance_insurance_realestate,low,mid,stock|low|mid
	44	+firstrate:stock:ALB,ALB,stock,active,2000-01-04,2026-10-30,USD,145386073.1,0.011527665994843778,20,127.89,0.9722575880535262,2011.0,ALB,False,manufacturing,high,mid,stock|high|mid
	45	+firstrate:stock:ALGN,ALGN,stock,active,2001-01-31,2026-10-30,USD,273668526.65,0.03406803987434949,20,222.19,0.8695465505892547,2011.0,ALGN,False,manufacturing,high,high,stock|high|high
	46	+firstrate:stock:ALK,ALK,stock,active,2000-01-04,2026-10-30,USD,117443990.55,0.013098819888911256,20,73.51,0.9826807337163449,2011.0,ALK,False,transport_utilities,mid,mid,stock|mid|mid
	47	+firstrate:stock:ALKS,ALKS,stock,active,2000-01-04,2026-10-30,USD,51663412.65,0.012941374453797755,20,54.73,0.9152712468666128,2009.0,ALKS,False,manufacturing,mid,mid,stock|mid|mid
	48	+firstrate:stock:ALL,ALL,stock,active,2000-01-04,2026-10-30,USD,173288332.35,0.0052322394198681885,20,104.71,0.9698907436355472,2011.0,ALL,False,finance_insurance_realestate,high,low,stock|high|low
	49	+firstrate:stock:ALLE,ALLE,stock,active,2013-11-19,2026-10-30,USD,57777652.35,0.010687147876882411,20,79.56,0.8446759149329298,2011.0,ALLE,False,services,mid,mid,stock|mid|mid
	50	+firstrate:stock:ALLY,ALLY,stock,active,2014-04-11,2026-10-30,USD,107917622.5,0.008337380343154906,20,29.16,0.9945652784185469,2011.0,ALLY,False,finance_insurance_realestate,mid,low,stock|mid|low
	51	+firstrate:stock:ALSN,ALSN,stock,active,2012-03-16,2026-10-30,USD,50226968.7,0.008668755599763312,20,43.07,0.8806954894828182,2011.0,ALSN,False,manufacturing,mid,low,stock|mid|low
	52	+firstrate:stock:ALV,ALV,stock,active,2000-01-04,2026-10-30,USD,60556704.75,0.012203653738391104,20,127.08,0.8150554973307106,2011.0,ALV,False,manufacturing,mid,mid,stock|mid|mid
	53	+firstrate:stock:AM,AM,stock,active,2017-05-04,2026-10-30,USD,18686873.122,0.01326245849466177,20,29.04,0.9462083340116649,2011.0,AM,False,transport_utilities,low,mid,stock|low|mid
	54	+firstrate:stock:AMAT,AMAT,stock,active,2000-01-04,2026-10-30,USD,620173612.85,0.018310090579329072,20,51.12,0.9997109689510205,2011.0,AMAT,False,manufacturing,high,high,stock|high|high
	55	+firstrate:stock:AMC,AMC,stock,active,2013-12-19,2026-10-30,USD,40738229.5,0.028077598471267142,20,15.1,0.9863824744803208,2011.0,AMC,False,services,low,high,stock|low|high
	56	+firstrate:stock:AMD,AMD,stock,active,2000-01-04,2026-10-30,USD,411408940.65,0.026645068639249536,20,10.28,0.9999287804543044,2011.0,AMD,False,manufacturing,high,high,stock|high|high
	57	+firstrate:stock:AME,AME,stock,active,2000-01-04,2026-10-30,USD,74043180.05,0.005270266049576695,20,72.47,0.9203932799247416,2011.0,AME,False,manufacturing,mid,low,stock|mid|low
	58	+firstrate:stock:AMGN,AMGN,stock,active,2000-01-04,2026-10-30,USD,483550349.45,0.007746018247210798,20,173.9,0.9896083775450341,2011.0,AMGN,False,manufacturing,high,low,stock|high|low
	59	+firstrate:stock:AMH,AMH,stock,active,2013-08-02,2026-10-30,USD,32924449.2,0.008297732440242586,20,21.84,0.970355593417426,2011.0,AMH,False,finance_insurance_realestate,low,low,stock|low|low
	60	+firstrate:stock:AMKR,AMKR,stock,active,2000-01-04,2026-10-30,USD,7964820.2,0.016465422783498964,20,10.05,0.9134099491137672,2011.0,AMKR,False,manufacturing,low,high,stock|low|high
	61	+firstrate:etf:AMLP,AMLP,etf,active,2010-08-25,2026-10-30,USD,218464395.8,0.010451158520815362,20,10.79,0.9820482925779944,2011.0,AMLP,False,other,high,high,etf|high|high
	62	+firstrate:stock:AMP,AMP,stock,active,2005-10-04,2026-10-30,USD,131383257.75,0.009982598651697773,20,169.47,0.8043739216373195,2011.0,AMP,False,finance_insurance_realestate,high,mid,stock|high|mid
	63	+firstrate:stock:AMRN,AMRN,stock,active,2008-02-20,2026-10-30,USD,6920178.65,0.028892254023391958,20,4.01,0.8346718893047669,2010.0,AMRN,False,unknown,low,high,stock|low|high
	64	+firstrate:stock:AMT,AMT,stock,active,2012-01-04,2026-10-30,USD,283357035.6,0.011158647854251157,20,142.67,0.9841236829394309,2011.0,AMT,False,finance_insurance_realestate,high,mid,stock|high|mid
	65	+firstrate:stock:AMX,AMX,stock,active,2001-02-12,2026-10-30,USD,24671654.85,0.008156854211680113,20,17.15,0.9340809521161207,2011.0,AMX,False,unknown,low,low,stock|low|low
	66	+firstrate:stock:AMZN,AMZN,stock,active,2000-01-04,2026-10-30,USD,3367105877.15,0.008864689681450048,20,1169.47,0.998318896859385,2011.0,AMZN,False,retail,high,low,stock|high|low
	67	+firstrate:stock:AN,AN,stock,active,2000-01-04,2026-10-30,USD,41876511.25,0.013291513984825924,20,51.33,0.8059859087885564,2011.0,AN,False,retail,mid,mid,stock|mid|mid
	68	+firstrate:stock:ANET,ANET,stock,active,2014-06-09,2026-10-30,USD,181873959.8,0.026028435089428596,20,235.58,0.9282587602828869,2011.0,ANET,False,manufacturing,high,high,stock|high|high
	69	+firstrate:stock:ANF,ANF,stock,active,2000-01-04,2026-10-30,USD,41148305.8,0.028278214871058225,20,17.43,0.9738710217764428,2011.0,ANF,False,retail,mid,high,stock|mid|high
	70	+firstrate:stock:AON,AON,stock,active,2000-01-04,2026-10-30,USD,157956939.85,0.007390437857161545,20,134.0,0.8934406780332201,2011.0,AON,False,finance_insurance_realestate,high,low,stock|high|low
	71	+firstrate:stock:AOS,AOS,stock,active,2000-01-04,2026-10-30,USD,39862750.15,0.007935302904680157,20,61.28,0.9259520269455799,2011.0,AOS,False,manufacturing,low,low,stock|low|low
	72	+firstrate:stock:APA,APA,stock,active,2000-01-04,2026-10-30,USD,136636455.0,0.019158779398744497,20,42.22,0.998865574379277,2011.0,APA,False,mining,high,high,stock|high|high
	73	+firstrate:stock:APD,APD,stock,active,2000-01-04,2026-10-30,USD,142259030.25,0.006056297460016158,20,164.08,0.9150122803990424,2011.0,APD,False,manufacturing,high,low,stock|high|low
	74	+firstrate:stock:APH,APH,stock,active,2000-01-04,2026-10-30,USD,97336077.8,0.0062240881048371485,20,87.8,0.9812442880384356,2011.0,APH,False,manufacturing,mid,low,stock|mid|low
	75	+firstrate:stock:APLE,APLE,stock,active,2015-05-19,2026-10-30,USD,27031756.0,0.007736775454306938,20,19.61,0.9534766695804436,2011.0,APLE,False,finance_insurance_realestate,low,low,stock|low|low
	76	+firstrate:stock:APO,APO,stock,active,2011-03-31,2026-10-30,USD,27294574.1,0.014408623138851743,20,33.47,0.9462648226357558,2011.0,APO,False,finance_insurance_realestate,low,mid,stock|low|mid
	77	+firstrate:stock:AR,AR,stock,active,2013-10-11,2026-10-30,USD,60786549.7,0.02195898015309937,20,19.0,0.9970858331322547,2011.0,AR,False,mining,mid,high,stock|mid|high
	78	+firstrate:stock:ARCC,ARCC,stock,active,2012-10-09,2026-10-30,USD,36529803.1,0.009512621067197476,20,15.72,0.9791822965471823,2011.0,ARCC,False,unknown,low,low,stock|low|low
	79	+firstrate:stock:ARE,ARE,stock,active,2000-01-04,2026-10-30,USD,98506454.0,0.010929483780483019,20,130.59,0.8742768399817658,2011.0,ARE,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	80	+firstrate:stock:ARI,ARI,stock,active,2009-09-25,2026-10-30,USD,20602649.1,0.007584528165240739,20,18.45,0.8658821856210521,2011.0,ARI,False,finance_insurance_realestate,low,low,stock|low|low
	81	+firstrate:etf:ARKK,ARKK,etf,active,2014-10-31,2026-10-30,USD,13368781.05,0.01616173518846674,20,37.08,0.9036476034216024,2011.0,ARKK,False,other,low,high,etf|low|high
	82	+firstrate:stock:ARMK,ARMK,stock,active,2013-12-13,2026-10-30,USD,45464039.15,0.0067682348999352805,20,42.74,0.9577187470584492,2011.0,ARMK,False,retail,mid,low,stock|mid|low
	83	+firstrate:stock:ARR,ARR,stock,active,2009-11-11,2026-10-30,USD,12164757.0,0.009601737477637495,20,25.72,0.8952078401340113,2011.0,ARR,False,finance_insurance_realestate,low,low,stock|low|low
	84	+firstrate:stock:ASB,ASB,stock,active,2014-12-24,2026-10-30,USD,25591737.75,0.012199017050544953,20,25.4,0.9451553744860354,2011.0,ASB,False,finance_insurance_realestate,low,mid,stock|low|mid
	85	+firstrate:etf:ASHR,ASHR,etf,active,2013-11-06,2026-10-30,USD,27139754.35,0.011582420540931088,20,31.03,0.9187671886996279,2011.0,ASHR,False,international,low,high,etf|low|high
	86	+firstrate:stock:ASML,ASML,stock,active,2000-01-04,2026-10-30,USD,152358386.8,0.010183100238894375,20,173.82,0.8786383560614558,2011.0,ASML,False,manufacturing,high,mid,stock|high|mid
	87	+firstrate:stock:ATI,ATI,stock,active,2000-01-04,2026-10-30,USD,39747313.85,0.018729623118751072,20,24.14,0.9456972783193845,2011.0,ATI,False,manufacturing,low,high,stock|low|high
	88	+firstrate:stock:ATO,ATO,stock,active,2000-01-04,2026-10-30,USD,58964323.65,0.009550672190116469,20,85.89,0.8483160679076439,2011.0,ATO,False,transport_utilities,mid,low,stock|mid|low
	89	+firstrate:stock:AU,AU,stock,active,2000-01-03,2026-10-30,USD,31133842.5355,0.027101420583404298,20,10.19,0.9804892439228514,2011.0,AU,False,unknown,low,high,stock|low|high
	90	+firstrate:stock:AUPH,AUPH,stock,active,2013-11-08,2026-10-30,USD,5175163.5305,0.031193692669828178,20,4.53,0.8739001225794705,2011.0,AUPH,False,manufacturing,low,high,stock|low|high
	91	+firstrate:stock:AVGO,AVGO,stock,active,2016-02-02,2026-10-30,USD,678721320.503,0.012344565943072159,20,257.32,0.9884797502657939,2011.0,AVGO,False,manufacturing,high,mid,stock|high|mid
	92	+firstrate:stock:AVT,AVT,stock,active,2000-01-04,2026-10-30,USD,34533223.7,0.011699196673406588,20,39.62,0.8334280546460051,2011.0,AVT,False,wholesale,low,mid,stock|low|mid
	93	+firstrate:stock:AWK,AWK,stock,active,2008-04-24,2026-10-30,USD,81353611.5,0.009961985051179201,20,91.49,0.9112107563260795,2011.0,AWK,False,transport_utilities,mid,mid,stock|mid|mid
	94	+firstrate:stock:AXP,AXP,stock,active,2000-01-04,2026-10-30,USD,320774413.8,0.007128532755664549,20,99.31,0.994808453145281,2011.0,AXP,False,finance_insurance_realestate,high,low,stock|high|low
	95	+firstrate:stock:AXTA,AXTA,stock,active,2014-11-13,2026-10-30,USD,81231689.3,0.01375070893175697,20,32.36,0.9737289322732077,2011.0,AXTA,False,manufacturing,mid,mid,stock|mid|mid
	96	+firstrate:stock:AZN,AZN,stock,active,2000-01-03,2026-10-30,USD,96050988.3,0.009453029586731866,20,34.7,0.9963418432352561,2011.0,AZN,False,manufacturing,mid,low,stock|mid|low
	97	+firstrate:stock:BA,BA,stock,active,2000-01-04,2026-10-30,USD,1030992726.3,0.009705339065697899,20,294.91,0.9993793725303669,2011.0,BA,False,manufacturing,high,low,stock|high|low
	98	+firstrate:stock:BABA,BABA,stock,active,2014-09-19,2026-10-30,USD,3606074475.9,0.015825995335208017,20,172.43,0.999491288959317,2011.0,BABA,False,services,high,high,stock|high|high
	99	+firstrate:stock:BAC,BAC,stock,active,2000-01-04,2026-10-30,USD,2174897183.9,0.011285298094890112,20,29.52,0.9997545469228706,2011.0,BAC,False,finance_insurance_realestate,high,mid,stock|high|mid
	100	+firstrate:stock:BAH,BAH,stock,active,2010-11-17,2026-10-30,USD,23973596.844499998,0.008367567330945144,20,38.13,0.8983051490037844,2011.0,BAH,False,services,low,low,stock|low|low
	101	+firstrate:stock:BALL,BALL,stock,active,2005-01-04,2026-10-30,USD,126899973.1,0.01401385305309127,20,37.85,0.9791433536320893,2011.0,BALL,False,manufacturing,high,mid,stock|high|mid
	102	+firstrate:stock:BAM,BAM,stock,active,2005-10-05,2026-10-30,USD,34260820.4495,0.00794369296678236,20,43.54,0.9688293518025015,2010.0,BAM,False,finance_insurance_realestate,low,low,stock|low|low
	103	+firstrate:stock:BAX,BAX,stock,active,2000-01-04,2026-10-30,USD,161117563.75,0.006979669545873784,20,64.64,0.9955327274757623,2011.0,BAX,False,manufacturing,high,low,stock|high|low
	104	+firstrate:stock:BB,BB,stock,active,2007-04-26,2026-10-30,USD,64440844.45,0.031548720062873244,20,11.17,0.9862230924181314,2011.0,BB,False,services,mid,high,stock|mid|high
	105	+firstrate:stock:BBD,BBD,stock,active,2004-01-02,2026-10-30,USD,70888659.8785,0.01597847332238689,20,10.24,0.9924083074417596,2011.0,BBD,False,unknown,mid,high,stock|mid|high
	106	+firstrate:stock:BBVA,BBVA,stock,active,2009-12-15,2026-10-30,USD,20667203.1,0.007939962622943303,20,8.5,0.8983593110584239,2011.0,BBVA,False,unknown,low,low,stock|low|low
	107	+firstrate:stock:BBWI,BBWI,stock,active,2007-04-27,2026-10-30,USD,220317591.5,0.020169882715029435,20,60.22,0.9954666733964395,2011.0,BBWI,False,retail,high,high,stock|high|high
	108	+firstrate:stock:BBY,BBY,stock,active,2000-01-04,2026-10-30,USD,237084708.35,0.015847636809762252,20,68.47,0.9961786820045536,2011.0,BBY,False,retail,high,high,stock|high|high
	109	+firstrate:stock:BC,BC,stock,active,2000-01-04,2026-10-30,USD,55417297.0,0.009859180260666288,20,55.22,0.8444824902172123,2011.0,BC,False,manufacturing,mid,low,stock|mid|low
	110	+firstrate:stock:BCE,BCE,stock,active,2000-01-04,2026-10-30,USD,33598967.1,0.006210515292379402,20,48.01,0.9686774497213724,2011.0,BCE,False,transport_utilities,low,low,stock|low|low
	111	+firstrate:stock:BCRX,BCRX,stock,active,2000-01-04,2026-10-30,USD,5359611.7,0.038295234195871004,20,4.91,0.9384678073097329,2011.0,BCRX,False,manufacturing,low,high,stock|low|high
	112	+firstrate:stock:BCS,BCS,stock,active,2000-01-04,2026-10-30,USD,29186628.7,0.009832716414270732,20,10.9,0.9576575751585453,2011.0,BCS,False,finance_insurance_realestate,low,low,stock|low|low
	113	+firstrate:stock:BDN,BDN,stock,active,2000-01-04,2026-10-30,USD,33441202.35,0.011626061793221334,20,18.19,0.9285116993684588,2011.0,BDN,False,finance_insurance_realestate,low,mid,stock|low|mid
	114	+firstrate:stock:BDX,BDX,stock,active,2000-01-04,2026-10-30,USD,273747490.8,0.00941510499504451,20,214.06,0.9477077537766957,2011.0,BDX,False,manufacturing,high,low,stock|high|low
	115	+firstrate:stock:BEN,BEN,stock,active,2000-01-04,2026-10-30,USD,85714334.65,0.009191907653788422,20,43.33,0.9924751872724161,2011.0,BEN,False,finance_insurance_realestate,mid,low,stock|mid|low
	116	+firstrate:stock:BF.B,BF.B,stock,active,2007-05-01,2026-10-30,USD,56239427.3615,0.015028177922961752,20,68.67,0.9313663096746756,2011.0,BF.B,False,unknown,mid,mid,stock|mid|mid
	117	+firstrate:stock:BG,BG,stock,active,2001-08-03,2026-10-30,USD,89472193.6,0.015253576452814782,20,67.08,0.9343986132295936,2011.0,BG,False,manufacturing,mid,mid,stock|mid|mid
	118	+firstrate:stock:BGC,BGC,stock,active,2008-04-03,2026-10-30,USD,33258094.02313,0.014907503614020646,20,9.717,0.9392743373223491,2011.0,BGC,False,finance_insurance_realestate,low,mid,stock|low|mid
	119	+firstrate:stock:BGS,BGS,stock,active,2007-05-24,2026-10-30,USD,46008341.25,0.024807732092237654,20,35.15,0.9050674436621058,2011.0,BGS,False,manufacturing,mid,high,stock|mid|high
	120	+firstrate:stock:BHC,BHC,stock,active,2007-05-01,2026-10-30,USD,470449356.9,0.048291655172229046,20,20.78,0.9590045262685393,2011.0,BHC,False,manufacturing,high,high,stock|high|high
	121	+firstrate:stock:BHP,BHP,stock,active,2000-01-03,2026-10-30,USD,80519196.1,0.010426753400013202,20,45.99,0.9920866200371117,2011.0,BHP,False,mining,mid,mid,stock|mid|mid
	122	+firstrate:stock:BIDU,BIDU,stock,active,2005-08-08,2026-10-30,USD,505869532.3,0.01354771848595955,20,234.21,0.9935956595038122,2011.0,BIDU,False,services,high,mid,stock|high|mid
	123	+firstrate:stock:BIIB,BIIB,stock,active,2001-01-18,2026-10-30,USD,341154413.95,0.013806494153704055,20,318.57,0.9292357446584241,2009.0,BIIB,False,manufacturing,high,mid,stock|high|mid
	124	+firstrate:etf:BIL,BIL,etf,active,2007-05-30,2026-10-30,USD,37009308.7,0.00024154870263671244,20,91.4,0.8518647011140912,2011.0,BIL,False,other,low,low,etf|low|low
	125	+firstrate:etf:BIV,BIV,etf,active,2007-04-10,2026-10-30,USD,51059184.25,0.0018688112401902875,20,83.83,0.8754470320872684,2011.0,BIV,False,fixed_income,mid,low,etf|mid|low
	126	+firstrate:stock:BKD,BKD,stock,active,2005-11-23,2026-10-30,USD,20590381.25,0.02169550593495088,20,9.7,0.9113942479162632,2011.0,BKD,False,services,low,high,stock|low|high
	127	+firstrate:etf:BKLN,BKLN,etf,active,2011-03-03,2026-10-30,USD,68332176.45,0.0008251401219233631,20,23.04,0.9594712385114558,2011.0,BKLN,False,other,mid,low,etf|mid|low
	128	+firstrate:stock:BKU,BKU,stock,active,2011-01-31,2026-10-30,USD,35431194.35,0.01730831080532655,20,40.72,0.8454348226003752,2011.0,BKU,False,finance_insurance_realestate,low,high,stock|low|high
	129	+firstrate:stock:BLDR,BLDR,stock,active,2005-06-29,2026-10-30,USD,27794183.5,0.013277147752603172,20,21.79,0.9613999766414838,2011.0,BLDR,False,retail,low,mid,stock|low|mid
	130	+firstrate:stock:BLMN,BLMN,stock,active,2012-08-09,2026-10-30,USD,21703659.2,0.014411735030707615,20,21.34,0.9546418710136516,2011.0,BLMN,False,retail,low,mid,stock|low|mid
	131	+firstrate:stock:BMO,BMO,stock,active,2004-01-02,2026-10-30,USD,28479329.215500005,0.0037673426002518004,20,80.02,0.8570097045250166,2011.0,BMO,False,finance_insurance_realestate,low,low,stock|low|low
	132	+firstrate:stock:BMRN,BMRN,stock,active,2009-07-22,2026-10-30,USD,112590115.05,0.023860486479412815,20,89.17,0.9399356677026188,2011.0,BMRN,False,manufacturing,mid,high,stock|mid|high
	133	+firstrate:stock:BMY,BMY,stock,active,2000-01-04,2026-10-30,USD,312753303.0,0.009940835452947293,20,61.28,0.9995866722794451,2011.0,BMY,False,manufacturing,high,mid,stock|high|mid
	134	+firstrate:stock:BN,BN,stock,active,2007-05-02,2026-10-30,USD,34251059.7,0.00794369296678236,20,43.54,0.9823652304056276,2011.0,BN,False,finance_insurance_realestate,low,low,stock|low|low
	135	+firstrate:etf:BND,BND,etf,active,2007-04-10,2026-10-30,USD,177539107.5,0.0015748294223737291,20,81.57,0.9923663026166112,2011.0,BND,False,fixed_income,high,low,etf|high|low
	136	+firstrate:etf:BNDX,BNDX,etf,active,2013-06-04,2026-10-30,USD,60437558.1,0.0030795281556029513,20,54.37,0.9646772993020274,2011.0,BNDX,False,fixed_income,mid,low,etf|mid|low
	137	+firstrate:stock:BNS,BNS,stock,active,2002-06-07,2026-10-30,USD,33328466.65,0.005855012948734064,20,64.53,0.9639907985745313,2011.0,BNS,False,finance_insurance_realestate,low,low,stock|low|low
	138	+firstrate:stock:BNY,BNY,stock,active,2001-07-26,2026-10-30,USD,225936081.5,0.006575031549141932,20,53.86,0.9973910597566644,2011.0,BNY,False,finance_insurance_realestate,high,low,stock|high|low
	139	+firstrate:stock:BOOT,BOOT,stock,active,2014-10-31,2026-10-30,USD,5306752.25,0.028455992847333796,20,16.61,0.8329341589102749,2011.0,BOOT,False,retail,low,high,stock|low|high
	140	+firstrate:etf:BOTZ,BOTZ,etf,active,2016-09-13,2026-10-30,USD,26876252.05,0.008779774553508838,20,23.7,0.8652246163271495,2011.0,BOTZ,False,international,low,high,etf|low|high
	141	+firstrate:stock:BOX,BOX,stock,active,2015-01-26,2026-10-30,USD,42438253.9,0.023348471233869687,20,21.12,0.9564614170913925,2011.0,BOX,False,services,mid,high,stock|mid|high
	142	+firstrate:stock:BP,BP,stock,active,2000-08-01,2026-10-30,USD,165280124.8,0.008391046703994962,20,42.03,0.999313240095078,2011.0,BP,False,manufacturing,high,low,stock|high|low
	143	+firstrate:stock:BRK.B,BRK.B,stock,active,2007-05-02,2026-10-30,USD,646528274.8889998,0.0061990633495499995,20,198.68,0.997680277654486,2011.0,BRK.B,False,unknown,high,low,stock|high|low
	144	+firstrate:stock:BRKR,BRKR,stock,active,2003-07-03,2026-10-30,USD,15822411.05,0.012901968579346385,20,34.32,0.8546403888804179,2011.0,BRKR,False,manufacturing,low,mid,stock|low|mid
	145	+firstrate:stock:BRO,BRO,stock,active,2000-01-04,2026-10-30,USD,24848841.75,0.006070270322612749,20,51.46,0.938923405060244,2011.0,BRO,False,finance_insurance_realestate,low,low,stock|low|low
	146	+firstrate:stock:BRSL,BRSL,stock,active,2015-04-08,2026-10-30,USD,31524539.65,0.017503966626163284,20,26.51,0.9404111497863434,2010.0,BRSL,False,services,low,high,stock|low|high
	147	+firstrate:stock:BRX,BRX,stock,active,2013-10-31,2026-10-30,USD,45897403.05,0.014771458457031674,20,18.66,0.9765608615409637,2011.0,BRX,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	148	+firstrate:etf:BSV,BSV,etf,active,2007-04-10,2026-10-30,USD,138220224.55,0.0006653341236656782,20,79.1,0.9528609363449935,2011.0,BSV,False,fixed_income,high,low,etf|high|low
	149	+firstrate:stock:BSX,BSX,stock,active,2000-01-04,2026-10-30,USD,249709949.2,0.014870993227169262,20,24.79,0.9987816370575643,2011.0,BSX,False,manufacturing,high,mid,stock|high|mid
	150	+firstrate:stock:BTG,BTG,stock,active,2008-09-15,2026-10-30,USD,9740197.631499998,0.02530920357997397,20,3.1,0.979379319609953,2011.0,BTG,False,mining,low,high,stock|low|high
	151	+firstrate:stock:BTI,BTI,stock,active,2000-01-03,2026-10-30,USD,140475027.85,0.012664028422677635,20,66.99,0.9866878156249884,2011.0,BTI,False,manufacturing,high,mid,stock|high|mid
	152	+firstrate:stock:BTU,BTU,stock,active,2017-04-04,2026-10-30,USD,40840739.65,0.012791850623908809,20,39.37,0.9610144291245605,2011.0,BTU,False,mining,mid,mid,stock|mid|mid
	153	+firstrate:stock:BUD,BUD,stock,active,2009-09-17,2026-10-30,USD,154714273.35,0.006960233172191071,20,111.56,0.9739128397527493,2011.0,BUD,False,manufacturing,high,low,stock|high|low
	154	+firstrate:stock:BURL,BURL,stock,active,2013-10-03,2026-10-30,USD,114588834.8,0.015523762249359425,20,123.03,0.87291154754835,2011.0,BURL,False,retail,mid,mid,stock|mid|mid
	155	+firstrate:stock:BVN,BVN,stock,active,2000-01-04,2026-10-30,USD,18661187.7,0.01707235305437108,20,14.08,0.8648519252160295,2011.0,BVN,False,unknown,low,high,stock|low|high
	156	+firstrate:stock:BWA,BWA,stock,active,2000-01-04,2026-10-30,USD,70834698.7,0.012250864601374154,20,51.09,0.9845035225256012,2011.0,BWA,False,manufacturing,mid,mid,stock|mid|mid
	157	+firstrate:stock:BX,BX,stock,active,2007-06-22,2026-10-30,USD,112761774.1,0.010699313919673343,20,32.02,0.9963567308687926,2011.0,BX,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	158	+firstrate:stock:BXMT,BXMT,stock,active,2007-05-03,2026-10-30,USD,41563655.45,0.006456272367740398,20,32.18,0.9333948250863088,2011.0,BXMT,False,finance_insurance_realestate,mid,low,stock|mid|low
	159	+firstrate:stock:BXP,BXP,stock,active,2000-01-04,2026-10-30,USD,116329479.7,0.009951875674157689,20,130.03,0.9048755619561799,2011.0,BXP,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	160	+firstrate:stock:BYD,BYD,stock,active,2000-01-04,2026-10-30,USD,36191320.6,0.022647603869845257,20,35.05,0.9137556556356796,2011.0,BYD,False,services,low,high,stock|low|high
	161	+firstrate:stock:C,C,stock,active,2011-05-10,2026-10-30,USD,1261808051.75,0.010948584853950548,20,74.41,0.9989991110274562,2011.0,C,False,finance_insurance_realestate,high,mid,stock|high|mid
	162	+firstrate:stock:CAG,CAG,stock,active,2000-01-04,2026-10-30,USD,137999568.1,0.008928592018267371,20,37.67,0.9961158405198361,2011.0,CAG,False,manufacturing,high,low,stock|high|low
	163	+firstrate:stock:CAH,CAH,stock,active,2000-01-04,2026-10-30,USD,198430480.25,0.017095082409450426,20,61.27,0.986315841772326,2011.0,CAH,False,wholesale,high,high,stock|high|high
	164	+firstrate:stock:CAKE,CAKE,stock,active,2000-01-04,2026-10-30,USD,52702847.15,0.014820224015355685,20,48.18,0.9193970380637189,2011.0,CAKE,False,retail,mid,mid,stock|mid|mid
	165	+firstrate:stock:CALY,CALY,stock,active,2007-05-02,2026-10-30,USD,14016185.35,0.024232408730222924,20,13.93,0.951064800618935,2011.0,CALY,False,manufacturing,low,high,stock|low|high
	166	+firstrate:stock:CAR,CAR,stock,active,2006-09-06,2026-10-30,USD,125611009.75,0.017141978832253667,20,43.88,0.8468588639261314,2011.0,CAR,False,services,high,high,stock|high|high
	167	+firstrate:stock:CAT,CAT,stock,active,2000-01-04,2026-10-30,USD,552930002.45,0.011373638989420055,20,157.58,0.995039018588874,2011.0,CAT,False,manufacturing,high,mid,stock|high|mid
	168	+firstrate:stock:CB,CB,stock,active,2008-07-21,2026-10-30,USD,217178847.95,0.007820040935921781,20,146.13,0.9695234410039336,2011.0,CB,False,finance_insurance_realestate,high,low,stock|high|low
	169	+firstrate:stock:CBOE,CBOE,stock,active,2010-06-15,2026-10-30,USD,158758385.396,0.006272870375163188,20,124.59,0.8100991931680155,2011.0,CBOE,False,finance_insurance_realestate,high,low,stock|high|low
	170	+firstrate:stock:CBRE,CBRE,stock,active,2017-01-04,2026-10-30,USD,79839067.2,0.009547049776071436,20,43.31,0.962371885961378,2011.0,CBRE,False,finance_insurance_realestate,mid,low,stock|mid|low
	171	+firstrate:stock:CC,CC,stock,active,2015-06-22,2026-10-30,USD,112070971.3,0.023912151306643623,20,50.06,0.9618849036328001,2011.0,CC,False,manufacturing,mid,high,stock|mid|high
	172	+firstrate:stock:CCI,CCI,stock,active,2001-04-26,2026-10-30,USD,195098955.95,0.008840308428842836,20,111.01,0.9879029599454368,2011.0,CCI,False,finance_insurance_realestate,high,low,stock|high|low
	173	+firstrate:stock:CCJ,CCJ,stock,active,2000-01-04,2026-10-30,USD,24441703.6,0.034296022169989074,20,9.23,0.9839969933972018,2011.0,CCJ,False,mining,low,high,stock|low|high
	174	+firstrate:stock:CCK,CCK,stock,active,2000-01-04,2026-10-30,USD,80062240.7,0.007451734101040392,20,56.25,0.9039478695106273,2011.0,CCK,False,manufacturing,mid,low,stock|mid|low
	175	+firstrate:stock:CCL,CCL,stock,active,2000-01-04,2026-10-30,USD,207039059.55,0.012502095969935142,20,66.37,0.9990321772451008,2011.0,CCL,False,transport_utilities,high,mid,stock|high|mid
	176	+firstrate:stock:CDE,CDE,stock,active,2000-01-04,2026-10-30,USD,16762556.1,0.025094147384240574,20,7.5,0.9873511229865537,2011.0,CDE,False,mining,low,high,stock|low|high
	177	+firstrate:stock:CDNS,CDNS,stock,active,2005-11-01,2026-10-30,USD,117557399.35,0.01056771199712282,20,41.82,0.9705699271212969,2011.0,CDNS,False,services,mid,mid,stock|mid|mid
	178	+firstrate:stock:CDP,CDP,stock,active,2007-01-04,2026-10-30,USD,28079794.55,0.011162776317920415,20,29.2,0.8351638381961115,2011.0,CDP,False,finance_insurance_realestate,low,mid,stock|low|mid
	179	+firstrate:stock:CDW,CDW,stock,active,2013-06-28,2026-10-30,USD,47598067.95,0.01273188165509672,20,69.49,0.8726065559918382,2011.0,CDW,False,retail,mid,mid,stock|mid|mid
	180	+firstrate:stock:CE,CE,stock,active,2005-01-24,2026-10-30,USD,60388320.4,0.010405083904415559,20,107.08,0.9019406066479215,2011.0,CE,False,manufacturing,mid,mid,stock|mid|mid
	181	+firstrate:stock:CENX,CENX,stock,active,2000-01-04,2026-10-30,USD,34413097.85,0.035611769624517536,20,19.64,0.9280958039831725,2011.0,CENX,False,manufacturing,low,high,stock|low|high
	182	+firstrate:stock:CF,CF,stock,active,2005-08-12,2026-10-30,USD,141960460.65,0.017148266070647337,20,42.54,0.9842551100039105,2011.0,CF,False,manufacturing,high,high,stock|high|high
	183	+firstrate:stock:CFG,CFG,stock,active,2014-09-25,2026-10-30,USD,176505066.4,0.01324437823169498,20,41.98,0.9987587450607337,2011.0,CFG,False,finance_insurance_realestate,high,mid,stock|high|mid
	184	+firstrate:stock:CG,CG,stock,active,2012-05-04,2026-10-30,USD,18619045.0,0.01670985457316263,20,22.9,0.9111159335524772,2011.0,CG,False,finance_insurance_realestate,low,high,stock|low|high
	185	+firstrate:stock:CGNX,CGNX,stock,active,2000-01-04,2026-10-30,USD,124200708.15,0.17955573955450738,20,61.16,0.9088042698166954,2011.0,CGNX,False,manufacturing,mid,high,stock|mid|high
	186	+firstrate:stock:CHD,CHD,stock,active,2000-01-04,2026-10-30,USD,87589364.75,0.009183854216060848,20,50.17,0.9639573405770571,2011.0,CHD,False,manufacturing,mid,low,stock|mid|low
	187	+firstrate:stock:CHGG,CHGG,stock,active,2013-11-14,2026-10-30,USD,12149398.95,0.0291556940433887,20,16.32,0.9512252013086819,2011.0,CHGG,False,services,low,high,stock|low|high
	188	+firstrate:stock:CHRW,CHRW,stock,active,2000-01-04,2026-10-30,USD,125689390.75,0.009248942685536875,20,89.09,0.933722979871841,2011.0,CHRW,False,transport_utilities,high,low,stock|high|low
	189	+firstrate:stock:CHTR,CHTR,stock,active,2010-09-15,2026-10-30,USD,606467368.4,0.01777746739634823,20,335.96,0.9137360907537121,2011.0,CHTR,False,transport_utilities,high,high,stock|high|high
	190	+firstrate:stock:CI,CI,stock,active,2000-01-04,2026-10-30,USD,255712199.3,0.010178847871568206,20,203.09,0.9616267146975076,2011.0,CI,False,finance_insurance_realestate,high,mid,stock|high|mid
	191	+firstrate:stock:CIEN,CIEN,stock,active,2000-01-04,2026-10-30,USD,81483266.75,0.013915716211302297,20,20.93,0.9725833740779334,2011.0,CIEN,False,manufacturing,mid,mid,stock|mid|mid
	192	+firstrate:stock:CIG,CIG,stock,active,2004-01-02,2026-10-30,USD,7003004.5205,0.018690528781507183,20,2.06,0.8732053462564905,2011.0,CIG,False,unknown,low,high,stock|low|high
	193	+firstrate:stock:CIM,CIM,stock,active,2007-11-16,2026-10-30,USD,19127297.003000002,0.010121639894278838,20,18.48,0.891899211251367,2011.0,CIM,False,finance_insurance_realestate,low,mid,stock|low|mid
	194	+firstrate:stock:CL,CL,stock,active,2000-01-04,2026-10-30,USD,222736193.55,0.008081476736868655,20,75.45,0.998896097041718,2011.0,CL,False,manufacturing,high,low,stock|high|low
	195	+firstrate:stock:CLF,CLF,stock,active,2000-01-04,2026-10-30,USD,76251969.7,0.03408077498877964,20,7.21,0.9990537974643297,2011.0,CLF,False,mining,mid,high,stock|mid|high
	196	+firstrate:stock:CLX,CLX,stock,active,2000-01-04,2026-10-30,USD,110147831.8,0.00678869263593531,20,148.74,0.9513673812226472,2011.0,CLX,False,manufacturing,mid,low,stock|mid|low
	197	+firstrate:stock:CM,CM,stock,active,2006-07-11,2026-10-30,USD,43691049.45,0.007688364752660248,20,97.41,0.8709881135144807,2011.0,CM,False,finance_insurance_realestate,mid,low,stock|mid|low
	198	+firstrate:stock:CMC,CMC,stock,active,2000-01-04,2026-10-30,USD,33973756.35,0.01577334363749261,20,21.32,0.918363293831901,2011.0,CMC,False,manufacturing,low,high,stock|low|high
	199	+firstrate:stock:CMCSA,CMCSA,stock,active,2000-01-04,2026-10-30,USD,981397379.35,0.0197127389689844,20,40.05,0.9999249651214993,2011.0,CMCSA,False,transport_utilities,high,high,stock|high|high
	200	+firstrate:stock:CME,CME,stock,active,2002-12-09,2026-10-30,USD,237224521.65,0.008508423915490525,20,146.05,0.9635396912236092,2011.0,CME,False,finance_insurance_realestate,high,low,stock|high|low
	201	+firstrate:stock:CMI,CMI,stock,active,2003-12-11,2026-10-30,USD,199251305.95,0.007567367936728825,20,176.64,0.9014768116578923,2011.0,CMI,False,manufacturing,high,low,stock|high|low
	202	+firstrate:stock:CMS,CMS,stock,active,2000-01-04,2026-10-30,USD,89192046.65,0.008446629685348001,20,47.3,0.9860874522136347,2011.0,CMS,False,transport_utilities,mid,low,stock|mid|low
	203	+firstrate:stock:CNC,CNC,stock,active,2003-10-17,2026-10-30,USD,157256201.05,0.020113841993672114,20,100.88,0.9895168095577112,2011.0,CNC,False,finance_insurance_realestate,high,high,stock|high|high
	204	+firstrate:stock:CNDT,CNDT,stock,active,2016-12-14,2026-10-30,USD,33287634.35,0.00912232890768933,20,16.16,0.8607217219753002,2011.0,CNDT,False,services,low,low,stock|low|low
	205	+firstrate:stock:CNH,CNH,stock,active,2013-10-01,2026-10-30,USD,24061110.05,0.00935403571305704,20,13.4,0.9538219903499082,2011.0,CNH,False,manufacturing,low,low,stock|low|low
	206	+firstrate:stock:CNI,CNI,stock,active,2000-01-03,2026-10-30,USD,70569599.8,0.0045217132952004675,20,82.5,0.9660365161343883,2011.0,CNI,False,transport_utilities,mid,low,stock|mid|low
	207	+firstrate:stock:CNK,CNK,stock,active,2007-04-25,2026-10-30,USD,37876087.25,0.016180231614203604,20,34.82,0.971576909777041,2011.0,CNK,False,services,low,high,stock|low|high
	208	+firstrate:stock:CNO,CNO,stock,delisted,2007-04-27,2024-12-20,USD,21193793.514,0.010388932265792366,20,24.69,0.88040929733076,2011.0,CNO,True,unknown,low,mid,stock|low|mid
	209	+firstrate:stock:CNP,CNP,stock,active,2002-10-02,2026-10-30,USD,82248299.2,0.008391858960807554,20,28.36,0.9959892233061912,2011.0,CNP,False,transport_utilities,mid,low,stock|mid|low
	210	+firstrate:stock:CNQ,CNQ,stock,active,2003-02-04,2026-10-30,USD,68489185.8,0.013038281475134897,20,35.72,0.9960918274299536,2011.0,CNQ,False,mining,mid,mid,stock|mid|mid
	211	+firstrate:stock:CNX,CNX,stock,active,2000-01-04,2026-10-30,USD,53651565.95,0.018995357868664742,20,14.63,0.9851630868829454,2011.0,CNX,False,mining,mid,high,stock|mid|high
	212	+firstrate:stock:COF,COF,stock,active,2000-01-04,2026-10-30,USD,194886690.9,0.01232301649647197,20,99.58,0.9947908652446091,2011.0,COF,False,finance_insurance_realestate,high,mid,stock|high|mid
	213	+firstrate:stock:COLB,COLB,stock,active,2000-01-04,2026-10-30,USD,14597052.8,0.014242999134187796,20,43.44,0.8006147519776609,2011.0,COLB,False,finance_insurance_realestate,low,mid,stock|low|mid
	214	+firstrate:stock:COP,COP,stock,active,2002-09-04,2026-10-30,USD,290224886.45,0.013172280681659545,20,54.89,0.9994925607369187,2011.0,COP,False,manufacturing,high,mid,stock|high|mid
	215	+firstrate:stock:COR,COR,stock,active,2005-01-04,2026-10-30,USD,156533741.6,0.014054674171497137,20,91.82,0.9307336756601012,2011.0,COR,False,wholesale,high,mid,stock|high|mid
	216	+firstrate:stock:CORT,CORT,stock,active,2004-04-15,2026-10-30,USD,43078690.8,0.04197898865834077,20,18.06,0.841469389901342,2011.0,CORT,False,manufacturing,mid,high,stock|mid|high
	217	+firstrate:stock:COST,COST,stock,active,2000-01-04,2026-10-30,USD,573359676.65,0.011676048448717006,20,186.12,0.9828579327197222,2011.0,COST,False,retail,high,mid,stock|high|mid
	218	+firstrate:stock:COTY,COTY,stock,active,2013-06-14,2026-10-30,USD,86958659.05,0.015688523732460043,20,19.89,0.994161492043696,2011.0,COTY,False,manufacturing,mid,mid,stock|mid|mid
	219	+firstrate:stock:CP,CP,stock,active,2000-01-04,2026-10-30,USD,71360196.15,0.00822042927520966,20,182.76,0.9226353756174954,2011.0,CP,False,transport_utilities,mid,low,stock|mid|low
	220	+firstrate:stock:CPB,CPB,stock,active,2000-01-04,2026-10-30,USD,134517950.3,0.013027056210134216,20,48.11,0.9915720744906541,2011.0,CPB,False,manufacturing,high,mid,stock|high|mid
	221	+firstrate:stock:CPRI,CPRI,stock,active,2011-12-16,2026-10-30,USD,131697814.35,0.011177975535302063,20,62.95,0.9707155064787093,2011.0,CPRI,False,manufacturing,high,mid,stock|high|mid
	222	+firstrate:stock:CPRT,CPRT,stock,active,2000-01-04,2026-10-30,USD,52164948.75,0.005790136785447898,20,43.19,0.9701841023448017,2011.0,CPRT,False,retail,mid,low,stock|mid|low
	223	+firstrate:stock:CPT,CPT,stock,active,2000-01-04,2026-10-30,USD,51475387.85,0.010183736261696837,20,92.06,0.8327235019094235,2011.0,CPT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	224	+firstrate:stock:CRH,CRH,stock,active,2004-03-08,2026-10-30,USD,22117763.207,0.011690753472213345,20,36.09,0.8575356177139236,2011.0,CRH,False,manufacturing,low,mid,stock|low|mid
	225	+firstrate:stock:CRI,CRI,stock,active,2003-10-29,2026-10-30,USD,61182862.45,0.009507436080917132,20,117.49,0.8605405448998038,2011.0,CRI,False,manufacturing,mid,low,stock|mid|low
	226	+firstrate:stock:CRM,CRM,stock,active,2004-06-24,2026-10-30,USD,428535508.15,0.01255826140926173,20,102.23,0.9992865327654422,2011.0,CRM,False,services,high,mid,stock|high|mid
	227	+firstrate:stock:CROX,CROX,stock,active,2017-01-18,2026-10-30,USD,14409726.938749999,0.03455418999552321,20,12.63,0.9518098091434916,2011.0,CROX,False,manufacturing,low,high,stock|low|high
	228	+firstrate:stock:CRSP,CRSP,stock,active,2016-10-20,2026-10-30,USD,8061314.15,0.03752925855147025,20,23.48,0.940452021463676,2010.0,CRSP,False,manufacturing,low,high,stock|low|high
	229	+firstrate:stock:CSCO,CSCO,stock,active,2000-01-04,2026-10-30,USD,709340241.2,0.00616262308604912,20,38.3,0.9999287804543044,2011.0,CSCO,False,manufacturing,high,low,stock|high|low
	230	+firstrate:stock:CSIQ,CSIQ,stock,active,2006-11-09,2026-10-30,USD,19818704.5,0.02968736608864375,20,16.86,0.9073272960222274,2011.0,CSIQ,False,manufacturing,low,high,stock|low|high
	231	+firstrate:stock:CSTM,CSTM,stock,active,2013-05-23,2026-10-30,USD,11258086.75,0.022622396513310463,20,11.15,0.8635925941581493,2011.0,CSTM,False,manufacturing,low,high,stock|low|high
	232	+firstrate:stock:CSX,CSX,stock,active,2000-01-04,2026-10-30,USD,557963875.1,0.021489787725271,20,55.01,0.9997316549260398,2011.0,CSX,False,transport_utilities,high,high,stock|high|high
	233	+firstrate:stock:CTRE,CTRE,stock,active,2014-05-29,2026-10-30,USD,9471639.9695,0.008403163805453159,20,16.76,0.8347677307059267,2011.0,CTRE,False,finance_insurance_realestate,low,low,stock|low|low
	234	+firstrate:stock:CTSH,CTSH,stock,active,2000-01-04,2026-10-30,USD,278424484.4,0.007020543172238834,20,71.02,0.9959783740185937,2011.0,CTSH,False,services,high,low,stock|high|low
	235	+firstrate:stock:CUBE,CUBE,stock,active,2007-05-02,2026-10-30,USD,45692322.35,0.009959501628849995,20,28.92,0.9512097531286197,2011.0,CUBE,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	236	+firstrate:stock:CUZ,CUZ,stock,active,2000-01-04,2026-10-30,USD,32655454.8,0.011982889620759751,20,9.25,0.9209100797120666,2011.0,CUZ,False,finance_insurance_realestate,low,mid,stock|low|mid
	237	+firstrate:stock:CVBF,CVBF,stock,active,2009-07-23,2026-10-30,USD,8586126.75,0.013508295158154205,20,23.56,0.8030578909969783,2011.0,CVBF,False,finance_insurance_realestate,low,mid,stock|low|mid
	238	+firstrate:stock:CVE,CVE,stock,active,2009-12-10,2026-10-30,USD,33974586.45,0.02350052575649764,20,9.13,0.9924784058944034,2011.0,CVE,False,mining,low,high,stock|low|high
	239	+firstrate:stock:CVI,CVI,stock,active,2007-10-24,2026-10-30,USD,15262254.0,0.01803107242257958,20,37.24,0.866725898553218,2011.0,CVI,False,manufacturing,low,high,stock|low|high
	240	+firstrate:stock:CVNA,CVNA,stock,active,2017-05-01,2026-10-30,USD,11645806.3,0.04644841067339923,20,19.12,0.9590629918739257,2011.0,CVNA,False,retail,low,high,stock|low|high
	241	+firstrate:stock:CVS,CVS,stock,active,2000-01-04,2026-10-30,USD,800058538.85,0.018172622688781625,20,72.5,0.9994760276280966,2011.0,CVS,False,retail,high,high,stock|high|high
	242	+firstrate:stock:CVX,CVX,stock,active,2001-10-11,2026-10-30,USD,638747668.05,0.008603170711210792,20,125.19,0.9986455568541818,2011.0,CVX,False,manufacturing,high,low,stock|high|low
	243	+firstrate:stock:CWH,CWH,stock,delisted,2016-10-07,2024-12-20,USD,22755695.248999998,0.014086221930045271,20,44.73,0.9110428816826541,2011.0,CWH,True,unknown,low,mid,stock|low|mid
	244	+firstrate:stock:CX,CX,stock,active,2000-01-04,2026-10-30,USD,74172180.0,0.011691704113335793,20,7.5,0.9769765158309701,2011.0,CX,False,unknown,mid,mid,stock|mid|mid
	245	+firstrate:stock:CXW,CXW,stock,active,2000-10-03,2026-10-30,USD,24277421.8,0.0121330840940102,20,22.5,0.8488206743011858,2011.0,CXW,False,finance_insurance_realestate,low,mid,stock|low|mid
	246	+firstrate:stock:CYH,CYH,stock,active,2000-06-12,2026-10-30,USD,11270141.95,0.02585425988391131,20,4.26,0.9141965043824403,2011.0,CYH,False,services,low,high,stock|low|high
	247	+firstrate:stock:CYTK,CYTK,stock,active,2004-05-03,2026-10-30,USD,5041438.74125,0.03558478752298231,20,8.15,0.8035081364322748,2010.0,CYTK,False,manufacturing,low,high,stock|low|high
	248	+firstrate:stock:CZR,CZR,stock,active,2014-09-23,2026-10-30,USD,26303287.25,0.021468263345491765,20,33.15,0.9679830892877502,2011.0,CZR,False,services,low,high,stock|low|high
	249	+firstrate:stock:D,D,stock,active,2000-01-04,2026-10-30,USD,194491600.65,0.008513174663547403,20,81.06,0.9977324205361559,2011.0,D,False,transport_utilities,high,low,stock|high|low
	250	+firstrate:stock:DAL,DAL,stock,active,2007-05-04,2026-10-30,USD,375270538.05,0.0114811553932158,20,56.0,0.9995447036185887,2011.0,DAL,False,transport_utilities,high,mid,stock|high|mid
	251	+firstrate:stock:DAN,DAN,stock,active,2008-02-04,2026-10-30,USD,34714658.2,0.012055341913297381,20,32.01,0.9275870929424896,2011.0,DAN,False,manufacturing,low,mid,stock|low|mid
	252	+firstrate:stock:DAR,DAR,stock,active,2000-01-04,2026-10-30,USD,24670264.35,0.017408963234463823,20,18.13,0.9321825136353997,2011.0,DAR,False,manufacturing,low,high,stock|low|high
	253	+firstrate:stock:DB,DB,stock,active,2001-10-04,2026-10-30,USD,59152689.75,0.01431072788068967,20,19.03,0.9519817281602379,2011.0,DB,False,unknown,mid,mid,stock|mid|mid
	254	+firstrate:etf:DBC,DBC,etf,active,2006-02-03,2026-10-30,USD,38128990.1235,0.007261521867652983,20,16.61,0.8036631968615712,2011.0,DBC,False,commodity,low,mid,etf|low|mid
	255	+firstrate:stock:DBI,DBI,stock,active,2007-05-01,2026-10-30,USD,33978935.75,0.02202514004435303,20,21.41,0.9371456829861912,2011.0,DBI,False,retail,low,high,stock|low|high
	256	+firstrate:stock:DCH,DCH,stock,active,2000-01-04,2026-10-30,USD,33634034.45,0.0158459666915211,20,17.03,0.9260423412374472,2011.0,DCH,False,manufacturing,low,high,stock|low|high
	257	+firstrate:stock:DD,DD,stock,active,2007-04-27,2026-10-30,USD,455712149.34625006,0.007731203213823082,20,71.33,0.992288760347199,2011.0,DD,False,manufacturing,high,low,stock|high|low
	258	+firstrate:stock:DDD,DDD,stock,active,2011-05-27,2026-10-30,USD,28722957.2,0.03555660210310773,20,8.64,0.9518721021364471,2011.0,DDD,False,services,low,high,stock|low|high
	259	+firstrate:stock:DE,DE,stock,active,2000-01-04,2026-10-30,USD,264148810.0,0.008677027137301159,20,156.51,0.9672711228713102,2011.0,DE,False,manufacturing,high,low,stock|high|low
	260	+firstrate:stock:DEA,DEA,stock,active,2015-02-09,2026-10-30,USD,25209855.85,0.01161119456740013,20,21.34,0.8179267733481537,2011.0,DEA,False,finance_insurance_realestate,low,mid,stock|low|mid
	261	+firstrate:stock:DEI,DEI,stock,active,2006-10-26,2026-10-30,USD,37161319.6,0.007664640318710114,20,41.06,0.9200973656055199,2011.0,DEI,False,finance_insurance_realestate,low,low,stock|low|low
	262	+firstrate:stock:DG,DG,stock,active,2009-11-16,2026-10-30,USD,262081602.25,0.012545313231370567,20,93.01,0.9854936164569854,2011.0,DG,False,retail,high,mid,stock|high|mid
	263	+firstrate:etf:DGRO,DGRO,etf,active,2014-06-12,2026-10-30,USD,15041617.15,0.003956106583446069,20,34.78,0.9544077072230055,2011.0,DGRO,False,broad_equity,low,low,etf|low|low
	264	+firstrate:stock:DGX,DGX,stock,active,2000-01-04,2026-10-30,USD,110927045.55,0.0084409349126861,20,98.49,0.9040253454788375,2011.0,DGX,False,services,mid,low,stock|mid|low
	265	+firstrate:stock:DHC,DHC,stock,active,2007-05-01,2026-10-30,USD,21327487.85,0.012477231188840619,20,19.15,0.8547244588045348,2011.0,DHC,False,finance_insurance_realestate,low,mid,stock|low|mid
	266	+firstrate:stock:DHI,DHI,stock,active,2000-01-04,2026-10-30,USD,170847302.55,0.008183162071958027,20,51.07,0.9943441036361079,2011.0,DHI,False,construction,high,low,stock|high|low
	267	+firstrate:stock:DHR,DHR,stock,active,2000-01-04,2026-10-30,USD,205703055.6,0.006332458283634181,20,92.82,0.9901372863427943,2011.0,DHR,False,manufacturing,high,low,stock|high|low
	268	+firstrate:stock:DIS,DIS,stock,active,2000-01-04,2026-10-30,USD,1109979869.7,0.016997470604295926,20,107.51,0.9987256788430893,2011.0,DIS,False,services,high,high,stock|high|high
	269	+firstrate:stock:DK,DK,stock,active,2006-05-05,2026-10-30,USD,37839608.25,0.018157085576648836,20,34.94,0.9337875331330463,2011.0,DK,False,manufacturing,low,high,stock|low|high
	270	+firstrate:stock:DKS,DKS,stock,active,2002-10-17,2026-10-30,USD,90559755.2,0.021810829463790985,20,28.74,0.9591044060156382,2011.0,DKS,False,retail,mid,high,stock|mid|high
	271	+firstrate:stock:DLR,DLR,stock,active,2004-11-01,2026-10-30,USD,138057371.75,0.019716475500988553,20,113.9,0.962224251266704,2011.0,DLR,False,finance_insurance_realestate,high,high,stock|high|high
	272	+firstrate:stock:DLTR,DLTR,stock,active,2000-01-04,2026-10-30,USD,223226879.15,0.013096335329520481,20,107.31,0.9882475393469154,2011.0,DLTR,False,retail,high,mid,stock|high|mid
	273	+firstrate:stock:DNOW,DNOW,stock,active,2014-06-03,2026-10-30,USD,12880589.496499998,0.02948637178343848,20,11.03,0.8563452157965796,2011.0,DNOW,False,manufacturing,low,high,stock|low|high
	274	+firstrate:stock:DOC,DOC,stock,active,2008-01-02,2026-10-30,USD,104773506.2,0.010447797886727228,20,26.08,0.9942455740225766,2011.0,DOC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	275	+firstrate:stock:DOV,DOV,stock,active,2000-01-04,2026-10-30,USD,93267001.4,0.010681852790153016,20,100.99,0.896959951861952,2011.0,DOV,False,manufacturing,mid,mid,stock|mid|mid
	276	+firstrate:stock:DOX,DOX,stock,active,2000-01-04,2026-10-30,USD,40887586.65,0.0059910836979896135,20,65.48,0.8286143824509253,2011.0,DOX,False,services,mid,low,stock|mid|low
	277	+firstrate:stock:DRH,DRH,stock,active,2005-05-27,2026-10-30,USD,25214543.55,0.009452390865792248,20,11.29,0.942207357840986,2011.0,DRH,False,finance_insurance_realestate,low,low,stock|low|low
	278	+firstrate:stock:DRI,DRI,stock,active,2000-01-04,2026-10-30,USD,172728230.2,0.01754355055020199,20,96.02,0.9466508402884751,2011.0,DRI,False,retail,high,high,stock|high|high
	279	+firstrate:etf:DRIP,DRIP,etf,active,2015-05-29,2026-10-30,USD,13881232.9655,0.04688696658966743,20,11.86,0.9290799609432879,2011.0,DRIP,False,leveraged_inverse,low,high,etf|low|high
	280	+firstrate:stock:DTE,DTE,stock,active,2000-01-04,2026-10-30,USD,100984906.3,0.008399586775280002,20,109.46,0.9275921137516944,2011.0,DTE,False,transport_utilities,mid,low,stock|mid|low
	281	+firstrate:stock:DUK,DUK,stock,active,2012-07-05,2026-10-30,USD,230600413.8,0.006867555993489321,20,84.11,0.9966260101869625,2011.0,DUK,False,transport_utilities,high,low,stock|high|low
	282	+firstrate:etf:DUST,DUST,etf,active,2010-12-08,2026-10-30,USD,116332389.7,0.036850464017795646,20,23.7,0.9655140084163107,2011.0,DUST,False,leveraged_inverse,mid,high,etf|mid|high
	283	+firstrate:stock:DVA,DVA,stock,active,2000-10-10,2026-10-30,USD,158949404.15,0.03236075479929045,20,72.25,0.8649612679528661,2011.0,DVA,False,services,high,high,stock|high|high
	284	+firstrate:stock:DVN,DVN,stock,active,2004-10-13,2026-10-30,USD,173955797.15,0.017474571891190185,20,41.4,0.9992407487717807,2011.0,DVN,False,mining,high,high,stock|high|high
	285	+firstrate:etf:DVY,DVY,etf,active,2003-11-07,2026-10-30,USD,54821253.85,0.005179162118033433,20,98.56,0.8676521926461469,2011.0,DVY,False,broad_equity,mid,mid,etf|mid|mid
	286	+firstrate:stock:DXC,DXC,stock,active,2017-03-17,2026-10-30,USD,130113731.9,0.009933118923995404,20,94.9,0.9577487393112742,2011.0,DXC,False,services,high,mid,stock|high|mid
	287	+firstrate:stock:DXCM,DXCM,stock,active,2005-04-15,2026-10-30,USD,69610396.95,0.01972071750171359,20,57.39,0.9382719535590699,2011.0,DXCM,False,manufacturing,mid,high,stock|mid|high
	288	+firstrate:stock:EAT,EAT,stock,active,2000-01-04,2026-10-30,USD,55290690.8,0.024077974817547493,20,38.84,0.929717832752819,2011.0,EAT,False,retail,mid,high,stock|mid|high
	289	+firstrate:stock:EBAY,EBAY,stock,active,2000-01-04,2026-10-30,USD,314364609.0,0.010896240937920451,20,37.74,0.9994753163970208,2011.0,EBAY,False,services,high,mid,stock|high|mid
	290	+firstrate:stock:EBS,EBS,stock,active,2006-11-16,2026-10-30,USD,16324264.55,0.016219620980656897,20,46.47,0.805105694031007,2011.0,EBS,False,manufacturing,low,high,stock|low|high
	291	+firstrate:stock:EC,EC,stock,active,2008-09-19,2026-10-30,USD,11903126.25,0.009571544367547787,20,14.63,0.8970261747079707,2011.0,EC,False,unknown,low,low,stock|low|low
	292	+firstrate:stock:ECL,ECL,stock,active,2000-01-04,2026-10-30,USD,140447189.15,0.005976901949008574,20,134.18,0.9206148464870106,2011.0,ECL,False,manufacturing,high,low,stock|high|low
	293	+firstrate:stock:ED,ED,stock,active,2000-01-04,2026-10-30,USD,135359738.65,0.007919678393266603,20,84.95,0.9856363810270046,2011.0,ED,False,transport_utilities,high,low,stock|high|low
	294	+firstrate:stock:EDIT,EDIT,stock,active,2016-02-04,2026-10-30,USD,35437951.05,0.042121253472232806,20,30.73,0.9321442698966185,2011.0,EDIT,False,manufacturing,low,high,stock|low|high
	295	+firstrate:stock:EDU,EDU,stock,active,2006-09-15,2026-10-30,USD,95964036.472,0.014594264823885001,20,94.0,0.9324801578132552,2011.0,EDU,False,services,mid,mid,stock|mid|mid
	296	+firstrate:etf:EEM,EEM,etf,active,2003-04-14,2026-10-30,USD,2428019248.3,0.008478421425828624,20,47.12,0.9993513934231293,2011.0,EEM,False,international,high,mid,etf|high|mid
	297	+firstrate:etf:EFA,EFA,etf,active,2001-08-27,2026-10-30,USD,1573654723.95,0.005143679844872812,20,70.31,0.9993641111991463,2011.0,EFA,False,international,high,mid,etf|high|mid
	298	+firstrate:etf:EFV,EFV,etf,active,2005-08-05,2026-10-30,USD,34868497.15,0.0056877220018114625,20,55.21,0.8987253238302896,2011.0,EFV,False,broad_equity,low,mid,etf|low|mid
	299	+firstrate:stock:EFX,EFX,stock,active,2000-01-04,2026-10-30,USD,128680686.7,0.007864000550566515,20,117.92,0.8555249493803884,2011.0,EFX,False,services,high,low,stock|high|low
	300	+firstrate:stock:EGHT,EGHT,stock,active,2001-07-20,2026-10-30,USD,9931794.75,0.020575733673774698,20,14.1,0.8706936096026465,2011.0,EGHT,False,services,low,high,stock|low|high
	301	+firstrate:stock:EGO,EGO,stock,active,2003-01-23,2026-10-30,USD,10868815.8,0.02793766976174753,20,1.43,0.9416701855025056,2011.0,EGO,False,mining,low,high,stock|low|high
	302	+firstrate:stock:EHC,EHC,stock,active,2007-05-08,2026-10-30,USD,32890779.05,0.009370919795475613,20,49.41,0.8062747168244019,2011.0,EHC,False,services,low,low,stock|low|low
	303	+firstrate:stock:EIX,EIX,stock,active,2000-01-04,2026-10-30,USD,375928873.25,0.04123720794512667,20,63.24,0.9837045508500112,2011.0,EIX,False,transport_utilities,high,high,stock|high|high
	304	+firstrate:stock:EL,EL,stock,active,2000-01-04,2026-10-30,USD,189096846.75,0.00815905054611804,20,127.24,0.976516240832028,2011.0,EL,False,manufacturing,high,low,stock|high|low
	305	+firstrate:stock:ELF,ELF,stock,active,2016-09-23,2026-10-30,USD,7270151.2,0.03319358747736787,20,22.31,0.837816145452927,2011.0,ELF,False,manufacturing,low,high,stock|low|high
	306	+firstrate:stock:ELS,ELS,stock,active,2004-11-24,2026-10-30,USD,31574201.25,0.008308307207753338,20,89.02,0.8519190680997185,2011.0,ELS,False,finance_insurance_realestate,low,low,stock|low|low
	307	+firstrate:stock:ELV,ELV,stock,active,2000-10-02,2026-10-30,USD,343772376.759,0.011272694341931143,20,225.01,0.9289763803836417,2011.0,ELV,False,finance_insurance_realestate,high,mid,stock|high|mid
	308	+firstrate:etf:EMB,EMB,etf,active,2007-12-19,2026-10-30,USD,179261459.65,0.001645488924747255,20,116.1,0.9834277614138709,2011.0,EMB,False,fixed_income,high,low,etf|high|low
	309	+firstrate:stock:EMBJ,EMBJ,stock,active,2000-07-21,2026-10-30,USD,58614305.95,0.04885888369636896,20,23.93,0.9341514544033583,2011.0,EMBJ,False,unknown,mid,high,stock|mid|high
	310	+firstrate:etf:EMLC,EMLC,etf,active,2010-07-23,2026-10-30,USD,39028458.8,0.002858659093271541,20,18.98,0.8390993389161396,2011.0,EMLC,False,international,low,low,etf|low|low
	311	+firstrate:stock:EMN,EMN,stock,active,2000-01-04,2026-10-30,USD,98487918.9,0.00896495956928895,20,92.64,0.9198642445519595,2011.0,EMN,False,manufacturing,mid,low,stock|mid|low
	312	+firstrate:stock:EMR,EMR,stock,active,2000-01-04,2026-10-30,USD,200627549.05,0.007188254253615315,20,69.69,0.9944745301551758,2011.0,EMR,False,manufacturing,high,low,stock|high|low
	313	+firstrate:stock:ENB,ENB,stock,active,2001-10-30,2026-10-30,USD,93844182.55,0.005201921809435493,20,39.11,0.9976433961040363,2011.0,ENB,False,transport_utilities,mid,low,stock|mid|low
	314	+firstrate:stock:ENOV,ENOV,stock,active,2008-05-09,2026-10-30,USD,30836222.061,0.01171523016969807,20,39.62,0.8221892595416064,2011.0,ENOV,False,manufacturing,low,mid,stock|low|mid
	315	+firstrate:stock:ENR,ENR,stock,active,2015-07-02,2026-10-30,USD,25193628.791,0.01139108825674859,20,47.98,0.8053995710951134,2011.0,ENR,False,manufacturing,low,mid,stock|low|mid
	316	+firstrate:stock:ENTG,ENTG,stock,active,2000-07-12,2026-10-30,USD,25074888.0,0.02007725513065082,20,30.45,0.920969539835483,2011.0,ENTG,False,manufacturing,low,high,stock|low|high
	317	+firstrate:stock:EOG,EOG,stock,active,2000-01-04,2026-10-30,USD,237701164.9,0.01338304066008853,20,107.91,0.9978875774035643,2011.0,EOG,False,mining,high,mid,stock|high|mid
	318	+firstrate:stock:EPD,EPD,stock,active,2000-01-03,2026-10-30,USD,166260100.5,0.009880472360591894,20,26.51,0.9973082073637116,2011.0,EPD,False,transport_utilities,high,low,stock|high|low
	319	+firstrate:stock:EPR,EPR,stock,active,2000-01-04,2026-10-30,USD,31742203.8,0.011858253464628392,20,65.46,0.8116106676970437,2011.0,EPR,False,finance_insurance_realestate,low,mid,stock|low|mid
	320	+firstrate:stock:EQNR,EQNR,stock,active,2013-08-26,2026-10-30,USD,25874095.8,0.011977613690672706,20,21.42,0.97434385783947,2011.0,EQNR,False,unknown,low,mid,stock|low|mid
	321	+firstrate:stock:EQT,EQT,stock,active,2000-01-04,2026-10-30,USD,192351975.0,0.017731532589603194,20,56.92,0.9976103298863921,2011.0,EQT,False,mining,high,high,stock|high|high
	322	+firstrate:stock:ERIC,ERIC,stock,active,2006-08-25,2026-10-30,USD,27296710.15,0.0158072552014027,20,6.68,0.9846594026788493,2011.0,ERIC,False,unknown,low,high,stock|low|high
	323	+firstrate:etf:ERX,ERX,etf,active,2008-11-06,2026-10-30,USD,47920327.705,0.023150443531904336,20,34.93,0.9048926134198538,2011.0,ERX,False,leveraged_inverse,mid,high,etf|mid|high
	324	+firstrate:stock:ES,ES,stock,active,2009-03-03,2026-10-30,USD,109140480.4,0.009680166126996723,20,63.18,0.9812981969430312,2011.0,ES,False,transport_utilities,mid,low,stock|mid|low
	325	+firstrate:stock:ESI,ESI,stock,active,2014-01-24,2026-10-30,USD,47060467.0,0.012508202275138908,20,9.92,0.9430976624360011,2011.0,ESI,False,manufacturing,mid,mid,stock|mid|mid
	326	+firstrate:stock:ESRT,ESRT,stock,active,2013-10-03,2026-10-30,USD,13373464.65,0.008067326307313242,20,20.53,0.8854067805672695,2011.0,ESRT,False,finance_insurance_realestate,low,low,stock|low|low
	327	+firstrate:stock:ET,ET,stock,active,2007-05-03,2026-10-30,USD,91841981.75,0.010484328147904754,20,17.26,0.9966579553115553,2011.0,ET,False,transport_utilities,mid,mid,stock|mid|mid
	328	+firstrate:stock:ETN,ETN,stock,active,2012-12-04,2026-10-30,USD,179076147.25,0.010449368166533166,20,79.01,0.9874684218676287,2011.0,ETN,False,manufacturing,high,mid,stock|high|mid
	329	+firstrate:stock:ETR,ETR,stock,active,2000-01-04,2026-10-30,USD,121974390.15,0.009776709076217846,20,81.39,0.9628819230261005,2011.0,ETR,False,transport_utilities,mid,low,stock|mid|low
	330	+firstrate:stock:ETSY,ETSY,stock,active,2015-04-17,2026-10-30,USD,50897829.4,0.024187932800292352,20,20.45,0.9948838255571738,2011.0,ETSY,False,services,mid,high,stock|mid|high
	331	+firstrate:stock:EVH,EVH,stock,active,2015-06-08,2026-10-30,USD,20646259.0,0.01935711257134212,20,12.3,0.8628787110342336,2011.0,EVH,False,services,low,high,stock|low|high
	332	+firstrate:stock:EVRG,EVRG,stock,active,2007-12-19,2026-10-30,USD,32816895.5,0.007962584611249046,20,52.8,0.9591044783442222,2011.0,EVRG,False,transport_utilities,low,low,stock|low|low
	333	+firstrate:stock:EW,EW,stock,active,2000-04-04,2026-10-30,USD,169410870.85,0.013032540329227614,20,112.71,0.983583840470725,2011.0,EW,False,manufacturing,high,mid,stock|high|mid
	334	+firstrate:etf:EWA,EWA,etf,active,2000-01-03,2026-10-30,USD,46665728.45,0.00802673560509564,20,23.17,0.8973889206387933,2011.0,EWA,False,broad_equity,mid,mid,etf|mid|mid
	335	+firstrate:stock:EWBC,EWBC,stock,active,2000-01-04,2026-10-30,USD,48389858.0,0.01306163573138726,20,60.83,0.8822505239015502,2011.0,EWBC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	336	+firstrate:etf:EWC,EWC,etf,active,2000-01-03,2026-10-30,USD,56814372.5,0.005756010327778016,20,29.64,0.944535307562928,2011.0,EWC,False,international,mid,mid,etf|mid|mid
	337	+firstrate:etf:EWG,EWG,etf,active,2000-01-03,2026-10-30,USD,100224774.0,0.005105086701282616,20,33.02,0.9098536792143278,2011.0,EWG,False,broad_equity,mid,mid,etf|mid|mid
	338	+firstrate:etf:EWH,EWH,etf,active,2004-01-02,2026-10-30,USD,103347227.65,0.009598098654455297,20,25.42,0.9043964212515821,2011.0,EWH,False,broad_equity,mid,high,etf|mid|high
	339	+firstrate:etf:EWJ,EWJ,etf,active,2000-01-03,2026-10-30,USD,447318341.7,0.006271568037320921,20,59.93,0.9931557389738794,2011.0,EWJ,False,international,high,mid,etf|high|mid
	340	+firstrate:etf:EWT,EWT,etf,active,2004-01-02,2026-10-30,USD,115813181.85,0.012221080841887734,20,36.21,0.9732574222342203,2011.0,EWT,False,broad_equity,mid,high,etf|mid|high
	341	+firstrate:etf:EWU,EWU,etf,active,2004-01-02,2026-10-30,USD,78448437.35,0.006493027153399577,20,35.82,0.910478772974022,2011.0,EWU,False,other,mid,mid,etf|mid|mid
	342	+firstrate:etf:EWW,EWW,etf,active,2000-01-03,2026-10-30,USD,123781738.4,0.011873555773826431,20,49.29,0.9798612027733599,2011.0,EWW,False,international,mid,high,etf|mid|high
	343	+firstrate:etf:EWY,EWY,etf,active,2004-01-02,2026-10-30,USD,134966288.7,0.01261760705785212,20,74.93,0.986628976321918,2011.0,EWY,False,international,mid,high,etf|mid|high
	344	+firstrate:etf:EWZ,EWZ,etf,active,2005-01-03,2026-10-30,USD,680696646.8,0.01457236609163232,20,40.45,0.999291619875849,2011.0,EWZ,False,international,high,high,etf|high|high
	345	+firstrate:stock:EXC,EXC,stock,active,2000-10-24,2026-10-30,USD,229634773.85,0.010131356174541683,20,39.41,0.9989291632593624,2011.0,EXC,False,transport_utilities,high,mid,stock|high|mid
	346	+firstrate:stock:EXEL,EXEL,stock,active,2000-04-18,2026-10-30,USD,70441434.3,0.02533962466662172,20,30.4,0.9766476859786537,2011.0,EXEL,False,manufacturing,mid,high,stock|mid|high
	347	+firstrate:stock:EXPD,EXPD,stock,active,2000-01-04,2026-10-30,USD,65437345.9,0.006369517324757664,20,64.69,0.9293177652726613,2011.0,EXPD,False,transport_utilities,mid,low,stock|mid|low
	348	+firstrate:stock:EXPE,EXPE,stock,active,2005-08-09,2026-10-30,USD,220068900.286,0.008514866578497583,20,119.77,0.9802559661573591,2011.0,EXPE,False,transport_utilities,high,low,stock|high|low
	349	+firstrate:stock:EXR,EXR,stock,active,2004-08-17,2026-10-30,USD,74695468.8,0.00862074272214464,20,87.45,0.8760879899163828,2011.0,EXR,False,finance_insurance_realestate,mid,low,stock|mid|low
	350	+firstrate:stock:EXTR,EXTR,stock,active,2000-01-04,2026-10-30,USD,19891733.05,0.017777591885039436,20,12.52,0.8983538984693892,2011.0,EXTR,False,manufacturing,low,high,stock|low|high
	351	+firstrate:etf:EZU,EZU,etf,active,2000-07-31,2026-10-30,USD,365657384.85,0.004535360903320575,20,43.38,0.9575504685804299,2011.0,EZU,False,broad_equity,high,mid,etf|high|mid
	352	+firstrate:stock:F,F,stock,active,2005-01-04,2026-10-30,USD,375346196.3,0.007581951987344347,20,12.49,0.9994149823032146,2011.0,F,False,manufacturing,high,low,stock|high|low
	353	+firstrate:stock:FANG,FANG,stock,active,2012-10-15,2026-10-30,USD,127421442.8,0.020170444217642625,20,126.25,0.9827291034568838,2011.0,FANG,False,mining,high,high,stock|high|high
	354	+firstrate:etf:FAS,FAS,etf,active,2008-11-06,2026-10-30,USD,87270149.155,0.015899260868247143,20,68.38,0.8896385873863494,2011.0,FAS,False,leveraged_inverse,mid,high,etf|mid|high
	355	+firstrate:stock:FAST,FAST,stock,active,2000-01-04,2026-10-30,USD,115878710.05,0.014831054137009907,20,54.69,0.9958669819718774,2011.0,FAST,False,retail,mid,mid,stock|mid|mid
	356	+firstrate:etf:FAZ,FAZ,etf,active,2008-11-06,2026-10-30,USD,15043677.0205,0.015996606554865865,20,11.69,0.9209617825948507,2011.0,FAZ,False,leveraged_inverse,low,high,etf|low|high
	357	+firstrate:stock:FBIN,FBIN,stock,active,2011-10-05,2026-10-30,USD,61488954.15,0.009916121793723101,20,68.44,0.9367185405060955,2011.0,FBIN,False,manufacturing,mid,low,stock|mid|low
	358	+firstrate:stock:FBP,FBP,stock,active,2000-01-04,2026-10-30,USD,15041396.15,0.01641116262656247,20,5.1,0.8984636992872578,2011.0,FBP,False,finance_insurance_realestate,low,high,stock|low|high
	359	+firstrate:stock:FCX,FCX,stock,active,2000-01-04,2026-10-30,USD,330245104.85,0.019590037313917123,20,18.96,0.9986519157421901,2011.0,FCX,False,mining,high,high,stock|high|high
	360	+firstrate:stock:FDX,FDX,stock,active,2000-01-04,2026-10-30,USD,451829135.8,0.013228868620623245,20,249.54,0.9777603406955976,2011.0,FDX,False,transport_utilities,high,mid,stock|high|mid
	361	+firstrate:stock:FE,FE,stock,active,2000-01-04,2026-10-30,USD,131940836.75,0.0108654708414523,20,30.62,0.9942205181956083,2011.0,FE,False,transport_utilities,high,mid,stock|high|mid
	362	+firstrate:etf:FEZ,FEZ,etf,active,2002-10-21,2026-10-30,USD,123031035.15,0.0048188672619483295,20,40.71,0.91731578908698,2011.0,FEZ,False,volatility_alt,mid,mid,etf|mid|mid
	363	+firstrate:stock:FHB,FHB,stock,active,2016-08-04,2026-10-30,USD,9151027.8265,0.010719609522257539,20,29.18,0.838593575265254,2011.0,FHB,False,finance_insurance_realestate,low,mid,stock|low|mid
	364	+firstrate:stock:FHI,FHI,stock,active,2007-05-01,2026-10-30,USD,29457931.7,0.00878949032986942,20,36.08,0.8171329490567905,2011.0,FHI,False,finance_insurance_realestate,low,low,stock|low|low
	365	+firstrate:stock:FHN,FHN,stock,active,2004-04-22,2026-10-30,USD,126888651.35,0.011309475029387143,20,19.99,0.9905059511627394,2011.0,FHN,False,finance_insurance_realestate,high,mid,stock|high|mid
	366	+firstrate:stock:FIS,FIS,stock,active,2006-02-02,2026-10-30,USD,139466765.1,0.006872349953211639,20,94.09,0.9911061518347793,2011.0,FIS,False,services,high,low,stock|high|low
	367	+firstrate:stock:FISV,FISV,stock,active,2005-01-04,2026-10-30,USD,99728274.3,0.0070221368563280154,20,131.13,0.9921510708328228,2011.0,FISV,False,services,mid,low,stock|mid|low
	368	+firstrate:stock:FITB,FITB,stock,active,2011-01-21,2026-10-30,USD,211082772.45,0.010534611443090681,20,30.34,0.9991114011540906,2011.0,FITB,False,finance_insurance_realestate,high,mid,stock|high|mid
	369	+firstrate:stock:FIVE,FIVE,stock,active,2012-07-20,2026-10-30,USD,79638433.7,0.022183264806293804,20,66.32,0.9083646928475366,2011.0,FIVE,False,retail,mid,high,stock|mid|high
	370	+firstrate:stock:FIVN,FIVN,stock,active,2014-04-07,2026-10-30,USD,8375426.6,0.018252004239889343,20,24.88,0.877685933267563,2011.0,FIVN,False,services,low,high,stock|low|high
	371	+firstrate:stock:FLEX,FLEX,stock,active,2000-01-04,2026-10-30,USD,45313295.0,0.012325336167933626,20,17.99,0.9881986813884346,2011.0,FLEX,False,manufacturing,mid,mid,stock|mid|mid
	372	+firstrate:stock:FLG,FLG,stock,active,2002-12-23,2026-10-30,USD,53569612.6,0.010995386263769879,20,13.02,0.9942147198541257,2011.0,FLG,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	373	+firstrate:stock:FLO,FLO,stock,active,2000-01-04,2026-10-30,USD,23445002.25,0.009117474598991232,20,19.31,0.9331652842976556,2011.0,FLO,False,manufacturing,low,low,stock|low|low
	374	+firstrate:etf:FLOT,FLOT,etf,active,2011-06-17,2026-10-30,USD,76083539.6,0.000512665719547768,20,50.82,0.8418760031183504,2011.0,FLOT,False,fixed_income,mid,low,etf|mid|low
	375	+firstrate:stock:FLR,FLR,stock,active,2000-12-26,2026-10-30,USD,54472503.45,0.007679941837912062,20,51.65,0.9638525364588652,2011.0,FLR,False,construction,mid,low,stock|mid|low
	376	+firstrate:stock:FLS,FLS,stock,active,2000-01-04,2026-10-30,USD,46157585.0,0.01186803965365287,20,42.13,0.9116713266667396,2011.0,FLS,False,manufacturing,mid,mid,stock|mid|mid
	377	+firstrate:stock:FMC,FMC,stock,active,2000-01-04,2026-10-30,USD,93541098.2,0.012725771915861184,20,94.66,0.920552776507189,2011.0,FMC,False,manufacturing,mid,mid,stock|mid|mid
	378	+firstrate:stock:FNB,FNB,stock,active,2003-12-18,2026-10-30,USD,36354797.35,0.013098184317773792,20,13.82,0.9693740463137162,2011.0,FNB,False,finance_insurance_realestate,low,mid,stock|low|mid
	379	+firstrate:stock:FND,FND,stock,active,2017-04-28,2026-10-30,USD,36200477.2,0.02700420852989809,20,48.68,0.9266185348469865,2011.0,FND,False,retail,low,high,stock|low|high
	380	+firstrate:stock:FNF,FNF,stock,active,2005-10-17,2026-10-30,USD,62651750.30850001,0.010228459428399261,20,39.24,0.939648487059913,2011.0,FNF,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	381	+firstrate:stock:FNV,FNV,stock,active,2011-09-09,2026-10-30,USD,59386067.35,0.01116593167774988,20,79.95,0.8803938129864056,2011.0,FNV,False,mining,mid,mid,stock|mid|mid
	382	+firstrate:stock:FOX,FOX,stock,active,2007-04-30,2026-10-30,USD,187664481.46999997,0.0208780380510535,20,34.12,0.937415595179471,2011.0,FOX,False,transport_utilities,high,high,stock|high|high
	383	+firstrate:etf:FPE,FPE,etf,active,2013-02-12,2026-10-30,USD,18868915.0,0.0016735109967408993,20,20.01,0.8635173422938965,2011.0,FPE,False,other,low,low,etf|low|low
	384	+firstrate:stock:FR,FR,stock,active,2000-01-04,2026-10-30,USD,28554313.2,0.010084261303812975,20,31.47,0.8820753621532886,2011.0,FR,False,finance_insurance_realestate,low,mid,stock|low|mid
	385	+firstrate:stock:FSLR,FSLR,stock,active,2006-11-20,2026-10-30,USD,155625264.85,0.030227564216455578,20,67.52,0.9771751301225884,2011.0,FSLR,False,manufacturing,high,high,stock|high|high
	386	+firstrate:stock:FSM,FSM,stock,active,2011-09-19,2026-10-30,USD,6187169.0,0.023863798109621255,20,5.22,0.9356637426289562,2011.0,FSM,False,mining,low,high,stock|low|high
	387	+firstrate:stock:FTI,FTI,stock,active,2017-01-18,2026-10-30,USD,87710803.75,0.022365828748485944,20,31.31,0.9940390216688662,2011.0,FTI,False,manufacturing,mid,high,stock|mid|high
	388	+firstrate:stock:FTNT,FTNT,stock,active,2009-11-19,2026-10-30,USD,62418639.25,0.01096541287841317,20,43.69,0.9819624747130983,2011.0,FTNT,False,manufacturing,mid,mid,stock|mid|mid
	389	+firstrate:stock:FTS,FTS,stock,active,2016-10-17,2026-10-30,USD,8303527.8,0.00790590964861432,20,36.67,0.8346163590344136,2011.0,FTS,False,transport_utilities,low,low,stock|low|low
	390	+firstrate:stock:FTV,FTV,stock,active,2016-07-06,2026-10-30,USD,74247390.465,0.007000696631069103,20,72.35,0.9773865043818977,2011.0,FTV,False,manufacturing,mid,low,stock|mid|low
	391	+firstrate:stock:FULT,FULT,stock,active,2000-01-04,2026-10-30,USD,19581821.15,0.01450061076986685,20,17.9,0.89767245471539,2011.0,FULT,False,finance_insurance_realestate,low,mid,stock|low|mid
	392	+firstrate:etf:FVD,FVD,etf,active,2003-10-09,2026-10-30,USD,11269552.95,0.004424062664605745,20,30.86,0.8900391973308872,2011.0,FVD,False,broad_equity,low,mid,etf|low|mid
	393	+firstrate:stock:FWONK,FWONK,stock,active,2014-07-09,2026-10-30,USD,60763691.954051994,0.019811077363527302,20,34.74072,0.841639139060569,2011.0,FWONK,False,transport_utilities,mid,high,stock|mid|high
	394	+firstrate:etf:FXI,FXI,etf,active,2004-10-08,2026-10-30,USD,577603750.9,0.009814018725531322,20,46.17,0.9985819679740964,2011.0,FXI,False,international,high,high,etf|high|high
	395	+firstrate:stock:G,G,stock,active,2007-08-03,2026-10-30,USD,33528299.85,0.0071580515235538465,20,31.74,0.8898044910758613,2011.0,G,False,services,low,low,stock|low|low
	396	+firstrate:stock:GAP,GAP,stock,active,2000-01-04,2026-10-30,USD,152807209.7,0.01978048060123174,20,34.06,0.9977603996433934,2011.0,GAP,False,retail,high,high,stock|high|high
	397	+firstrate:stock:GD,GD,stock,active,2000-01-04,2026-10-30,USD,239263702.7,0.006932089952559858,20,203.45,0.9416284820464572,2011.0,GD,False,manufacturing,high,low,stock|high|low
	398	+firstrate:stock:GDDY,GDDY,stock,active,2015-04-06,2026-10-30,USD,86383911.15,0.01453448133691242,20,50.28,0.9368668442401712,2011.0,GDDY,False,services,mid,mid,stock|mid|mid
	399	+firstrate:stock:GDS,GDS,stock,active,2016-11-03,2026-10-30,USD,8566289.55,0.03509682398674549,20,22.53,0.8962614265073688,2011.0,GDS,False,services,low,high,stock|low|high
	400	+firstrate:etf:GDX,GDX,etf,active,2006-05-22,2026-10-30,USD,768168323.05,0.011509658613411832,20,23.24,0.9997252960380313,2011.0,GDX,False,commodity,high,high,etf|high|high
	401	+firstrate:etf:GDXJ,GDXJ,etf,active,2009-11-11,2026-10-30,USD,347028781.4,0.013886296137879334,20,34.13,0.9977731174194105,2011.0,GDXJ,False,commodity,high,high,etf|high|high
	402	+firstrate:stock:GE,GE,stock,active,2000-01-04,2026-10-30,USD,1090372362.157,0.006694538217453634,20,17.45,0.999600661833064,2011.0,GE,False,manufacturing,high,low,stock|high|low
	403	+firstrate:stock:GEN,GEN,stock,active,2007-04-27,2026-10-30,USD,151982893.05,0.017571661339154908,20,28.06,0.9920148399448903,2011.0,GEN,False,services,high,high,stock|high|high
	404	+firstrate:stock:GEO,GEO,stock,active,2000-01-04,2026-10-30,USD,19724055.4,0.014060845926311526,20,23.6,0.9212377643618032,2011.0,GEO,False,construction,low,mid,stock|low|mid
	405	+firstrate:stock:GFI,GFI,stock,active,2002-05-13,2026-10-30,USD,18545045.9,0.024528081620223526,20,4.3,0.9835183168010181,2011.0,GFI,False,unknown,low,high,stock|low|high
	406	+firstrate:stock:GGAL,GGAL,stock,active,2002-12-12,2026-10-30,USD,33191535.55,0.014915841920602028,20,65.85,0.8059892298760376,2011.0,GGAL,False,unknown,low,mid,stock|low|mid
	407	+firstrate:stock:GGB,GGB,stock,active,2000-01-04,2026-10-30,USD,20769300.15,0.0157873593041533,20,3.72,0.967211487953816,2011.0,GGB,False,unknown,low,high,stock|low|high
	408	+firstrate:stock:GGG,GGG,stock,active,2000-01-04,2026-10-30,USD,33498119.05,0.2504172047135841,20,45.22,0.8234431297913957,2011.0,GGG,False,manufacturing,low,high,stock|low|high
	409	+firstrate:stock:GIL,GIL,stock,active,2000-01-04,2026-10-30,USD,9335470.55,0.00904698165756149,20,32.3,0.843207626595922,2011.0,GIL,False,manufacturing,low,low,stock|low|low
	410	+firstrate:stock:GILD,GILD,stock,active,2000-01-04,2026-10-30,USD,581787864.5,0.013986585641682132,20,71.64,0.9997881736870408,2011.0,GILD,False,manufacturing,high,mid,stock|high|mid
	411	+firstrate:stock:GIS,GIS,stock,active,2000-01-04,2026-10-30,USD,255384886.6,0.011305648734474287,20,59.29,0.9984691534652284,2011.0,GIS,False,manufacturing,high,mid,stock|high|mid
	412	+firstrate:etf:GLD,GLD,etf,active,2004-11-18,2026-10-30,USD,877058775.55,0.005341288646535229,20,123.65,0.9994900171817155,2011.0,GLD,False,commodity,high,mid,etf|high|mid
	413	+firstrate:stock:GLNG,GLNG,stock,active,2003-07-16,2026-10-30,USD,40577228.9,0.014702523221070731,20,29.81,0.9047122018218714,2011.0,GLNG,False,unknown,low,mid,stock|low|mid
	414	+firstrate:stock:GLPI,GLPI,stock,active,2013-10-15,2026-10-30,USD,30659675.35,0.007486727159414098,20,37.0,0.9340873471684211,2011.0,GLPI,False,finance_insurance_realestate,low,low,stock|low|low
	415	+firstrate:stock:GLW,GLW,stock,active,2000-01-04,2026-10-30,USD,150115092.85,0.0090812674378752,20,31.99,0.9969668104199281,2011.0,GLW,False,manufacturing,high,low,stock|high|low
	416	+firstrate:stock:GM,GM,stock,active,2010-11-19,2026-10-30,USD,489551844.8,0.009910101806702362,20,40.99,0.999543431840987,2011.0,GM,False,manufacturing,high,low,stock|high|low
	417	+firstrate:stock:GME,GME,stock,active,2002-05-13,2026-10-30,USD,54100392.9,0.0160710103648646,20,17.95,0.9908253963812839,2011.0,GME,False,retail,mid,high,stock|mid|high
	418	+firstrate:stock:GMED,GMED,stock,active,2012-08-06,2026-10-30,USD,27829652.75,0.01986507353290025,20,41.1,0.8291857963465398,2011.0,GMED,False,manufacturing,low,high,stock|low|high
	419	+firstrate:stock:GNL,GNL,stock,active,2015-06-03,2026-10-30,USD,8971515.15,0.009649314887223358,20,20.58,0.8290961390393105,2011.0,GNL,False,finance_insurance_realestate,low,low,stock|low|low
	420	+firstrate:stock:GNRC,GNRC,stock,active,2010-02-12,2026-10-30,USD,16808693.1,0.009177154633758969,20,49.52,0.8583904330837308,2011.0,GNRC,False,manufacturing,low,low,stock|low|low
	421	+firstrate:stock:GNTX,GNTX,stock,active,2000-01-04,2026-10-30,USD,36240354.9,0.008464230531568312,20,20.95,0.9583861711219196,2011.0,GNTX,False,manufacturing,low,low,stock|low|low
	422	+firstrate:stock:GNW,GNW,stock,active,2004-05-26,2026-10-30,USD,15433565.75,0.013344316699517954,20,3.11,0.9453287882935175,2011.0,GNW,False,finance_insurance_realestate,low,mid,stock|low|mid
	423	+firstrate:stock:GOGO,GOGO,stock,active,2013-06-24,2026-10-30,USD,10459223.7,0.022210221626183663,20,11.28,0.8471912318516809,2011.0,GOGO,False,transport_utilities,low,high,stock|low|high
	424	+firstrate:stock:GOOG,GOOG,stock,active,2004-09-01,2026-10-30,USD,1467023654.6,0.007583885280535767,20,1046.4,0.9785996054198484,2011.0,GOOG,False,services,high,low,stock|high|low
	425	+firstrate:stock:GOOGL,GOOGL,stock,active,2014-04-03,2026-10-30,USD,1575630480.7954996,0.007510636568974479,20,1053.4,0.9789823743136703,2011.0,GOOGL,False,services,high,low,stock|high|low
	426	+firstrate:stock:GOOS,GOOS,stock,active,2017-03-22,2026-10-30,USD,22136230.6,0.02220200976148918,20,31.56,0.9086164083745626,2011.0,GOOS,False,manufacturing,low,high,stock|low|high
	427	+firstrate:etf:GOVT,GOVT,etf,active,2012-02-24,2026-10-30,USD,31861961.75,0.0017534989582226887,20,25.08,0.9177882996713792,2011.0,GOVT,False,fixed_income,low,low,etf|low|low
	428	+firstrate:stock:GPC,GPC,stock,active,2000-01-04,2026-10-30,USD,72121907.95,0.009198543405419146,20,95.01,0.8898244477376587,2011.0,GPC,False,wholesale,mid,low,stock|mid|low
	429	+firstrate:stock:GPK,GPK,stock,active,2000-03-02,2026-10-30,USD,33471049.6,0.006555605792039824,20,15.45,0.9816122476546868,2011.0,GPK,False,manufacturing,low,low,stock|low|low
	430	+firstrate:stock:GPN,GPN,stock,active,2001-02-02,2026-10-30,USD,110965369.4,0.014306490133877471,20,100.24,0.9678127434177056,2011.0,GPN,False,services,mid,mid,stock|mid|mid
	431	+firstrate:stock:GPRE,GPRE,stock,active,2006-03-16,2026-10-30,USD,11550390.25,0.012276339524657155,20,16.85,0.8272553404126421,2011.0,GPRE,False,manufacturing,low,mid,stock|low|mid
	432	+firstrate:stock:GPRO,GPRO,stock,active,2014-06-27,2026-10-30,USD,26472951.9,0.01596636455184435,20,7.57,0.9570066118753131,2011.0,GPRO,False,manufacturing,low,high,stock|low|high
	433	+firstrate:stock:GRMN,GRMN,stock,active,2000-12-11,2026-10-30,USD,70028700.2,0.009476302369513457,20,59.57,0.8669967570454716,2011.0,GRMN,False,manufacturing,mid,low,stock|mid|low
	434	+firstrate:stock:GRPN,GRPN,stock,active,2011-11-07,2026-10-30,USD,40625054.55,0.0192994135349252,20,5.1,0.907837248703602,2011.0,GRPN,False,services,low,high,stock|low|high
	435	+firstrate:stock:GS,GS,stock,active,2000-01-04,2026-10-30,USD,681343654.55,0.011513886505063397,20,254.76,0.9901516134298051,2011.0,GS,False,finance_insurance_realestate,high,mid,stock|high|mid
	436	+firstrate:stock:GSAT,GSAT,stock,active,2006-11-02,2026-10-30,USD,7151251.7,0.039215572139837035,20,1.31,0.914762276648504,2011.0,GSAT,False,transport_utilities,low,high,stock|low|high
	437	+firstrate:stock:GSK,GSK,stock,active,2000-12-27,2026-10-30,USD,180122429.45,0.0065655145821061295,20,35.47,0.9933122821391475,2008.0,GSK,False,manufacturing,high,low,stock|high|low
	438	+firstrate:stock:GT,GT,stock,active,2000-01-04,2026-10-30,USD,78658687.95,0.010789322456577481,20,32.31,0.9901780555546329,2011.0,GT,False,manufacturing,mid,mid,stock|mid|mid
	439	+firstrate:stock:GTN,GTN,stock,active,2002-09-03,2026-10-30,USD,25960950.75,0.021793323084895774,20,16.75,0.8376728323911461,2011.0,GTN,False,transport_utilities,low,high,stock|low|high
	440	+firstrate:etf:GUSH,GUSH,etf,active,2015-05-29,2026-10-30,USD,20722671.5,0.04727552308115295,20,30.35,0.9212859351987361,2011.0,GUSH,False,leveraged_inverse,low,high,etf|low|high
	441	+firstrate:stock:H,H,stock,active,2009-11-06,2026-10-30,USD,46702521.2,0.00919714367909742,20,73.54,0.8384350129270166,2011.0,H,False,services,mid,low,stock|mid|low
	442	+firstrate:stock:HAIN,HAIN,stock,active,2000-01-04,2026-10-30,USD,58093697.3,0.013986533346929933,20,42.39,0.876847217035074,2011.0,HAIN,False,manufacturing,mid,mid,stock|mid|mid
	443	+firstrate:stock:HAL,HAL,stock,active,2000-01-04,2026-10-30,USD,389149380.95,0.01235464128133339,20,48.87,0.9994976478473258,2011.0,HAL,False,mining,high,mid,stock|high|mid
	444	+firstrate:stock:HALO,HALO,stock,active,2004-11-02,2026-10-30,USD,23948022.1,0.023796644330295765,20,20.26,0.901738508529508,2011.0,HALO,False,manufacturing,low,high,stock|low|high
	445	+firstrate:stock:HAPN,HAPN,stock,active,2014-12-12,2026-10-30,USD,52310132.4,0.053630445210617377,20,4.13,0.9092907759820954,2011.0,HAPN,False,finance_insurance_realestate,mid,high,stock|mid|high
	446	+firstrate:stock:HAS,HAS,stock,active,2000-01-04,2026-10-30,USD,111258325.45,0.013692942126688208,20,90.89,0.9362962380137447,2011.0,HAS,False,manufacturing,mid,mid,stock|mid|mid
	447	+firstrate:stock:HASI,HASI,stock,delisted,2013-04-18,2024-12-20,USD,7492458.342499999,0.012327071939316614,20,24.06,0.8019596236408653,2011.0,HASI,True,unknown,low,mid,stock|low|mid
	448	+firstrate:stock:HBAN,HBAN,stock,active,2009-09-21,2026-10-30,USD,132841596.25,0.011413198478469349,20,14.56,0.9995815851690383,2011.0,HBAN,False,finance_insurance_realestate,high,mid,stock|high|mid
	449	+firstrate:stock:HCA,HCA,stock,active,2011-03-11,2026-10-30,USD,204418763.25,0.014505043334948441,20,87.84,0.9467615632957895,2011.0,HCA,False,services,high,mid,stock|high|mid
	450	+firstrate:stock:HCC,HCC,stock,active,2017-04-17,2026-10-30,USD,25800925.8,0.017208219489535825,20,25.15,0.8320018675722575,2011.0,HCC,False,mining,low,high,stock|low|high
	451	+firstrate:stock:HD,HD,stock,active,2000-01-04,2026-10-30,USD,957530104.85,0.008650992843654523,20,189.53,0.9981495635895158,2011.0,HD,False,retail,high,low,stock|high|low
	452	+firstrate:stock:HDB,HDB,stock,active,2001-07-20,2026-10-30,USD,52815620.85,0.008477087618857506,20,101.67,0.9278577103394633,2011.0,HDB,False,unknown,mid,low,stock|mid|low
	453	+firstrate:etf:HDV,HDV,etf,active,2011-03-31,2026-10-30,USD,24363385.55,0.004771637219991775,20,90.14,0.8123218746633519,2011.0,HDV,False,broad_equity,low,mid,etf|low|mid
	454	+firstrate:stock:HE,HE,stock,active,2000-01-04,2026-10-30,USD,14497027.1,0.0076736466212554005,20,36.15,0.8040924489253662,2011.0,HE,False,transport_utilities,low,low,stock|low|low
	455	+firstrate:stock:HGV,HGV,stock,active,2016-12-14,2026-10-30,USD,18918557.786999997,0.012904705006681458,20,41.95,0.8380154107018012,2011.0,HGV,False,services,low,mid,stock|low|mid
	456	+firstrate:stock:HIG,HIG,stock,active,2000-01-04,2026-10-30,USD,140791414.6,0.011698153444668478,20,56.28,0.972050119537752,2011.0,HIG,False,finance_insurance_realestate,high,mid,stock|high|mid
	457	+firstrate:stock:HIMX,HIMX,stock,active,2006-03-31,2026-10-30,USD,65555565.5,0.04307113648963653,20,10.42,0.8657450325436737,2011.0,HIMX,False,manufacturing,mid,high,stock|mid|high
	458	+firstrate:stock:HIW,HIW,stock,active,2000-01-04,2026-10-30,USD,29777853.35,0.007967074561899455,20,50.91,0.8709453251296726,2011.0,HIW,False,finance_insurance_realestate,low,low,stock|low|low
	459	+firstrate:stock:HL,HL,stock,active,2000-01-04,2026-10-30,USD,17271385.45,0.021670915651525725,20,3.97,0.9928446416794031,2011.0,HL,False,mining,low,high,stock|low|high
	460	+firstrate:stock:HLF,HLF,stock,active,2004-12-17,2026-10-30,USD,62840228.45,0.016436785514765743,20,67.72,0.9075782159348296,2011.0,HLF,False,wholesale,mid,high,stock|mid|high
	461	+firstrate:stock:HLT,HLT,stock,active,2013-12-13,2026-10-30,USD,140486466.95,0.008742858868904453,20,79.86,0.9760385406717279,2011.0,HLT,False,services,high,low,stock|high|low
	462	+firstrate:stock:HMC,HMC,stock,active,2000-01-03,2026-10-30,USD,15168641.5,0.004604868553570768,20,34.08,0.8795784468317793,2011.0,HMC,False,manufacturing,low,low,stock|low|low
	463	+firstrate:stock:HOG,HOG,stock,active,2000-01-04,2026-10-30,USD,95886498.3,0.014543557958624881,20,50.88,0.9715782960749006,2011.0,HOG,False,manufacturing,mid,mid,stock|mid|mid
	464	+firstrate:stock:HOMB,HOMB,stock,active,2006-06-26,2026-10-30,USD,35287280.4,0.016964189849141578,20,23.25,0.8635549531575678,2011.0,HOMB,False,finance_insurance_realestate,low,high,stock|low|high
	465	+firstrate:stock:HON,HON,stock,active,2000-01-04,2026-10-30,USD,456292647.25,0.006103542317297162,20,153.36,0.9954328959477193,2011.0,HON,False,manufacturing,high,low,stock|high|low
	466	+firstrate:stock:HOPE,HOPE,stock,active,2007-05-02,2026-10-30,USD,8145435.45,0.013764644274029346,20,18.25,0.8183695026380977,2011.0,HOPE,False,finance_insurance_realestate,low,mid,stock|low|mid
	467	+firstrate:stock:HOS,HOS,stock,active,2006-07-19,2026-10-30,USD,9307916.0,0.026292398763270698,20,7.54,0.9214594153074201,2011.0,HOS,False,mining,low,high,stock|low|high
	468	+firstrate:stock:HP,HP,stock,active,2000-01-04,2026-10-30,USD,88976303.8,0.01778684378907129,20,64.64,0.9539384634796495,2011.0,HP,False,mining,mid,high,stock|mid|high
	469	+firstrate:stock:HPE,HPE,stock,active,2015-11-03,2026-10-30,USD,133155479.62800002,0.012071640756813466,20,14.36,0.9977731174194105,2011.0,HPE,False,manufacturing,high,mid,stock|high|mid
	470	+firstrate:stock:HPP,HPP,stock,active,2010-06-25,2026-10-30,USD,24976904.4,0.009003532727941008,20,34.25,0.9242280389820449,2011.0,HPP,False,finance_insurance_realestate,low,low,stock|low|low
	471	+firstrate:stock:HPQ,HPQ,stock,active,2004-01-02,2026-10-30,USD,188826006.4215,0.008404793370849992,20,21.01,0.9980427342709723,2011.0,HPQ,False,manufacturing,high,low,stock|high|low
	472	+firstrate:stock:HQY,HQY,stock,active,2014-08-01,2026-10-30,USD,32021982.825,0.027692587872106312,20,46.66,0.8094988056471338,2011.0,HQY,False,services,low,high,stock|low|high
	473	+firstrate:stock:HR,HR,stock,active,2000-01-04,2026-10-30,USD,28558149.65,0.01371729030928924,20,32.12,0.9341935014201808,2011.0,HR,False,finance_insurance_realestate,low,mid,stock|low|mid
	474	+firstrate:stock:HRB,HRB,stock,active,2000-01-04,2026-10-30,USD,91115780.95,0.0303118282422102,20,26.22,0.9537027325696837,2011.0,HRB,False,services,mid,high,stock|mid|high
	475	+firstrate:stock:HRL,HRL,stock,active,2000-01-04,2026-10-30,USD,66337277.9,0.009039965141627448,20,36.39,0.9859664525200125,2011.0,HRL,False,manufacturing,mid,low,stock|mid|low
	476	+firstrate:stock:HRTX,HRTX,stock,active,2007-05-17,2026-10-30,USD,20642676.3,0.03656329013274315,20,18.1,0.8921028403248081,2011.0,HRTX,False,manufacturing,low,high,stock|low|high
	477	+firstrate:stock:HSBC,HSBC,stock,active,2000-01-03,2026-10-30,USD,91937010.3,0.009149533196647052,20,51.64,0.9636479008126303,2011.0,HSBC,False,unknown,mid,low,stock|mid|low
	478	+firstrate:stock:HSIC,HSIC,stock,active,2000-01-04,2026-10-30,USD,119179499.55,0.014699789330091027,20,69.88,0.9090526401467123,2011.0,HSIC,False,wholesale,mid,mid,stock|mid|mid
	479	+firstrate:stock:HST,HST,stock,active,2006-04-19,2026-10-30,USD,112745373.95,0.01011150512088051,20,19.85,0.9971058802047822,2011.0,HST,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	480	+firstrate:stock:HSY,HSY,stock,active,2000-01-04,2026-10-30,USD,91261883.85,0.005938950177535082,20,113.51,0.9424674755385181,2011.0,HSY,False,manufacturing,mid,low,stock|mid|low
	481	+firstrate:stock:HTGC,HTGC,stock,active,2005-06-10,2026-10-30,USD,5401955.2,0.009726318055195436,20,13.12,0.8213604945167972,2011.0,HTGC,False,unknown,low,low,stock|low|low
	482	+firstrate:stock:HTHT,HTHT,stock,active,2010-03-29,2026-10-30,USD,92691109.85,0.019707251069784035,20,144.43,0.9279202866193729,2011.0,HTHT,False,services,mid,high,stock|mid|high
	483	+firstrate:stock:HUM,HUM,stock,active,2000-01-04,2026-10-30,USD,299243989.35,0.012771822649513011,20,248.07,0.8876774641328429,2011.0,HUM,False,finance_insurance_realestate,high,mid,stock|high|mid
	484	+firstrate:stock:HUN,HUN,stock,active,2005-02-15,2026-10-30,USD,105345499.05,0.016465769642748932,20,33.29,0.9795365077050946,2011.0,HUN,False,manufacturing,mid,high,stock|mid|high
	485	+firstrate:stock:HWM,HWM,stock,active,2016-11-01,2026-10-30,USD,76584308.6,0.01220077666248389,20,27.25,0.9882338391076325,2011.0,HWM,False,manufacturing,mid,mid,stock|mid|mid
	486	+firstrate:stock:HXL,HXL,stock,active,2000-01-04,2026-10-30,USD,30510264.8,0.011243655886497407,20,61.85,0.8214967314321119,2011.0,HXL,False,manufacturing,low,mid,stock|low|mid
	487	+firstrate:etf:HYG,HYG,etf,active,2007-04-11,2026-10-30,USD,911979949.75,0.0012610200527589201,20,87.26,0.9983570501874363,2011.0,HYG,False,fixed_income,high,low,etf|high|low
	488	+firstrate:stock:IAG,IAG,stock,active,2005-12-20,2026-10-30,USD,20219679.95,0.017607630919990812,20,5.83,0.9611682780500751,2011.0,IAG,False,mining,low,high,stock|low|high
	489	+firstrate:etf:IAU,IAU,etf,active,2005-01-28,2026-10-30,USD,105802944.4,0.005297520985348083,20,12.51,0.9846477336673001,2011.0,IAU,False,commodity,mid,mid,etf|mid|mid
	490	+firstrate:etf:IBB,IBB,etf,active,2001-02-12,2026-10-30,USD,222452365.85,0.009361460320256212,20,106.77,0.9887454372642928,2011.0,IBB,False,sector,high,high,etf|high|high
	491	+firstrate:stock:IBKR,IBKR,stock,active,2007-05-07,2026-10-30,USD,67392831.5,0.011028338893927691,20,59.21,0.8696895080354977,2011.0,IBKR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	492	+firstrate:stock:IBM,IBM,stock,active,2000-01-04,2026-10-30,USD,683557154.65,0.007640263472613369,20,153.42,0.9989062712625317,2011.0,IBM,False,manufacturing,high,low,stock|high|low
	493	+firstrate:stock:IBN,IBN,stock,active,2000-03-29,2026-10-30,USD,43343953.4,0.011185514937662218,20,9.73,0.9863960541719635,2011.0,IBN,False,unknown,mid,mid,stock|mid|mid
	494	+firstrate:stock:ICE,ICE,stock,active,2005-11-17,2026-10-30,USD,187453144.75,0.006435893234158452,20,70.56,0.9913790656642946,2011.0,ICE,False,finance_insurance_realestate,high,low,stock|high|low
	495	+firstrate:etf:IDV,IDV,etf,active,2007-06-15,2026-10-30,USD,16357911.737750003,0.0033097168465644274,20,33.79,0.8281147968665883,2011.0,IDV,False,broad_equity,low,low,etf|low|low
	496	+firstrate:etf:IEF,IEF,etf,active,2002-07-30,2026-10-30,USD,221960374.9,0.002159196874787475,20,105.57,0.986516083457084,2011.0,IEF,False,other,high,low,etf|high|low
	497	+firstrate:etf:IEFA,IEFA,etf,active,2012-10-22,2026-10-30,USD,270283094.11275,0.005262788249551875,20,66.09,0.9991033967907964,2011.0,IEFA,False,international,high,mid,etf|high|mid
	498	+firstrate:etf:IEI,IEI,etf,active,2007-01-11,2026-10-30,USD,45349158.1,0.001189380335752326,20,122.16,0.8359476992250311,2011.0,IEI,False,other,low,low,etf|low|low
	499	+firstrate:etf:IEMG,IEMG,etf,active,2012-10-22,2026-10-30,USD,445801069.6045,0.008499008921102367,20,56.9,0.9995040067353342,2011.0,IEMG,False,international,high,mid,etf|high|mid
	500	+firstrate:stock:IFF,IFF,stock,active,2000-01-04,2026-10-30,USD,37484986.7,0.006514856048234921,20,152.61,0.9243201373789837,2011.0,IFF,False,manufacturing,low,low,stock|low|low
	501	+firstrate:etf:IGIB,IGIB,etf,active,2007-05-16,2026-10-30,USD,36582966.95,0.001033332825610401,20,109.21,0.8250445991610451,2011.0,IGIB,False,other,low,low,etf|low|low
	502	+firstrate:etf:IGSB,IGSB,etf,active,2007-05-16,2026-10-30,USD,48562711.7,0.0005399342028071364,20,104.54,0.8976901390541739,2011.0,IGSB,False,fixed_income,mid,low,etf|mid|low
	503	+firstrate:etf:IGV,IGV,etf,active,2002-09-03,2026-10-30,USD,23924139.55,0.009996671824421216,20,154.57,0.8825913964630997,2011.0,IGV,False,sector,low,high,etf|low|high
	504	+firstrate:etf:IJH,IJH,etf,active,2004-01-02,2026-10-30,USD,201103077.1,0.005388186836076113,20,189.78,0.9706678539966284,2011.0,IJH,False,broad_equity,high,mid,etf|high|mid
	505	+firstrate:etf:IJR,IJR,etf,active,2004-01-02,2026-10-30,USD,218230410.6,0.007662607994584568,20,76.81,0.9995866722794452,2011.0,IJR,False,broad_equity,high,mid,etf|high|mid
	506	+firstrate:etf:ILF,ILF,etf,active,2002-02-05,2026-10-30,USD,31084379.5,0.01007171528421762,20,34.17,0.9077999211268847,2011.0,ILF,False,international,low,high,etf|low|high
	507	+firstrate:stock:ILMN,ILMN,stock,active,2000-07-31,2026-10-30,USD,165803271.45,0.017125183920743577,20,218.49,0.9271759109699261,2011.0,ILMN,False,manufacturing,high,high,stock|high|high
	508	+firstrate:stock:IMO,IMO,stock,active,2000-01-04,2026-10-30,USD,7136932.65,0.008277201858435506,20,31.19,0.8157516720063144,2011.0,IMO,False,manufacturing,low,low,stock|low|low
	509	+firstrate:stock:INCY,INCY,stock,active,2000-01-04,2026-10-30,USD,130521622.2,0.01870237180805093,20,94.71,0.9591788080190291,2011.0,INCY,False,services,high,high,stock|high|high
	510	+firstrate:etf:INDA,INDA,etf,active,2012-02-03,2026-10-30,USD,100581463.0,0.00761936179910168,20,36.07,0.9761988268412171,2011.0,INDA,False,international,mid,mid,etf|mid|mid
	511	+firstrate:stock:INFY,INFY,stock,active,2000-01-04,2026-10-30,USD,65492503.5,0.007766482815169422,20,16.22,0.9956847440771492,2011.0,INFY,False,services,mid,low,stock|mid|low
	512	+firstrate:stock:ING,ING,stock,active,2000-01-04,2026-10-30,USD,54960588.25,0.009463525183139618,20,18.46,0.9539817581645454,2011.0,ING,False,unknown,mid,low,stock|mid|low
	513	+firstrate:stock:INO,INO,stock,active,2005-04-05,2026-10-30,USD,5321013.498000001,0.024870754672707048,20,4.13,0.8573412587539962,2011.0,INO,False,manufacturing,low,high,stock|low|high
	514	+firstrate:stock:INSM,INSM,stock,active,2000-08-29,2026-10-30,USD,22878043.75,0.029226607686775825,20,31.18,0.8915587847160854,2010.0,INSM,False,manufacturing,low,high,stock|low|high
	515	+firstrate:stock:INTC,INTC,stock,active,2000-01-04,2026-10-30,USD,1263915157.0,0.014741274998024181,20,46.16,0.9999236933438975,2011.0,INTC,False,manufacturing,high,mid,stock|high|mid
	516	+firstrate:stock:INTU,INTU,stock,active,2000-01-04,2026-10-30,USD,196272006.7,0.0074996437808986655,20,157.78,0.9531597739444847,2011.0,INTU,False,services,high,low,stock|high|low
	517	+firstrate:stock:INVH,INVH,stock,active,2017-02-02,2026-10-30,USD,64480835.8,0.00887389655246305,20,23.57,0.9870912644664476,2011.0,INVH,False,finance_insurance_realestate,mid,low,stock|mid|low
	518	+firstrate:stock:IONS,IONS,stock,active,2002-05-09,2026-10-30,USD,41034171.75,0.02469248743047263,20,50.3,0.9068500840798692,2010.0,IONS,False,manufacturing,mid,high,stock|mid|high
	519	+firstrate:stock:IP,IP,stock,active,2000-01-04,2026-10-30,USD,115842961.25,0.011152007352248588,20,57.94,0.9937844792996827,2011.0,IP,False,manufacturing,mid,mid,stock|mid|mid
	520	+firstrate:stock:IQV,IQV,stock,active,2013-05-10,2026-10-30,USD,119369465.85,0.005752736718665608,20,97.9,0.9126324047811821,2011.0,IQV,False,services,mid,low,stock|mid|low
	521	+firstrate:stock:IR,IR,stock,active,2017-05-15,2026-10-30,USD,22402330.95,0.013444351518291276,20,33.93,0.9653460011704813,2011.0,IR,False,manufacturing,low,mid,stock|low|mid
	522	+firstrate:stock:IRBT,IRBT,stock,active,2005-11-10,2025-12-19,USD,74766688.2,0.02266745153274666,20,76.7,0.8154363314349109,2004.0,IRBT,False,unknown,mid,high,stock|mid|high
	523	+firstrate:stock:IRDM,IRDM,stock,active,2009-09-25,2026-10-30,USD,8819672.9,0.01681814424854599,20,11.8,0.8553729327790015,2011.0,IRDM,False,transport_utilities,low,high,stock|low|high
	524	+firstrate:stock:IRM,IRM,stock,active,2000-01-04,2026-10-30,USD,92786347.1,0.019367519722323298,20,37.73,0.9639255220274864,2011.0,IRM,False,finance_insurance_realestate,mid,high,stock|mid|high
	525	+firstrate:stock:IRT,IRT,stock,active,2013-09-19,2026-10-30,USD,6367989.2,0.008892193778253142,20,10.09,0.8606529857109879,2011.0,IRT,False,finance_insurance_realestate,low,low,stock|low|low
	526	+firstrate:stock:IRWD,IRWD,stock,active,2010-02-04,2026-10-30,USD,17365386.15,0.02500206337014233,20,14.99,0.918827323889828,2011.0,IRWD,False,manufacturing,low,high,stock|low|high
	527	+firstrate:stock:ISRG,ISRG,stock,active,2003-07-01,2026-10-30,USD,366156537.45,0.02095480492437637,20,364.94,0.9013253977947051,2011.0,ISRG,False,manufacturing,high,high,stock|high|high
	528	+firstrate:etf:ITB,ITB,etf,active,2006-05-05,2026-10-30,USD,65618342.3,0.00904544189573718,20,43.72,0.9887120335132564,2011.0,ITB,False,broad_equity,mid,high,etf|mid|high
	529	+firstrate:etf:ITOT,ITOT,etf,active,2007-05-16,2026-10-30,USD,53765476.55,0.0042785106030781145,20,61.14,0.9592668499878827,2011.0,ITOT,False,broad_equity,mid,mid,etf|mid|mid
	530	+firstrate:stock:ITUB,ITUB,stock,active,2009-05-21,2026-10-30,USD,116754784.831,0.018086814067799155,20,13.0,0.9942043587844702,2011.0,ITUB,False,unknown,mid,high,stock|mid|high
	531	+firstrate:stock:ITW,ITW,stock,active,2000-01-04,2026-10-30,USD,206307823.3,0.00659881712447328,20,166.85,0.928380061345609,2011.0,ITW,False,manufacturing,high,low,stock|high|low
	532	+firstrate:etf:IVE,IVE,etf,active,2004-01-02,2026-10-30,USD,191715312.35,0.004613966428128099,20,114.24,0.8709268873681388,2011.0,IVE,False,broad_equity,high,mid,etf|high|mid
	533	+firstrate:stock:IVR,IVR,stock,active,2009-06-26,2026-10-30,USD,31641026.340000004,0.010881279450375186,20,17.83,0.9108609692665539,2011.0,IVR,False,finance_insurance_realestate,low,mid,stock|low|mid
	534	+firstrate:etf:IVV,IVV,etf,active,2005-01-03,2026-10-30,USD,1107868778.2,0.003973983940386353,20,268.85,0.9990258183570921,2011.0,IVV,False,broad_equity,high,low,etf|high|low
	535	+firstrate:etf:IVW,IVW,etf,active,2005-01-03,2026-10-30,USD,113934989.15,0.004164252977466913,20,152.77,0.9338583669262939,2011.0,IVW,False,broad_equity,mid,low,etf|mid|low
	536	+firstrate:stock:IVZ,IVZ,stock,active,2007-05-25,2026-10-30,USD,83814772.45,0.008628479553184906,20,36.54,0.9933178876044061,2011.0,IVZ,False,finance_insurance_realestate,mid,low,stock|mid|low
	537	+firstrate:etf:IWB,IWB,etf,active,2000-05-19,2026-10-30,USD,199055389.85,0.0036003427492344057,20,148.61,0.8497270478966091,2011.0,IWB,False,broad_equity,high,low,etf|high|low
	538	+firstrate:etf:IWD,IWD,etf,active,2000-05-26,2026-10-30,USD,269650144.95,0.004052605149976257,20,124.34,0.9797734561462242,2011.0,IWD,False,broad_equity,high,low,etf|high|low
	539	+firstrate:etf:IWF,IWF,etf,active,2000-05-26,2026-10-30,USD,246503908.7,0.003990674172000899,20,134.68,0.9568500325457532,2011.0,IWF,False,broad_equity,high,low,etf|high|low
	540	+firstrate:etf:IWM,IWM,etf,active,2000-05-26,2026-10-30,USD,3913272787.55,0.007036868117615103,20,152.46,0.9998130486925491,2011.0,IWM,False,broad_equity,high,mid,etf|high|mid
	541	+firstrate:etf:IWN,IWN,etf,active,2000-07-28,2026-10-30,USD,155875453.3,0.0071474324050136194,20,125.75,0.9210232558638546,2011.0,IWN,False,broad_equity,high,mid,etf|high|mid
	542	+firstrate:etf:IWR,IWR,etf,active,2002-02-04,2026-10-30,USD,42453412.0,0.0046730450969120355,20,208.13,0.920300428105053,2011.0,IWR,False,broad_equity,low,mid,etf|low|mid
	543	+firstrate:etf:IXUS,IXUS,etf,active,2012-10-22,2026-10-30,USD,30471067.8305,0.005611563335593266,20,63.08,0.9012231432590987,2011.0,IXUS,False,international,low,mid,etf|low|mid
	544	+firstrate:etf:IYE,IYE,etf,active,2004-01-02,2026-10-30,USD,15265636.7,0.008367943390773985,20,39.65,0.8817490216097376,2011.0,IYE,False,sector,low,mid,etf|low|mid
	545	+firstrate:etf:IYR,IYR,etf,active,2005-01-03,2026-10-30,USD,547185681.05,0.008548501794791321,20,81.01,0.9995892158346484,2011.0,IYR,False,sector,high,mid,etf|high|mid
	546	+firstrate:stock:J,J,stock,active,2007-05-03,2026-10-30,USD,59276638.45,0.010545404287834776,20,65.96,0.8348617638924872,2011.0,J,False,construction,mid,mid,stock|mid|mid
	547	+firstrate:stock:JBHT,JBHT,stock,active,2000-01-04,2026-10-30,USD,100794100.45,0.007008570510716679,20,114.98,0.8629821348819477,2011.0,JBHT,False,transport_utilities,mid,low,stock|mid|low
	548	+firstrate:stock:JBL,JBL,stock,active,2000-01-04,2026-10-30,USD,90290655.8,0.015392902368092314,20,26.25,0.9270706547980845,2011.0,JBL,False,manufacturing,mid,mid,stock|mid|mid
	549	+firstrate:stock:JBLU,JBLU,stock,active,2002-05-13,2026-10-30,USD,101415104.05,0.014654804792077975,20,22.34,0.998810176711328,2011.0,JBLU,False,transport_utilities,mid,mid,stock|mid|mid
	550	+firstrate:stock:JCI,JCI,stock,active,2004-01-02,2026-10-30,USD,207163143.263,0.00700474676825567,20,38.11,0.9978614306204543,2011.0,JCI,False,manufacturing,high,low,stock|high|low
	551	+firstrate:stock:JD,JD,stock,active,2014-05-23,2026-10-30,USD,585337216.75,0.01855723512156427,20,41.42,0.999821951135761,2011.0,JD,False,retail,high,high,stock|high|high
	552	+firstrate:etf:JDST,JDST,etf,active,2013-10-03,2026-10-30,USD,66574952.875,0.04271671249720552,20,51.31,0.925646866622372,2011.0,JDST,False,leveraged_inverse,mid,high,etf|mid|high
	553	+firstrate:stock:JKS,JKS,stock,active,2010-05-14,2026-10-30,USD,13231003.8,0.03647817957415075,20,24.05,0.8433824990298477,2011.0,JKS,False,manufacturing,low,high,stock|low|high
	554	+firstrate:stock:JNJ,JNJ,stock,active,2000-01-04,2026-10-30,USD,804321573.1,0.005816753306941708,20,139.72,0.9996210102746912,2011.0,JNJ,False,manufacturing,high,low,stock|high|low
	555	+firstrate:etf:JNK,JNK,etf,active,2007-12-04,2026-10-30,USD,300552791.28000003,0.0018244370004956306,20,36.72,0.9809025957529343,2011.0,JNK,False,fixed_income,high,low,etf|high|low
	556	+firstrate:etf:JNUG,JNUG,etf,active,2013-10-03,2026-10-30,USD,153326066.25,0.040779437301446675,20,17.76,0.9261038084790689,2011.0,JNUG,False,leveraged_inverse,high,high,etf|high|high
	557	+firstrate:stock:JPM,JPM,stock,active,2000-06-12,2026-10-30,USD,1510040802.35,0.009928172987718122,20,106.94,0.9997876131405149,2011.0,JPM,False,finance_insurance_realestate,high,mid,stock|high|mid
	558	+firstrate:etf:KBE,KBE,etf,active,2005-11-15,2026-10-30,USD,121643588.75,0.009635608948643633,20,47.34,0.9895986071588142,2011.0,KBE,False,sector,mid,high,etf|mid|high
	559	+firstrate:stock:KBH,KBH,stock,active,2000-01-04,2026-10-30,USD,56880409.85,0.013483417024560173,20,31.95,0.9539796726903739,2011.0,KBH,False,construction,mid,mid,stock|mid|mid
	560	+firstrate:stock:KBR,KBR,stock,active,2006-11-17,2026-10-30,USD,31305516.75,0.018158954966097388,20,19.83,0.9198240780783206,2011.0,KBR,False,construction,low,high,stock|low|high
	561	+firstrate:etf:KBWB,KBWB,etf,active,2011-11-01,2026-10-30,USD,20218416.55,0.0093251465521328,20,55.02,0.8397745141928602,2011.0,KBWB,False,sector,low,high,etf|low|high
	562	+firstrate:stock:KDP,KDP,stock,active,2008-05-08,2026-10-30,USD,121641398.5,0.009598460897309284,20,97.06,0.9893464998519584,2011.0,KDP,False,manufacturing,mid,low,stock|mid|low
	563	+firstrate:stock:KEY,KEY,stock,active,2000-01-04,2026-10-30,USD,181576576.35,0.01228574110823341,20,20.17,0.9987983570152286,2011.0,KEY,False,finance_insurance_realestate,high,mid,stock|high|mid
	564	+firstrate:stock:KEYS,KEYS,stock,active,2014-11-04,2026-10-30,USD,36167860.891499996,0.013996008893503758,20,41.6,0.9122811048487751,2011.0,KEYS,False,manufacturing,low,mid,stock|low|mid
	565	+firstrate:stock:KGC,KGC,stock,active,2003-02-04,2026-10-30,USD,32102795.5,0.019170061233289223,20,4.32,0.9954590427308292,2011.0,KGC,False,mining,low,high,stock|low|high
	566	+firstrate:stock:KHC,KHC,stock,active,2015-07-07,2026-10-30,USD,260047977.7,0.00780966728431921,20,77.76,0.9996044771658691,2011.0,KHC,False,manufacturing,high,low,stock|high|low
	567	+firstrate:etf:KIE,KIE,etf,active,2005-11-15,2026-10-30,USD,15003498.95,0.004516826826208365,20,30.7,0.8001040579283004,2011.0,KIE,False,broad_equity,low,mid,etf|low|mid
	568	+firstrate:stock:KIM,KIM,stock,active,2000-01-04,2026-10-30,USD,68578051.1,0.016647175809351072,20,18.15,0.9917762339737111,2011.0,KIM,False,finance_insurance_realestate,mid,high,stock|mid|high
	569	+firstrate:stock:KKR,KKR,stock,active,2010-07-16,2026-10-30,USD,48488269.7,0.012284783617615112,20,21.06,0.9913965330173264,2011.0,KKR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	570	+firstrate:stock:KLAC,KLAC,stock,active,2000-01-04,2026-10-30,USD,139393957.45,0.01929922425608076,20,105.07,0.914362486427918,2011.0,KLAC,False,manufacturing,high,high,stock|high|high
	571	+firstrate:stock:KMB,KMB,stock,active,2000-01-04,2026-10-30,USD,235130697.5,0.010527995234535301,20,120.66,0.983857881420674,2011.0,KMB,False,manufacturing,high,mid,stock|high|mid
	572	+firstrate:stock:KMI,KMI,stock,active,2011-02-14,2026-10-30,USD,252483226.6,0.010170159672637895,20,18.07,0.999456950964071,2011.0,KMI,False,transport_utilities,high,mid,stock|high|mid
	573	+firstrate:stock:KMT,KMT,stock,active,2000-01-04,2026-10-30,USD,47806658.1,0.014777735691499082,20,48.41,0.8430221158327686,2011.0,KMT,False,manufacturing,mid,mid,stock|mid|mid
	574	+firstrate:stock:KMX,KMX,stock,active,2000-01-04,2026-10-30,USD,161986926.55,0.017852457728124934,20,64.13,0.9720410061361703,2011.0,KMX,False,retail,high,high,stock|high|high
	575	+firstrate:stock:KN,KN,stock,active,2014-03-04,2026-10-30,USD,13103901.235499999,0.01824626567564552,20,14.66,0.8066022929812625,2011.0,KN,False,manufacturing,low,high,stock|low|high
	576	+firstrate:stock:KNX,KNX,stock,active,2010-12-17,2026-10-30,USD,69114163.35,0.008820709319386952,20,43.72,0.9751294185901133,2011.0,KNX,False,transport_utilities,mid,low,stock|mid|low
	577	+firstrate:stock:KO,KO,stock,active,2000-01-04,2026-10-30,USD,477116144.35,0.006630165986599607,20,45.88,0.9996413587163187,2011.0,KO,False,manufacturing,high,low,stock|high|low
	578	+firstrate:stock:KOS,KOS,stock,active,2011-05-12,2026-10-30,USD,17841750.1,0.03767995587504088,20,6.85,0.9883874348831032,2011.0,KOS,False,mining,low,high,stock|low|high
	579	+firstrate:stock:KR,KR,stock,active,2000-01-04,2026-10-30,USD,265650334.1,0.01807095619929337,20,27.45,0.9991542678948646,2011.0,KR,False,retail,high,high,stock|high|high
	580	+firstrate:stock:KRC,KRC,stock,active,2000-01-04,2026-10-30,USD,31907517.65,0.009158087559680677,20,74.65,0.8516208332384272,2011.0,KRC,False,finance_insurance_realestate,low,low,stock|low|low
	581	+firstrate:etf:KRE,KRE,etf,active,2006-06-22,2026-10-30,USD,496197469.55,0.010611434098331993,20,58.85,0.9996985887083953,2011.0,KRE,False,sector,high,high,etf|high|high
	582	+firstrate:stock:KRG,KRG,stock,active,2004-08-13,2026-10-30,USD,14201360.45,0.01585009350036242,20,19.6,0.8721023293233624,2011.0,KRG,False,finance_insurance_realestate,low,high,stock|low|high
	583	+firstrate:stock:KSS,KSS,stock,active,2000-01-04,2026-10-30,USD,201786700.25,0.024202265282968545,20,54.23,0.9973178210379995,2011.0,KSS,False,retail,high,high,stock|high|high
	584	+firstrate:stock:KTOS,KTOS,stock,active,2007-09-18,2026-10-30,USD,15803141.85,0.018902340642422,20,10.59,0.907545975468519,2011.0,KTOS,False,manufacturing,low,high,stock|low|high
	585	+firstrate:etf:KWEB,KWEB,etf,active,2013-08-01,2026-10-30,USD,37787318.4,0.014452860582652813,20,58.61,0.9640229968491679,2011.0,KWEB,False,international,low,high,etf|low|high
	586	+firstrate:stock:L,L,stock,active,2007-04-30,2026-10-30,USD,50488171.7,0.005427559836141868,20,50.03,0.8747160974996786,2011.0,L,False,finance_insurance_realestate,mid,low,stock|mid|low
	587	+firstrate:etf:LABD,LABD,etf,active,2015-05-28,2026-10-30,USD,30384488.1,0.04387887766253623,20,4.61,0.9732409011801619,2011.0,LABD,False,leveraged_inverse,low,high,etf|low|high
	588	+firstrate:etf:LABU,LABU,etf,active,2015-05-28,2026-10-30,USD,86751470.0,0.04382094154877943,20,77.85,0.9681748745555642,2011.0,LABU,False,leveraged_inverse,mid,high,etf|mid|high
	589	+firstrate:stock:LAZ,LAZ,stock,active,2005-05-06,2026-10-30,USD,28365562.05,0.011336431717316985,20,52.5,0.8291233526690341,2011.0,LAZ,False,finance_insurance_realestate,low,mid,stock|low|mid
	590	+firstrate:stock:LBTYA,LBTYA,stock,active,2004-06-09,2026-10-30,USD,56819333.684,0.017156801300924375,20,35.84,0.9361772514657102,2011.0,LBTYA,False,transport_utilities,mid,high,stock|mid|high
	591	+firstrate:stock:LBTYK,LBTYK,stock,active,2005-09-09,2026-10-30,USD,73375068.85350001,0.016273578854416385,20,33.84,0.9416103275718775,2011.0,LBTYK,False,transport_utilities,mid,high,stock|mid|high
	592	+firstrate:stock:LDOS,LDOS,stock,active,2007-04-30,2026-10-30,USD,52705523.05,0.007758104153298723,20,64.57,0.8658352443700469,2011.0,LDOS,False,services,mid,low,stock|mid|low
	593	+firstrate:stock:LEN,LEN,stock,active,2000-01-04,2026-10-30,USD,188654200.35,0.010099153800651928,20,63.24,0.9912195690818473,2011.0,LEN,False,construction,high,mid,stock|high|mid
	594	+firstrate:stock:LH,LH,stock,active,2000-01-04,2026-10-30,USD,84819082.85,0.00922559055506637,20,159.51,0.8293089960345914,2011.0,LH,False,services,mid,low,stock|mid|low
	595	+firstrate:stock:LHX,LHX,stock,active,2007-05-02,2026-10-30,USD,87998545.1,0.007244933303070714,20,141.65,0.919271095916858,2011.0,LHX,False,manufacturing,mid,low,stock|mid|low
	596	+firstrate:stock:LITE,LITE,stock,active,2015-07-24,2026-10-30,USD,143187932.125,0.038239536752528606,20,48.9,0.9330051910043904,2011.0,LITE,False,manufacturing,high,high,stock|high|high
	597	+firstrate:stock:LKQ,LKQ,stock,active,2003-10-07,2026-10-30,USD,66314682.55,0.009560128261553768,20,40.67,0.9717445252430404,2011.0,LKQ,False,wholesale,mid,low,stock|mid|low
	598	+firstrate:stock:LLY,LLY,stock,active,2000-01-04,2026-10-30,USD,295621284.5,0.007242230485225664,20,84.46,0.9926289638693466,2011.0,LLY,False,manufacturing,high,low,stock|high|low
	599	+firstrate:stock:LMT,LMT,stock,active,2000-01-04,2026-10-30,USD,308773104.8,0.006440239239771864,20,321.05,0.9451807377094855,2011.0,LMT,False,manufacturing,high,low,stock|high|low
	600	+firstrate:stock:LNC,LNC,stock,active,2000-01-04,2026-10-30,USD,96804727.85,0.010805555990615582,20,76.87,0.9741150704735667,2011.0,LNC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	601	+firstrate:stock:LNG,LNG,stock,active,2003-03-25,2026-10-30,USD,109316005.35,0.016096730492985382,20,53.84,0.97274609530975,2011.0,LNG,False,transport_utilities,mid,high,stock|mid|high
	602	+firstrate:stock:LNT,LNT,stock,active,2000-01-04,2026-10-30,USD,55152320.45,0.009795003729246311,20,42.61,0.9718178784819634,2011.0,LNT,False,transport_utilities,mid,low,stock|mid|low
	603	+firstrate:stock:LOW,LOW,stock,active,2000-01-04,2026-10-30,USD,569371965.35,0.017885445388279943,20,92.94,0.9937721050844396,2011.0,LOW,False,retail,high,high,stock|high|high
	604	+firstrate:stock:LPLA,LPLA,stock,active,2010-11-19,2026-10-30,USD,32621443.9,0.01423328265929098,20,57.14,0.8181675069851783,2011.0,LPLA,False,finance_insurance_realestate,low,mid,stock|low|mid
	605	+firstrate:stock:LPX,LPX,stock,active,2000-01-04,2026-10-30,USD,45627890.95,0.010818090928277504,20,26.26,0.9062423009612751,2011.0,LPX,False,manufacturing,mid,mid,stock|mid|mid
	606	+firstrate:etf:LQD,LQD,etf,active,2002-07-30,2026-10-30,USD,727302729.3,0.0024535579484442614,20,121.56,0.9964879469749024,2011.0,LQD,False,fixed_income,high,low,etf|high|low
	607	+firstrate:stock:LRCX,LRCX,stock,active,2000-01-04,2026-10-30,USD,568805964.05,0.016779131734083633,20,184.07,0.9613537586763184,2011.0,LRCX,False,manufacturing,high,high,stock|high|high
	608	+firstrate:stock:LULU,LULU,stock,active,2007-07-31,2026-10-30,USD,160437077.1,0.016171092921400374,20,78.59,0.9660994841941279,2011.0,LULU,False,manufacturing,high,high,stock|high|high
	609	+firstrate:stock:LUMN,LUMN,stock,active,2007-05-01,2026-10-30,USD,287661734.45,0.03336675986446549,20,16.68,0.9988337799392344,2011.0,LUMN,False,transport_utilities,high,high,stock|high|high
	610	+firstrate:stock:LUV,LUV,stock,active,2000-01-04,2026-10-30,USD,271725715.65,0.011763628896160764,20,65.45,0.9991593550052714,2011.0,LUV,False,transport_utilities,high,mid,stock|high|mid
	611	+firstrate:stock:LVS,LVS,stock,active,2004-12-16,2026-10-30,USD,177511101.9,0.009893806581811534,20,69.49,0.9981461219543947,2011.0,LVS,False,services,high,low,stock|high|low
	612	+firstrate:stock:LW,LW,stock,active,2016-11-10,2026-10-30,USD,54341023.58400001,0.010073803853042304,20,56.45,0.9338770638652535,2011.0,LW,False,manufacturing,mid,mid,stock|mid|mid
	613	+firstrate:stock:LXP,LXP,stock,active,2000-01-04,2026-10-30,USD,10522031.2,0.009349036846789109,20,9.65,0.9247264974459481,2011.0,LXP,False,finance_insurance_realestate,low,low,stock|low|low
	614	+firstrate:stock:LXRX,LXRX,stock,active,2007-04-30,2026-10-30,USD,5753916.15,0.02635633073990045,20,9.88,0.805805292259586,2009.0,LXRX,False,manufacturing,low,high,stock|low|high
	615	+firstrate:stock:LYB,LYB,stock,active,2010-10-15,2026-10-30,USD,198016374.4,0.010671214032821905,20,110.32,0.987584448971102,2011.0,LYB,False,manufacturing,high,mid,stock|high|mid
	616	+firstrate:stock:LYG,LYG,stock,active,2001-11-29,2026-10-30,USD,13972316.95,0.009788160683071697,20,3.75,0.9383576749858541,2011.0,LYG,False,unknown,low,low,stock|low|low
	617	+firstrate:stock:LYV,LYV,stock,active,2005-12-23,2026-10-30,USD,65539169.9,0.012907439043035776,20,42.57,0.9632165994389555,2011.0,LYV,False,services,mid,mid,stock|mid|mid
	618	+firstrate:stock:M,M,stock,active,2000-01-04,2026-10-30,USD,305472123.2,0.028541337398695646,20,25.19,0.9987625603935388,2011.0,M,False,retail,high,high,stock|high|high
	619	+firstrate:stock:MA,MA,stock,active,2006-05-26,2026-10-30,USD,494257758.3,0.012555707989558091,20,151.36,0.994465260041662,2011.0,MA,False,services,high,mid,stock|high|mid
	620	+firstrate:stock:MAA,MAA,stock,active,2000-01-04,2026-10-30,USD,61984329.55,0.01029828252007564,20,100.56,0.805175195772833,2011.0,MAA,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	621	+firstrate:stock:MAC,MAC,stock,active,2000-01-04,2026-10-30,USD,106793563.35,0.017388129186385538,20,65.68,0.9533084453488625,2011.0,MAC,False,finance_insurance_realestate,mid,high,stock|mid|high
	622	+firstrate:stock:MAR,MAR,stock,active,2000-01-04,2026-10-30,USD,298241169.3,0.009418334550358495,20,135.73,0.9744294346090864,2011.0,MAR,False,services,high,low,stock|high|low
	623	+firstrate:stock:MARA,MARA,stock,active,2014-07-28,2026-10-30,USD,36558370.5,0.11145498712633496,20,4.1,0.8161049971390729,2011.0,MARA,False,finance_insurance_realestate,low,high,stock|low|high
	624	+firstrate:stock:MAS,MAS,stock,active,2000-01-04,2026-10-30,USD,113896884.85,0.010258725380835514,20,43.94,0.98246747288647,2011.0,MAS,False,manufacturing,mid,mid,stock|mid|mid
	625	+firstrate:stock:MAT,MAT,stock,active,2000-01-04,2026-10-30,USD,111476044.45,0.03443638151618239,20,15.38,0.984634527673341,2011.0,MAT,False,manufacturing,mid,high,stock|mid|high
	626	+firstrate:etf:MBB,MBB,etf,active,2007-03-16,2026-10-30,USD,48902133.65,0.0012059056975466747,20,106.59,0.9164004588019068,2011.0,MBB,False,fixed_income,mid,low,etf|mid|low
	627	+firstrate:stock:MCD,MCD,stock,active,2000-01-04,2026-10-30,USD,493831868.8,0.006168120585086773,20,172.12,0.9971537617273791,2011.0,MCD,False,retail,high,low,stock|high|low
	628	+firstrate:etf:MCHI,MCHI,etf,active,2011-03-31,2026-10-30,USD,117664605.55,0.011232330929467687,20,66.54,0.9870355292651064,2011.0,MCHI,False,international,mid,high,etf|mid|high
	629	+firstrate:stock:MCHP,MCHP,stock,active,2000-01-04,2026-10-30,USD,153097578.35,0.010146944446211874,20,87.88,0.9955442819670536,2011.0,MCHP,False,manufacturing,high,mid,stock|high|mid
	630	+firstrate:stock:MCK,MCK,stock,active,2000-01-04,2026-10-30,USD,257317810.1,0.015363010534832452,20,155.95,0.8884905338549277,2011.0,MCK,False,wholesale,high,mid,stock|high|mid
	631	+firstrate:stock:MCO,MCO,stock,active,2000-10-04,2026-10-30,USD,102839138.5,0.006139108919453648,20,147.61,0.8406648670069313,2011.0,MCO,False,services,mid,low,stock|mid|low
	632	+firstrate:stock:MDLZ,MDLZ,stock,active,2001-06-14,2026-10-30,USD,395582772.8,0.0065924250562380965,20,42.8,0.9997698082540911,2011.0,MDLZ,False,manufacturing,high,low,stock|high|low
	633	+firstrate:stock:MDT,MDT,stock,active,2000-01-04,2026-10-30,USD,385302361.8,0.009518579650580804,20,80.75,0.9993335885367053,2011.0,MDT,False,manufacturing,high,low,stock|high|low
	634	+firstrate:stock:MDU,MDU,stock,active,2000-01-04,2026-10-30,USD,24726489.7,0.01077868192530453,20,26.88,0.9153208582478434,2011.0,MDU,False,transport_utilities,low,mid,stock|low|mid
	635	+firstrate:etf:MDY,MDY,etf,active,2000-01-03,2026-10-30,USD,387089310.15,0.004850360502118613,20,345.41,0.9014902045006932,2011.0,MDY,False,broad_equity,high,mid,etf|high|mid
	636	+firstrate:stock:MET,MET,stock,active,2000-04-06,2026-10-30,USD,252282831.8,0.007439045280801921,20,50.56,0.9975144945126141,2011.0,MET,False,finance_insurance_realestate,high,low,stock|high|low
	637	+firstrate:stock:META,META,stock,active,2012-05-21,2026-10-30,USD,2811552789.0,0.010692685778418915,20,176.46,0.9999275086767028,2011.0,META,False,services,high,mid,stock|high|mid
	638	+firstrate:stock:MFA,MFA,stock,active,2000-01-04,2026-10-30,USD,15468140.9,0.010794510159376174,20,7.92,0.9094990099753836,2011.0,MFA,False,finance_insurance_realestate,low,mid,stock|low|mid
	639	+firstrate:stock:MFC,MFC,stock,active,2000-01-04,2026-10-30,USD,35557835.8,0.005529455675763849,20,20.86,0.9682038602355956,2011.0,MFC,False,finance_insurance_realestate,low,low,stock|low|low
	640	+firstrate:stock:MGA,MGA,stock,active,2000-01-04,2026-10-30,USD,40990181.9,0.00881796055767216,20,56.67,0.9636015743545889,2011.0,MGA,False,manufacturing,mid,low,stock|mid|low
	641	+firstrate:stock:MGM,MGM,stock,active,2000-01-04,2026-10-30,USD,211515218.303805,0.010943971833866662,20,33.4,0.9986154078894247,2011.0,MGM,False,services,high,mid,stock|high|mid
	642	+firstrate:stock:MHK,MHK,stock,active,2000-01-04,2026-10-30,USD,137473051.7,0.007016852703706648,20,275.9,0.8302076184167645,2011.0,MHK,False,manufacturing,high,low,stock|high|low
	643	+firstrate:etf:MINT,MINT,etf,active,2009-11-17,2026-10-30,USD,57471495.1,0.00030648320103350226,20,101.56,0.8470175046203349,2011.0,MINT,False,other,mid,low,etf|mid|low
	644	+firstrate:stock:MKC,MKC,stock,active,2000-01-04,2026-10-30,USD,82522361.3,0.007344141813445144,20,101.91,0.9365407689014285,2011.0,MKC,False,manufacturing,mid,low,stock|mid|low
	645	+firstrate:stock:MLCO,MLCO,stock,active,2011-12-08,2026-10-30,USD,69043884.1,0.017752246240277436,20,29.04,0.9686433226844963,2011.0,MLCO,False,services,mid,high,stock|mid|high
	646	+firstrate:stock:MMM,MMM,stock,active,2000-01-04,2026-10-30,USD,461467957.5,0.005851173342058483,20,235.37,0.9954096664174966,2011.0,MMM,False,manufacturing,high,low,stock|high|low
	647	+firstrate:stock:MNKD,MNKD,stock,active,2004-07-29,2026-10-30,USD,7893878.9,0.046817727798075866,20,2.32,0.9228570988916964,2011.0,MNKD,False,manufacturing,low,high,stock|low|high
	648	+firstrate:stock:MNST,MNST,stock,active,2000-01-04,2026-10-30,USD,113004052.65,0.008805815424560881,20,63.29,0.9947552614991433,2011.0,MNST,False,manufacturing,mid,low,stock|mid|low
	649	+firstrate:stock:MO,MO,stock,active,2000-01-04,2026-10-30,USD,532297180.95,0.010864862254073893,20,71.41,0.9984903999867735,2011.0,MO,False,manufacturing,high,mid,stock|high|mid
	650	+firstrate:stock:MOMO,MOMO,stock,active,2014-12-12,2026-10-30,USD,103843109.15,0.027891624335199993,20,24.48,0.9309689786259451,2011.0,MOMO,False,services,mid,high,stock|mid|high
	651	+firstrate:stock:MOS,MOS,stock,active,2011-05-23,2026-10-30,USD,133605632.45,0.015712792628239235,20,25.66,0.9966305367508435,2011.0,MOS,False,manufacturing,high,mid,stock|high|mid
	652	+firstrate:stock:MPC,MPC,stock,active,2011-06-24,2026-10-30,USD,250845953.31450003,0.010552222190978957,20,65.98,0.9938444818874789,2011.0,MPC,False,manufacturing,high,mid,stock|high|mid
	653	+firstrate:stock:MPLX,MPLX,stock,active,2012-10-31,2026-10-30,USD,75980570.7,0.018070167682349075,20,35.47,0.9642592883056595,2011.0,MPLX,False,transport_utilities,mid,high,stock|mid|high
	654	+firstrate:stock:MRK,MRK,stock,active,2000-01-04,2026-10-30,USD,655043825.05,0.010064881927769694,20,56.27,0.9985705219756809,2011.0,MRK,False,manufacturing,high,mid,stock|high|mid
	655	+firstrate:stock:MRSH,MRSH,stock,active,2000-01-04,2026-10-30,USD,159312468.75,0.008077188780808039,20,81.39,0.9714464410662991,2011.0,MRSH,False,finance_insurance_realestate,high,low,stock|high|low
	656	+firstrate:stock:MRVL,MRVL,stock,active,2000-07-03,2026-10-30,USD,141224236.4,0.010845471628209525,20,21.47,0.9997647211436841,2011.0,MRVL,False,manufacturing,high,mid,stock|high|mid
	657	+firstrate:stock:MS,MS,stock,active,2006-01-18,2026-10-30,USD,411526083.05,0.00946686650819021,20,52.47,0.9984586055467307,2011.0,MS,False,finance_insurance_realestate,high,low,stock|high|low
	658	+firstrate:stock:MSFT,MSFT,stock,active,2000-01-04,2026-10-30,USD,1972885795.25,0.013148456176813065,20,85.54,0.9999287804543044,2011.0,MSFT,False,services,high,mid,stock|high|mid
	659	+firstrate:stock:MSI,MSI,stock,active,2010-12-20,2026-10-30,USD,101773184.35,0.012126720753766472,20,90.34,0.8378542324797763,2011.0,MSI,False,manufacturing,mid,mid,stock|mid|mid
	660	+firstrate:stock:MT,MT,stock,active,2004-12-20,2026-10-30,USD,97458830.3425,0.015615574614140716,20,32.31,0.9716019354670993,2011.0,MT,False,unknown,mid,mid,stock|mid|mid
	661	+firstrate:stock:MTB,MTB,stock,active,2000-01-04,2026-10-30,USD,99751250.95,0.009240489252275,20,170.99,0.9006051075637249,2011.0,MTB,False,finance_insurance_realestate,mid,low,stock|mid|low
	662	+firstrate:stock:MTCH,MTCH,stock,active,2015-11-20,2026-10-30,USD,40471077.06177501,0.016750242023430627,20,109.6476,0.9904552307432212,2011.0,MTCH,False,services,low,high,stock|low|high
	663	+firstrate:stock:MTDR,MTDR,stock,active,2012-02-03,2026-10-30,USD,36856175.05,0.02221803409725724,20,31.13,0.9700754527568947,2011.0,MTDR,False,mining,low,high,stock|low|high
	664	+firstrate:stock:MTG,MTG,stock,active,2000-01-04,2026-10-30,USD,45146816.5,0.015416767709323653,20,14.11,0.9660334843612431,2011.0,MTG,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	665	+firstrate:etf:MTUM,MTUM,etf,active,2013-04-18,2026-10-30,USD,43602966.65,0.0054168852943298484,20,103.13,0.8997344401792614,2011.0,MTUM,False,broad_equity,low,mid,etf|low|mid
	666	+firstrate:stock:MTZ,MTZ,stock,active,2000-01-03,2026-10-30,USD,55379907.89000001,0.020358889327664526,20,48.95,0.8551670735742207,2011.0,MTZ,False,construction,mid,high,stock|mid|high
	667	+firstrate:stock:MU,MU,stock,active,2000-01-04,2026-10-30,USD,1909547836.55,0.025658937743451463,20,41.12,0.9999287804543044,2011.0,MU,False,manufacturing,high,high,stock|high|high
	668	+firstrate:etf:MUB,MUB,etf,active,2007-09-10,2026-10-30,USD,91728326.7,0.002718866837794911,20,110.74,0.9026255101191878,2011.0,MUB,False,fixed_income,mid,low,etf|mid|low
	669	+firstrate:stock:MUR,MUR,stock,active,2000-01-04,2026-10-30,USD,55913942.5,0.017338959356624977,20,31.05,0.9831032531944476,2011.0,MUR,False,mining,mid,high,stock|mid|high
	670	+firstrate:stock:MUX,MUX,stock,active,2007-05-17,2026-10-30,USD,6101133.85,0.030975439590577577,20,2.28,0.8265860116964603,2011.0,MUX,False,mining,low,high,stock|low|high
	671	+firstrate:stock:MWA,MWA,stock,active,2006-05-30,2026-10-30,USD,14790527.1,0.013985591718714068,20,12.53,0.8461817478324074,2011.0,MWA,False,manufacturing,low,mid,stock|low|mid
	672	+firstrate:stock:MXL,MXL,stock,active,2010-03-25,2026-10-30,USD,9906178.3,0.014690828224474957,20,26.42,0.8117379539500903,2011.0,MXL,False,manufacturing,low,mid,stock|low|mid
	673	+firstrate:stock:NAT,NAT,stock,active,2004-11-17,2026-10-30,USD,9268113.95,0.07649895927935181,20,2.46,0.9153925539567168,2011.0,NAT,False,unknown,low,high,stock|low|high
	674	+firstrate:stock:NAVI,NAVI,stock,active,2014-04-21,2026-10-30,USD,54448832.7,0.016479371434708387,20,13.32,0.8999832565355459,2011.0,NAVI,False,finance_insurance_realestate,mid,high,stock|mid|high
	675	+firstrate:stock:NBIX,NBIX,stock,active,2000-01-04,2026-10-30,USD,58041826.65,0.02199533967980021,20,77.59,0.8500614229403641,2011.0,NBIX,False,manufacturing,mid,high,stock|mid|high
	676	+firstrate:stock:NCLH,NCLH,stock,active,2013-01-22,2026-10-30,USD,95704666.8,0.012068742448541385,20,53.25,0.9950620612702548,2011.0,NCLH,False,transport_utilities,mid,mid,stock|mid|mid
	677	+firstrate:stock:NDAQ,NDAQ,stock,active,2005-02-11,2026-10-30,USD,63000707.4,0.007517831875748492,20,76.83,0.9369113082371753,2011.0,NDAQ,False,finance_insurance_realestate,mid,low,stock|mid|low
	678	+firstrate:stock:NEE,NEE,stock,active,2000-01-04,2026-10-30,USD,271099192.75,0.008075478653063167,20,156.19,0.9964771760432709,2011.0,NEE,False,transport_utilities,high,low,stock|high|low
	679	+firstrate:stock:NEM,NEM,stock,active,2000-01-04,2026-10-30,USD,176522674.55,0.013317106103698616,20,37.52,0.9990448950211178,2011.0,NEM,False,mining,high,mid,stock|high|mid
	680	+firstrate:stock:NFLX,NFLX,stock,active,2002-05-24,2026-10-30,USD,1081920205.3,0.0124072590952116,20,191.96,0.997158848837786,2011.0,NFLX,False,services,high,mid,stock|high|mid
	681	+firstrate:stock:NG,NG,stock,active,2003-12-05,2026-10-30,USD,6147039.4,0.03049254516646812,20,3.93,0.8727067612175652,2011.0,NG,False,mining,low,high,stock|low|high
	682	+firstrate:stock:NI,NI,stock,active,2000-01-04,2026-10-30,USD,80157044.2,0.01354515172112014,20,25.67,0.9915781742012365,2011.0,NI,False,transport_utilities,mid,mid,stock|mid|mid
	683	+firstrate:stock:NKE,NKE,stock,active,2000-01-04,2026-10-30,USD,625240159.9,0.0128052447917669,20,62.55,0.9995726827258264,2011.0,NKE,False,manufacturing,high,mid,stock|high|mid
	684	+firstrate:stock:NKTR,NKTR,stock,active,2003-01-16,2026-10-30,USD,110391939.15,0.033546358178511815,20,59.72,0.9131515130558127,2011.0,NKTR,False,manufacturing,mid,high,stock|mid|high
	685	+firstrate:stock:NLY,NLY,stock,active,2000-01-04,2026-10-30,USD,95644520.45,0.009327634269596314,20,11.89,0.9974945981246366,2011.0,NLY,False,finance_insurance_realestate,mid,low,stock|mid|low
	686	+firstrate:stock:NNN,NNN,stock,active,2000-01-04,2026-10-30,USD,36232441.15,0.008740137425264569,20,43.13,0.9284464529583237,2011.0,NNN,False,finance_insurance_realestate,low,low,stock|low|low
	687	+firstrate:stock:NOC,NOC,stock,active,2000-01-04,2026-10-30,USD,221238298.55,0.006704793078684226,20,306.91,0.876716483119524,2011.0,NOC,False,manufacturing,high,low,stock|high|low
	688	+firstrate:stock:NOK,NOK,stock,active,2000-01-04,2026-10-30,USD,60916263.6,0.017270064897440707,20,4.66,0.9972359028892561,2011.0,NOK,False,unknown,mid,high,stock|mid|high
	689	+firstrate:stock:NOV,NOV,stock,active,2005-03-16,2026-10-30,USD,100417080.5,0.015019356075336733,20,36.02,0.9946814983982443,2011.0,NOV,False,manufacturing,mid,mid,stock|mid|mid
	690	+firstrate:stock:NOW,NOW,stock,active,2012-07-02,2026-10-30,USD,211229915.2,0.022761098190428874,20,130.39,0.952528520200388,2011.0,NOW,False,services,high,high,stock|high|high
	691	+firstrate:stock:NRG,NRG,stock,active,2004-03-26,2026-10-30,USD,137577271.3,0.016955047194766024,20,28.48,0.9905853920574812,2011.0,NRG,False,transport_utilities,high,high,stock|high|high
	692	+firstrate:stock:NSC,NSC,stock,active,2000-01-04,2026-10-30,USD,197834064.45,0.007691519230140893,20,144.9,0.9488613103078822,2011.0,NSC,False,transport_utilities,high,low,stock|high|low
	693	+firstrate:stock:NTAP,NTAP,stock,active,2000-01-04,2026-10-30,USD,145984984.25,0.009426665344269565,20,55.32,0.9805247210932952,2011.0,NTAP,False,manufacturing,high,low,stock|high|low
	694	+firstrate:stock:NTES,NTES,stock,active,2002-01-03,2026-10-30,USD,468482692.15,0.023865919924815147,20,345.07,0.9173341063008739,2011.0,NTES,False,services,high,high,stock|high|high
	695	+firstrate:stock:NTLA,NTLA,stock,active,2016-05-09,2026-10-30,USD,17905740.975,0.041860351321901655,20,19.22,0.9038818757051246,2011.0,NTLA,False,manufacturing,low,high,stock|low|high
	696	+firstrate:stock:NTNX,NTNX,stock,active,2016-10-03,2026-10-30,USD,163947143.3,0.023200966867987564,20,35.28,0.9805550749890402,2011.0,NTNX,False,services,high,high,stock|high|high
	697	+firstrate:stock:NTRS,NTRS,stock,active,2009-04-30,2026-10-30,USD,87382920.65,0.010368594690353153,20,99.89,0.9266330307006931,2011.0,NTRS,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	698	+firstrate:stock:NUE,NUE,stock,active,2000-01-04,2026-10-30,USD,203303885.05,0.016964008332986787,20,63.58,0.9790418043001765,2011.0,NUE,False,manufacturing,high,high,stock|high|high
	699	+firstrate:etf:NUGT,NUGT,etf,active,2010-12-08,2026-10-30,USD,161334725.55,0.0350639476357327,20,31.7,0.9801445560284967,2011.0,NUGT,False,leveraged_inverse,high,high,etf|high|high
	700	+firstrate:stock:NVAX,NVAX,stock,active,2001-07-11,2026-10-30,USD,9229478.55,0.0809916621631034,20,1.24,0.9695336212521293,2010.0,NVAX,False,manufacturing,low,high,stock|low|high
	701	+firstrate:stock:NVCR,NVCR,stock,active,2015-10-05,2026-10-30,USD,16256601.25,0.02938205140583425,20,20.2,0.8592921173759592,2011.0,NVCR,False,manufacturing,low,high,stock|low|high
	702	+firstrate:stock:NVDA,NVDA,stock,active,2000-01-04,2026-10-30,USD,2427662975.2,0.02012160931319856,20,193.5,0.999917334455889,2011.0,NVDA,False,manufacturing,high,high,stock|high|high
	703	+firstrate:stock:NVO,NVO,stock,active,2000-01-03,2026-10-30,USD,60431229.2,0.010554094002909225,20,53.67,0.9677777484378217,2011.0,NVO,False,manufacturing,mid,mid,stock|mid|mid
	704	+firstrate:stock:NVS,NVS,stock,active,2000-05-11,2026-10-30,USD,80733386.4,0.008356270616115012,20,83.96,0.9795011390275269,2011.0,NVS,False,manufacturing,mid,low,stock|mid|low
	705	+firstrate:stock:NWL,NWL,stock,active,2000-01-04,2026-10-30,USD,177974361.1,0.013087042202115507,20,30.9,0.993418436390907,2011.0,NWL,False,manufacturing,high,mid,stock|high|mid
	706	+firstrate:stock:NWSA,NWSA,stock,active,2013-06-20,2026-10-30,USD,43616020.9,0.010326808221206856,20,16.21,0.9738532892186029,2011.0,NWSA,False,manufacturing,mid,mid,stock|mid|mid
	707	+firstrate:stock:NXH,NXH,stock,active,2007-04-27,2026-10-30,USD,302897133.1,0.07382093493109727,20,63.9,0.9612719249109232,2011.0,NXH,False,retail,high,high,stock|high|high
	708	+firstrate:stock:NXPI,NXPI,stock,active,2010-08-09,2026-10-30,USD,287102170.8,0.00346378269684746,20,117.09,0.9841178002146002,2011.0,NXPI,False,manufacturing,high,low,stock|high|low
	709	+firstrate:stock:NYMT,NYMT,stock,active,2008-06-06,2025-09-02,USD,5796120.05,0.009282030798842825,20,6.17,0.8396487890317511,1927.0,NYMT,False,unknown,low,low,stock|low|low
	710	+firstrate:stock:NYT,NYT,stock,active,2000-01-04,2026-10-30,USD,35914588.5,0.01668454404411032,20,18.5,0.9341024879520018,2011.0,NYT,False,manufacturing,low,high,stock|low|high
	711	+firstrate:stock:O,O,stock,active,2012-02-13,2026-10-30,USD,106419193.65,0.010455741767927918,20,57.02,0.9961274733670935,2011.0,O,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	712	+firstrate:stock:OC,OC,stock,active,2006-11-02,2026-10-30,USD,92149185.9,0.013914692952064805,20,91.94,0.8963372148086194,2011.0,OC,False,manufacturing,mid,mid,stock|mid|mid
	713	+firstrate:stock:ODFL,ODFL,stock,active,2000-01-04,2026-10-30,USD,83920404.55,0.008596222511348766,20,131.55,0.8592898510803278,2011.0,ODFL,False,transport_utilities,mid,low,stock|mid|low
	714	+firstrate:stock:OGE,OGE,stock,active,2000-01-04,2026-10-30,USD,36185186.3,0.009456030580144175,20,32.91,0.9493574361749519,2011.0,OGE,False,transport_utilities,low,low,stock|low|low
	715	+firstrate:stock:OHI,OHI,stock,active,2000-01-04,2026-10-30,USD,65449575.15,0.011589329895608699,20,27.54,0.9747758824989845,2011.0,OHI,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	716	+firstrate:stock:OI,OI,stock,active,2000-01-04,2026-10-30,USD,29542476.85,0.010375752593795357,20,22.17,0.9105928170688177,2011.0,OI,False,manufacturing,low,mid,stock|low|mid
	717	+firstrate:etf:OIH,OIH,etf,active,2001-02-26,2026-10-30,USD,181770455.7,0.014093439464971736,20,26.05,0.8764584930878374,2011.0,OIH,False,commodity,high,high,etf|high|high
	718	+firstrate:stock:OII,OII,stock,active,2000-01-04,2026-10-30,USD,20549572.75,0.027335198701896636,20,21.14,0.890804560324453,2011.0,OII,False,mining,low,high,stock|low|high
	719	+firstrate:stock:OIS,OIS,stock,active,2001-02-12,2026-10-30,USD,18765532.75,0.02834720222540765,20,28.3,0.807786064778408,2011.0,OIS,False,manufacturing,low,high,stock|low|high
	720	+firstrate:stock:OKE,OKE,stock,active,2000-01-04,2026-10-30,USD,141512087.55,0.008661899303525088,20,53.45,0.9962933288375491,2011.0,OKE,False,transport_utilities,high,low,stock|high|low
	721	+firstrate:stock:OKTA,OKTA,stock,active,2017-04-10,2026-10-30,USD,38723775.0,0.022559357941779032,20,25.61,0.9782747777491791,2011.0,OKTA,False,services,low,high,stock|low|high
	722	+firstrate:stock:OLLI,OLLI,stock,active,2015-07-17,2026-10-30,USD,32480699.0,0.022531959778196553,20,53.25,0.9114494406532245,2011.0,OLLI,False,retail,low,high,stock|low|high
	723	+firstrate:stock:OLN,OLN,stock,active,2000-01-03,2026-10-30,USD,50167884.15,0.01165029534720931,20,35.58,0.97133811695702,2011.0,OLN,False,manufacturing,mid,mid,stock|mid|mid
	724	+firstrate:stock:OMC,OMC,stock,active,2000-01-04,2026-10-30,USD,172587557.45,0.010189766761310472,20,72.83,0.9773382129973248,2011.0,OMC,False,services,high,mid,stock|high|mid
	725	+firstrate:stock:OMF,OMF,stock,active,2013-10-17,2026-10-30,USD,31402059.25,0.01975386406496459,20,25.99,0.883150345732741,2011.0,OMF,False,finance_insurance_realestate,low,high,stock|low|high
	726	+firstrate:stock:ON,ON,stock,active,2000-05-02,2026-10-30,USD,107680605.05,0.016919999801783294,20,20.94,0.999374659117644,2011.0,ON,False,manufacturing,mid,high,stock|mid|high
	727	+firstrate:stock:ONB,ONB,stock,active,2002-05-13,2026-10-30,USD,14350813.25,0.013353592236804024,20,17.45,0.9146541634975948,2011.0,ONB,False,finance_insurance_realestate,low,mid,stock|low|mid
	728	+firstrate:stock:OPK,OPK,stock,active,2007-06-14,2026-10-30,USD,18448763.5,0.02469926431456949,20,4.9,0.9596214830625353,2007.0,OPK,False,manufacturing,low,high,stock|low|high
	729	+firstrate:stock:OPLN,OPLN,stock,active,2009-12-14,2026-10-30,USD,38834400.15,0.00839781738597996,20,50.51,0.8699785752487692,2011.0,OPLN,False,retail,low,low,stock|low|low
	730	+firstrate:stock:OPTU,OPTU,stock,active,2017-06-23,2026-10-30,USD,48737846.55,0.016928830126564175,20,21.23,0.9649889390608836,2011.0,OPTU,False,transport_utilities,mid,high,stock|mid|high
	731	+firstrate:stock:OR,OR,stock,active,2016-07-06,2026-10-30,USD,6435220.3,0.01619027316932368,20,11.56,0.8428459053200392,2011.0,OR,False,mining,low,high,stock|low|high
	732	+firstrate:stock:ORC,ORC,stock,active,2013-02-15,2026-10-30,USD,11544780.5,0.010327688581626436,20,9.28,0.8650143209692179,2011.0,ORC,False,finance_insurance_realestate,low,mid,stock|low|mid
	733	+firstrate:stock:ORCL,ORCL,stock,active,2000-01-04,2026-10-30,USD,884874161.0,0.013601508039896633,20,47.28,0.9984115497754676,2011.0,ORCL,False,services,high,mid,stock|high|mid
	734	+firstrate:stock:ORI,ORI,stock,active,2000-01-04,2026-10-30,USD,33206892.55,0.0055841346302378785,20,21.38,0.9545553841093534,2011.0,ORI,False,finance_insurance_realestate,low,low,stock|low|low
	735	+firstrate:stock:OSK,OSK,stock,active,2009-08-10,2026-10-30,USD,55728274.9,0.01380140006512423,20,90.89,0.8032183519605456,2011.0,OSK,False,manufacturing,mid,mid,stock|mid|mid
	736	+firstrate:stock:OTEX,OTEX,stock,active,2000-01-04,2026-10-30,USD,21031168.0,0.01742354835881149,20,35.67,0.8612289382252474,2011.0,OTEX,False,services,low,high,stock|low|high
	737	+firstrate:stock:OUT,OUT,stock,active,2014-03-31,2026-10-30,USD,19107410.4,0.01155273018019579,20,23.2,0.9087955120306513,2011.0,OUT,False,finance_insurance_realestate,low,mid,stock|low|mid
	738	+firstrate:stock:OXY,OXY,stock,active,2000-01-04,2026-10-30,USD,267588772.8,0.006261436346156902,20,73.66,0.9990410796883127,2011.0,OXY,False,mining,high,low,stock|high|low
	739	+firstrate:stock:OZK,OZK,stock,active,2007-05-11,2026-10-30,USD,54946877.5,0.013634719014839798,20,48.45,0.8937675309042409,2011.0,OZK,False,unknown,mid,mid,stock|mid|mid
	740	+firstrate:stock:P,P,stock,active,2015-10-08,2026-10-30,USD,32238365.7,0.016578979555705642,20,15.86,0.992132856084423,2011.0,P,False,manufacturing,low,high,stock|low|high
	741	+firstrate:stock:PAAS,PAAS,stock,active,2000-01-04,2026-10-30,USD,18944599.45,0.016107793179431777,20,15.56,0.9865092062142236,2011.0,PAAS,False,mining,low,high,stock|low|high
	742	+firstrate:stock:PAGP,PAGP,stock,active,2013-10-16,2026-10-30,USD,31667667.65,0.012085099988557354,20,21.95,0.9516625541738832,2011.0,PAGP,False,transport_utilities,low,mid,stock|low|mid
	743	+firstrate:stock:PANW,PANW,stock,active,2012-07-23,2026-10-30,USD,138906736.1,0.007414715372103551,20,144.94,0.9683908235978106,2011.0,PANW,False,manufacturing,high,low,stock|high|low
	744	+firstrate:stock:PAYX,PAYX,stock,active,2000-01-04,2026-10-30,USD,141008856.75,0.008200129183798262,20,68.08,0.9774009098248743,2011.0,PAYX,False,services,high,low,stock|high|low
	745	+firstrate:stock:PBA,PBA,stock,active,2012-04-03,2026-10-30,USD,15431966.7,0.0064119060793915725,20,36.18,0.9304322824506425,2011.0,PBA,False,mining,low,low,stock|low|low
	746	+firstrate:stock:PBF,PBF,stock,active,2012-12-14,2026-10-30,USD,60611991.55,0.018458536589070818,20,35.45,0.9890451548615558,2011.0,PBF,False,manufacturing,mid,high,stock|mid|high
	747	+firstrate:stock:PBI,PBI,stock,active,2000-01-04,2026-10-30,USD,23290069.3,0.011868410132597111,20,11.18,0.9145111035858577,2011.0,PBI,False,manufacturing,low,mid,stock|low|mid
	748	+firstrate:stock:PBR,PBR,stock,active,2000-08-10,2026-10-30,USD,136763253.75,0.017110543358856395,20,10.29,0.9982616668673081,2011.0,PBR,False,unknown,high,high,stock|high|high
	749	+firstrate:stock:PBR.A,PBR.A,stock,active,2003-10-07,2026-10-30,USD,52300860.675,0.018080019389777855,20,9.83,0.9772123130421376,2011.0,PBR.A,False,unknown,mid,high,stock|mid|high
	750	+firstrate:stock:PCAR,PCAR,stock,active,2000-01-04,2026-10-30,USD,124624146.6,0.010124833028655597,20,71.08,0.9846538876243207,2011.0,PCAR,False,manufacturing,high,mid,stock|high|mid
	751	+firstrate:stock:PCG,PCG,stock,active,2000-01-04,2026-10-30,USD,362286554.65,0.03198885729556876,20,44.83,0.9979842325012939,2011.0,PCG,False,transport_utilities,high,high,stock|high|high
	752	+firstrate:etf:PDBC,PDBC,etf,active,2014-11-07,2026-10-30,USD,5230871.375,0.01070398360337802,20,17.45,0.872750869599031,2011.0,PDBC,False,fixed_income,low,high,etf|low|high
	753	+firstrate:stock:PDM,PDM,stock,active,2010-02-11,2026-10-30,USD,15382574.35,0.008871047027967907,20,19.61,0.8449374912569056,2011.0,PDM,False,finance_insurance_realestate,low,low,stock|low|low
	754	+firstrate:stock:PEB,PEB,stock,active,2009-12-10,2026-10-30,USD,20474533.6,0.008332916976763232,20,37.17,0.9315185010701404,2011.0,PEB,False,finance_insurance_realestate,low,low,stock|low|low
	755	+firstrate:stock:PEG,PEG,stock,active,2000-01-04,2026-10-30,USD,184871712.25,0.006337015499740881,20,51.5,0.9907516634172948,2011.0,PEG,False,transport_utilities,high,low,stock|high|low
	756	+firstrate:stock:PENN,PENN,stock,active,2000-01-04,2026-10-30,USD,48682394.3,0.01708575327316554,20,31.33,0.9860792248372066,2011.0,PENN,False,services,mid,high,stock|mid|high
	757	+firstrate:stock:PEP,PEP,stock,active,2000-01-04,2026-10-30,USD,413948004.1,0.0068712206364256265,20,119.92,0.9997596340332774,2011.0,PEP,False,manufacturing,high,low,stock|high|low
	758	+firstrate:stock:PFE,PFE,stock,active,2000-01-04,2026-10-30,USD,572215848.35,0.008307970067346923,20,36.22,0.9989622294770069,2011.0,PFE,False,manufacturing,high,low,stock|high|low
	759	+firstrate:etf:PFF,PFF,etf,active,2007-03-30,2026-10-30,USD,99759413.65,0.0017140891399193142,20,38.07,0.9910225219095485,2011.0,PFF,False,broad_equity,mid,low,etf|mid|low
	760	+firstrate:stock:PFG,PFG,stock,active,2001-10-24,2026-10-30,USD,71439006.36842105,0.006204157202388151,19,70.56,0.952715441370929,2011.0,PFG,False,finance_insurance_realestate,mid,low,stock|mid|low
	761	+firstrate:stock:PFGC,PFGC,stock,active,2015-10-02,2026-10-30,USD,32149062.75,0.020146403280719632,20,33.1,0.8766619775041107,2011.0,PFGC,False,wholesale,low,high,stock|low|high
	762	+firstrate:stock:PG,PG,stock,active,2000-01-04,2026-10-30,USD,596431054.05,0.005814196740840316,20,91.88,0.9985845115292996,2011.0,PG,False,manufacturing,high,low,stock|high|low
	763	+firstrate:stock:PGEN,PGEN,stock,active,2013-08-09,2026-10-30,USD,15406140.7,0.026617737134599855,20,11.52,0.8498201408115776,2011.0,PGEN,False,manufacturing,low,high,stock|low|high
	764	+firstrate:stock:PGR,PGR,stock,active,2000-01-04,2026-10-30,USD,145943506.3,0.006923958142619817,20,56.32,0.9910132035769786,2011.0,PGR,False,finance_insurance_realestate,high,low,stock|high|low
	765	+firstrate:etf:PGX,PGX,etf,active,2008-01-31,2026-10-30,USD,26112415.5,0.0020943916842868244,20,14.86,0.9098810435286016,2011.0,PGX,False,other,low,low,etf|low|low
	766	+firstrate:stock:PH,PH,stock,active,2000-01-04,2026-10-30,USD,153946374.65,0.010235361079085221,20,199.58,0.8619220329086499,2011.0,PH,False,manufacturing,high,mid,stock|high|mid
	767	+firstrate:stock:PHG,PHG,stock,active,2000-01-04,2026-10-30,USD,36039550.4,0.008652922881558847,20,37.8,0.8765048255732609,2011.0,PHG,False,unknown,low,low,stock|low|low
	768	+firstrate:stock:PHM,PHM,stock,active,2000-01-04,2026-10-30,USD,146993344.2,0.012435458717962353,20,33.25,0.9869499464681081,2011.0,PHM,False,construction,high,mid,stock|high|mid
	769	+firstrate:stock:PII,PII,stock,active,2000-01-04,2026-10-30,USD,86264563.2,0.017619452082625043,20,123.99,0.8395640380134686,2011.0,PII,False,manufacturing,mid,high,stock|mid|high
	770	+firstrate:stock:PK,PK,stock,active,2017-01-04,2026-10-30,USD,49006225.5255,0.010338768858041929,20,28.75,0.9820082948710516,2011.0,PK,False,services,mid,mid,stock|mid|mid
	771	+firstrate:stock:PKG,PKG,stock,active,2000-01-31,2026-10-30,USD,80870308.35,0.008463968519231032,20,120.55,0.8054189370734749,2011.0,PKG,False,manufacturing,mid,low,stock|mid|low
	772	+firstrate:stock:PLAY,PLAY,stock,active,2014-10-13,2026-10-30,USD,88654939.8,0.0185483746157594,20,55.17,0.9227694728122006,2011.0,PLAY,False,retail,mid,high,stock|mid|high
	773	+firstrate:stock:PLD,PLD,stock,active,2000-01-04,2026-10-30,USD,126489742.7,0.012391077780291693,20,64.51,0.9937502558246947,2011.0,PLD,False,finance_insurance_realestate,high,mid,stock|high|mid
	774	+firstrate:stock:PLNT,PLNT,stock,active,2015-08-07,2026-10-30,USD,29533026.15,0.01384737406111021,20,34.63,0.9293632057055488,2011.0,PLNT,False,services,low,mid,stock|low|mid
	775	+firstrate:stock:PLUG,PLUG,stock,active,2000-01-04,2026-10-30,USD,8169021.5,0.021059353064143374,20,2.36,0.9840661576056361,2011.0,PLUG,False,manufacturing,low,high,stock|low|high
	776	+firstrate:stock:PM,PM,stock,active,2008-04-01,2026-10-30,USD,494206960.5,0.012564136496143801,20,105.65,0.998831236384031,2011.0,PM,False,manufacturing,high,mid,stock|high|mid
	777	+firstrate:stock:PMT,PMT,stock,active,2009-07-31,2026-10-30,USD,11209297.95,0.013637890038305291,20,16.07,0.8134664021763044,2011.0,PMT,False,finance_insurance_realestate,low,mid,stock|low|mid
	778	+firstrate:stock:PNC,PNC,stock,active,2000-01-04,2026-10-30,USD,250869375.95,0.009531114275603186,20,144.29,0.9828101235257092,2011.0,PNC,False,finance_insurance_realestate,high,low,stock|high|low
	779	+firstrate:stock:PNR,PNR,stock,active,2012-09-18,2026-10-30,USD,61562585.25,0.008000197115181394,20,70.62,0.9348911829412843,2011.0,PNR,False,manufacturing,mid,low,stock|mid|low
	780	+firstrate:stock:PNW,PNW,stock,active,2000-01-04,2026-10-30,USD,49175100.55,0.009203412280278659,20,85.18,0.9005566715219842,2011.0,PNW,False,transport_utilities,mid,low,stock|mid|low
	781	+firstrate:stock:POR,POR,stock,active,2006-04-11,2026-10-30,USD,27851288.2,0.008811877266903806,20,45.58,0.8586197568866321,2011.0,POR,False,transport_utilities,low,low,stock|low|low
	782	+firstrate:stock:PPC,PPC,stock,active,2009-12-30,2026-10-30,USD,40492938.05,0.020870509122145102,20,31.06,0.8549915381282752,2011.0,PPC,False,manufacturing,low,high,stock|low|high
	783	+firstrate:stock:PPG,PPG,stock,active,2000-01-04,2026-10-30,USD,129976030.95,0.007394589266715232,20,116.82,0.9564580417574733,2011.0,PPG,False,manufacturing,high,low,stock|high|low
	784	+firstrate:stock:PPL,PPL,stock,active,2000-01-04,2026-10-30,USD,233397557.6,0.012887442145636646,20,30.95,0.9976090581087903,2011.0,PPL,False,transport_utilities,high,mid,stock|high|mid
	785	+firstrate:stock:PR,PR,stock,active,2016-04-25,2026-10-30,USD,26954239.4,0.019295786713754516,20,19.8,0.9930829462814823,2011.0,PR,False,mining,low,high,stock|low|high
	786	+firstrate:stock:PRGO,PRGO,stock,active,2000-01-04,2026-10-30,USD,91553680.6,0.015420315007267657,20,87.16,0.9267356348244555,2011.0,PRGO,False,manufacturing,mid,mid,stock|mid|mid
	787	+firstrate:stock:PRKS,PRKS,stock,active,2013-04-22,2026-10-30,USD,26047788.45,0.01937069586139635,20,13.57,0.8907953263752311,2011.0,PRKS,False,services,low,high,stock|low|high
	788	+firstrate:stock:PRU,PRU,stock,active,2001-12-14,2026-10-30,USD,178773484.6,0.007965729942278881,20,114.98,0.9829945915517767,2011.0,PRU,False,finance_insurance_realestate,high,low,stock|high|low
	789	+firstrate:stock:PSA,PSA,stock,active,2000-01-04,2026-10-30,USD,150314258.35,0.009139319852439631,20,209.0,0.8496066810780968,2011.0,PSA,False,finance_insurance_realestate,high,low,stock|high|low
	790	+firstrate:stock:PSEC,PSEC,stock,delisted,2007-05-03,2024-12-20,USD,21304640.968000002,0.013593543691351788,20,6.74,0.9340213654176823,2011.0,PSEC,True,unknown,low,mid,stock|low|mid
	791	+firstrate:etf:PSQ,PSQ,etf,active,2006-06-21,2026-10-30,USD,28361135.05,0.005537085604875353,20,35.58,0.9042296978381186,2011.0,PSQ,False,leveraged_inverse,low,mid,etf|low|mid
	792	+firstrate:stock:PSX,PSX,stock,active,2012-05-02,2026-10-30,USD,172089759.2,0.007695264963779197,20,101.15,0.9957499422682282,2011.0,PSX,False,manufacturing,high,low,stock|high|low
	793	+firstrate:stock:PTC,PTC,stock,active,2007-04-27,2026-10-30,USD,48836729.5945,0.009062839004301469,20,60.77,0.8517815111877463,2011.0,PTC,False,services,mid,low,stock|mid|low
	794	+firstrate:stock:PTEN,PTEN,stock,active,2000-01-04,2026-10-30,USD,65282639.1,0.02207221977785616,20,23.01,0.9907331894914692,2011.0,PTEN,False,mining,mid,high,stock|mid|high
	795	+firstrate:stock:PUMP,PUMP,stock,active,2017-03-20,2026-10-30,USD,33423808.35,0.023709913124020016,20,20.16,0.9230607159103735,2011.0,PUMP,False,mining,low,high,stock|low|high
	796	+firstrate:stock:PVH,PVH,stock,active,2000-01-04,2026-10-30,USD,111047612.65,0.009547858459686474,20,137.21,0.9134063507667141,2011.0,PVH,False,manufacturing,mid,low,stock|mid|low
	797	+firstrate:stock:PWR,PWR,stock,active,2000-01-04,2026-10-30,USD,53871441.95,0.015789740232605383,20,39.11,0.9225304690338095,2011.0,PWR,False,construction,mid,high,stock|mid|high
	798	+firstrate:stock:PYPL,PYPL,stock,active,2015-07-07,2026-10-30,USD,627085611.55,0.016897509689579423,20,73.62,0.9999236933438975,2011.0,PYPL,False,services,high,high,stock|high|high
	799	+firstrate:stock:PZZA,PZZA,stock,active,2000-01-04,2026-10-30,USD,52964235.45,0.02097937707133205,20,56.11,0.838845598188762,2011.0,PZZA,False,retail,mid,high,stock|mid|high
	800	+firstrate:stock:QCOM,QCOM,stock,active,2000-01-04,2026-10-30,USD,548085294.45,0.007842901087821375,20,64.02,0.9997036758188022,2011.0,QCOM,False,manufacturing,high,low,stock|high|low
	801	+firstrate:stock:QGEN,QGEN,stock,active,2005-02-16,2026-10-30,USD,24282443.536915,0.01076238111286877,20,30.0,0.8886435208648165,2011.0,QGEN,False,manufacturing,low,mid,stock|low|mid
	802	+firstrate:etf:QID,QID,etf,active,2006-07-13,2026-10-30,USD,37722701.480000004,0.010997872201409752,20,13.39,0.9722336051005539,2011.0,QID,False,leveraged_inverse,low,high,etf|low|high
	803	+firstrate:etf:QLD,QLD,etf,active,2006-06-21,2026-10-30,USD,85880369.1,0.01100435609390384,20,73.33,0.9658762480470454,2011.0,QLD,False,leveraged_inverse,mid,high,etf|mid|high
	804	+firstrate:etf:QQQ,QQQ,etf,active,2000-01-03,2026-10-30,USD,4844051430.900499,0.005384685221423253,20,155.76,0.9999287804543044,2011.0,QQQ,False,other,high,mid,etf|high|mid
	805	+firstrate:stock:QSR,QSR,stock,active,2014-12-16,2026-10-30,USD,93505772.65,0.010614976873973416,20,61.48,0.9742277162157389,2011.0,QSR,False,retail,mid,mid,stock|mid|mid
	806	+firstrate:etf:QUAL,QUAL,etf,active,2013-07-18,2026-10-30,USD,24603130.85,0.003432756712835305,20,82.9,0.9064493596150736,2011.0,QUAL,False,broad_equity,low,low,etf|low|low
	807	+firstrate:stock:RBA,RBA,stock,active,2000-01-03,2026-10-30,USD,20341910.8,0.01550945794158118,20,29.93,0.819089238349934,2011.0,RBA,False,services,low,mid,stock|low|mid
	808	+firstrate:stock:RCI,RCI,stock,active,2000-01-04,2026-10-30,USD,15632884.4,0.006813004480195623,20,50.93,0.804776261440491,2011.0,RCI,False,transport_utilities,low,low,stock|low|low
	809	+firstrate:stock:RCL,RCL,stock,active,2000-01-04,2026-10-30,USD,154822850.2,0.012705584480050665,20,119.28,0.985468590766927,2011.0,RCL,False,transport_utilities,high,mid,stock|high|mid
	810	+firstrate:stock:RDN,RDN,stock,active,2000-01-04,2026-10-30,USD,31972772.75,0.016936768124625207,20,20.61,0.9116806028076353,2011.0,RDN,False,finance_insurance_realestate,low,high,stock|low|high
	811	+firstrate:stock:REG,REG,stock,active,2000-01-04,2026-10-30,USD,63681069.55,0.008888600147059387,20,69.18,0.904696428163181,2011.0,REG,False,finance_insurance_realestate,mid,low,stock|mid|low
	812	+firstrate:stock:REGN,REGN,stock,active,2000-01-04,2026-10-30,USD,253511660.2,0.011572786574577046,20,375.96,0.8187895508895809,2011.0,REGN,False,manufacturing,high,mid,stock|high|mid
	813	+firstrate:stock:REI,REI,stock,active,2008-06-10,2026-10-30,USD,5736190.9,0.03136094922793462,20,13.9,0.8467208911248011,2011.0,REI,False,mining,low,high,stock|low|high
	814	+firstrate:stock:RES,RES,stock,active,2000-01-04,2026-10-30,USD,17546191.5,0.018706828314172395,20,25.53,0.9092608801673824,2011.0,RES,False,mining,low,high,stock|low|high
	815	+firstrate:stock:REXR,REXR,stock,active,2013-07-22,2026-10-30,USD,15773015.8,0.013965469140688956,20,29.16,0.9037088536774723,2011.0,REXR,False,finance_insurance_realestate,low,mid,stock|low|mid
	816	+firstrate:stock:RF,RF,stock,active,2002-05-13,2026-10-30,USD,171978118.75,0.009901622963378008,20,17.28,0.99867028117514,2011.0,RF,False,finance_insurance_realestate,high,low,stock|high|low
	817	+firstrate:stock:RH,RH,stock,active,2012-11-05,2026-10-30,USD,111902106.45,0.030124935295987938,20,86.21,0.8324976498785535,2011.0,RH,False,retail,mid,high,stock|mid|high
	818	+firstrate:stock:RHI,RHI,stock,active,2000-01-04,2026-10-30,USD,48743012.6,0.01685596802074158,20,55.54,0.9111365050072385,2011.0,RHI,False,services,mid,high,stock|mid|high
	819	+firstrate:stock:RIG,RIG,stock,active,2008-12-22,2026-10-30,USD,106614594.7,0.023910299999896942,20,10.68,0.9987193199550808,2011.0,RIG,False,mining,mid,high,stock|mid|high
	820	+firstrate:stock:RIO,RIO,stock,active,2013-02-11,2026-10-30,USD,128414905.1,0.0128416221630887,20,52.93,0.9937002828005442,2011.0,RIO,False,unknown,high,mid,stock|high|mid
	821	+firstrate:stock:RIOT,RIOT,stock,active,2007-08-28,2026-10-30,USD,352940468.35163,0.16083857198198442,20,28.4,0.9107434232628171,2011.0,RIOT,False,finance_insurance_realestate,high,high,stock|high|high
	822	+firstrate:stock:RITM,RITM,stock,active,2013-05-03,2026-10-30,USD,40885271.1,0.006918317025210052,20,17.88,0.9865729819431509,2010.0,RITM,False,finance_insurance_realestate,mid,low,stock|mid|low
	823	+firstrate:stock:RJF,RJF,stock,active,2000-01-04,2026-10-30,USD,71788289.15,0.012400323297704753,20,89.3,0.8931311237485355,2011.0,RJF,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	824	+firstrate:stock:RL,RL,stock,active,2000-01-04,2026-10-30,USD,117921879.4,0.021250188540078038,20,103.69,0.8947552199102076,2011.0,RL,False,manufacturing,mid,high,stock|mid|high
	825	+firstrate:stock:RLJ,RLJ,stock,active,2011-05-12,2026-10-30,USD,31133756.6,0.01217820561282598,20,21.97,0.9159770291891222,2011.0,RLJ,False,finance_insurance_realestate,low,mid,stock|low|mid
	826	+firstrate:stock:RMBS,RMBS,stock,active,2000-01-04,2026-10-30,USD,14781892.25,0.0060802473925906965,20,14.22,0.8617056860591916,2011.0,RMBS,False,manufacturing,low,low,stock|low|low
	827	+firstrate:stock:RMD,RMD,stock,active,2000-01-04,2026-10-30,USD,45080939.65,0.00898462356461375,20,84.69,0.8171813790711493,2011.0,RMD,False,manufacturing,mid,low,stock|mid|low
	828	+firstrate:stock:RNG,RNG,stock,active,2013-09-30,2026-10-30,USD,20835758.0,0.025524349481092078,20,48.4,0.9156972200346006,2011.0,RNG,False,services,low,high,stock|low|high
	829	+firstrate:stock:ROK,ROK,stock,active,2000-01-04,2026-10-30,USD,131517828.85,0.007912470365389909,20,196.35,0.86792476894227,2011.0,ROK,False,manufacturing,high,low,stock|high|low
	830	+firstrate:stock:ROL,ROL,stock,active,2000-01-04,2026-10-30,USD,28194507.25,0.009718986726524603,20,46.53,0.9318673900497483,2011.0,ROL,False,services,low,low,stock|low|low
	831	+firstrate:stock:ROST,ROST,stock,active,2000-01-04,2026-10-30,USD,175064653.95,0.011222001658260644,20,80.25,0.9891811989006464,2011.0,ROST,False,retail,high,mid,stock|high|mid
	832	+firstrate:stock:RPM,RPM,stock,active,2000-01-04,2026-10-30,USD,32628897.65,0.010463549427359175,20,52.42,0.8201140078099562,2011.0,RPM,False,manufacturing,low,mid,stock|low|mid
	833	+firstrate:stock:RRC,RRC,stock,active,2000-01-04,2026-10-30,USD,115698154.5,0.027704205496562728,20,17.06,0.9940515525960414,2011.0,RRC,False,mining,mid,high,stock|mid|high
	834	+firstrate:stock:RSG,RSG,stock,active,2000-01-04,2026-10-30,USD,88258667.2,0.007409652454917402,20,67.61,0.9343159597402466,2011.0,RSG,False,transport_utilities,mid,low,stock|mid|low
	835	+firstrate:etf:RSP,RSP,etf,active,2003-05-01,2026-10-30,USD,48142845.05,0.0037753712937354067,20,101.03,0.9482660942807554,2011.0,RSP,False,broad_equity,mid,low,etf|mid|low
	836	+firstrate:stock:RTX,RTX,stock,active,2007-04-30,2026-10-30,USD,385345618.8,0.005315700291294674,20,127.57,0.9986849819598346,2011.0,RTX,False,manufacturing,high,low,stock|high|low
	837	+firstrate:stock:RUN,RUN,stock,active,2015-08-06,2026-10-30,USD,5151913.25,0.018509221008980885,20,5.9,0.9852070867715353,2011.0,RUN,False,construction,low,high,stock|low|high
	838	+firstrate:stock:RVTY,RVTY,stock,active,2005-01-04,2026-10-30,USD,41420671.5,0.013424363645254308,20,73.12,0.8490284261039139,2011.0,RVTY,False,manufacturing,mid,mid,stock|mid|mid
	839	+firstrate:etf:RWM,RWM,etf,active,2007-01-25,2026-10-30,USD,14443477.2,0.007270396382068258,20,42.27,0.8203592981477716,2011.0,RWM,False,leveraged_inverse,low,mid,etf|low|mid
	840	+firstrate:stock:RWT,RWT,stock,active,2000-01-04,2026-10-30,USD,7029828.8,0.011415687951841908,20,14.82,0.8376550576416322,2011.0,RWT,False,finance_insurance_realestate,low,mid,stock|low|mid
	841	+firstrate:stock:RY,RY,stock,active,2000-01-03,2026-10-30,USD,63395223.15,0.004602507561354782,20,81.65,0.9272010391254785,2011.0,RY,False,finance_insurance_realestate,mid,low,stock|mid|low
	842	+firstrate:stock:SABR,SABR,stock,active,2014-04-21,2026-10-30,USD,39313562.35,0.013514588736503635,20,20.5,0.9789991967368283,2011.0,SABR,False,services,low,mid,stock|low|mid
	843	+firstrate:stock:SAN,SAN,stock,active,2000-01-04,2026-10-30,USD,24407152.15,0.008168013659234922,20,6.54,0.9603014139436526,2011.0,SAN,False,unknown,low,low,stock|low|low
	844	+firstrate:stock:SAP,SAP,stock,active,2013-02-11,2026-10-30,USD,50335770.65,0.006984843143851434,20,112.36,0.8922342673892879,2011.0,SAP,False,services,mid,low,stock|mid|low
	845	+firstrate:stock:SBAC,SBAC,stock,active,2000-01-04,2026-10-30,USD,154375330.65,0.014011079762010149,20,163.36,0.8307591178422556,2011.0,SBAC,False,finance_insurance_realestate,high,mid,stock|high|mid
	846	+firstrate:stock:SBH,SBH,stock,active,2006-11-20,2026-10-30,USD,34082047.5,0.02078727483630089,20,18.76,0.9475306934031046,2011.0,SBH,False,retail,low,high,stock|low|high
	847	+firstrate:stock:SBLK,SBLK,stock,active,2007-12-03,2026-10-30,USD,5305197.4,0.028787992214000666,20,11.26,0.8414921975148248,2011.0,SBLK,False,transport_utilities,low,high,stock|low|high
	848	+firstrate:stock:SBRA,SBRA,stock,active,2010-11-16,2026-10-30,USD,31710319.827500004,0.016170432996522318,20,18.77,0.9615970840876025,2011.0,SBRA,False,finance_insurance_realestate,low,high,stock|low|high
	849	+firstrate:stock:SBS,SBS,stock,active,2013-02-12,2026-10-30,USD,9470876.9,0.01172643411809893,20,10.45,0.9177707238254713,2011.0,SBS,False,unknown,low,mid,stock|low|mid
	850	+firstrate:stock:SBSW,SBSW,stock,active,2013-02-22,2026-10-30,USD,16548483.0,0.029723102963337585,20,5.05,0.9743242989848846,2011.0,SBSW,False,unknown,low,high,stock|low|high
	851	+firstrate:stock:SBUX,SBUX,stock,active,2000-01-04,2026-10-30,USD,511540314.2,0.009684250413545148,20,57.43,0.9999033449022703,2011.0,SBUX,False,retail,high,low,stock|high|low
	852	+firstrate:stock:SCCO,SCCO,stock,active,2010-02-18,2026-10-30,USD,46983561.25805999,0.011754776177829707,20,47.9435,0.9304950576341582,2011.0,SCCO,False,mining,mid,mid,stock|mid|mid
	853	+firstrate:etf:SCHA,SCHA,etf,active,2009-11-03,2026-10-30,USD,27410043.85,0.006095927643018743,20,69.74,0.8264084691323091,2011.0,SCHA,False,broad_equity,low,mid,etf|low|mid
	854	+firstrate:etf:SCHB,SCHB,etf,active,2009-11-03,2026-10-30,USD,33844820.05,0.0034237516535785407,20,64.52,0.890457196272491,2011.0,SCHB,False,other,low,low,etf|low|low
	855	+firstrate:etf:SCHD,SCHD,etf,active,2011-10-20,2026-10-30,USD,32347333.570499998,0.0028303038111592202,20,51.17,0.8910005225679919,1854.0,SCHD,False,broad_equity,low,low,etf|low|low
	856	+firstrate:etf:SCHE,SCHE,etf,active,2010-01-14,2026-10-30,USD,28259268.55,0.0068821878542338405,20,27.94,0.8812095287291878,2011.0,SCHE,False,international,low,mid,etf|low|mid
	857	+firstrate:etf:SCHF,SCHF,etf,active,2009-11-03,2026-10-30,USD,63166855.9,0.004167284994182615,20,34.07,0.9711542335870064,2011.0,SCHF,False,international,mid,low,etf|mid|low
	858	+firstrate:etf:SCHG,SCHG,etf,active,2009-12-11,2026-10-30,USD,20199851.273999996,0.003710271724526553,20,70.71,0.8592600215668167,2011.0,SCHG,False,broad_equity,low,low,etf|low|low
	859	+firstrate:etf:SCHH,SCHH,etf,active,2011-01-13,2026-10-30,USD,19576699.65,0.007346897212906106,20,41.62,0.8962575930924177,2011.0,SCHH,False,other,low,mid,etf|low|mid
	860	+firstrate:etf:SCHP,SCHP,etf,active,2010-08-05,2026-10-30,USD,14632939.4,0.0014656232450105766,20,55.43,0.8329794305764664,2011.0,SCHP,False,fixed_income,low,low,etf|low|low
	861	+firstrate:stock:SCHW,SCHW,stock,active,2010-03-08,2026-10-30,USD,335061603.65,0.014592992026254076,20,51.37,0.9991326476756356,2011.0,SCHW,False,finance_insurance_realestate,high,mid,stock|high|mid
	862	+firstrate:stock:SCI,SCI,stock,active,2004-08-30,2026-10-30,USD,41054622.05,0.007332742845774666,20,37.32,0.8953418228084585,2011.0,SCI,False,services,mid,low,stock|mid|low
	863	+firstrate:etf:SCO,SCO,etf,active,2008-11-25,2026-10-30,USD,31383769.252000004,0.023881363796217216,20,24.56,0.9189152272288958,2011.0,SCO,False,leveraged_inverse,low,high,etf|low|high
	864	+firstrate:etf:SCZ,SCZ,etf,active,2007-12-12,2026-10-30,USD,52075212.75,0.005042921020571126,20,64.5,0.917263332781446,2011.0,SCZ,False,international,mid,mid,etf|mid|mid
	865	+firstrate:etf:SDOW,SDOW,etf,active,2010-02-11,2026-10-30,USD,21301327.735999998,0.009580623709744725,20,19.5,0.978561669077549,2011.0,SDOW,False,leveraged_inverse,low,high,etf|low|high
	866	+firstrate:etf:SDS,SDS,etf,active,2007-05-07,2026-10-30,USD,123709256.93899998,0.006880261116290285,20,41.05,0.9799857345128333,2011.0,SDS,False,leveraged_inverse,mid,mid,etf|mid|mid
	867	+firstrate:etf:SDY,SDY,etf,active,2005-11-15,2026-10-30,USD,45761647.8,0.00637349860380246,20,94.48,0.8023479618356539,2011.0,SDY,False,broad_equity,low,mid,etf|low|mid
	868	+firstrate:stock:SEDG,SEDG,stock,active,2015-03-27,2026-10-30,USD,23495098.75,0.018779654455275123,20,37.55,0.9226649640357266,2011.0,SEDG,False,manufacturing,low,high,stock|low|high
	869	+firstrate:stock:SFL,SFL,stock,active,2004-06-18,2026-10-30,USD,10817640.5,0.010173710820511451,20,15.5,0.8195437511716853,2011.0,SFL,False,unknown,low,mid,stock|low|mid
	870	+firstrate:stock:SFM,SFM,stock,active,2013-08-02,2026-10-30,USD,42232854.05,0.008771208781854285,20,24.35,0.9611357241599006,2011.0,SFM,False,retail,mid,low,stock|mid|low
	871	+firstrate:stock:SGI,SGI,stock,active,2007-01-04,2026-10-30,USD,47777450.9,0.017156602153288913,20,62.69,0.9351115922462094,2010.0,SGI,False,manufacturing,mid,high,stock|mid|high
	872	+firstrate:etf:SH,SH,etf,active,2006-06-21,2026-10-30,USD,83416579.55,0.003472396530552374,20,30.18,0.9290770858820745,2011.0,SH,False,leveraged_inverse,mid,low,etf|mid|low
	873	+firstrate:stock:SHAK,SHAK,stock,active,2015-02-02,2026-10-30,USD,33109938.45,0.02367551188247154,20,43.2,0.8854932313072756,2011.0,SHAK,False,retail,low,high,stock|low|high
	874	+firstrate:stock:SHEL,SHEL,stock,active,2007-04-26,2026-10-30,USD,200042098.57700002,0.0064844035981177755,20,66.71,0.9982245984680166,2011.0,SHEL,False,unknown,high,low,stock|high|low
	875	+firstrate:stock:SHO,SHO,stock,delisted,2007-05-01,2024-12-20,USD,28613267.218000002,0.011089199395119273,20,16.53,0.9457726688134233,2011.0,SHO,True,unknown,low,mid,stock|low|mid
	876	+firstrate:stock:SHOO,SHOO,stock,active,2000-01-04,2026-10-30,USD,21532792.0,0.012617952394697821,20,46.7,0.8378929704638813,2011.0,SHOO,False,manufacturing,low,mid,stock|low|mid
	877	+firstrate:stock:SHOP,SHOP,stock,active,2015-05-21,2026-10-30,USD,112893103.6,0.024144283947874795,20,101.0,0.9805138235866416,2011.0,SHOP,False,services,mid,high,stock|mid|high
	878	+firstrate:etf:SHV,SHV,etf,active,2007-01-11,2026-10-30,USD,110128085.6,0.00022110622643799546,20,110.24,0.8870350838415768,2011.0,SHV,False,leveraged_inverse,mid,low,etf|mid|low
	879	+firstrate:stock:SHW,SHW,stock,active,2000-01-04,2026-10-30,USD,185878167.25,0.010080683834235767,20,410.04,0.8932268566568194,2011.0,SHW,False,retail,high,mid,stock|high|mid
	880	+firstrate:etf:SHY,SHY,etf,active,2002-07-30,2026-10-30,USD,101379458.45,0.0004898015214091715,20,83.85,0.9607038562123181,2011.0,SHY,False,fixed_income,mid,low,etf|mid|low
	881	+firstrate:etf:SHYG,SHYG,etf,active,2013-10-17,2026-10-30,USD,18002625.8,0.0010565562392304097,20,47.13,0.8007590896943816,2011.0,SHYG,False,fixed_income,low,low,etf|low|low
	882	+firstrate:stock:SIG,SIG,stock,active,2004-11-17,2026-10-30,USD,107375574.8,0.019605164005723336,20,56.55,0.9003239603303995,2011.0,SIG,False,retail,mid,high,stock|mid|high
	883	+firstrate:stock:SIRI,SIRI,stock,active,2000-01-13,2026-10-30,USD,116898983.95,0.017160312210875536,20,5.36,0.9988363234944378,2011.0,SIRI,False,transport_utilities,mid,high,stock|mid|high
	884	+firstrate:stock:SJM,SJM,stock,active,2000-08-30,2026-10-30,USD,108266254.25,0.01054013343734347,20,124.24,0.9181651014570226,2011.0,SJM,False,manufacturing,mid,mid,stock|mid|mid
	885	+firstrate:etf:SJNK,SJNK,etf,active,2012-03-15,2026-10-30,USD,31027033.628,0.001565626043658988,20,27.56,0.9035419373877848,2011.0,SJNK,False,leveraged_inverse,low,low,etf|low|low
	886	+firstrate:stock:SKT,SKT,stock,active,2000-01-04,2026-10-30,USD,33228293.9,0.014256021252076331,20,26.51,0.8801721982050805,2011.0,SKT,False,finance_insurance_realestate,low,mid,stock|low|mid
	887	+firstrate:stock:SKYD,SKYD,stock,active,2007-04-30,2026-10-30,USD,218210800.2,0.016761972831821133,20,59.0,0.9970264332826585,2011.0,SKYD,False,transport_utilities,high,high,stock|high|high
	888	+firstrate:stock:SLB,SLB,stock,active,2000-01-04,2026-10-30,USD,587454710.05,0.01585494835518127,20,67.39,0.999465853407283,2011.0,SLB,False,mining,high,high,stock|high|high
	889	+firstrate:stock:SLF,SLF,stock,active,2002-11-15,2026-10-30,USD,16870443.45,0.0038366984287101064,20,41.26,0.849093413336623,2011.0,SLF,False,finance_insurance_realestate,low,low,stock|low|low
	890	+firstrate:stock:SLG,SLG,stock,active,2000-01-04,2026-10-30,USD,102418057.89400001,0.01028571860961488,20,100.93,0.8975470610602909,2011.0,SLG,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	891	+firstrate:stock:SLM,SLM,stock,active,2011-12-13,2026-10-30,USD,38086091.3,0.0214602626665163,20,11.3,0.9718041842700628,2011.0,SLM,False,finance_insurance_realestate,low,high,stock|low|high
	892	+firstrate:etf:SLV,SLV,etf,active,2006-04-28,2026-10-30,USD,125666909.3,0.009528367193341974,20,15.99,0.9959532036713675,2011.0,SLV,False,commodity,mid,high,etf|mid|high
	893	+firstrate:stock:SM,SM,stock,active,2002-11-21,2026-10-30,USD,72238122.3,0.02845894859138617,20,22.08,0.984613492110166,2011.0,SM,False,mining,mid,high,stock|mid|high
	894	+firstrate:stock:SMFG,SMFG,stock,active,2013-02-12,2026-10-30,USD,7291616.8,0.009590214700110093,20,8.69,0.8660366312573847,2011.0,SMFG,False,unknown,low,low,stock|low|low
	895	+firstrate:stock:SMG,SMG,stock,active,2000-01-04,2026-10-30,USD,40193685.55,0.007583845385190928,20,106.99,0.8007259993672092,2011.0,SMG,False,manufacturing,low,low,stock|low|low
	896	+firstrate:etf:SMH,SMH,etf,active,2000-06-05,2026-10-30,USD,536993876.7,0.008739138412740058,20,97.81,0.9991809752245004,2011.0,SMH,False,sector,high,mid,etf|high|mid
	897	+firstrate:stock:SMTC,SMTC,stock,active,2000-01-04,2026-10-30,USD,20246221.25,0.01945313200366733,20,34.2,0.8173940853818802,2011.0,SMTC,False,manufacturing,low,high,stock|low|high
	898	+firstrate:stock:SNAP,SNAP,stock,active,2017-03-03,2026-10-30,USD,285642074.25,0.03235817870126822,20,14.61,0.9994035363047993,2011.0,SNAP,False,services,high,high,stock|high|high
	899	+firstrate:stock:SNN,SNN,stock,active,2013-02-12,2026-10-30,USD,16094246.7,0.0068379467026420705,20,35.01,0.8193049161599905,2011.0,SNN,False,manufacturing,low,low,stock|low|low
	900	+firstrate:stock:SNPS,SNPS,stock,active,2000-01-04,2026-10-30,USD,124572400.65,0.01147786163490454,20,85.24,0.9031828018587794,2011.0,SNPS,False,services,high,mid,stock|high|mid
	901	+firstrate:stock:SNY,SNY,stock,active,2013-02-11,2026-10-30,USD,52728426.8,0.007468910884724508,20,43.0,0.9518217554146128,2011.0,SNY,False,manufacturing,mid,low,stock|mid|low
	902	+firstrate:stock:SO,SO,stock,active,2000-01-04,2026-10-30,USD,281658190.75,0.00962951607460869,20,48.09,0.9979818757949324,2011.0,SO,False,transport_utilities,high,low,stock|high|low
	903	+firstrate:stock:SONY,SONY,stock,active,2013-02-11,2026-10-30,USD,34593852.15,0.01081460751254272,20,44.95,0.9204515948455781,2011.0,SONY,False,manufacturing,low,mid,stock|low|mid
	904	+firstrate:etf:SOXL,SOXL,etf,active,2010-03-11,2026-10-30,USD,81954561.6,0.03133484019247934,20,137.9,0.9584982743997119,2011.0,SOXL,False,leveraged_inverse,mid,high,etf|mid|high
	905	+firstrate:etf:SOXS,SOXS,etf,active,2010-03-11,2026-10-30,USD,11393286.0,0.031036155838021787,20,16.5,0.9782249976012527,2011.0,SOXS,False,leveraged_inverse,low,high,etf|low|high
	906	+firstrate:etf:SOXX,SOXX,etf,active,2007-04-27,2026-10-30,USD,131969946.2,0.010397100087639203,20,169.81,0.9305196794896226,2011.0,SOXX,False,sector,mid,high,etf|mid|high
	907	+firstrate:etf:SPDW,SPDW,etf,active,2007-05-16,2026-10-30,USD,20310986.65,0.0039008123515810104,20,31.7,0.8930294056499268,2011.0,SPDW,False,international,low,low,etf|low|low
	908	+firstrate:etf:SPEM,SPEM,etf,active,2007-05-16,2026-10-30,USD,15341018.1,0.0060569078323750745,20,38.15,0.8574975186323103,2011.0,SPEM,False,international,low,mid,etf|low|mid
	909	+firstrate:stock:SPG,SPG,stock,active,2000-01-04,2026-10-30,USD,292002441.65,0.010980878822606423,20,171.74,0.966867698139379,2011.0,SPG,False,finance_insurance_realestate,high,mid,stock|high|mid
	910	+firstrate:stock:SPGI,SPGI,stock,active,2007-04-30,2026-10-30,USD,173986775.75,0.008644251366565716,20,169.4,0.9337679140046408,2011.0,SPGI,False,services,high,low,stock|high|low
	911	+firstrate:etf:SPHD,SPHD,etf,active,2012-10-18,2026-10-30,USD,14318369.042,0.003988456859542358,20,42.43,0.845865653838254,2011.0,SPHD,False,volatility_alt,low,low,etf|low|low
	912	+firstrate:etf:SPLV,SPLV,etf,active,2011-05-05,2026-10-30,USD,60600985.8,0.00361403251554503,20,47.74,0.9621600355388908,2011.0,SPLV,False,broad_equity,mid,low,etf|mid|low
	913	+firstrate:etf:SPSB,SPSB,etf,active,2009-12-17,2026-10-30,USD,31208552.25,0.0008834262965572099,20,30.42,0.8036342473458318,2011.0,SPSB,False,leveraged_inverse,low,low,etf|low|low
	914	+firstrate:stock:SPWR,SPWR,stock,active,2005-11-18,2026-10-30,USD,28311183.1,0.04762819777761038,20,8.43,0.8774470922284858,1842.0,SPWR,False,construction,low,high,stock|low|high
	915	+firstrate:etf:SPXL,SPXL,etf,active,2008-11-05,2026-10-30,USD,93594571.35,0.013828844119970858,20,44.33,0.9952244751055894,2011.0,SPXL,False,leveraged_inverse,mid,high,etf|mid|high
	916	+firstrate:etf:SPXS,SPXS,etf,active,2008-11-05,2026-10-30,USD,54494785.1,0.010442900949256996,20,29.96,0.9893425036976934,2011.0,SPXS,False,leveraged_inverse,mid,high,etf|mid|high
	917	+firstrate:etf:SPXU,SPXU,etf,active,2009-06-25,2026-10-30,USD,80460696.2,0.010287075618929208,20,11.37,0.9904883753168316,2011.0,SPXU,False,leveraged_inverse,mid,high,etf|mid|high
	918	+firstrate:etf:SPY,SPY,etf,active,2000-01-03,2026-10-30,USD,22814809828.0,0.003057970746475259,20,266.86,0.9998257664685661,2011.0,SPY,False,broad_equity,high,low,etf|high|low
	919	+firstrate:etf:SPYD,SPYD,etf,active,2015-10-22,2026-10-30,USD,6009842.125,0.0052428602842189065,20,37.45,0.8497361974624831,2011.0,SPYD,False,broad_equity,low,mid,etf|low|mid
	920	+firstrate:etf:SPYG,SPYG,etf,active,2007-05-16,2026-10-30,USD,12183900.85,0.0035577445867161976,20,33.0,0.9410931721690146,2011.0,SPYG,False,broad_equity,low,low,etf|low|low
	921	+firstrate:etf:SPYM,SPYM,etf,active,2005-11-16,2026-10-30,USD,18479355.05,0.0032581857491270107,20,31.31,0.8305491238534238,1921.0,SPYM,False,broad_equity,low,low,etf|low|low
	922	+firstrate:etf:SPYV,SPYV,etf,active,2007-05-16,2026-10-30,USD,9821992.25,0.003970165577115863,20,30.68,0.8778736259429998,2011.0,SPYV,False,broad_equity,low,low,etf|low|low
	923	+firstrate:stock:SQM,SQM,stock,active,2013-02-12,2026-10-30,USD,60522670.1,0.02725227549300008,20,59.37,0.9028468054492668,2011.0,SQM,False,unknown,mid,high,stock|mid|high
	924	+firstrate:etf:SQQQ,SQQQ,etf,active,2010-02-11,2026-10-30,USD,124240056.65,0.01643162110240851,20,21.51,0.9995052785129359,2011.0,SQQQ,False,leveraged_inverse,mid,high,etf|mid|high
	925	+firstrate:stock:SRE,SRE,stock,active,2000-01-04,2026-10-30,USD,191307814.15,0.016234969044954098,20,106.92,0.9702796122399516,2011.0,SRE,False,transport_utilities,high,high,stock|high|high
	926	+firstrate:stock:SRPT,SRPT,stock,active,2000-01-04,2026-10-30,USD,76448570.75,0.01698208240730206,20,55.64,0.8903064333665597,2010.0,SRPT,False,manufacturing,mid,high,stock|mid|high
	927	+firstrate:etf:SRTY,SRTY,etf,active,2010-02-11,2026-10-30,USD,16302915.15,0.02110059263108859,20,32.36,0.8888124141357996,2011.0,SRTY,False,leveraged_inverse,low,high,etf|low|high
	928	+firstrate:stock:SSNC,SSNC,stock,active,2010-04-01,2026-10-30,USD,36625138.8,0.00819480934540176,20,40.48,0.9361049108269628,2011.0,SSNC,False,services,low,low,stock|low|low
	929	+firstrate:etf:SSO,SSO,etf,active,2006-06-21,2026-10-30,USD,147796548.4,0.006851005980261499,20,109.43,0.963462082652995,2011.0,SSO,False,leveraged_inverse,high,mid,etf|high|mid
	930	+firstrate:stock:SSRM,SSRM,stock,active,2007-04-30,2026-10-30,USD,6113140.1,0.0184617878648763,20,8.79,0.938858110431053,2011.0,SSRM,False,finance_insurance_realestate,low,high,stock|low|high
	931	+firstrate:stock:ST,ST,stock,active,2010-03-12,2026-10-30,USD,61851085.8,0.013713456360510938,40,51.11,0.9190490351092652,2011.0,ST,False,manufacturing,mid,mid,stock|mid|mid
	932	+firstrate:stock:STAG,STAG,stock,active,2011-04-18,2026-10-30,USD,14559401.75,0.009240014156235323,20,27.33,0.9205598164893634,2011.0,STAG,False,finance_insurance_realestate,low,low,stock|low|low
	933	+firstrate:stock:STLA,STLA,stock,active,2008-10-27,2026-10-30,USD,45018983.638500005,0.013983986817295516,20,17.84,0.9750450955159526,2011.0,STLA,False,manufacturing,mid,mid,stock|mid|mid
	934	+firstrate:stock:STLD,STLD,stock,active,2000-01-04,2026-10-30,USD,107162857.3,0.019921342978022928,20,43.13,0.9671037545279727,2011.0,STLD,False,manufacturing,mid,high,stock|mid|high
	935	+firstrate:stock:STM,STM,stock,active,2013-02-12,2026-10-30,USD,69785695.1,0.0147712877140446,20,21.84,0.9874553303939277,2011.0,STM,False,manufacturing,mid,mid,stock|mid|mid
	936	+firstrate:stock:STNG,STNG,stock,active,2010-04-01,2026-10-30,USD,9600977.55,0.025527689222681917,20,3.05,0.8850521354378532,2011.0,STNG,False,transport_utilities,low,high,stock|low|high
	937	+firstrate:stock:STT,STT,stock,active,2000-01-04,2026-10-30,USD,154730873.3,0.005338534102126814,40,97.61,0.9837858662605544,2011.0,STT,False,finance_insurance_realestate,high,low,stock|high|low
	938	+firstrate:stock:STWD,STWD,stock,active,2009-08-13,2026-10-30,USD,35508092.65,0.0038911513593956164,40,21.35,0.9717164014786349,2011.0,STWD,False,finance_insurance_realestate,low,low,stock|low|low
	939	+firstrate:stock:STX,STX,stock,active,2002-12-12,2026-10-30,USD,155025941.5,0.009465938660247879,40,41.84,0.99143378826546,2011.0,STX,False,manufacturing,high,low,stock|high|low
	940	+firstrate:stock:STZ,STZ,stock,active,2000-09-21,2026-10-30,USD,306008770.4,0.0047945038913806744,40,228.57,0.943627686299431,2011.0,STZ,False,manufacturing,high,low,stock|high|low
	941	+firstrate:stock:SU,SU,stock,active,2000-01-04,2026-10-30,USD,88143320.15,0.007512283085600084,40,36.72,0.9972418880795808,2011.0,SU,False,manufacturing,mid,low,stock|mid|low
	942	+firstrate:etf:SVXY,SVXY,etf,active,2011-10-04,2026-10-30,USD,567138396.5065,0.014905868316565365,20,128.21,0.9458965074039668,2011.0,SVXY,False,leveraged_inverse,high,high,etf|high|high
	943	+firstrate:stock:SWBI,SWBI,stock,active,2007-05-02,2026-10-30,USD,33565901.95,0.022917090896013122,40,12.84,0.8108477638753331,2011.0,SWBI,False,manufacturing,low,high,stock|low|high
	944	+firstrate:stock:SWK,SWK,stock,active,2000-01-04,2026-10-30,USD,138224741.35,0.004026459084108842,40,169.69,0.9566273931094884,2011.0,SWK,False,manufacturing,high,low,stock|high|low
	945	+firstrate:stock:SWKS,SWKS,stock,active,2002-06-27,2026-10-30,USD,250035827.35,0.009454256262782526,40,94.95,0.9841684181686244,2011.0,SWKS,False,manufacturing,high,low,stock|high|low
	946	+firstrate:stock:SYF,SYF,stock,active,2014-08-01,2026-10-30,USD,239651370.61000004,0.010199086313531874,40,38.61,0.9973563782006445,2011.0,SYF,False,finance_insurance_realestate,high,mid,stock|high|mid
	947	+firstrate:stock:SYK,SYK,stock,active,2000-01-04,2026-10-30,USD,157675905.9,0.006010606872894913,40,154.84,0.9375638326123449,2011.0,SYK,False,manufacturing,high,low,stock|high|low
	948	+firstrate:stock:SYY,SYY,stock,active,2000-01-04,2026-10-30,USD,156670744.4,0.008252748570188187,40,60.73,0.9931280913726519,2011.0,SYY,False,wholesale,high,low,stock|high|low
	949	+firstrate:stock:T,T,stock,active,2004-01-02,2026-10-30,USD,1111902803.1204998,0.012498356155753444,20,38.88,0.9990652434627452,2011.0,T,False,transport_utilities,high,mid,stock|high|mid
	950	+firstrate:stock:TAL,TAL,stock,active,2010-10-21,2026-10-30,USD,101407186.85,0.023726713945378508,20,29.71,0.9847761349860165,2011.0,TAL,False,services,mid,high,stock|mid|high
	951	+firstrate:stock:TAP,TAP,stock,active,2005-02-10,2026-10-30,USD,92114818.1,0.007625064946642331,20,82.07,0.9762348042843668,2011.0,TAP,False,manufacturing,mid,low,stock|mid|low
	952	+firstrate:etf:TBT,TBT,etf,active,2008-05-01,2026-10-30,USD,122812303.18899998,0.012888357597599426,20,33.78,0.8801234788763858,2011.0,TBT,False,leveraged_inverse,mid,high,etf|mid|high
	953	+firstrate:stock:TCOM,TCOM,stock,active,2007-04-27,2026-10-30,USD,194064937.35,0.01226873988013426,20,44.1,0.9918080223863719,2011.0,TCOM,False,services,high,mid,stock|high|mid
	954	+firstrate:stock:TD,TD,stock,active,2000-01-03,2026-10-30,USD,55751092.35,0.006885217853677735,20,58.58,0.9829485965997452,2011.0,TD,False,finance_insurance_realestate,mid,low,stock|mid|low
	955	+firstrate:stock:TDC,TDC,stock,active,2007-10-02,2026-10-30,USD,49829381.55,0.010628066851372193,20,38.46,0.9008330089044745,2011.0,TDC,False,services,mid,mid,stock|mid|mid
	956	+firstrate:stock:TDOC,TDOC,stock,active,2015-07-02,2026-10-30,USD,32880514.25,0.03296475447949972,20,34.85,0.983800645401215,2011.0,TDOC,False,services,low,high,stock|low|high
	957	+firstrate:stock:TDS,TDS,stock,active,2012-01-26,2026-10-30,USD,16946323.4,0.015889849793208295,20,27.8,0.8534922268561204,2011.0,TDS,False,transport_utilities,low,high,stock|low|high
	958	+firstrate:stock:TEAM,TEAM,stock,active,2015-12-11,2026-10-30,USD,34922270.0,0.020409339947356255,20,45.52,0.9635983316230736,2011.0,TEAM,False,services,low,high,stock|low|high
	959	+firstrate:stock:TECK,TECK,stock,active,2016-12-06,2026-10-30,USD,94420076.7,0.015534743236206853,20,26.17,0.9938791935804089,2011.0,TECK,False,mining,mid,mid,stock|mid|mid
	960	+firstrate:etf:TECL,TECL,etf,active,2008-12-17,2026-10-30,USD,16941680.1,0.019736126318603022,20,112.17,0.8457112021745397,2011.0,TECL,False,leveraged_inverse,low,high,etf|low|high
	961	+firstrate:stock:TEL,TEL,stock,active,2009-06-29,2026-10-30,USD,148259666.05,0.006404724566410163,20,95.04,0.9609028622837663,2011.0,TEL,False,wholesale,high,low,stock|high|low
	962	+firstrate:stock:TER,TER,stock,active,2000-01-04,2026-10-30,USD,74976904.0,0.010991029933214694,20,41.87,0.9784213998436774,2011.0,TER,False,manufacturing,mid,mid,stock|mid|mid
	963	+firstrate:stock:TEVA,TEVA,stock,active,2013-02-12,2026-10-30,USD,477637800.05,0.04124227023606446,20,18.95,0.9972809394875498,2011.0,TEVA,False,manufacturing,high,high,stock|high|high
	964	+firstrate:stock:TEX,TEX,stock,active,2000-01-04,2026-10-30,USD,49300818.6,0.01562812213662242,20,48.22,0.8709505327877194,2011.0,TEX,False,manufacturing,mid,mid,stock|mid|mid
	965	+firstrate:stock:TFC,TFC,stock,active,2008-01-03,2026-10-30,USD,212192407.2,0.008643580151681375,20,49.72,0.9992178567749501,2011.0,TFC,False,finance_insurance_realestate,high,low,stock|high|low
	966	+firstrate:stock:TGT,TGT,stock,active,2000-01-31,2026-10-30,USD,377235103.8,0.016347726901009586,20,65.25,0.997680277654486,2011.0,TGT,False,retail,high,high,stock|high|high
	967	+firstrate:stock:TGTX,TGTX,stock,active,2013-07-19,2026-10-30,USD,9711217.75,0.027198121851624683,20,8.2,0.9494921421352389,2011.0,TGTX,False,manufacturing,low,high,stock|low|high
	968	+firstrate:stock:THC,THC,stock,active,2000-01-04,2026-10-30,USD,41663710.5,0.028837336645778665,20,15.16,0.9213781722254608,2011.0,THC,False,services,mid,high,stock|mid|high
	969	+firstrate:stock:THO,THO,stock,active,2000-01-03,2026-10-30,USD,71873041.0,0.011999747891823162,20,150.72,0.8282219878280516,2011.0,THO,False,manufacturing,mid,mid,stock|mid|mid
	970	+firstrate:etf:TIP,TIP,etf,active,2003-12-05,2026-10-30,USD,120511441.6,0.0017873649273647083,20,114.08,0.9578713302337439,2011.0,TIP,False,fixed_income,mid,low,etf|mid|low
	971	+firstrate:stock:TJX,TJX,stock,active,2000-01-03,2026-10-30,USD,320108695.0,0.01083829926598893,20,76.46,0.9978777768804344,2011.0,TJX,False,retail,high,mid,stock|high|mid
	972	+firstrate:etf:TLT,TLT,etf,active,2002-07-30,2026-10-30,USD,1096228171.45,0.0065153780830678595,20,126.86,0.9992509229925943,2011.0,TLT,False,fixed_income,high,mid,etf|high|mid
	973	+firstrate:etf:TMF,TMF,etf,active,2009-04-16,2026-10-30,USD,10038062.9,0.019757754246016262,20,22.11,0.8990334737349687,2011.0,TMF,False,leveraged_inverse,low,high,etf|low|high
	974	+firstrate:stock:TMO,TMO,stock,active,2000-01-03,2026-10-30,USD,313263399.7,0.015584218240146417,20,189.88,0.956329760986397,2011.0,TMO,False,manufacturing,high,mid,stock|high|mid
	975	+firstrate:stock:TMUS,TMUS,stock,active,2007-04-19,2026-10-30,USD,251567401.25,0.010023486584240753,20,63.51,0.9967996831718706,2011.0,TMUS,False,transport_utilities,high,mid,stock|high|mid
	976	+firstrate:etf:TNA,TNA,etf,active,2008-11-05,2026-10-30,USD,251209379.34,0.020879480579530266,20,70.27,0.9965572980321785,2011.0,TNA,False,leveraged_inverse,high,high,etf|high|high
	977	+firstrate:stock:TOL,TOL,stock,active,2000-01-03,2026-10-30,USD,146564446.15,0.020235171603952943,20,48.02,0.9670368325056421,2011.0,TOL,False,construction,high,high,stock|high|high
	978	+firstrate:stock:TPR,TPR,stock,active,2007-04-27,2026-10-30,USD,106005048.85,0.01016631777349703,20,44.23,0.9945702932003697,2011.0,TPR,False,manufacturing,mid,mid,stock|mid|mid
	979	+firstrate:etf:TQQQ,TQQQ,etf,active,2010-02-11,2026-10-30,USD,486382108.55,0.01633572094123974,20,138.72,0.999847386687795,2011.0,TQQQ,False,leveraged_inverse,high,high,etf|high|high
	980	+firstrate:stock:TREX,TREX,stock,active,2009-11-23,2026-10-30,USD,22441229.4,0.015228067343153668,20,108.39,0.8640633748839149,2011.0,TREX,False,manufacturing,low,mid,stock|low|mid
	981	+firstrate:stock:TRGP,TRGP,stock,active,2010-12-07,2026-10-30,USD,85985148.1,0.015429170375171632,20,48.42,0.9758668326133516,2011.0,TRGP,False,transport_utilities,mid,mid,stock|mid|mid
	982	+firstrate:stock:TRI,TRI,stock,active,2008-04-17,2026-10-30,USD,31836746.678715,0.0048032048511787275,20,42.0347,0.8091097200569772,2011.0,TRI,False,manufacturing,low,low,stock|low|low
	983	+firstrate:stock:TRIP,TRIP,stock,active,2011-12-21,2026-10-30,USD,86560284.4,0.010561504278281236,20,34.46,0.9825187297429863,2011.0,TRIP,False,services,mid,mid,stock|mid|mid
	984	+firstrate:stock:TRMB,TRMB,stock,active,2000-01-03,2026-10-30,USD,38864751.3,0.008267465071015893,20,40.64,0.9240564333891622,2011.0,TRMB,False,manufacturing,low,low,stock|low|low
	985	+firstrate:stock:TRN,TRN,stock,active,2000-01-03,2026-10-30,USD,61435010.5,0.01234468622443944,20,37.46,0.817847229987918,2011.0,TRN,False,manufacturing,mid,mid,stock|mid|mid
	986	+firstrate:stock:TROW,TROW,stock,active,2000-01-03,2026-10-30,USD,155251350.2,0.006431206247702559,20,104.93,0.9523962854667204,2011.0,TROW,False,finance_insurance_realestate,high,low,stock|high|low
	987	+firstrate:stock:TROX,TROX,stock,active,2012-06-18,2026-10-30,USD,51005081.85,0.07818451593925245,20,20.51,0.9130212191391487,2011.0,TROX,False,manufacturing,mid,high,stock|mid|high
	988	+firstrate:stock:TRP,TRP,stock,active,2000-01-03,2026-10-30,USD,40146841.9,0.005396965912540985,20,48.64,0.9809319310211215,2011.0,TRP,False,transport_utilities,low,low,stock|low|low
	989	+firstrate:stock:TRU,TRU,stock,active,2015-06-25,2026-10-30,USD,57655532.8,0.007093739969472848,20,54.96,0.9304528056863478,2011.0,TRU,False,services,mid,low,stock|mid|low
	990	+firstrate:stock:TRV,TRV,stock,active,2007-02-27,2026-10-30,USD,179905568.75,0.006387314376879868,20,135.64,0.9498458108287715,2011.0,TRV,False,finance_insurance_realestate,high,low,stock|high|low
	991	+firstrate:stock:TS,TS,stock,active,2013-02-11,2026-10-30,USD,43731270.0,0.014793588211089389,20,31.86,0.9722332916766899,2011.0,TS,False,unknown,mid,mid,stock|mid|mid
	992	+firstrate:stock:TSCO,TSCO,stock,active,2000-01-03,2026-10-30,USD,145089534.5,0.014687025831896305,20,74.75,0.9518099055816035,2011.0,TSCO,False,retail,high,mid,stock|high|mid
	993	+firstrate:stock:TSLA,TSLA,stock,active,2010-06-29,2026-10-30,USD,1783834699.2,0.01984191959418626,20,311.35,0.9997570904780738,2011.0,TSLA,False,manufacturing,high,high,stock|high|high
	994	+firstrate:stock:TSM,TSM,stock,active,2000-01-03,2026-10-30,USD,210966802.05,0.008113204049181205,20,39.65,0.9991949647781193,2011.0,TSM,False,manufacturing,high,low,stock|high|low
	995	+firstrate:stock:TSN,TSN,stock,active,2000-01-03,2026-10-30,USD,183197514.4,0.01066254653216645,20,81.07,0.9883645368588904,2011.0,TSN,False,manufacturing,high,mid,stock|high|mid
	996	+firstrate:stock:TTD,TTD,stock,active,2016-09-21,2026-10-30,USD,43689922.75,0.03155974214543069,20,45.73,0.97158963358044,2011.0,TTD,False,services,mid,high,stock|mid|high
	997	+firstrate:stock:TTE,TTE,stock,active,2007-04-30,2026-10-30,USD,72873082.45,0.008313810761357137,20,55.28,0.9744594027523836,2011.0,TTE,False,mining,mid,low,stock|mid|low
	998	+firstrate:stock:TTMI,TTMI,stock,active,2000-09-25,2026-10-30,USD,16165214.55,0.013645572047852867,20,15.67,0.8272489212508136,2011.0,TTMI,False,manufacturing,low,mid,stock|low|mid
	999	+firstrate:stock:TTWO,TTWO,stock,active,2002-05-09,2026-10-30,USD,235874378.1,0.022319207584016714,20,109.78,0.9608867390369199,2011.0,TTWO,False,services,high,high,stock|high|high
	1000	+firstrate:stock:TU,TU,stock,active,2007-01-03,2026-10-30,USD,12401809.75,0.00556059621730376,20,37.87,0.9112443529533396,2011.0,TU,False,transport_utilities,low,low,stock|low|low
	1001	+firstrate:stock:TV,TV,stock,active,2013-02-11,2026-10-30,USD,60626041.4,0.008368461865773863,20,18.67,0.8743267708142423,2011.0,TV,False,unknown,mid,low,stock|mid|low
	1002	+firstrate:stock:TWLO,TWLO,stock,active,2016-06-23,2026-10-30,USD,44039880.4,0.018065052924890357,20,23.6,0.9895464341402344,2011.0,TWLO,False,services,mid,high,stock|mid|high
	1003	+firstrate:etf:TWM,TWM,etf,active,2007-01-25,2026-10-30,USD,17326070.0,0.014128723811908741,20,17.46,0.8313854894069335,2011.0,TWM,False,leveraged_inverse,low,high,etf|low|high
	1004	+firstrate:stock:TXN,TXN,stock,active,2000-01-03,2026-10-30,USD,480990868.25,0.007566137487207653,20,104.44,0.9994575115105969,2011.0,TXN,False,manufacturing,high,low,stock|high|low
	1005	+firstrate:stock:TXRH,TXRH,stock,active,2004-10-05,2026-10-30,USD,39486272.85,0.014521789286534591,20,52.68,0.8904250401895284,2011.0,TXRH,False,retail,low,mid,stock|low|mid
	1006	+firstrate:stock:TXT,TXT,stock,active,2000-01-03,2026-10-30,USD,67397823.35,0.009236244952127385,20,56.59,0.9534902492720866,2011.0,TXT,False,manufacturing,mid,low,stock|mid|low
	1007	+firstrate:etf:TZA,TZA,etf,active,2008-11-05,2026-10-30,USD,117670164.829,0.021383940836750655,20,12.27,0.9966196151346622,2011.0,TZA,False,leveraged_inverse,mid,high,etf|mid|high
	1008	+firstrate:stock:UA,UA,stock,active,2016-03-23,2026-10-30,USD,69430239.0855,0.031200024380618974,20,13.32,0.9733873725901102,2011.0,UA,False,manufacturing,mid,high,stock|mid|high
	1009	+firstrate:stock:UAA,UAA,stock,active,2007-05-14,2026-10-30,USD,79743389.45,0.032223701527652505,20,14.43,0.9968739706550034,2011.0,UAA,False,manufacturing,mid,high,stock|mid|high
	1010	+firstrate:stock:UAL,UAL,stock,active,2010-10-01,2026-10-30,USD,246439950.1,0.009981332824659246,20,67.4,0.9984152144237228,2011.0,UAL,False,transport_utilities,high,mid,stock|high|mid
	1011	+firstrate:stock:UBS,UBS,stock,active,2014-11-28,2026-10-30,USD,35685926.65,0.01040904333382532,20,18.39,0.9588074790962406,2011.0,UBS,False,unknown,low,mid,stock|low|mid
	1012	+firstrate:etf:UCO,UCO,etf,active,2008-11-25,2026-10-30,USD,59143239.270500004,0.02412652033191596,20,23.44,0.9376582455239711,2011.0,UCO,False,leveraged_inverse,mid,high,etf|mid|high
	1013	+firstrate:etf:UDOW,UDOW,etf,active,2010-02-11,2026-10-30,USD,54602355.3,0.009593268174797769,20,94.29,0.9498674310480005,2011.0,UDOW,False,leveraged_inverse,mid,high,etf|mid|high
	1014	+firstrate:stock:UDR,UDR,stock,active,2000-01-03,2026-10-30,USD,54606963.2,0.009631545466766037,20,38.52,0.9784341537839865,2011.0,UDR,False,finance_insurance_realestate,mid,low,stock|mid|low
	1015	+firstrate:stock:UE,UE,stock,active,2015-01-16,2026-10-30,USD,12338546.0515,0.012933163368704363,20,25.49,0.8414736813973251,2011.0,UE,False,finance_insurance_realestate,low,mid,stock|low|mid
	1016	+firstrate:stock:UGI,UGI,stock,active,2000-01-03,2026-10-30,USD,42417647.2,0.009716330908846013,20,46.95,0.9422618935933095,2011.0,UGI,False,transport_utilities,mid,low,stock|mid|low
	1017	+firstrate:stock:UGP,UGP,stock,active,2013-02-11,2026-10-30,USD,9228387.65,0.010572863812942292,20,22.73,0.8125018100981565,2011.0,UGP,False,unknown,low,mid,stock|low|mid
	1018	+firstrate:stock:UHS,UHS,stock,active,2000-01-03,2026-10-30,USD,103961283.45,0.010675242843268146,20,113.35,0.81029686116066,2011.0,UHS,False,services,mid,mid,stock|mid|mid
	1019	+firstrate:stock:UL,UL,stock,active,2013-02-11,2026-10-30,USD,58620514.45,0.005840210897275144,20,55.34,0.9704682632691263,2011.0,UL,False,manufacturing,mid,low,stock|mid|low
	1020	+firstrate:stock:ULTA,ULTA,stock,active,2007-10-25,2026-10-30,USD,335947977.65,0.01628709696390642,20,223.66,0.8753106083231117,2011.0,ULTA,False,retail,high,high,stock|high|high
	1021	+firstrate:stock:UNFI,UNFI,stock,active,2000-01-03,2026-10-30,USD,49288221.2,0.028082726882199233,20,49.27,0.8034946049596878,2011.0,UNFI,False,wholesale,mid,high,stock|mid|high
	1022	+firstrate:etf:UNG,UNG,etf,active,2007-04-18,2026-10-30,USD,87787831.864,0.028009463229249045,20,5.83,0.9587859794246515,2011.0,UNG,False,commodity,mid,high,etf|mid|high
	1023	+firstrate:stock:UNH,UNH,stock,active,2000-01-03,2026-10-30,USD,618583005.05,0.009077582043985885,20,220.46,0.9966450506866963,2011.0,UNH,False,finance_insurance_realestate,high,low,stock|high|low
	1024	+firstrate:stock:UNIT,UNIT,stock,active,2015-04-20,2026-10-30,USD,46449317.4,0.019680372424373524,20,17.79,0.9359494646452186,2011.0,UNIT,False,transport_utilities,mid,high,stock|mid|high
	1025	+firstrate:stock:UNM,UNM,stock,active,2000-01-03,2026-10-30,USD,78350838.65,0.009605778700514886,20,54.89,0.9616104106292014,2011.0,UNM,False,finance_insurance_realestate,mid,low,stock|mid|low
	1026	+firstrate:stock:UNP,UNP,stock,active,2000-01-03,2026-10-30,USD,650134434.15,0.012790619801246345,20,134.1,0.9934478741245882,2011.0,UNP,False,transport_utilities,high,mid,stock|high|mid
	1027	+firstrate:etf:UPRO,UPRO,etf,active,2009-06-25,2026-10-30,USD,177151831.3,0.010242374025030303,20,140.15,0.9940201017167727,2011.0,UPRO,False,leveraged_inverse,high,high,etf|high|high
	1028	+firstrate:stock:UPS,UPS,stock,active,2000-01-03,2026-10-30,USD,340262110.5,0.011941561279383842,20,119.15,0.9961061906812562,2011.0,UPS,False,transport_utilities,high,mid,stock|high|mid
	1029	+firstrate:stock:URBN,URBN,stock,active,2000-01-03,2026-10-30,USD,93839079.95,0.016802096060468643,20,35.06,0.9766298027362638,2011.0,URBN,False,retail,mid,high,stock|mid|high
	1030	+firstrate:stock:URI,URI,stock,active,2000-01-03,2026-10-30,USD,165963056.15,0.012249596035127265,20,171.91,0.8585501345971661,2011.0,URI,False,services,high,mid,stock|high|mid
	1031	+firstrate:stock:USB,USB,stock,active,2000-01-03,2026-10-30,USD,282443794.75,0.007804962999944583,20,53.58,0.9993730136423583,2011.0,USB,False,finance_insurance_realestate,high,low,stock|high|low
	1032	+firstrate:stock:USFD,USFD,stock,active,2016-05-26,2026-10-30,USD,95123494.65,0.010646422338482496,20,31.93,0.9593837992808019,2011.0,USFD,False,wholesale,mid,mid,stock|mid|mid
	1033	+firstrate:etf:USMV,USMV,etf,active,2011-10-20,2026-10-30,USD,60621975.45,0.003531681321119317,20,52.78,0.9871092923660054,2011.0,USMV,False,other,mid,low,etf|mid|low
	1034	+firstrate:etf:USO,USO,etf,active,2006-04-10,2026-10-30,USD,145252925.112,0.012169138433136951,20,12.01,0.9915719298334861,2011.0,USO,False,commodity,high,high,etf|high|high
	1035	+firstrate:etf:UVXY,UVXY,etf,active,2011-10-04,2026-10-30,USD,327103108.55799997,0.030793815288083313,20,10.21,0.9993005223190611,2011.0,UVXY,False,leveraged_inverse,high,high,etf|high|high
	1036	+firstrate:stock:V,V,stock,active,2008-03-19,2026-10-30,USD,998323204.65,0.010251232748520082,20,114.02,0.9993679265319515,2011.0,V,False,services,high,mid,stock|high|mid
	1037	+firstrate:stock:VALE,VALE,stock,active,2013-02-11,2026-10-30,USD,253627961.55,0.017823685187243633,20,12.23,0.9987294941758943,2011.0,VALE,False,mining,high,high,stock|high|high
	1038	+firstrate:etf:VB,VB,etf,active,2004-01-30,2026-10-30,USD,108665191.55,0.005855170007877523,20,147.8,0.8723704212472785,2011.0,VB,False,broad_equity,mid,mid,etf|mid|mid
	1039	+firstrate:etf:VCIT,VCIT,etf,active,2009-11-23,2026-10-30,USD,97370335.4,0.001734119299809434,20,87.39,0.9778529574473882,2011.0,VCIT,False,fixed_income,mid,low,etf|mid|low
	1040	+firstrate:etf:VCSH,VCSH,etf,active,2009-11-23,2026-10-30,USD,150986871.4,0.0008640595533953255,20,79.3,0.9733336505343566,2011.0,VCSH,False,fixed_income,high,low,etf|high|low
	1041	+firstrate:etf:VDE,VDE,etf,active,2004-10-01,2026-10-30,USD,20567640.35,0.008896890102815101,20,98.95,0.8361300516400172,2011.0,VDE,False,sector,low,high,etf|low|high
	1042	+firstrate:etf:VEA,VEA,etf,active,2007-07-26,2026-10-30,USD,346271033.9,0.004214123698958829,20,44.86,0.9994762144769386,2011.0,VEA,False,international,high,low,etf|high|low
	1043	+firstrate:stock:VEEV,VEEV,stock,active,2013-10-16,2026-10-30,USD,77866548.45,0.02069626704015233,20,55.28,0.9086051733345173,2011.0,VEEV,False,services,mid,high,stock|mid|high
	1044	+firstrate:stock:VET,VET,stock,active,2013-03-12,2026-10-30,USD,6679857.05,0.020652043640702705,20,36.32,0.8741721684659778,2011.0,VET,False,mining,low,high,stock|low|high
	1045	+firstrate:etf:VEU,VEU,etf,active,2007-03-08,2026-10-30,USD,107259999.75,0.004254585639919588,20,54.72,0.9768048258547396,2011.0,VEU,False,other,mid,mid,etf|mid|mid
	1046	+firstrate:stock:VFC,VFC,stock,active,2000-01-03,2026-10-30,USD,159110608.8,0.00914406059335776,20,74.0,0.995899150109604,2011.0,VFC,False,manufacturing,high,low,stock|high|low
	1047	+firstrate:etf:VFH,VFH,etf,active,2004-01-30,2026-10-30,USD,50937968.2,0.007604659474278419,20,70.04,0.8200868845909624,2011.0,VFH,False,sector,mid,mid,etf|mid|mid
	1048	+firstrate:etf:VGK,VGK,etf,active,2005-03-10,2026-10-30,USD,177976585.65,0.004309042226934122,20,59.15,0.9863625359006694,2011.0,VGK,False,international,high,mid,etf|high|mid
	1049	+firstrate:etf:VGSH,VGSH,etf,active,2009-11-23,2026-10-30,USD,12418252.05,0.000585351789873952,20,60.28,0.836256054060698,2011.0,VGSH,False,fixed_income,low,low,etf|low|low
	1050	+firstrate:etf:VGT,VGT,etf,active,2004-01-30,2026-10-30,USD,98371418.55,0.007129453637252457,20,164.73,0.8533405176512154,2011.0,VGT,False,other,mid,mid,etf|mid|mid
	1051	+firstrate:stock:VIAV,VIAV,stock,active,2000-03-13,2026-10-30,USD,17754211.75,0.013003792277193236,20,8.74,0.9362331011873093,2011.0,VIAV,False,manufacturing,low,mid,stock|low|mid
	1052	+firstrate:etf:VIG,VIG,etf,active,2006-04-27,2026-10-30,USD,65995150.195499994,0.003964848641267772,20,102.03,0.9632476284014845,2011.0,VIG,False,broad_equity,mid,low,etf|mid|low
	1053	+firstrate:stock:VIPS,VIPS,stock,active,2012-03-23,2026-10-30,USD,121171201.95,0.07773100322565639,20,11.72,0.9874969193297182,2011.0,VIPS,False,retail,mid,high,stock|mid|high
	1054	+firstrate:stock:VIRT,VIRT,stock,active,2015-04-16,2026-10-30,USD,8740176.0,0.017775271869936122,20,18.3,0.8859480876898009,2011.0,VIRT,False,finance_insurance_realestate,low,high,stock|low|high
	1055	+firstrate:stock:VISN,VISN,stock,active,2013-10-25,2026-10-30,USD,56329489.85,0.009906371480596483,20,37.83,0.9721181325162245,2011.0,VISN,False,manufacturing,mid,low,stock|mid|low
	1056	+firstrate:stock:VIV,VIV,stock,active,2006-04-03,2026-10-30,USD,19760435.8,0.011345775592988822,20,14.83,0.884275477130422,2010.0,VIV,False,unknown,low,mid,stock|low|mid
	1057	+firstrate:etf:VIXY,VIXY,etf,active,2011-01-04,2026-10-30,USD,30992202.1,0.015295160342027029,20,23.15,0.9637204283002195,2011.0,VIXY,False,leveraged_inverse,low,high,etf|low|high
	1058	+firstrate:stock:VKTX,VKTX,stock,active,2015-04-29,2026-10-30,USD,5282720.0,0.06949030558727609,20,4.06,0.915387298079614,2011.0,VKTX,False,manufacturing,low,high,stock|low|high
	1059	+firstrate:stock:VLO,VLO,stock,active,2000-01-03,2026-10-30,USD,274362747.05,0.010425762305302367,20,91.91,0.9963522043049117,2011.0,VLO,False,manufacturing,high,mid,stock|high|mid
	1060	+firstrate:stock:VLY,VLY,stock,active,2000-01-03,2026-10-30,USD,24351804.9,0.010145840833777266,20,11.22,0.9729861960716645,2011.0,VLY,False,finance_insurance_realestate,low,mid,stock|low|mid
	1061	+firstrate:etf:VMBS,VMBS,etf,active,2009-11-23,2026-10-30,USD,23956926.45,0.00124436277241102,20,52.44,0.8191252820942857,2011.0,VMBS,False,other,low,low,etf|low|low
	1062	+firstrate:stock:VMC,VMC,stock,active,2007-11-19,2026-10-30,USD,157641001.6,0.018791890289143687,20,128.37,0.8723766113685911,2011.0,VMC,False,mining,high,high,stock|high|high
	1063	+firstrate:stock:VMRK,VMRK,stock,active,2000-01-04,2026-10-30,USD,110555513.65,0.007370645474356552,20,63.77,0.971899043207957,2011.0,VMRK,False,finance_insurance_realestate,mid,low,stock|mid|low
	1064	+firstrate:stock:VNO,VNO,stock,active,2000-01-03,2026-10-30,USD,90882781.15,0.008998643671373712,20,78.18,0.9486722132524397,2011.0,VNO,False,finance_insurance_realestate,mid,low,stock|mid|low
	1065	+firstrate:etf:VNQ,VNQ,etf,active,2004-09-29,2026-10-30,USD,382615738.2,0.008485953796024405,20,82.98,0.9995447036185888,2011.0,VNQ,False,other,high,mid,etf|high|mid
	1066	+firstrate:etf:VO,VO,etf,active,2004-01-30,2026-10-30,USD,71657687.15,0.00456279866532196,20,154.78,0.8638722767376489,2011.0,VO,False,broad_equity,mid,mid,etf|mid|mid
	1067	+firstrate:stock:VOD,VOD,stock,active,2000-01-03,2026-10-30,USD,76085483.2,0.006373103011353295,20,31.9,0.988075246632485,2011.0,VOD,False,transport_utilities,mid,low,stock|mid|low
	1068	+firstrate:etf:VOO,VOO,etf,active,2010-09-09,2026-10-30,USD,541255989.15,0.0037715642072189107,20,245.29,0.997432281022153,2011.0,VOO,False,broad_equity,high,low,etf|high|low
	1069	+firstrate:stock:VOYA,VOYA,stock,active,2013-05-02,2026-10-30,USD,100260937.7,0.028390464663756318,20,49.47,0.9122972642599133,2011.0,VOYA,False,finance_insurance_realestate,mid,high,stock|mid|high
	1070	+firstrate:stock:VRNS,VRNS,stock,active,2014-02-28,2026-10-30,USD,15946569.25,0.027777033745535428,20,48.55,0.8075242232496243,2011.0,VRNS,False,services,low,high,stock|low|high
	1071	+firstrate:stock:VRSK,VRSK,stock,active,2009-10-09,2026-10-30,USD,82659230.7,0.006485267558248733,20,96.0,0.8635476961896416,2011.0,VRSK,False,services,mid,low,stock|mid|low
	1072	+firstrate:stock:VRTX,VRTX,stock,active,2000-01-03,2026-10-30,USD,219712165.5,0.014797007302761933,20,149.86,0.9431015802343001,2011.0,VRTX,False,manufacturing,high,mid,stock|high|mid
	1073	+firstrate:stock:VSH,VSH,stock,active,2000-01-03,2026-10-30,USD,26288254.9,0.015958704069007058,20,20.75,0.9124185653226353,2011.0,VSH,False,manufacturing,low,high,stock|low|high
	1074	+firstrate:stock:VST,VST,stock,active,2017-05-10,2026-10-30,USD,85224142.3,0.018099827041296285,20,18.32,0.9939714366345158,2011.0,VST,False,transport_utilities,mid,high,stock|mid|high
	1075	+firstrate:etf:VT,VT,etf,active,2008-06-26,2026-10-30,USD,66537094.9,0.004239785985570499,20,74.26,0.9574814610839277,2011.0,VT,False,international,mid,mid,etf|mid|mid
	1076	+firstrate:etf:VTEB,VTEB,etf,active,2015-08-25,2026-10-30,USD,21654223.0,0.0025430229695637793,20,51.68,0.8476197726844004,2011.0,VTEB,False,fixed_income,low,low,etf|low|low
	1077	+firstrate:etf:VTI,VTI,etf,active,2001-06-15,2026-10-30,USD,321872056.55,0.0037830848715390076,20,137.25,0.9982131524696013,2011.0,VTI,False,broad_equity,high,low,etf|high|low
	1078	+firstrate:etf:VTIP,VTIP,etf,active,2012-10-16,2026-10-30,USD,38920838.15,0.0032697262603285523,20,48.82,0.8629515579730688,2011.0,VTIP,False,other,low,low,etf|low|low
	1079	+firstrate:stock:VTR,VTR,stock,active,2000-01-03,2026-10-30,USD,112538770.65,0.013572101443535435,20,60.01,0.9849753580432167,2011.0,VTR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1080	+firstrate:etf:VTV,VTV,etf,active,2004-01-30,2026-10-30,USD,141451692.75,0.00394842059157699,20,106.32,0.9853681504733023,2011.0,VTV,False,broad_equity,high,low,etf|high|low
	1081	+firstrate:etf:VUG,VUG,etf,active,2004-01-30,2026-10-30,USD,98660172.25,0.0039302305810354175,20,140.65,0.9381382421168127,2011.0,VUG,False,broad_equity,mid,low,etf|mid|low
	1082	+firstrate:stock:VVV,VVV,stock,active,2016-09-23,2026-10-30,USD,39182519.5,0.00784910114595722,20,25.06,0.9265964686014897,2011.0,VVV,False,manufacturing,low,low,stock|low|low
	1083	+firstrate:etf:VWO,VWO,etf,active,2005-03-10,2026-10-30,USD,479983233.55,0.006359684228169341,20,45.91,0.9995854005018434,2011.0,VWO,False,international,high,mid,etf|high|mid
	1084	+firstrate:etf:VXUS,VXUS,etf,active,2011-01-28,2026-10-30,USD,40306322.0,0.004203527121980272,20,56.81,0.9673104394840872,2011.0,VXUS,False,international,low,low,etf|low|low
	1085	+firstrate:etf:VXX,VXX,etf,active,2009-03-02,2026-10-30,USD,1029305797.0780001,0.015010028031454159,20,27.92,0.887103591065373,2001.0,VXX,False,volatility_alt,high,high,etf|high|high
	1086	+firstrate:etf:VYM,VYM,etf,active,2006-11-16,2026-10-30,USD,102974373.57249999,0.0037957981401271937,20,85.63,0.9708026262581172,2011.0,VYM,False,broad_equity,mid,low,etf|mid|low
	1087	+firstrate:stock:VZ,VZ,stock,active,2000-07-03,2026-10-30,USD,798201697.6,0.010172420604989865,20,52.93,0.9995586931722076,2011.0,VZ,False,transport_utilities,high,mid,stock|high|mid
	1088	+firstrate:stock:W,W,stock,active,2014-10-02,2026-10-30,USD,106013172.15,0.02261574750340387,20,80.27,0.9775976676828371,2011.0,W,False,retail,mid,high,stock|mid|high
	1089	+firstrate:stock:WAB,WAB,stock,active,2000-01-03,2026-10-30,USD,43720881.75,0.012751493321426322,20,81.43,0.8910432325968339,2011.0,WAB,False,manufacturing,mid,mid,stock|mid|mid
	1090	+firstrate:stock:WAL,WAL,stock,active,2005-07-01,2026-10-30,USD,32523673.2,0.012395533461280193,20,56.62,0.8777209403022108,2011.0,WAL,False,finance_insurance_realestate,low,mid,stock|low|mid
	1091	+firstrate:stock:WB,WB,stock,active,2014-04-17,2026-10-30,USD,148695888.0,0.02133423015483099,20,103.46,0.9131513804534088,2011.0,WB,False,services,high,high,stock|high|high
	1092	+firstrate:stock:WCN,WCN,stock,active,2002-10-24,2026-10-30,USD,54920961.8,0.006685357812791104,20,70.94,0.908288820162938,2011.0,WCN,False,transport_utilities,mid,low,stock|mid|low
	1093	+firstrate:stock:WDAY,WDAY,stock,active,2012-12-10,2026-10-30,USD,248294197.45,0.016586101166015145,20,101.74,0.9752721831601323,2011.0,WDAY,False,services,high,high,stock|high|high
	1094	+firstrate:stock:WDC,WDC,stock,active,2000-01-03,2026-10-30,USD,328337684.05,0.017667367236830493,20,79.53,0.9991809752245004,2011.0,WDC,False,manufacturing,high,high,stock|high|high
	1095	+firstrate:stock:WEC,WEC,stock,active,2000-01-03,2026-10-30,USD,112038750.15,0.008556090180314753,20,66.43,0.9761890202907053,2011.0,WEC,False,transport_utilities,mid,low,stock|mid|low
	1096	+firstrate:stock:WELL,WELL,stock,active,2007-04-30,2026-10-30,USD,147382951.05,0.011787775076081222,20,63.77,0.9848991297430802,2011.0,WELL,False,finance_insurance_realestate,high,mid,stock|high|mid
	1097	+firstrate:stock:WEN,WEN,stock,active,2000-01-03,2026-10-30,USD,61074449.5,0.015624935777798384,20,16.42,0.9866877011047305,2011.0,WEN,False,retail,mid,mid,stock|mid|mid
	1098	+firstrate:stock:WERN,WERN,stock,active,2000-01-03,2026-10-30,USD,21264596.25,0.013537411266351794,20,38.65,0.8288400898246273,2011.0,WERN,False,transport_utilities,low,mid,stock|low|mid
	1099	+firstrate:stock:WES,WES,stock,active,2012-12-07,2026-10-30,USD,24754933.307000004,0.013374308015807095,20,48.09,0.8307749035557099,2011.0,WES,False,transport_utilities,low,mid,stock|low|mid
	1100	+firstrate:stock:WFC,WFC,stock,active,2000-01-03,2026-10-30,USD,1254440622.35,0.01272999412910596,20,60.67,0.9989126301505402,2011.0,WFC,False,finance_insurance_realestate,high,mid,stock|high|mid
	1101	+firstrate:stock:WHR,WHR,stock,active,2000-01-03,2026-10-30,USD,118082059.2,0.010813966992629397,20,168.64,0.8832482364437804,2011.0,WHR,False,manufacturing,mid,mid,stock|mid|mid
	1102	+firstrate:stock:WIT,WIT,stock,active,2013-02-11,2026-10-30,USD,6440988.499500001,0.012076133551336982,20,5.47,0.8986067290620849,2011.0,WIT,False,services,low,mid,stock|low|mid
	1103	+firstrate:stock:WIX,WIX,stock,active,2013-11-06,2026-10-30,USD,31028229.25,0.02051807525304239,20,57.55,0.8215574271688378,2011.0,WIX,False,services,low,high,stock|low|high
	1104	+firstrate:stock:WM,WM,stock,active,2000-01-03,2026-10-30,USD,150941268.6,0.006490180862839934,20,86.3,0.9745858331171864,2011.0,WM,False,transport_utilities,high,low,stock|high|low
	1105	+firstrate:stock:WMB,WMB,stock,active,2000-01-03,2026-10-30,USD,159608050.05,0.008152264353404185,20,30.49,0.9989927521394478,2011.0,WMB,False,transport_utilities,high,low,stock|high|low
	1106	+firstrate:stock:WMT,WMT,stock,active,2000-01-03,2026-10-30,USD,815507275.7,0.006046096304844562,20,98.75,0.9996388151611152,2011.0,WMT,False,retail,high,low,stock|high|low
	1107	+firstrate:stock:WPC,WPC,stock,active,2000-06-29,2026-10-30,USD,20365599.0,0.008435148669556337,20,68.9,0.9048076273336735,2011.0,WPC,False,finance_insurance_realestate,low,low,stock|low|low
	1108	+firstrate:stock:WPM,WPM,stock,active,2007-05-01,2026-10-30,USD,45532918.55,0.010239235756687294,20,22.13,0.9865822520566648,2011.0,WPM,False,mining,mid,mid,stock|mid|mid
	1109	+firstrate:stock:WRB,WRB,stock,active,2007-04-27,2026-10-30,USD,31362233.75,0.006261577856958296,20,71.65,0.8714719857139475,2011.0,WRB,False,finance_insurance_realestate,low,low,stock|low|low
	1110	+firstrate:stock:WSM,WSM,stock,active,2000-01-03,2026-10-30,USD,78704562.4,0.022781345329746537,20,51.7,0.9368459051151081,2011.0,WSM,False,retail,mid,high,stock|mid|high
	1111	+firstrate:stock:WT,WT,stock,active,2007-05-16,2026-10-30,USD,16291592.6,0.01683742252677907,20,12.55,0.8305112176480347,2011.0,WT,False,finance_insurance_realestate,low,high,stock|low|high
	1112	+firstrate:stock:WTI,WTI,stock,active,2005-01-28,2026-10-30,USD,6207833.65,0.049603800334803945,20,3.31,0.9389272264204309,2011.0,WTI,False,mining,low,high,stock|low|high
	1113	+firstrate:stock:WTRG,WTRG,stock,active,2007-04-27,2026-10-30,USD,25118816.45,0.009227623200193463,20,39.23,0.9228081384677218,2011.0,WTRG,False,transport_utilities,low,low,stock|low|low
	1114	+firstrate:stock:WU,WU,stock,active,2006-10-02,2026-10-30,USD,92916517.15,0.00700508308879111,20,19.01,0.9927956390637545,2011.0,WU,False,services,mid,low,stock|mid|low
	1115	+firstrate:stock:WWW,WWW,stock,active,2000-01-03,2026-10-30,USD,24318141.8,0.015671845619389023,20,31.88,0.8464409855321676,2011.0,WWW,False,manufacturing,low,mid,stock|low|mid
	1116	+firstrate:stock:WY,WY,stock,active,2000-01-03,2026-10-30,USD,91493253.0,0.006053052385881329,20,35.26,0.9953549799806232,2011.0,WY,False,finance_insurance_realestate,mid,low,stock|mid|low
	1117	+firstrate:stock:WYNN,WYNN,stock,active,2002-10-25,2026-10-30,USD,213432162.3,0.010438547472425367,20,168.59,0.9845852960171765,2011.0,WYNN,False,services,high,mid,stock|high|mid
	1118	+firstrate:etf:XBI,XBI,etf,active,2006-02-06,2026-10-30,USD,334579917.95,0.014724673109845675,20,84.87,0.9989927521394479,2011.0,XBI,False,broad_equity,high,high,etf|high|high
	1119	+firstrate:stock:XEL,XEL,stock,active,2000-08-21,2026-10-30,USD,154236208.65,0.008441067459111168,20,48.11,0.9976477719833675,2011.0,XEL,False,transport_utilities,high,low,stock|high|low
	1120	+firstrate:etf:XHB,XHB,etf,active,2006-02-06,2026-10-30,USD,54082143.3,0.008088794780623309,20,44.26,0.9908789556977237,2011.0,XHB,False,other,mid,mid,etf|mid|mid
	1121	+firstrate:etf:XLB,XLB,etf,active,2000-01-03,2026-10-30,USD,265947562.2,0.0056839681379451746,20,60.53,0.9992458358821876,2011.0,XLB,False,sector,high,mid,etf|high|mid
	1122	+firstrate:etf:XLE,XLE,etf,active,2000-01-03,2026-10-30,USD,779003916.25,0.007966621388621984,20,72.26,0.9998130486925491,2011.0,XLE,False,sector,high,mid,etf|high|mid
	1123	+firstrate:etf:XLF,XLF,etf,active,2000-01-03,2026-10-30,USD,1845496084.0,0.007036830590725721,20,27.91,0.9998232229133627,2011.0,XLF,False,sector,high,mid,etf|high|mid
	1124	+firstrate:etf:XLI,XLI,etf,active,2000-01-03,2026-10-30,USD,711376126.55,0.0044279561615806415,20,75.67,0.9997965155837268,2011.0,XLI,False,sector,high,mid,etf|high|mid
	1125	+firstrate:etf:XLK,XLK,etf,active,2000-01-03,2026-10-30,USD,729878998.65,0.006198497545877944,20,63.95,0.9997901566957184,2011.0,XLK,False,sector,high,mid,etf|high|mid
	1126	+firstrate:etf:XLP,XLP,etf,active,2000-01-03,2026-10-30,USD,617780573.4,0.004121471705341277,20,56.89,0.9997329267036414,2011.0,XLP,False,sector,high,low,etf|high|low
	1127	+firstrate:etf:XLRE,XLRE,etf,active,2015-10-08,2026-10-30,USD,52897835.65,0.007107505132718536,20,32.94,0.9876856728243868,2011.0,XLRE,False,sector,mid,mid,etf|mid|mid
	1128	+firstrate:etf:XLU,XLU,etf,active,2000-01-03,2026-10-30,USD,767897438.2,0.007828674472784711,20,52.68,0.9997850695853115,2011.0,XLU,False,sector,high,mid,etf|high|mid
	1129	+firstrate:etf:XLV,XLV,etf,active,2000-01-03,2026-10-30,USD,574792573.45,0.005499753813893828,20,82.68,0.9997965155837268,2011.0,XLV,False,sector,high,mid,etf|high|mid
	1130	+firstrate:etf:XLY,XLY,etf,active,2000-01-03,2026-10-30,USD,451125230.2,0.004778411941441557,20,98.69,0.9995359880242188,2011.0,XLY,False,sector,high,mid,etf|high|mid
	1131	+firstrate:etf:XME,XME,etf,active,2006-06-22,2026-10-30,USD,114230119.35,0.011137429600206587,20,36.37,0.9892158081280825,2011.0,XME,False,commodity,mid,high,etf|mid|high
	1132	+firstrate:stock:XOM,XOM,stock,active,2000-01-03,2026-10-30,USD,916997946.65,0.004846280127787217,20,83.64,0.9989291632593624,2011.0,XOM,False,manufacturing,high,low,stock|high|low
	1133	+firstrate:etf:XOP,XOP,etf,active,2006-06-22,2026-10-30,USD,520667327.55,0.01609050544847486,20,37.18,0.998944424590583,2011.0,XOP,False,commodity,high,high,etf|high|high
	1134	+firstrate:stock:XPO,XPO,stock,active,2006-06-06,2026-10-30,USD,170552614.01,0.033207274179418676,20,91.59,0.9436570456771463,2011.0,XPO,False,transport_utilities,high,high,stock|high|high
	1135	+firstrate:stock:XPRO,XPRO,stock,active,2013-08-09,2026-10-30,USD,6509685.846,0.031168905596766695,20,6.65,0.8025956631262687,2011.0,XPRO,False,mining,low,high,stock|low|high
	1136	+firstrate:stock:XRAY,XRAY,stock,active,2000-01-03,2026-10-30,USD,84510675.75,0.007114849312178063,20,65.83,0.9686433648761703,2011.0,XRAY,False,manufacturing,mid,low,stock|mid|low
	1137	+firstrate:etf:XRT,XRT,etf,active,2006-06-22,2026-10-30,USD,287620611.05,0.012106381125493776,20,45.18,0.9979381109742406,2011.0,XRT,False,sector,high,high,etf|high|high
	1138	+firstrate:stock:XRX,XRX,stock,active,2000-01-03,2026-10-30,USD,62759607.4,0.008431996573388705,20,29.15,0.969800200303164,2011.0,XRX,False,manufacturing,mid,low,stock|mid|low
	1139	+firstrate:stock:XYL,XYL,stock,active,2011-10-13,2026-10-30,USD,53832802.35,0.007026297262060427,20,68.2,0.9248549891753945,2011.0,XYL,False,manufacturing,mid,low,stock|mid|low
	1140	+firstrate:stock:XYZ,XYZ,stock,active,2015-11-19,2026-10-30,USD,632081355.3,0.022209697143283254,20,34.67,0.9985985010829186,2010.0,XYZ,False,services,high,high,stock|high|high
	1141	+firstrate:stock:YELP,YELP,stock,active,2012-03-02,2026-10-30,USD,49640943.4,0.015551540156659611,20,41.96,0.8779771884204999,2011.0,YELP,False,services,mid,mid,stock|mid|mid
	1142	+firstrate:stock:YEXT,YEXT,stock,active,2017-04-13,2026-10-30,USD,10753890.2,0.01846069469462406,20,12.03,0.8546432518868674,2011.0,YEXT,False,services,low,high,stock|low|high
	1143	+firstrate:etf:YINN,YINN,etf,active,2009-12-03,2026-10-30,USD,25044656.75,0.0308920514919895,20,34.02,0.9516924138243045,2011.0,YINN,False,leveraged_inverse,low,high,etf|low|high
	1144	+firstrate:stock:YPF,YPF,stock,active,2013-02-11,2026-10-30,USD,22435401.7,0.01498530988511872,20,22.91,0.9009904863139522,2011.0,YPF,False,unknown,low,mid,stock|low|mid
	1145	+firstrate:stock:YUM,YUM,stock,active,2000-01-03,2026-10-30,USD,135605211.05,0.005564552292746656,20,81.61,0.9747417313525806,2011.0,YUM,False,retail,high,low,stock|high|low
	1146	+firstrate:stock:YUMC,YUMC,stock,active,2016-10-31,2026-10-30,USD,59508818.4,0.014938760530045036,20,40.02,0.9802753140535747,2011.0,YUMC,False,retail,mid,mid,stock|mid|mid
	1147	+firstrate:stock:Z,Z,stock,active,2015-08-03,2026-10-30,USD,25253809.95,0.01699685273792127,20,40.92,0.9863112910989171,2011.0,Z,False,services,low,high,stock|low|high
	1148	+firstrate:stock:ZBH,ZBH,stock,active,2007-04-30,2026-10-30,USD,170263207.45,0.01583777048980121,20,120.67,0.9443784630285602,2011.0,ZBH,False,manufacturing,high,high,stock|high|high
	1149	+firstrate:stock:ZG,ZG,stock,active,2011-07-20,2026-10-30,USD,11153842.9,0.016506237802322066,20,40.74,0.8315122331956002,2011.0,ZG,False,services,low,high,stock|low|high
	1150	+firstrate:stock:ZION,ZION,stock,active,2000-01-03,2026-10-30,USD,109101602.05,0.014712701480487932,20,50.83,0.979266071129581,2011.0,ZION,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1151	+firstrate:stock:ZTO,ZTO,stock,active,2016-10-27,2026-10-30,USD,62828874.2,0.02066463913194877,20,15.85,0.9617252744479489,2011.0,ZTO,False,transport_utilities,mid,high,stock|mid|high
	1152	+firstrate:stock:ZTS,ZTS,stock,active,2013-02-01,2026-10-30,USD,125215992.7,0.0064546823504007525,20,72.04,0.9840389620580582,2011.0,ZTS,False,manufacturing,high,low,stock|high|low
	1153	+firstrate:stock:ZWS,ZWS,stock,active,2012-03-29,2026-10-30,USD,23893020.8,0.013483738058776697,20,26.02,0.8569736005068449,2011.0,ZWS,False,manufacturing,low,mid,stock|low|mid

added data/manifests/candidates_summary_v1.csv +2148 −0

		@@ -0,0 +1,2148 @@
	1	+instrument_id,symbol,asset_class,status,first_date,last_date,currency,adv_usd,daily_vol,n_days,last_close,base_symbol,delisted,group,adv_tercile,vol_tercile,stratum
	2	+firstrate:stock:A,A,stock,active,2000-01-04,2026-10-30,USD,120875821.55,0.010581713927591852,20,66.97,A,False,manufacturing,high,mid,stock|high|mid
	3	+firstrate:stock:AA,AA,stock,active,2016-10-19,2026-10-30,USD,183347673.3,0.021783279018549973,20,53.87,AA,False,manufacturing,high,high,stock|high|high
	4	+firstrate:stock:AAL,AAL,stock,active,2013-12-10,2026-10-30,USD,204159226.4,0.010953064037498307,20,52.03,AAL,False,transport_utilities,high,mid,stock|high|mid
	5	+firstrate:stock:AAMI,AAMI,stock,active,2014-10-10,2026-10-30,USD,7540598.9,0.010946377331769206,20,16.75,AAMI,False,finance_insurance_realestate,low,mid,stock|low|mid
	6	+firstrate:stock:AAOI,AAOI,stock,active,2013-09-27,2026-10-30,USD,46291321.3,0.028931191336158464,20,37.82,AAOI,False,manufacturing,mid,high,stock|mid|high
	7	+firstrate:stock:AAON,AAON,stock,active,2000-01-04,2026-10-30,USD,6665022.5,0.016240170142914945,20,36.7,AAON,False,manufacturing,low,high,stock|low|high
	8	+firstrate:stock:AAP,AAP,stock,active,2001-11-30,2026-10-30,USD,135004640.25,0.021627401808408674,20,99.69,AAP,False,retail,high,high,stock|high|high
	9	+firstrate:stock:AAPL,AAPL,stock,active,2000-01-04,2026-10-30,USD,4564219675.85,0.009705764806454287,20,169.23,AAPL,False,manufacturing,high,low,stock|high|low
	10	+firstrate:stock:AAT,AAT,stock,active,2011-01-14,2026-10-30,USD,8573692.7,0.011975514090154323,20,38.24,AAT,False,finance_insurance_realestate,low,mid,stock|low|mid
	11	+firstrate:etf:AAXJ,AAXJ,etf,active,2008-08-15,2026-10-30,USD,105473682.9,0.008656438477777955,20,76.28,AAXJ,False,international,high,high,etf|high|high
	12	+firstrate:stock:AB,AB,stock,active,2006-02-28,2026-10-30,USD,7209076.25,0.011565808027130605,20,25.05,AB,False,finance_insurance_realestate,low,mid,stock|low|mid
	13	+firstrate:stock:ABBV,ABBV,stock,active,2013-01-03,2026-10-30,USD,414373265.85,0.008424377218566632,20,96.71,ABBV,False,manufacturing,high,low,stock|high|low
	14	+firstrate:stock:ABCB,ABCB,stock,active,2000-01-04,2026-10-30,USD,11133416.25,0.015279728551541678,20,48.2,ABCB,False,finance_insurance_realestate,low,mid,stock|low|mid
	15	+firstrate:stock:ABEO,ABEO,stock,active,2007-05-17,2026-10-30,USD,12857717.3,0.03856689595122676,20,15.85,ABEO,False,manufacturing,low,high,stock|low|high
	16	+firstrate:stock:ABEV,ABEV,stock,active,2013-11-11,2026-10-30,USD,85990950.5,0.01299605344025486,20,6.46,ABEV,False,unknown,high,mid,stock|high|mid
	17	+firstrate:stock:ABG,ABG,stock,active,2002-05-13,2026-10-30,USD,18631582.75,0.016537133234551984,20,64.0,ABG,False,retail,mid,high,stock|mid|high
	18	+firstrate:stock:ABM,ABM,stock,active,2000-01-04,2026-10-30,USD,26680022.15,0.0339200527850841,20,37.72,ABM,False,services,mid,high,stock|mid|high
	19	+firstrate:stock:ABR,ABR,stock,active,2004-05-07,2026-10-30,USD,5480776.9,0.007998511901462075,20,8.64,ABR,False,finance_insurance_realestate,low,low,stock|low|low
	20	+firstrate:stock:ABT,ABT,stock,active,2000-01-04,2026-10-30,USD,359920925.6,0.009252828786280592,20,57.07,ABT,False,manufacturing,high,low,stock|high|low
	21	+firstrate:stock:ACAD,ACAD,stock,active,2004-05-28,2026-10-30,USD,40973321.1,0.024005200179075814,20,30.11,ACAD,False,manufacturing,mid,high,stock|mid|high
	22	+firstrate:stock:ACGL,ACGL,stock,active,2000-05-10,2026-10-30,USD,40862901.4,0.009653335139779826,20,90.77,ACGL,False,finance_insurance_realestate,mid,low,stock|mid|low
	23	+firstrate:stock:ACH,ACH,stock,active,2000-01-04,2026-10-30,USD,24479334.2,0.019150450104611413,20,18.88,ACH,False,wholesale,mid,high,stock|mid|high
	24	+firstrate:stock:ACHC,ACHC,stock,active,2012-01-12,2026-10-30,USD,37543804.3,0.01582157411827272,20,32.63,ACHC,False,services,mid,mid,stock|mid|mid
	25	+firstrate:stock:ACIW,ACIW,stock,active,2007-07-26,2026-10-30,USD,12913263.65,0.010979450011952413,20,22.67,ACIW,False,services,low,mid,stock|low|mid
	26	+firstrate:stock:ACLS,ACLS,stock,active,2000-07-12,2026-10-30,USD,15049996.25,0.02602271801537786,20,28.7,ACLS,False,manufacturing,low,high,stock|low|high
	27	+firstrate:stock:ACM,ACM,stock,active,2007-05-11,2026-10-30,USD,32434881.55,0.010385814503571471,20,37.15,ACM,False,services,mid,low,stock|mid|low
	28	+firstrate:stock:ACN,ACN,stock,active,2009-09-02,2026-10-30,USD,309081592.25,0.006181530763698736,20,153.09,ACN,False,services,high,low,stock|high|low
	29	+firstrate:stock:ACRS,ACRS,stock,active,2015-10-07,2026-10-30,USD,11836846.0,0.033060631615577735,20,24.66,ACRS,False,manufacturing,low,high,stock|low|high
	30	+firstrate:etf:ACWI,ACWI,etf,active,2008-03-28,2026-10-30,USD,177453972.25,0.004585801163074631,20,72.09,ACWI,False,broad_equity,high,mid,etf|high|mid
	31	+firstrate:etf:ACWV,ACWV,etf,active,2011-10-20,2026-10-30,USD,14571147.95,0.0040128575730411726,20,84.32,ACWV,False,international,mid,low,etf|mid|low
	32	+firstrate:etf:ACWX,ACWX,etf,active,2008-03-31,2026-10-30,USD,29250968.292499997,0.00524516912040102,20,49.95,ACWX,False,other,mid,mid,etf|mid|mid
	33	+firstrate:stock:ADBE,ADBE,stock,active,2000-01-04,2026-10-30,USD,566078240.5,0.01912955179028203,20,175.24,ADBE,False,services,high,high,stock|high|high
	34	+firstrate:stock:ADC,ADC,stock,active,2000-01-04,2026-10-30,USD,16029848.3,0.009673135093184971,20,51.44,ADC,False,finance_insurance_realestate,low,low,stock|low|low
	35	+firstrate:stock:ADEA,ADEA,stock,active,2007-04-27,2026-10-30,USD,19122850.120094996,0.04811188111459848,20,40.0498,ADEA,False,transport_utilities,mid,high,stock|mid|high
	36	+firstrate:stock:ADI,ADI,stock,active,2000-01-04,2026-10-30,USD,223572244.0,0.0065168440250225265,20,89.03,ADI,False,manufacturing,high,low,stock|high|low
	37	+firstrate:stock:ADM,ADM,stock,active,2000-01-04,2026-10-30,USD,131285358.95,0.013030504329606696,20,40.08,ADM,False,manufacturing,high,mid,stock|high|mid
	38	+firstrate:stock:ADNT,ADNT,stock,active,2016-10-18,2026-10-30,USD,44451415.6,0.01093077585732069,20,78.7,ADNT,False,manufacturing,mid,mid,stock|mid|mid
	39	+firstrate:stock:ADP,ADP,stock,active,2000-12-04,2026-10-30,USD,202603337.95,0.006402766804352732,20,117.19,ADP,False,services,high,low,stock|high|low
	40	+firstrate:stock:ADSK,ADSK,stock,active,2000-01-04,2026-10-30,USD,250290586.85,0.01155555492912125,20,104.83,ADSK,False,services,high,mid,stock|high|mid
	41	+firstrate:stock:ADTN,ADTN,stock,active,2000-01-04,2026-10-30,USD,7844105.75,0.033193322176691714,20,19.35,ADTN,False,manufacturing,low,high,stock|low|high
	42	+firstrate:stock:AEE,AEE,stock,active,2000-01-04,2026-10-30,USD,86792114.35,0.010910140762741256,20,58.99,AEE,False,transport_utilities,high,mid,stock|high|mid
	43	+firstrate:stock:AEG,AEG,stock,active,2000-01-04,2026-10-30,USD,8330980.05,0.006526144020301649,20,6.3,AEG,False,unknown,low,low,stock|low|low
	44	+firstrate:stock:AEIS,AEIS,stock,active,2000-01-04,2026-10-30,USD,28140751.9,0.014408150355969294,20,67.48,AEIS,False,manufacturing,mid,mid,stock|mid|mid
	45	+firstrate:stock:AEM,AEM,stock,active,2000-01-04,2026-10-30,USD,59571574.65,0.012896067374300924,20,46.18,AEM,False,mining,mid,mid,stock|mid|mid
	46	+firstrate:stock:AEO,AEO,stock,active,2005-12-22,2026-10-30,USD,97436627.0775,0.021658489362871257,20,18.8,AEO,False,retail,high,high,stock|high|high
	47	+firstrate:stock:AEP,AEP,stock,active,2000-01-04,2026-10-30,USD,176448039.45,0.007440351740331246,20,73.57,AEP,False,transport_utilities,high,low,stock|high|low
	48	+firstrate:stock:AER,AER,stock,active,2006-11-22,2026-10-30,USD,55573745.3,0.005828371094787329,20,52.61,AER,False,services,mid,low,stock|mid|low
	49	+firstrate:stock:AES,AES,stock,active,2000-01-04,2026-10-30,USD,71559208.9,0.011017363538222582,20,10.83,AES,False,transport_utilities,high,mid,stock|high|mid
	50	+firstrate:stock:AFG,AFG,stock,active,2000-01-04,2026-10-30,USD,30104457.45,0.007046676612514725,20,108.54,AFG,False,finance_insurance_realestate,mid,low,stock|mid|low
	51	+firstrate:stock:AFL,AFL,stock,active,2000-01-04,2026-10-30,USD,141153026.55,0.005142757877409182,20,87.78,AFL,False,finance_insurance_realestate,high,low,stock|high|low
	52	+firstrate:stock:AG,AG,stock,active,2010-12-16,2026-10-30,USD,20725185.4,0.03872684799950987,20,6.74,AG,False,mining,mid,high,stock|mid|high
	53	+firstrate:stock:AGCO,AGCO,stock,active,2009-05-05,2026-10-30,USD,52899888.0,0.013141845541033974,20,71.43,AGCO,False,manufacturing,mid,mid,stock|mid|mid
	54	+firstrate:etf:AGG,AGG,etf,active,2003-09-29,2026-10-30,USD,318157401.85,0.0014941298384406009,20,109.33,AGG,False,fixed_income,high,low,etf|high|low
	55	+firstrate:stock:AGI,AGI,stock,active,2015-07-07,2026-10-30,USD,12340609.6,0.02137928096595389,20,6.51,AGI,False,mining,low,high,stock|low|high
	56	+firstrate:stock:AGIO,AGIO,stock,active,2013-07-25,2026-10-30,USD,19466130.45,0.03674849092687478,20,57.17,AGIO,False,manufacturing,mid,high,stock|mid|high
	57	+firstrate:stock:AGNC,AGNC,stock,active,2008-05-16,2026-10-30,USD,76570296.4,0.008078441635021756,20,20.19,AGNC,False,finance_insurance_realestate,high,low,stock|high|low
	58	+firstrate:stock:AGO,AGO,stock,active,2004-04-26,2026-10-30,USD,32167050.65,0.012243370154824995,20,33.87,AGO,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	59	+firstrate:etf:AGQ,AGQ,etf,active,2008-12-04,2026-10-30,USD,5635031.65,0.019273412331561518,20,33.85,AGQ,False,leveraged_inverse,low,high,etf|low|high
	60	+firstrate:stock:AGX,AGX,stock,active,2007-08-24,2026-10-30,USD,21247130.25,0.06749890307971569,20,45.0,AGX,False,construction,mid,high,stock|mid|high
	61	+firstrate:stock:AHRT,AHRT,stock,active,2013-08-06,2026-10-30,USD,5638739.95,0.008113143978325833,20,15.53,AHRT,False,finance_insurance_realestate,low,low,stock|low|low
	62	+firstrate:etf:AIA,AIA,etf,active,2007-11-16,2026-10-30,USD,8795213.0495,0.008512370061708562,20,66.04,AIA,False,international,low,high,etf|low|high
	63	+firstrate:stock:AIFU,AIFU,stock,active,2007-11-01,2026-10-30,USD,7302873.911999999,0.03147556914909912,20,21.62,AIFU,False,finance_insurance_realestate,low,high,stock|low|high
	64	+firstrate:stock:AIG,AIG,stock,active,2000-01-04,2026-10-30,USD,263864733.5,0.00931103502868599,20,59.58,AIG,False,finance_insurance_realestate,high,low,stock|high|low
	65	+firstrate:stock:AIN,AIN,stock,active,2000-01-04,2026-10-30,USD,6820416.25,0.010673578754726822,20,61.45,AIN,False,manufacturing,low,mid,stock|low|mid
	66	+firstrate:stock:AIR,AIR,stock,active,2000-01-04,2026-10-30,USD,11568129.6,0.024629445089464387,20,39.29,AIR,False,manufacturing,low,high,stock|low|high
	67	+firstrate:stock:AIT,AIT,stock,active,2000-07-05,2026-10-30,USD,13577195.5,0.012911211005939345,20,68.1,AIT,False,wholesale,low,mid,stock|low|mid
	68	+firstrate:stock:AIV,AIV,stock,active,2009-07-21,2026-10-30,USD,41807763.59849999,0.007337360519193077,20,43.71,AIV,False,finance_insurance_realestate,mid,low,stock|mid|low
	69	+firstrate:stock:AIZ,AIZ,stock,active,2004-02-06,2026-10-30,USD,43517252.55,0.008039548591769826,20,100.84,AIZ,False,finance_insurance_realestate,mid,low,stock|mid|low
	70	+firstrate:stock:AJG,AJG,stock,active,2000-01-04,2026-10-30,USD,81840338.3,0.007523295392088342,20,63.28,AJG,False,finance_insurance_realestate,high,low,stock|high|low
	71	+firstrate:stock:AKAM,AKAM,stock,active,2000-01-04,2026-10-30,USD,201201525.45,0.03038727078910842,20,65.04,AKAM,False,services,high,high,stock|high|high
	72	+firstrate:stock:AKR,AKR,stock,active,2000-01-04,2026-10-30,USD,17935524.25,0.011004282484922452,20,27.36,AKR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	73	+firstrate:stock:ALB,ALB,stock,active,2000-01-04,2026-10-30,USD,145386073.1,0.011527665994843778,20,127.89,ALB,False,manufacturing,high,mid,stock|high|mid
	74	+firstrate:stock:ALG,ALG,stock,active,2000-01-04,2026-10-30,USD,6283325.35,0.013201131770633208,20,112.87,ALG,False,manufacturing,low,mid,stock|low|mid
	75	+firstrate:stock:ALGN,ALGN,stock,active,2001-01-31,2026-10-30,USD,273668526.65,0.03406803987434949,20,222.19,ALGN,False,manufacturing,high,high,stock|high|high
	76	+firstrate:stock:ALGT,ALGT,stock,active,2006-12-11,2026-10-30,USD,20657580.5,0.017064376973986255,20,154.75,ALGT,False,transport_utilities,mid,high,stock|mid|high
	77	+firstrate:stock:ALK,ALK,stock,active,2000-01-04,2026-10-30,USD,117443990.55,0.013098819888911256,20,73.51,ALK,False,transport_utilities,high,mid,stock|high|mid
	78	+firstrate:stock:ALKS,ALKS,stock,active,2000-01-04,2026-10-30,USD,51663412.65,0.012941374453797755,20,54.73,ALKS,False,manufacturing,mid,mid,stock|mid|mid
	79	+firstrate:stock:ALL,ALL,stock,active,2000-01-04,2026-10-30,USD,173288332.35,0.0052322394198681885,20,104.71,ALL,False,finance_insurance_realestate,high,low,stock|high|low
	80	+firstrate:stock:ALLE,ALLE,stock,active,2013-11-19,2026-10-30,USD,57777652.35,0.010687147876882411,20,79.56,ALLE,False,services,mid,mid,stock|mid|mid
	81	+firstrate:stock:ALLY,ALLY,stock,active,2014-04-11,2026-10-30,USD,107917622.5,0.008337380343154906,20,29.16,ALLY,False,finance_insurance_realestate,high,low,stock|high|low
	82	+firstrate:stock:ALNY,ALNY,stock,active,2004-06-02,2026-10-30,USD,121965722.75,0.023389179106369513,20,127.05,ALNY,False,manufacturing,high,high,stock|high|high
	83	+firstrate:stock:ALRM,ALRM,stock,active,2015-06-29,2026-10-30,USD,34741344.75,0.024399452068970623,20,37.75,ALRM,False,services,mid,high,stock|mid|high
	84	+firstrate:stock:ALSN,ALSN,stock,active,2012-03-16,2026-10-30,USD,50226968.7,0.008668755599763312,20,43.07,ALSN,False,manufacturing,mid,low,stock|mid|low
	85	+firstrate:stock:ALV,ALV,stock,active,2000-01-04,2026-10-30,USD,60556704.75,0.012203653738391104,20,127.08,ALV,False,manufacturing,mid,mid,stock|mid|mid
	86	+firstrate:stock:AM,AM,stock,active,2017-05-04,2026-10-30,USD,18686873.122,0.01326245849466177,20,29.04,AM,False,transport_utilities,mid,mid,stock|mid|mid
	87	+firstrate:stock:AMAT,AMAT,stock,active,2000-01-04,2026-10-30,USD,620173612.85,0.018310090579329072,20,51.12,AMAT,False,manufacturing,high,high,stock|high|high
	88	+firstrate:stock:AMBA,AMBA,stock,active,2012-10-11,2026-10-30,USD,74584599.4,0.018145256589212212,20,58.75,AMBA,False,manufacturing,high,high,stock|high|high
	89	+firstrate:stock:AMC,AMC,stock,active,2013-12-19,2026-10-30,USD,40738229.5,0.028077598471267142,20,15.1,AMC,False,services,mid,high,stock|mid|high
	90	+firstrate:stock:AMCX,AMCX,stock,active,2011-06-17,2026-10-30,USD,47612023.5,0.020470603614843673,20,54.08,AMCX,False,transport_utilities,mid,high,stock|mid|high
	91	+firstrate:stock:AMD,AMD,stock,active,2000-01-04,2026-10-30,USD,411408940.65,0.026645068639249536,20,10.28,AMD,False,manufacturing,high,high,stock|high|high
	92	+firstrate:stock:AME,AME,stock,active,2000-01-04,2026-10-30,USD,74043180.05,0.005270266049576695,20,72.47,AME,False,manufacturing,high,low,stock|high|low
	93	+firstrate:stock:AMG,AMG,stock,active,2000-01-04,2026-10-30,USD,54135697.65,0.008680777989725373,20,205.25,AMG,False,finance_insurance_realestate,mid,low,stock|mid|low
	94	+firstrate:stock:AMGN,AMGN,stock,active,2000-01-04,2026-10-30,USD,483550349.45,0.007746018247210798,20,173.9,AMGN,False,manufacturing,high,low,stock|high|low
	95	+firstrate:stock:AMH,AMH,stock,active,2013-08-02,2026-10-30,USD,32924449.2,0.008297732440242586,20,21.84,AMH,False,finance_insurance_realestate,mid,low,stock|mid|low
	96	+firstrate:etf:AMJ,AMJ,etf,active,2009-04-02,2024-05-21,USD,120819696.74200001,0.009410130559069928,20,27.47,AMJ,False,other,high,high,etf|high|high
	97	+firstrate:stock:AMKR,AMKR,stock,active,2000-01-04,2026-10-30,USD,7964820.2,0.016465422783498964,20,10.05,AMKR,False,manufacturing,low,high,stock|low|high
	98	+firstrate:etf:AMLP,AMLP,etf,active,2010-08-25,2026-10-30,USD,218464395.8,0.010451158520815362,20,10.79,AMLP,False,other,high,high,etf|high|high
	99	+firstrate:stock:AMN,AMN,stock,active,2007-05-01,2026-10-30,USD,18836180.5,0.015206991017989092,20,49.25,AMN,False,services,mid,mid,stock|mid|mid
	100	+firstrate:stock:AMP,AMP,stock,active,2005-10-04,2026-10-30,USD,131383257.75,0.009982598651697773,20,169.47,AMP,False,finance_insurance_realestate,high,low,stock|high|low
	101	+firstrate:stock:AMRN,AMRN,stock,active,2008-02-20,2026-10-30,USD,6920178.65,0.028892254023391958,20,4.01,AMRN,False,unknown,low,high,stock|low|high
	102	+firstrate:stock:AMSF,AMSF,stock,active,2005-11-21,2026-10-30,USD,7641204.75,0.021216291306607776,20,61.6,AMSF,False,finance_insurance_realestate,low,high,stock|low|high
	103	+firstrate:stock:AMT,AMT,stock,active,2012-01-04,2026-10-30,USD,283357035.6,0.011158647854251157,20,142.67,AMT,False,finance_insurance_realestate,high,mid,stock|high|mid
	104	+firstrate:stock:AMX,AMX,stock,active,2001-02-12,2026-10-30,USD,24671654.85,0.008156854211680113,20,17.15,AMX,False,unknown,mid,low,stock|mid|low
	105	+firstrate:etf:AMZA,AMZA,etf,active,2014-10-07,2026-10-30,USD,11025151.5,0.010723498252538042,20,8.61,AMZA,False,other,low,high,etf|low|high
	106	+firstrate:stock:AMZN,AMZN,stock,active,2000-01-04,2026-10-30,USD,3367105877.15,0.008864689681450048,20,1169.47,AMZN,False,retail,high,low,stock|high|low
	107	+firstrate:stock:AN,AN,stock,active,2000-01-04,2026-10-30,USD,41876511.25,0.013291513984825924,20,51.33,AN,False,retail,mid,mid,stock|mid|mid
	108	+firstrate:stock:ANAB,ANAB,stock,active,2017-01-27,2026-10-30,USD,34013279.6,0.02469244624603587,20,100.72,ANAB,False,manufacturing,mid,high,stock|mid|high
	109	+firstrate:stock:ANET,ANET,stock,active,2014-06-09,2026-10-30,USD,181873959.8,0.026028435089428596,20,235.58,ANET,False,manufacturing,high,high,stock|high|high
	110	+firstrate:stock:ANF,ANF,stock,active,2000-01-04,2026-10-30,USD,41148305.8,0.028278214871058225,20,17.43,ANF,False,retail,mid,high,stock|mid|high
	111	+firstrate:etf:ANGL,ANGL,etf,active,2012-04-11,2026-10-30,USD,15526489.1,0.0022501725553391396,20,29.95,ANGL,False,fixed_income,mid,low,etf|mid|low
	112	+firstrate:stock:ANIP,ANIP,stock,active,2007-11-06,2026-10-30,USD,7890286.4,0.014487948107928156,20,64.45,ANIP,False,manufacturing,low,mid,stock|low|mid
	113	+firstrate:etf:AOK,AOK,etf,active,2008-11-10,2026-10-30,USD,5710075.9156,0.0027894640676032964,20,34.65,AOK,False,broad_equity,low,low,etf|low|low
	114	+firstrate:etf:AOM,AOM,etf,active,2008-11-11,2026-10-30,USD,8201076.523,0.004102824825728309,20,38.04,AOM,False,other,low,low,etf|low|low
	115	+firstrate:stock:AON,AON,stock,active,2000-01-04,2026-10-30,USD,157956939.85,0.007390437857161545,20,134.0,AON,False,finance_insurance_realestate,high,low,stock|high|low
	116	+firstrate:etf:AOR,AOR,etf,active,2008-11-12,2026-10-30,USD,7064678.396500001,0.00741791291733926,20,44.92,AOR,False,broad_equity,low,mid,etf|low|mid
	117	+firstrate:stock:AOS,AOS,stock,active,2000-01-04,2026-10-30,USD,39862750.15,0.007935302904680157,20,61.28,AOS,False,manufacturing,mid,low,stock|mid|low
	118	+firstrate:stock:APA,APA,stock,active,2000-01-04,2026-10-30,USD,136636455.0,0.019158779398744497,20,42.22,APA,False,mining,high,high,stock|high|high
	119	+firstrate:stock:APAM,APAM,stock,active,2013-03-08,2026-10-30,USD,13313123.25,0.007277625211478214,20,39.5,APAM,False,finance_insurance_realestate,low,low,stock|low|low
	120	+firstrate:stock:APD,APD,stock,active,2000-01-04,2026-10-30,USD,142259030.25,0.006056297460016158,20,164.08,APD,False,manufacturing,high,low,stock|high|low
	121	+firstrate:stock:APH,APH,stock,active,2000-01-04,2026-10-30,USD,97336077.8,0.0062240881048371485,20,87.8,APH,False,manufacturing,high,low,stock|high|low
	122	+firstrate:stock:APLE,APLE,stock,active,2015-05-19,2026-10-30,USD,27031756.0,0.007736775454306938,20,19.61,APLE,False,finance_insurance_realestate,mid,low,stock|mid|low
	123	+firstrate:stock:APO,APO,stock,active,2011-03-31,2026-10-30,USD,27294574.1,0.014408623138851743,20,33.47,APO,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	124	+firstrate:stock:APOG,APOG,stock,active,2000-01-04,2026-10-30,USD,17000725.6,0.046934653561261336,20,45.73,APOG,False,manufacturing,low,high,stock|low|high
	125	+firstrate:stock:APPN,APPN,stock,active,2017-05-26,2026-10-30,USD,17788502.5,0.05585177823771039,20,31.48,APPN,False,services,mid,high,stock|mid|high
	126	+firstrate:stock:AR,AR,stock,active,2013-10-11,2026-10-30,USD,60786549.7,0.02195898015309937,20,19.0,AR,False,mining,mid,high,stock|mid|high
	127	+firstrate:stock:ARAY,ARAY,stock,active,2007-02-09,2026-10-30,USD,6872602.5,0.04250203122625451,20,4.3,ARAY,False,manufacturing,low,high,stock|low|high
	128	+firstrate:stock:ARCB,ARCB,stock,active,2007-04-30,2026-10-30,USD,7077055.75,0.026584846866734017,20,35.75,ARCB,False,transport_utilities,low,high,stock|low|high
	129	+firstrate:stock:ARCC,ARCC,stock,active,2012-10-09,2026-10-30,USD,36529803.1,0.009512621067197476,20,15.72,ARCC,False,unknown,mid,low,stock|mid|low
	130	+firstrate:stock:ARE,ARE,stock,active,2000-01-04,2026-10-30,USD,98506454.0,0.010929483780483019,20,130.59,ARE,False,finance_insurance_realestate,high,mid,stock|high|mid
	131	+firstrate:stock:ARGX,ARGX,stock,active,2017-05-19,2026-10-30,USD,27103833.65,0.13672689711027627,20,63.14,ARGX,False,manufacturing,mid,high,stock|mid|high
	132	+firstrate:stock:ARI,ARI,stock,active,2009-09-25,2026-10-30,USD,20602649.1,0.007584528165240739,20,18.45,ARI,False,finance_insurance_realestate,mid,low,stock|mid|low
	133	+firstrate:etf:ARKK,ARKK,etf,active,2014-10-31,2026-10-30,USD,13368781.05,0.01616173518846674,20,37.08,ARKK,False,other,mid,high,etf|mid|high
	134	+firstrate:etf:ARKW,ARKW,etf,active,2014-09-30,2026-10-30,USD,10363167.1,0.018945057280759577,20,46.07,ARKW,False,other,low,high,etf|low|high
	135	+firstrate:stock:ARLP,ARLP,stock,active,2000-01-03,2026-10-30,USD,6273716.3,0.014982518656054294,20,19.7,ARLP,False,mining,low,mid,stock|low|mid
	136	+firstrate:stock:ARMK,ARMK,stock,active,2013-12-13,2026-10-30,USD,45464039.15,0.0067682348999352805,20,42.74,ARMK,False,retail,mid,low,stock|mid|low
	137	+firstrate:stock:ARR,ARR,stock,active,2009-11-11,2026-10-30,USD,12164757.0,0.009601737477637495,20,25.72,ARR,False,finance_insurance_realestate,low,low,stock|low|low
	138	+firstrate:stock:ARW,ARW,stock,active,2000-01-04,2026-10-30,USD,35979266.65,0.009098662242010553,20,80.41,ARW,False,wholesale,mid,low,stock|mid|low
	139	+firstrate:stock:ASB,ASB,stock,active,2014-12-24,2026-10-30,USD,25591737.75,0.012199017050544953,20,25.4,ASB,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	140	+firstrate:stock:ASH,ASH,stock,active,2000-01-04,2026-10-30,USD,40922495.5,0.008506075424731753,20,71.2,ASH,False,wholesale,mid,low,stock|mid|low
	141	+firstrate:etf:ASHR,ASHR,etf,active,2013-11-06,2026-10-30,USD,27139754.35,0.011582420540931088,20,31.03,ASHR,False,international,mid,high,etf|mid|high
	142	+firstrate:stock:ASIX,ASIX,stock,active,2016-09-16,2026-10-30,USD,10792122.05,0.019900813332085394,20,42.07,ASIX,False,manufacturing,low,high,stock|low|high
	143	+firstrate:stock:ASMB,ASMB,stock,active,2010-12-20,2026-10-30,USD,6295907.633999999,0.036465165209447266,20,45.25,ASMB,False,manufacturing,low,high,stock|low|high
	144	+firstrate:stock:ASML,ASML,stock,active,2000-01-04,2026-10-30,USD,152358386.8,0.010183100238894375,20,173.82,ASML,False,manufacturing,high,low,stock|high|low
	145	+firstrate:stock:ASR,ASR,stock,active,2000-09-28,2026-10-30,USD,9146980.55,0.0134022236736185,20,182.51,ASR,False,unknown,low,mid,stock|low|mid
	146	+firstrate:stock:ASTE,ASTE,stock,active,2000-01-04,2026-10-30,USD,11866430.55,0.015921136514078532,20,58.5,ASTE,False,manufacturing,low,mid,stock|low|mid
	147	+firstrate:stock:ATHM,ATHM,stock,active,2013-12-12,2026-10-30,USD,35970739.65,0.029873213816144183,20,64.67,ATHM,False,services,mid,high,stock|mid|high
	148	+firstrate:stock:ATI,ATI,stock,active,2000-01-04,2026-10-30,USD,39747313.85,0.018729623118751072,20,24.14,ATI,False,manufacturing,mid,high,stock|mid|high
	149	+firstrate:etf:ATMP,ATMP,etf,active,2013-03-13,2026-10-30,USD,7438001.0,0.008193638232594915,20,20.75,ATMP,False,other,low,high,etf|low|high
	150	+firstrate:stock:ATO,ATO,stock,active,2000-01-04,2026-10-30,USD,58964323.65,0.009550672190116469,20,85.89,ATO,False,transport_utilities,mid,low,stock|mid|low
	151	+firstrate:stock:ATR,ATR,stock,active,2000-01-04,2026-10-30,USD,22845414.2,0.006627463737957972,20,86.28,ATR,False,manufacturing,mid,low,stock|mid|low
	152	+firstrate:stock:ATRA,ATRA,stock,active,2014-10-17,2026-10-30,USD,8775165.5,0.04575394248824734,20,18.1,ATRA,False,manufacturing,low,high,stock|low|high
	153	+firstrate:stock:ATRO,ATRO,stock,active,2000-01-04,2026-10-30,USD,6504656.4,0.017952959599763993,20,41.47,ATRO,False,manufacturing,low,high,stock|low|high
	154	+firstrate:stock:AU,AU,stock,active,2000-01-03,2026-10-30,USD,31133842.5355,0.027101420583404298,20,10.19,AU,False,unknown,mid,high,stock|mid|high
	155	+firstrate:stock:AUB,AUB,stock,active,2014-12-01,2026-10-30,USD,9464590.25,0.01168599952162117,20,36.17,AUB,False,finance_insurance_realestate,low,mid,stock|low|mid
	156	+firstrate:stock:AUPH,AUPH,stock,active,2013-11-08,2026-10-30,USD,5175163.5305,0.031193692669828178,20,4.53,AUPH,False,manufacturing,low,high,stock|low|high
	157	+firstrate:stock:AVA,AVA,stock,active,2000-01-04,2026-10-30,USD,24102198.15,0.0022651823261059163,20,51.49,AVA,False,transport_utilities,mid,low,stock|mid|low
	158	+firstrate:stock:AVAV,AVAV,stock,active,2007-01-24,2026-10-30,USD,37662725.85,0.056336152321746935,20,56.16,AVAV,False,manufacturing,mid,high,stock|mid|high
	159	+firstrate:stock:AVGO,AVGO,stock,active,2016-02-02,2026-10-30,USD,678721320.503,0.012344565943072159,20,257.32,AVGO,False,manufacturing,high,mid,stock|high|mid
	160	+firstrate:stock:AVNT,AVNT,stock,active,2007-05-01,2026-10-30,USD,17672416.9,0.010146915549710981,20,43.5,AVNT,False,manufacturing,low,low,stock|low|low
	161	+firstrate:stock:AVT,AVT,stock,active,2000-01-04,2026-10-30,USD,34533223.7,0.011699196673406588,20,39.62,AVT,False,wholesale,mid,mid,stock|mid|mid
	162	+firstrate:stock:AVY,AVY,stock,active,2000-01-04,2026-10-30,USD,74830505.4,0.009455359024284085,20,114.86,AVY,False,manufacturing,high,low,stock|high|low
	163	+firstrate:stock:AWI,AWI,stock,active,2006-10-19,2026-10-30,USD,30713436.5,0.010444595202037098,20,60.55,AWI,False,manufacturing,mid,low,stock|mid|low
	164	+firstrate:stock:AWK,AWK,stock,active,2008-04-24,2026-10-30,USD,81353611.5,0.009961985051179201,20,91.49,AWK,False,transport_utilities,high,low,stock|high|low
	165	+firstrate:stock:AWR,AWR,stock,active,2000-01-04,2026-10-30,USD,10976726.75,0.012984752591685921,20,57.91,AWR,False,transport_utilities,low,mid,stock|low|mid
	166	+firstrate:stock:AX,AX,stock,active,2007-05-17,2026-10-30,USD,17814507.8,0.014356330737090717,20,29.9,AX,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	167	+firstrate:stock:AXDX,AXDX,stock,active,2003-10-10,2025-05-14,USD,10675077.0,0.03051627505383924,20,26.2,AXDX,False,unknown,low,high,stock|low|high
	168	+firstrate:stock:AXGN,AXGN,stock,active,2007-05-17,2026-10-30,USD,8076084.5,0.015554618420293657,20,28.3,AXGN,False,manufacturing,low,mid,stock|low|mid
	169	+firstrate:stock:AXON,AXON,stock,active,2007-05-01,2026-10-30,USD,14153882.4,0.016468275101463238,20,26.5,AXON,False,manufacturing,low,high,stock|low|high
	170	+firstrate:stock:AXP,AXP,stock,active,2000-01-04,2026-10-30,USD,320774413.8,0.007128532755664549,20,99.31,AXP,False,finance_insurance_realestate,high,low,stock|high|low
	171	+firstrate:stock:AXS,AXS,stock,active,2003-07-02,2026-10-30,USD,39165328.5,0.007993376306517112,20,50.26,AXS,False,finance_insurance_realestate,mid,low,stock|mid|low
	172	+firstrate:stock:AXTA,AXTA,stock,active,2014-11-13,2026-10-30,USD,81231689.3,0.01375070893175697,20,32.36,AXTA,False,manufacturing,high,mid,stock|high|mid
	173	+firstrate:stock:AYI,AYI,stock,active,2001-12-04,2026-10-30,USD,92215177.6,0.022578255372522036,20,176.0,AYI,False,manufacturing,high,high,stock|high|high
	174	+firstrate:stock:AZN,AZN,stock,active,2000-01-03,2026-10-30,USD,96050988.3,0.009453029586731866,20,34.7,AZN,False,manufacturing,high,low,stock|high|low
	175	+firstrate:stock:AZO,AZO,stock,active,2000-01-04,2026-10-30,USD,341719560.95,0.01554315967449787,20,711.37,AZO,False,retail,high,mid,stock|high|mid
	176	+firstrate:stock:AZTA,AZTA,stock,active,2007-05-02,2026-10-30,USD,27627370.6,0.02099190919274133,20,23.85,AZTA,False,manufacturing,mid,high,stock|mid|high
	177	+firstrate:stock:AZZ,AZZ,stock,active,2000-01-04,2026-10-30,USD,6544279.0,0.009953342332853016,20,51.1,AZZ,False,manufacturing,low,low,stock|low|low
	178	+firstrate:stock:B,B,stock,active,2007-04-27,2026-10-30,USD,139185081.65,0.011401386760805808,20,14.47,B,False,mining,high,mid,stock|high|mid
	179	+firstrate:stock:BA,BA,stock,active,2000-01-04,2026-10-30,USD,1030992726.3,0.009705339065697899,20,294.91,BA,False,manufacturing,high,low,stock|high|low
	180	+firstrate:stock:BABA,BABA,stock,active,2014-09-19,2026-10-30,USD,3606074475.9,0.015825995335208017,20,172.43,BABA,False,services,high,mid,stock|high|mid
	181	+firstrate:stock:BAC,BAC,stock,active,2000-01-04,2026-10-30,USD,2174897183.9,0.011285298094890112,20,29.52,BAC,False,finance_insurance_realestate,high,mid,stock|high|mid
	182	+firstrate:stock:BAC.L,BAC.L,stock,active,2008-01-31,2026-10-30,USD,5815957.994499999,0.005845910088882234,20,1319.0,BAC.L,False,unknown,low,low,stock|low|low
	183	+firstrate:stock:BAH,BAH,stock,active,2010-11-17,2026-10-30,USD,23973596.844499998,0.008367567330945144,20,38.13,BAH,False,services,mid,low,stock|mid|low
	184	+firstrate:stock:BALL,BALL,stock,active,2005-01-04,2026-10-30,USD,126899973.1,0.01401385305309127,20,37.85,BALL,False,manufacturing,high,mid,stock|high|mid
	185	+firstrate:stock:BAM,BAM,stock,active,2005-10-05,2026-10-30,USD,34260820.4495,0.00794369296678236,20,43.54,BAM,False,finance_insurance_realestate,mid,low,stock|mid|low
	186	+firstrate:stock:BANC,BANC,stock,active,2007-05-18,2026-10-30,USD,17563082.0,0.016078647785834902,20,20.65,BANC,False,finance_insurance_realestate,low,mid,stock|low|mid
	187	+firstrate:stock:BANR,BANR,stock,active,2000-10-31,2026-10-30,USD,7778141.35,0.015577162891213397,20,55.12,BANR,False,finance_insurance_realestate,low,mid,stock|low|mid
	188	+firstrate:stock:BAP,BAP,stock,active,2000-01-04,2026-10-30,USD,66561264.6,0.022277690789683096,20,207.43,BAP,False,unknown,high,high,stock|high|high
	189	+firstrate:stock:BAX,BAX,stock,active,2000-01-04,2026-10-30,USD,161117563.75,0.006979669545873784,20,64.64,BAX,False,manufacturing,high,low,stock|high|low
	190	+firstrate:stock:BB,BB,stock,active,2007-04-26,2026-10-30,USD,64440844.45,0.031548720062873244,20,11.17,BB,False,services,high,high,stock|high|high
	191	+firstrate:stock:BBAR,BBAR,stock,active,2007-05-17,2026-10-30,USD,10321188.7,0.014607247262224052,20,25.2,BBAR,False,unknown,low,mid,stock|low|mid
	192	+firstrate:stock:BBD,BBD,stock,active,2004-01-02,2026-10-30,USD,70888659.8785,0.01597847332238689,20,10.24,BBD,False,unknown,high,mid,stock|high|mid
	193	+firstrate:stock:BBDC,BBDC,stock,active,2007-05-16,2026-10-30,USD,7059629.3,0.01247292075485298,20,9.49,BBDC,False,unknown,low,mid,stock|low|mid
	194	+firstrate:etf:BBH,BBH,etf,active,2016-02-01,2026-10-30,USD,5643034.1,0.008122532264175709,20,124.6,BBH,False,sector,low,high,etf|low|high
	195	+firstrate:stock:BBT,BBT,stock,active,2005-10-26,2026-10-30,USD,7692301.75,0.01207491218635595,20,36.6,BBT,False,finance_insurance_realestate,low,mid,stock|low|mid
	196	+firstrate:stock:BBVA,BBVA,stock,active,2009-12-15,2026-10-30,USD,20667203.1,0.007939962622943303,20,8.5,BBVA,False,unknown,mid,low,stock|mid|low
	197	+firstrate:stock:BBWI,BBWI,stock,active,2007-04-27,2026-10-30,USD,220317591.5,0.020169882715029435,20,60.22,BBWI,False,retail,high,high,stock|high|high
	198	+firstrate:stock:BBY,BBY,stock,active,2000-01-04,2026-10-30,USD,237084708.35,0.015847636809762252,20,68.47,BBY,False,retail,high,mid,stock|high|mid
	199	+firstrate:stock:BC,BC,stock,active,2000-01-04,2026-10-30,USD,55417297.0,0.009859180260666288,20,55.22,BC,False,manufacturing,mid,low,stock|mid|low
	200	+firstrate:stock:BCC,BCC,stock,active,2013-02-07,2026-10-30,USD,18453939.75,0.01272069975310507,20,39.9,BCC,False,wholesale,mid,mid,stock|mid|mid
	201	+firstrate:stock:BCE,BCE,stock,active,2000-01-04,2026-10-30,USD,33598967.1,0.006210515292379402,20,48.01,BCE,False,transport_utilities,mid,low,stock|mid|low
	202	+firstrate:stock:BCO,BCO,stock,active,2003-05-06,2026-10-30,USD,30189100.5,0.011761274537643846,20,78.7,BCO,False,transport_utilities,mid,mid,stock|mid|mid
	203	+firstrate:stock:BCPC,BCPC,stock,active,2006-12-26,2026-10-30,USD,9309951.35,0.0138778110138398,20,80.6,BCPC,False,manufacturing,low,mid,stock|low|mid
	204	+firstrate:stock:BCRX,BCRX,stock,active,2000-01-04,2026-10-30,USD,5359611.7,0.038295234195871004,20,4.91,BCRX,False,manufacturing,low,high,stock|low|high
	205	+firstrate:stock:BCS,BCS,stock,active,2000-01-04,2026-10-30,USD,29186628.7,0.009832716414270732,20,10.9,BCS,False,finance_insurance_realestate,mid,low,stock|mid|low
	206	+firstrate:stock:BDC,BDC,stock,active,2004-07-19,2026-10-30,USD,23732130.1,0.01246454699922858,20,77.17,BDC,False,manufacturing,mid,mid,stock|mid|mid
	207	+firstrate:stock:BDN,BDN,stock,active,2000-01-04,2026-10-30,USD,33441202.35,0.011626061793221334,20,18.19,BDN,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	208	+firstrate:stock:BDX,BDX,stock,active,2000-01-04,2026-10-30,USD,273747490.8,0.00941510499504451,20,214.06,BDX,False,manufacturing,high,low,stock|high|low
	209	+firstrate:stock:BEN,BEN,stock,active,2000-01-04,2026-10-30,USD,85714334.65,0.009191907653788422,20,43.33,BEN,False,finance_insurance_realestate,high,low,stock|high|low
	210	+firstrate:stock:BF.B,BF.B,stock,active,2007-05-01,2026-10-30,USD,56239427.3615,0.015028177922961752,20,68.67,BF.B,False,unknown,mid,mid,stock|mid|mid
	211	+firstrate:stock:BFAM,BFAM,stock,active,2013-01-28,2026-10-30,USD,25314047.85,0.008057073115014838,20,94.0,BFAM,False,services,mid,low,stock|mid|low
	212	+firstrate:stock:BG,BG,stock,active,2001-08-03,2026-10-30,USD,89472193.6,0.015253576452814782,20,67.08,BG,False,manufacturing,high,mid,stock|high|mid
	213	+firstrate:stock:BGC,BGC,stock,active,2008-04-03,2026-10-30,USD,33258094.02313,0.014907503614020646,20,9.717,BGC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	214	+firstrate:stock:BGS,BGS,stock,active,2007-05-24,2026-10-30,USD,46008341.25,0.024807732092237654,20,35.15,BGS,False,manufacturing,mid,high,stock|mid|high
	215	+firstrate:stock:BHC,BHC,stock,active,2007-05-01,2026-10-30,USD,470449356.9,0.048291655172229046,20,20.78,BHC,False,manufacturing,high,high,stock|high|high
	216	+firstrate:stock:BHE,BHE,stock,active,2000-01-04,2026-10-30,USD,8415558.5,0.010425710762660642,20,29.1,BHE,False,manufacturing,low,low,stock|low|low
	217	+firstrate:stock:BHP,BHP,stock,active,2000-01-03,2026-10-30,USD,80519196.1,0.010426753400013202,20,45.99,BHP,False,mining,high,low,stock|high|low
	218	+firstrate:etf:BIB,BIB,etf,active,2010-04-08,2026-10-30,USD,10380028.575000001,0.01870140273030973,20,56.07,BIB,False,leveraged_inverse,low,high,etf|low|high
	219	+firstrate:stock:BIDU,BIDU,stock,active,2005-08-08,2026-10-30,USD,505869532.3,0.01354771848595955,20,234.21,BIDU,False,services,high,mid,stock|high|mid
	220	+firstrate:stock:BIIB,BIIB,stock,active,2001-01-18,2026-10-30,USD,341154413.95,0.013806494153704055,20,318.57,BIIB,False,manufacturing,high,mid,stock|high|mid
	221	+firstrate:etf:BIL,BIL,etf,active,2007-05-30,2026-10-30,USD,37009308.7,0.00024154870263671244,20,91.4,BIL,False,other,mid,low,etf|mid|low
	222	+firstrate:stock:BIO,BIO,stock,active,2002-05-13,2026-10-30,USD,47169290.7,0.010516562050534774,20,238.67,BIO,False,manufacturing,mid,mid,stock|mid|mid
	223	+firstrate:stock:BIP,BIP,stock,active,2008-02-01,2026-10-30,USD,14940846.35,0.012057346265398743,20,44.81,BIP,False,transport_utilities,low,mid,stock|low|mid
	224	+firstrate:etf:BIV,BIV,etf,active,2007-04-10,2026-10-30,USD,51059184.25,0.0018688112401902875,20,83.83,BIV,False,fixed_income,high,low,etf|high|low
	225	+firstrate:stock:BJRI,BJRI,stock,active,2004-08-17,2026-10-30,USD,12713521.5,0.01677590553258989,20,36.4,BJRI,False,retail,low,high,stock|low|high
	226	+firstrate:stock:BKD,BKD,stock,active,2005-11-23,2026-10-30,USD,20590381.25,0.02169550593495088,20,9.7,BKD,False,services,mid,high,stock|mid|high
	227	+firstrate:stock:BKE,BKE,stock,active,2000-01-04,2026-10-30,USD,15694693.5,0.019501067464695022,20,23.75,BKE,False,retail,low,high,stock|low|high
	228	+firstrate:stock:BKH,BKH,stock,active,2000-01-04,2026-10-30,USD,33906748.95,0.009725031665837335,20,60.11,BKH,False,transport_utilities,mid,low,stock|mid|low
	229	+firstrate:etf:BKLN,BKLN,etf,active,2011-03-03,2026-10-30,USD,68332176.45,0.0008251401219233631,20,23.04,BKLN,False,other,high,low,etf|high|low
	230	+firstrate:stock:BKNG,BKNG,stock,active,2007-05-01,2026-10-30,USD,643199112.4905,0.006903077328033733,20,1737.74,BKNG,False,transport_utilities,high,low,stock|high|low
	231	+firstrate:stock:BKU,BKU,stock,active,2011-01-31,2026-10-30,USD,35431194.35,0.01730831080532655,20,40.72,BKU,False,finance_insurance_realestate,mid,high,stock|mid|high
	232	+firstrate:stock:BL,BL,stock,active,2016-10-31,2026-10-30,USD,15630522.15,0.018477135941165335,20,32.8,BL,False,services,low,high,stock|low|high
	233	+firstrate:stock:BLDR,BLDR,stock,active,2005-06-29,2026-10-30,USD,27794183.5,0.013277147752603172,20,21.79,BLDR,False,retail,mid,mid,stock|mid|mid
	234	+firstrate:stock:BLK,BLK,stock,active,2000-01-04,2026-10-30,USD,213294402.4,0.008762145889514204,20,513.71,BLK,False,finance_insurance_realestate,high,low,stock|high|low
	235	+firstrate:stock:BLKB,BLKB,stock,active,2004-07-27,2026-10-30,USD,18710365.3,0.00911613297476469,20,94.49,BLKB,False,services,mid,low,stock|mid|low
	236	+firstrate:stock:BLMN,BLMN,stock,active,2012-08-09,2026-10-30,USD,21703659.2,0.014411735030707615,20,21.34,BLMN,False,retail,mid,mid,stock|mid|mid
	237	+firstrate:etf:BLV,BLV,etf,active,2007-04-10,2026-10-30,USD,12863626.4,0.005162403954170044,20,95.08,BLV,False,fixed_income,mid,mid,etf|mid|mid
	238	+firstrate:stock:BMA,BMA,stock,active,2006-03-28,2026-10-30,USD,25760246.65,0.01907214217158317,20,115.88,BMA,False,unknown,mid,high,stock|mid|high
	239	+firstrate:stock:BMI,BMI,stock,active,2000-01-04,2026-10-30,USD,5393732.75,0.009837811069587364,20,47.8,BMI,False,manufacturing,low,low,stock|low|low
	240	+firstrate:stock:BMO,BMO,stock,active,2004-01-02,2026-10-30,USD,28479329.215500005,0.0037673426002518004,20,80.02,BMO,False,finance_insurance_realestate,mid,low,stock|mid|low
	241	+firstrate:stock:BMRN,BMRN,stock,active,2009-07-22,2026-10-30,USD,112590115.05,0.023860486479412815,20,89.17,BMRN,False,manufacturing,high,high,stock|high|high
	242	+firstrate:stock:BMY,BMY,stock,active,2000-01-04,2026-10-30,USD,312753303.0,0.009940835452947293,20,61.28,BMY,False,manufacturing,high,low,stock|high|low
	243	+firstrate:stock:BN,BN,stock,active,2007-05-02,2026-10-30,USD,34251059.7,0.00794369296678236,20,43.54,BN,False,finance_insurance_realestate,mid,low,stock|mid|low
	244	+firstrate:etf:BND,BND,etf,active,2007-04-10,2026-10-30,USD,177539107.5,0.0015748294223737291,20,81.57,BND,False,fixed_income,high,low,etf|high|low
	245	+firstrate:etf:BNDX,BNDX,etf,active,2013-06-04,2026-10-30,USD,60437558.1,0.0030795281556029513,20,54.37,BNDX,False,fixed_income,high,low,etf|high|low
	246	+firstrate:stock:BNED,BNED,stock,active,2015-07-24,2026-10-30,USD,7578553.65,0.05836169947496265,20,8.24,BNED,False,retail,low,high,stock|low|high
	247	+firstrate:stock:BNS,BNS,stock,active,2002-06-07,2026-10-30,USD,33328466.65,0.005855012948734064,20,64.53,BNS,False,finance_insurance_realestate,mid,low,stock|mid|low
	248	+firstrate:stock:BNY,BNY,stock,active,2001-07-26,2026-10-30,USD,225936081.5,0.006575031549141932,20,53.86,BNY,False,finance_insurance_realestate,high,low,stock|high|low
	249	+firstrate:stock:BOH,BOH,stock,active,2000-01-04,2026-10-30,USD,19262190.85,0.01159914183792594,20,85.7,BOH,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	250	+firstrate:etf:BOIL,BOIL,etf,active,2011-10-06,2026-10-30,USD,8150682.0,0.05519035325584805,20,6.5,BOIL,False,leveraged_inverse,low,high,etf|low|high
	251	+firstrate:stock:BOKF,BOKF,stock,active,2000-01-04,2026-10-30,USD,13136770.85,0.012501112907343665,20,92.32,BOKF,False,finance_insurance_realestate,low,mid,stock|low|mid
	252	+firstrate:etf:BOND,BOND,etf,active,2012-03-01,2026-10-30,USD,11938009.814140001,0.0015040622141939105,20,106.0,BOND,False,broad_equity,low,low,etf|low|low
	253	+firstrate:stock:BOOT,BOOT,stock,active,2014-10-31,2026-10-30,USD,5306752.25,0.028455992847333796,20,16.61,BOOT,False,retail,low,high,stock|low|high
	254	+firstrate:etf:BOTZ,BOTZ,etf,active,2016-09-13,2026-10-30,USD,26876252.05,0.008779774553508838,20,23.7,BOTZ,False,international,mid,high,etf|mid|high
	255	+firstrate:stock:BOX,BOX,stock,active,2015-01-26,2026-10-30,USD,42438253.9,0.023348471233869687,20,21.12,BOX,False,services,mid,high,stock|mid|high
	256	+firstrate:stock:BP,BP,stock,active,2000-08-01,2026-10-30,USD,165280124.8,0.008391046703994962,20,42.03,BP,False,manufacturing,high,low,stock|high|low
	257	+firstrate:stock:BPOP,BPOP,stock,active,2000-01-04,2026-10-30,USD,40235844.0,0.015116129702961268,20,35.49,BPOP,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	258	+firstrate:stock:BR,BR,stock,active,2007-04-03,2026-10-30,USD,41023505.05,0.006810892598963554,20,90.58,BR,False,services,mid,low,stock|mid|low
	259	+firstrate:stock:BRC,BRC,stock,active,2000-01-04,2026-10-30,USD,7244879.5,0.007737759875615529,20,37.9,BRC,False,manufacturing,low,low,stock|low|low
	260	+firstrate:stock:BRK.A,BRK.A,stock,active,2000-01-03,2026-10-30,USD,89301593.74,0.006447646788960848,20,297600.0,BRK.A,False,unknown,high,low,stock|high|low
	261	+firstrate:stock:BRK.B,BRK.B,stock,active,2007-05-02,2026-10-30,USD,646528274.8889998,0.0061990633495499995,20,198.68,BRK.B,False,unknown,high,low,stock|high|low
	262	+firstrate:stock:BRKR,BRKR,stock,active,2003-07-03,2026-10-30,USD,15822411.05,0.012901968579346385,20,34.32,BRKR,False,manufacturing,low,mid,stock|low|mid
	263	+firstrate:stock:BRO,BRO,stock,active,2000-01-04,2026-10-30,USD,24848841.75,0.006070270322612749,20,51.46,BRO,False,finance_insurance_realestate,mid,low,stock|mid|low
	264	+firstrate:stock:BRSL,BRSL,stock,active,2015-04-08,2026-10-30,USD,31524539.65,0.017503966626163284,20,26.51,BRSL,False,services,mid,high,stock|mid|high
	265	+firstrate:stock:BRX,BRX,stock,active,2013-10-31,2026-10-30,USD,45897403.05,0.014771458457031674,20,18.66,BRX,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	266	+firstrate:etf:BRZU,BRZU,etf,active,2013-04-10,2026-10-30,USD,24723958.052500002,0.04135865473985319,20,40.28,BRZU,False,leveraged_inverse,mid,high,etf|mid|high
	267	+firstrate:stock:BSAC,BSAC,stock,active,2007-04-30,2026-10-30,USD,20005246.15,0.02632120057574568,20,31.27,BSAC,False,unknown,mid,high,stock|mid|high
	268	+firstrate:stock:BSBR,BSBR,stock,active,2009-10-08,2026-10-30,USD,14784712.1,0.01833717971389107,20,9.67,BSBR,False,unknown,low,high,stock|low|high
	269	+firstrate:etf:BSV,BSV,etf,active,2007-04-10,2026-10-30,USD,138220224.55,0.0006653341236656782,20,79.1,BSV,False,fixed_income,high,low,etf|high|low
	270	+firstrate:stock:BSX,BSX,stock,active,2000-01-04,2026-10-30,USD,249709949.2,0.014870993227169262,20,24.79,BSX,False,manufacturing,high,mid,stock|high|mid
	271	+firstrate:stock:BTG,BTG,stock,active,2008-09-15,2026-10-30,USD,9740197.631499998,0.02530920357997397,20,3.1,BTG,False,mining,low,high,stock|low|high
	272	+firstrate:stock:BTI,BTI,stock,active,2000-01-03,2026-10-30,USD,140475027.85,0.012664028422677635,20,66.99,BTI,False,manufacturing,high,mid,stock|high|mid
	273	+firstrate:stock:BTU,BTU,stock,active,2017-04-04,2026-10-30,USD,40840739.65,0.012791850623908809,20,39.37,BTU,False,mining,mid,mid,stock|mid|mid
	274	+firstrate:stock:BUD,BUD,stock,active,2009-09-17,2026-10-30,USD,154714273.35,0.006960233172191071,20,111.56,BUD,False,manufacturing,high,low,stock|high|low
	275	+firstrate:etf:BUFF,BUFF,etf,active,2015-07-22,2026-10-30,USD,36120441.051,0.013916831901777043,20,32.79,BUFF,False,broad_equity,mid,high,etf|mid|high
	276	+firstrate:stock:BURL,BURL,stock,active,2013-10-03,2026-10-30,USD,114588834.8,0.015523762249359425,20,123.03,BURL,False,retail,high,mid,stock|high|mid
	277	+firstrate:stock:BVN,BVN,stock,active,2000-01-04,2026-10-30,USD,18661187.7,0.01707235305437108,20,14.08,BVN,False,unknown,mid,high,stock|mid|high
	278	+firstrate:stock:BW,BW,stock,active,2015-07-01,2026-10-30,USD,6390574.046,0.030518484988106526,20,5.68,BW,False,manufacturing,low,high,stock|low|high
	279	+firstrate:stock:BWA,BWA,stock,active,2000-01-04,2026-10-30,USD,70834698.7,0.012250864601374154,20,51.09,BWA,False,manufacturing,high,mid,stock|high|mid
	280	+firstrate:etf:BWX,BWX,etf,active,2007-10-05,2026-10-30,USD,15078075.311500002,0.0027377572660754307,20,28.43,BWX,False,fixed_income,mid,low,etf|mid|low
	281	+firstrate:stock:BWXT,BWXT,stock,active,2010-08-03,2026-10-30,USD,26976087.55,0.00742766942385975,20,60.49,BWXT,False,manufacturing,mid,low,stock|mid|low
	282	+firstrate:stock:BX,BX,stock,active,2007-06-22,2026-10-30,USD,112761774.1,0.010699313919673343,20,32.02,BX,False,finance_insurance_realestate,high,mid,stock|high|mid
	283	+firstrate:stock:BXMT,BXMT,stock,active,2007-05-03,2026-10-30,USD,41563655.45,0.006456272367740398,20,32.18,BXMT,False,finance_insurance_realestate,mid,low,stock|mid|low
	284	+firstrate:stock:BXP,BXP,stock,active,2000-01-04,2026-10-30,USD,116329479.7,0.009951875674157689,20,130.03,BXP,False,finance_insurance_realestate,high,low,stock|high|low
	285	+firstrate:stock:BYD,BYD,stock,active,2000-01-04,2026-10-30,USD,36191320.6,0.022647603869845257,20,35.05,BYD,False,services,mid,high,stock|mid|high
	286	+firstrate:stock:BZUN,BZUN,stock,active,2015-05-22,2026-10-30,USD,56715721.0,0.03141465840148709,20,31.56,BZUN,False,retail,mid,high,stock|mid|high
	287	+firstrate:stock:C,C,stock,active,2011-05-10,2026-10-30,USD,1261808051.75,0.010948584853950548,20,74.41,C,False,finance_insurance_realestate,high,mid,stock|high|mid
	288	+firstrate:stock:CABO,CABO,stock,active,2015-06-12,2026-10-30,USD,31014190.65,0.013517511885182121,20,703.35,CABO,False,transport_utilities,mid,mid,stock|mid|mid
	289	+firstrate:stock:CACC,CACC,stock,active,2006-04-27,2026-10-30,USD,75088937.0,0.01185677591071526,20,323.48,CACC,False,finance_insurance_realestate,high,mid,stock|high|mid
	290	+firstrate:stock:CACI,CACI,stock,active,2009-05-05,2026-10-30,USD,16837198.75,0.007834902456168141,20,132.35,CACI,False,services,low,low,stock|low|low
	291	+firstrate:stock:CAE,CAE,stock,active,2009-07-06,2026-10-30,USD,5173586.15,0.009595860225191731,20,18.56,CAE,False,manufacturing,low,low,stock|low|low
	292	+firstrate:stock:CAG,CAG,stock,active,2000-01-04,2026-10-30,USD,137999568.1,0.008928592018267371,20,37.67,CAG,False,manufacturing,high,low,stock|high|low
	293	+firstrate:stock:CAH,CAH,stock,active,2000-01-04,2026-10-30,USD,198430480.25,0.017095082409450426,20,61.27,CAH,False,wholesale,high,high,stock|high|high
	294	+firstrate:stock:CAKE,CAKE,stock,active,2000-01-04,2026-10-30,USD,52702847.15,0.014820224015355685,20,48.18,CAKE,False,retail,mid,mid,stock|mid|mid
	295	+firstrate:stock:CAL,CAL,stock,active,2007-04-30,2026-10-30,USD,8205095.9,0.01722981336530104,20,33.48,CAL,False,manufacturing,low,high,stock|low|high
	296	+firstrate:stock:CALA,CALA,stock,delisted,2014-10-02,2024-02-12,USD,6087557.4125,0.036092455276944144,20,8.35,CALA,True,unknown,low,high,stock|low|high
	297	+firstrate:stock:CALM,CALM,stock,active,2000-01-04,2026-10-30,USD,15200202.75,0.017723356424557916,20,44.45,CALM,False,agriculture,low,high,stock|low|high
	298	+firstrate:stock:CALY,CALY,stock,active,2007-05-02,2026-10-30,USD,14016185.35,0.024232408730222924,20,13.93,CALY,False,manufacturing,low,high,stock|low|high
	299	+firstrate:stock:CANB,CANB,stock,active,2011-05-02,2025-09-15,USD,89915283.87490585,0.1782055307371826,20,0.033497,CANB,False,unknown,high,high,stock|high|high
	300	+firstrate:stock:CAR,CAR,stock,active,2006-09-06,2026-10-30,USD,125611009.75,0.017141978832253667,20,43.88,CAR,False,services,high,high,stock|high|high
	301	+firstrate:stock:CARS,CARS,stock,active,2017-05-18,2026-10-30,USD,55084886.498500004,0.017909945241396583,20,28.84,CARS,False,services,mid,high,stock|mid|high
	302	+firstrate:stock:CASH,CASH,stock,active,2006-03-22,2026-10-30,USD,8491336.5,0.014285973183318243,20,92.65,CASH,False,finance_insurance_realestate,low,mid,stock|low|mid
	303	+firstrate:stock:CASY,CASY,stock,active,2000-01-04,2026-10-30,USD,78421103.0,0.03189629379497573,20,111.94,CASY,False,retail,high,high,stock|high|high
	304	+firstrate:stock:CAT,CAT,stock,active,2000-01-04,2026-10-30,USD,552930002.45,0.011373638989420055,20,157.58,CAT,False,manufacturing,high,mid,stock|high|mid
	305	+firstrate:stock:CATY,CATY,stock,active,2000-01-04,2026-10-30,USD,16409133.85,0.01254513294224654,20,42.17,CATY,False,finance_insurance_realestate,low,mid,stock|low|mid
	306	+firstrate:stock:CB,CB,stock,active,2008-07-21,2026-10-30,USD,217178847.95,0.007820040935921781,20,146.13,CB,False,finance_insurance_realestate,high,low,stock|high|low
	307	+firstrate:stock:CBIO,CBIO,stock,active,2014-01-13,2026-10-30,USD,15469886.35,0.041021140324084146,20,16.79,CBIO,False,manufacturing,low,high,stock|low|high
	308	+firstrate:stock:CBOE,CBOE,stock,active,2010-06-15,2026-10-30,USD,158758385.396,0.006272870375163188,20,124.59,CBOE,False,finance_insurance_realestate,high,low,stock|high|low
	309	+firstrate:stock:CBRE,CBRE,stock,active,2017-01-04,2026-10-30,USD,79839067.2,0.009547049776071436,20,43.31,CBRE,False,finance_insurance_realestate,high,low,stock|high|low
	310	+firstrate:stock:CBRL,CBRL,stock,active,2000-01-04,2026-10-30,USD,39549500.85,0.013334641536454812,20,158.89,CBRL,False,retail,mid,mid,stock|mid|mid
	311	+firstrate:stock:CBSH,CBSH,stock,active,2004-01-02,2026-10-30,USD,25385607.547000002,0.010664346139632458,20,55.84,CBSH,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	312	+firstrate:stock:CBT,CBT,stock,active,2000-01-04,2026-10-30,USD,24894821.9,0.017013220478966116,20,61.59,CBT,False,manufacturing,mid,high,stock|mid|high
	313	+firstrate:stock:CBU,CBU,stock,active,2000-01-04,2026-10-30,USD,13887150.05,0.015675993841082096,20,53.75,CBU,False,finance_insurance_realestate,low,mid,stock|low|mid
	314	+firstrate:stock:CC,CC,stock,active,2015-06-22,2026-10-30,USD,112070971.3,0.023912151306643623,20,50.06,CC,False,manufacturing,high,high,stock|high|high
	315	+firstrate:stock:CCI,CCI,stock,active,2001-04-26,2026-10-30,USD,195098955.95,0.008840308428842836,20,111.01,CCI,False,finance_insurance_realestate,high,low,stock|high|low
	316	+firstrate:stock:CCJ,CCJ,stock,active,2000-01-04,2026-10-30,USD,24441703.6,0.034296022169989074,20,9.23,CCJ,False,mining,mid,high,stock|mid|high
	317	+firstrate:stock:CCK,CCK,stock,active,2000-01-04,2026-10-30,USD,80062240.7,0.007451734101040392,20,56.25,CCK,False,manufacturing,high,low,stock|high|low
	318	+firstrate:stock:CCL,CCL,stock,active,2000-01-04,2026-10-30,USD,207039059.55,0.012502095969935142,20,66.37,CCL,False,transport_utilities,high,mid,stock|high|mid
	319	+firstrate:stock:CCOI,CCOI,stock,active,2006-03-07,2026-10-30,USD,17707971.65,0.016088541461577177,20,45.3,CCOI,False,transport_utilities,low,mid,stock|low|mid
	320	+firstrate:stock:CCS,CCS,stock,active,2014-06-19,2026-10-30,USD,9306279.0,0.009694452173873927,20,31.1,CCS,False,construction,low,low,stock|low|low
	321	+firstrate:stock:CCU,CCU,stock,active,2000-01-04,2026-10-30,USD,5152673.6,0.01564350382540916,20,29.58,CCU,False,unknown,low,mid,stock|low|mid
	322	+firstrate:stock:CDE,CDE,stock,active,2000-01-04,2026-10-30,USD,16762556.1,0.025094147384240574,20,7.5,CDE,False,mining,low,high,stock|low|high
	323	+firstrate:stock:CDNS,CDNS,stock,active,2005-11-01,2026-10-30,USD,117557399.35,0.01056771199712282,20,41.82,CDNS,False,services,high,mid,stock|high|mid
	324	+firstrate:stock:CDP,CDP,stock,active,2007-01-04,2026-10-30,USD,28079794.55,0.011162776317920415,20,29.2,CDP,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	325	+firstrate:stock:CDW,CDW,stock,active,2013-06-28,2026-10-30,USD,47598067.95,0.01273188165509672,20,69.49,CDW,False,retail,mid,mid,stock|mid|mid
	326	+firstrate:stock:CE,CE,stock,active,2005-01-24,2026-10-30,USD,60388320.4,0.010405083904415559,20,107.08,CE,False,manufacturing,mid,low,stock|mid|low
	327	+firstrate:stock:CENTA,CENTA,stock,active,2007-02-07,2026-10-30,USD,7959708.1,0.020507028270383726,20,37.71,CENTA,False,wholesale,low,high,stock|low|high
	328	+firstrate:stock:CENX,CENX,stock,active,2000-01-04,2026-10-30,USD,34413097.85,0.035611769624517536,20,19.64,CENX,False,manufacturing,mid,high,stock|mid|high
	329	+firstrate:stock:CEVA,CEVA,stock,active,2003-12-09,2026-10-30,USD,6589745.45,0.012176308321630264,20,46.15,CEVA,False,services,low,mid,stock|low|mid
	330	+firstrate:stock:CF,CF,stock,active,2005-08-12,2026-10-30,USD,141960460.65,0.017148266070647337,20,42.54,CF,False,manufacturing,high,high,stock|high|high
	331	+firstrate:stock:CFFN,CFFN,stock,active,2000-01-04,2026-10-30,USD,6129297.9,0.009112551261859473,20,13.41,CFFN,False,finance_insurance_realestate,low,low,stock|low|low
	332	+firstrate:stock:CFG,CFG,stock,active,2014-09-25,2026-10-30,USD,176505066.4,0.01324437823169498,20,41.98,CFG,False,finance_insurance_realestate,high,mid,stock|high|mid
	333	+firstrate:stock:CFR,CFR,stock,active,2000-01-04,2026-10-30,USD,36355556.35,0.009855846635717357,20,94.65,CFR,False,finance_insurance_realestate,mid,low,stock|mid|low
	334	+firstrate:stock:CG,CG,stock,active,2012-05-04,2026-10-30,USD,18619045.0,0.01670985457316263,20,22.9,CG,False,finance_insurance_realestate,mid,high,stock|mid|high
	335	+firstrate:stock:CGBD,CGBD,stock,active,2017-06-14,2026-10-30,USD,5292801.55,0.018425413250411693,20,20.04,CGBD,False,unknown,low,high,stock|low|high
	336	+firstrate:stock:CGNX,CGNX,stock,active,2000-01-04,2026-10-30,USD,124200708.15,0.17955573955450738,20,61.16,CGNX,False,manufacturing,high,high,stock|high|high
	337	+firstrate:stock:CHCT,CHCT,stock,active,2015-05-22,2026-10-30,USD,9824960.2,0.012696443003004793,20,28.1,CHCT,False,finance_insurance_realestate,low,mid,stock|low|mid
	338	+firstrate:stock:CHD,CHD,stock,active,2000-01-04,2026-10-30,USD,87589364.75,0.009183854216060848,20,50.17,CHD,False,manufacturing,high,low,stock|high|low
	339	+firstrate:stock:CHDN,CHDN,stock,active,2000-01-04,2026-10-30,USD,19349658.75,0.0080655176119578,20,232.7,CHDN,False,services,mid,low,stock|mid|low
	340	+firstrate:stock:CHE,CHE,stock,active,2004-05-19,2026-10-30,USD,23120913.45,0.008823992755985752,20,243.02,CHE,False,services,mid,low,stock|mid|low
	341	+firstrate:stock:CHGG,CHGG,stock,active,2013-11-14,2026-10-30,USD,12149398.95,0.0291556940433887,20,16.32,CHGG,False,services,low,high,stock|low|high
	342	+firstrate:stock:CHH,CHH,stock,active,2000-01-04,2026-10-30,USD,15387898.5,0.008046366414786349,20,77.6,CHH,False,services,low,low,stock|low|low
	343	+firstrate:stock:CHRW,CHRW,stock,active,2000-01-04,2026-10-30,USD,125689390.75,0.009248942685536875,20,89.09,CHRW,False,transport_utilities,high,low,stock|high|low
	344	+firstrate:stock:CHTR,CHTR,stock,active,2010-09-15,2026-10-30,USD,606467368.4,0.01777746739634823,20,335.96,CHTR,False,transport_utilities,high,high,stock|high|high
	345	+firstrate:stock:CI,CI,stock,active,2000-01-04,2026-10-30,USD,255712199.3,0.010178847871568206,20,203.09,CI,False,finance_insurance_realestate,high,low,stock|high|low
	346	+firstrate:stock:CIB,CIB,stock,active,2000-01-04,2026-10-30,USD,11843052.2,0.013357211952053659,20,39.66,CIB,False,unknown,low,mid,stock|low|mid
	347	+firstrate:stock:CIEN,CIEN,stock,active,2000-01-04,2026-10-30,USD,81483266.75,0.013915716211302297,20,20.93,CIEN,False,manufacturing,high,mid,stock|high|mid
	348	+firstrate:stock:CIG,CIG,stock,active,2004-01-02,2026-10-30,USD,7003004.5205,0.018690528781507183,20,2.06,CIG,False,unknown,low,high,stock|low|high
	349	+firstrate:stock:CIM,CIM,stock,active,2007-11-16,2026-10-30,USD,19127297.003000002,0.010121639894278838,20,18.48,CIM,False,finance_insurance_realestate,mid,low,stock|mid|low
	350	+firstrate:stock:CINF,CINF,stock,active,2000-01-04,2026-10-30,USD,34163131.25,0.009048532704251393,20,74.97,CINF,False,finance_insurance_realestate,mid,low,stock|mid|low
	351	+firstrate:stock:CL,CL,stock,active,2000-01-04,2026-10-30,USD,222736193.55,0.008081476736868655,20,75.45,CL,False,manufacturing,high,low,stock|high|low
	352	+firstrate:stock:CLB,CLB,stock,active,2000-01-03,2026-10-30,USD,49472612.15,0.01846913610281714,20,109.55,CLB,False,mining,mid,high,stock|mid|high
	353	+firstrate:stock:CLDT,CLDT,stock,active,2010-04-19,2026-10-30,USD,12379351.65,0.011531632764941149,20,22.76,CLDT,False,finance_insurance_realestate,low,mid,stock|low|mid
	354	+firstrate:stock:CLF,CLF,stock,active,2000-01-04,2026-10-30,USD,76251969.7,0.03408077498877964,20,7.21,CLF,False,mining,high,high,stock|high|high
	355	+firstrate:stock:CLH,CLH,stock,active,2008-12-16,2026-10-30,USD,17815498.05,0.010846766996155017,20,54.2,CLH,False,transport_utilities,mid,mid,stock|mid|mid
	356	+firstrate:stock:CLLS,CLLS,stock,active,2015-03-26,2026-10-30,USD,5926775.25,0.0335121232783633,20,29.15,CLLS,False,manufacturing,low,high,stock|low|high
	357	+firstrate:stock:CLS,CLS,stock,active,2000-01-03,2026-10-30,USD,6109218.35,0.007528232344352969,20,10.48,CLS,False,manufacturing,low,low,stock|low|low
	358	+firstrate:stock:CLX,CLX,stock,active,2000-01-04,2026-10-30,USD,110147831.8,0.00678869263593531,20,148.74,CLX,False,manufacturing,high,low,stock|high|low
	359	+firstrate:stock:CM,CM,stock,active,2006-07-11,2026-10-30,USD,43691049.45,0.007688364752660248,20,97.41,CM,False,finance_insurance_realestate,mid,low,stock|mid|low
	360	+firstrate:stock:CMBT,CMBT,stock,active,2015-01-23,2026-10-30,USD,5669479.63,0.02650718290752196,20,9.25,CMBT,False,transport_utilities,low,high,stock|low|high
	361	+firstrate:stock:CMC,CMC,stock,active,2000-01-04,2026-10-30,USD,33973756.35,0.01577334363749261,20,21.32,CMC,False,manufacturing,mid,mid,stock|mid|mid
	362	+firstrate:stock:CMCM,CMCM,stock,active,2014-05-09,2026-10-30,USD,10230527.65,0.03943882230031629,20,12.08,CMCM,False,unknown,low,high,stock|low|high
	363	+firstrate:stock:CMCSA,CMCSA,stock,active,2000-01-04,2026-10-30,USD,981397379.35,0.0197127389689844,20,40.05,CMCSA,False,transport_utilities,high,high,stock|high|high
	364	+firstrate:stock:CME,CME,stock,active,2002-12-09,2026-10-30,USD,237224521.65,0.008508423915490525,20,146.05,CME,False,finance_insurance_realestate,high,low,stock|high|low
	365	+firstrate:stock:CMG,CMG,stock,active,2006-01-27,2026-10-30,USD,342464344.95,0.016225046017832832,20,289.03,CMG,False,retail,high,mid,stock|high|mid
	366	+firstrate:stock:CMI,CMI,stock,active,2003-12-11,2026-10-30,USD,199251305.95,0.007567367936728825,20,176.64,CMI,False,manufacturing,high,low,stock|high|low
	367	+firstrate:stock:CMP,CMP,stock,active,2003-12-15,2026-10-30,USD,21134153.5,0.009729281490763138,20,72.25,CMP,False,mining,mid,low,stock|mid|low
	368	+firstrate:stock:CMS,CMS,stock,active,2000-01-04,2026-10-30,USD,89192046.65,0.008446629685348001,20,47.3,CMS,False,transport_utilities,high,low,stock|high|low
	369	+firstrate:stock:CMTL,CMTL,stock,active,2000-01-04,2026-10-30,USD,5346730.4,0.02589088042315301,20,22.12,CMTL,False,manufacturing,low,high,stock|low|high
	370	+firstrate:stock:CNA,CNA,stock,active,2000-01-04,2026-10-30,USD,9384868.0,0.006891086524324019,20,53.05,CNA,False,finance_insurance_realestate,low,low,stock|low|low
	371	+firstrate:stock:CNC,CNC,stock,active,2003-10-17,2026-10-30,USD,157256201.05,0.020113841993672114,20,100.88,CNC,False,finance_insurance_realestate,high,high,stock|high|high
	372	+firstrate:stock:CNDT,CNDT,stock,active,2016-12-14,2026-10-30,USD,33287634.35,0.00912232890768933,20,16.16,CNDT,False,services,mid,low,stock|mid|low
	373	+firstrate:stock:CNH,CNH,stock,active,2013-10-01,2026-10-30,USD,24061110.05,0.00935403571305704,20,13.4,CNH,False,manufacturing,mid,low,stock|mid|low
	374	+firstrate:stock:CNI,CNI,stock,active,2000-01-03,2026-10-30,USD,70569599.8,0.0045217132952004675,20,82.5,CNI,False,transport_utilities,high,low,stock|high|low
	375	+firstrate:stock:CNK,CNK,stock,active,2007-04-25,2026-10-30,USD,37876087.25,0.016180231614203604,20,34.82,CNK,False,services,mid,mid,stock|mid|mid
	376	+firstrate:stock:CNO,CNO,stock,delisted,2007-04-27,2024-12-20,USD,21193793.514,0.010388932265792366,20,24.69,CNO,True,unknown,mid,low,stock|mid|low
	377	+firstrate:stock:CNP,CNP,stock,active,2002-10-02,2026-10-30,USD,82248299.2,0.008391858960807554,20,28.36,CNP,False,transport_utilities,high,low,stock|high|low
	378	+firstrate:stock:CNQ,CNQ,stock,active,2003-02-04,2026-10-30,USD,68489185.8,0.013038281475134897,20,35.72,CNQ,False,mining,high,mid,stock|high|mid
	379	+firstrate:stock:CNS,CNS,stock,active,2004-08-17,2026-10-30,USD,7475461.75,0.010621619452775207,20,47.29,CNS,False,finance_insurance_realestate,low,mid,stock|low|mid
	380	+firstrate:stock:CNX,CNX,stock,active,2000-01-04,2026-10-30,USD,53651565.95,0.018995357868664742,20,14.63,CNX,False,mining,mid,high,stock|mid|high
	381	+firstrate:stock:COF,COF,stock,active,2000-01-04,2026-10-30,USD,194886690.9,0.01232301649647197,20,99.58,COF,False,finance_insurance_realestate,high,mid,stock|high|mid
	382	+firstrate:stock:COHU,COHU,stock,active,2000-01-04,2026-10-30,USD,5820529.85,0.016482796086373472,20,21.95,COHU,False,manufacturing,low,high,stock|low|high
	383	+firstrate:stock:COKE,COKE,stock,active,2000-01-04,2026-10-30,USD,13446345.75,0.018243592492803263,20,215.26,COKE,False,manufacturing,low,high,stock|low|high
	384	+firstrate:stock:COLB,COLB,stock,active,2000-01-04,2026-10-30,USD,14597052.8,0.014242999134187796,20,43.44,COLB,False,finance_insurance_realestate,low,mid,stock|low|mid
	385	+firstrate:stock:COLL,COLL,stock,active,2015-05-08,2026-10-30,USD,11943387.7,0.026695671694409003,20,18.46,COLL,False,manufacturing,low,high,stock|low|high
	386	+firstrate:stock:COLM,COLM,stock,active,2000-01-04,2026-10-30,USD,13545862.45,0.008917336798007634,20,71.88,COLM,False,manufacturing,low,low,stock|low|low
	387	+firstrate:stock:COO,COO,stock,active,2000-01-04,2026-10-30,USD,120587888.15,0.018579750750902787,20,217.88,COO,False,manufacturing,high,high,stock|high|high
	388	+firstrate:stock:COP,COP,stock,active,2002-09-04,2026-10-30,USD,290224886.45,0.013172280681659545,20,54.89,COP,False,manufacturing,high,mid,stock|high|mid
	389	+firstrate:stock:COR,COR,stock,active,2005-01-04,2026-10-30,USD,156533741.6,0.014054674171497137,20,91.82,COR,False,wholesale,high,mid,stock|high|mid
	390	+firstrate:stock:CORT,CORT,stock,active,2004-04-15,2026-10-30,USD,43078690.8,0.04197898865834077,20,18.06,CORT,False,manufacturing,mid,high,stock|mid|high
	391	+firstrate:stock:COST,COST,stock,active,2000-01-04,2026-10-30,USD,573359676.65,0.011676048448717006,20,186.12,COST,False,retail,high,mid,stock|high|mid
	392	+firstrate:stock:COTY,COTY,stock,active,2013-06-14,2026-10-30,USD,86958659.05,0.015688523732460043,20,19.89,COTY,False,manufacturing,high,mid,stock|high|mid
	393	+firstrate:stock:CP,CP,stock,active,2000-01-04,2026-10-30,USD,71360196.15,0.00822042927520966,20,182.76,CP,False,transport_utilities,high,low,stock|high|low
	394	+firstrate:stock:CPA,CPA,stock,active,2005-12-16,2026-10-30,USD,32132211.75,0.008969401374100737,20,134.06,CPA,False,unknown,mid,low,stock|mid|low
	395	+firstrate:stock:CPAY,CPAY,stock,active,2010-12-16,2026-10-30,USD,116409152.5,0.006522798318790064,20,192.43,CPAY,False,services,high,low,stock|high|low
	396	+firstrate:stock:CPB,CPB,stock,active,2000-01-04,2026-10-30,USD,134517950.3,0.013027056210134216,20,48.11,CPB,False,manufacturing,high,mid,stock|high|mid
	397	+firstrate:stock:CPRI,CPRI,stock,active,2011-12-16,2026-10-30,USD,131697814.35,0.011177975535302063,20,62.95,CPRI,False,manufacturing,high,mid,stock|high|mid
	398	+firstrate:stock:CPRT,CPRT,stock,active,2000-01-04,2026-10-30,USD,52164948.75,0.005790136785447898,20,43.19,CPRT,False,retail,mid,low,stock|mid|low
	399	+firstrate:stock:CPS,CPS,stock,active,2013-10-18,2026-10-30,USD,16557809.7,0.011756098595655634,20,122.5,CPS,False,manufacturing,low,mid,stock|low|mid
	400	+firstrate:stock:CPT,CPT,stock,active,2000-01-04,2026-10-30,USD,51475387.85,0.010183736261696837,20,92.06,CPT,False,finance_insurance_realestate,mid,low,stock|mid|low
	401	+firstrate:stock:CQP,CQP,stock,active,2007-03-22,2026-10-30,USD,8623419.7,0.012543754286888092,20,29.64,CQP,False,transport_utilities,low,mid,stock|low|mid
	402	+firstrate:etf:CQQQ,CQQQ,etf,active,2009-12-08,2026-10-30,USD,14904342.102500001,0.014830989212710498,20,60.62,CQQQ,False,international,mid,high,etf|mid|high
	403	+firstrate:stock:CRH,CRH,stock,active,2004-03-08,2026-10-30,USD,22117763.207,0.011690753472213345,20,36.09,CRH,False,manufacturing,mid,mid,stock|mid|mid
	404	+firstrate:stock:CRI,CRI,stock,active,2003-10-29,2026-10-30,USD,61182862.45,0.009507436080917132,20,117.49,CRI,False,manufacturing,mid,low,stock|mid|low
	405	+firstrate:stock:CRL,CRL,stock,active,2000-06-26,2026-10-30,USD,31544412.05,0.01091465764953073,20,109.45,CRL,False,services,mid,mid,stock|mid|mid
	406	+firstrate:stock:CRM,CRM,stock,active,2004-06-24,2026-10-30,USD,428535508.15,0.01255826140926173,20,102.23,CRM,False,services,high,mid,stock|high|mid
	407	+firstrate:stock:CROX,CROX,stock,active,2017-01-18,2026-10-30,USD,14409726.938749999,0.03455418999552321,20,12.63,CROX,False,manufacturing,low,high,stock|low|high
	408	+firstrate:stock:CRS,CRS,stock,active,2000-01-04,2026-10-30,USD,15843527.05,0.017447535408875118,20,50.99,CRS,False,manufacturing,low,high,stock|low|high
	409	+firstrate:stock:CRSP,CRSP,stock,active,2016-10-20,2026-10-30,USD,8061314.15,0.03752925855147025,20,23.48,CRSP,False,manufacturing,low,high,stock|low|high
	410	+firstrate:stock:CRTO,CRTO,stock,active,2013-10-30,2026-10-30,USD,52990405.4,0.06552907285000065,20,26.03,CRTO,False,services,mid,high,stock|mid|high
	411	+firstrate:stock:CRUS,CRUS,stock,active,2000-01-04,2026-10-30,USD,47056965.8,0.014220509900162829,20,51.86,CRUS,False,manufacturing,mid,mid,stock|mid|mid
	412	+firstrate:stock:CSCO,CSCO,stock,active,2000-01-04,2026-10-30,USD,709340241.2,0.00616262308604912,20,38.3,CSCO,False,manufacturing,high,low,stock|high|low
	413	+firstrate:stock:CSGP,CSGP,stock,active,2000-01-04,2026-10-30,USD,78807543.4,0.010701722094717498,20,296.95,CSGP,False,services,high,mid,stock|high|mid
	414	+firstrate:stock:CSIQ,CSIQ,stock,active,2006-11-09,2026-10-30,USD,19818704.5,0.02968736608864375,20,16.86,CSIQ,False,manufacturing,mid,high,stock|mid|high
	415	+firstrate:stock:CSL,CSL,stock,active,2000-01-04,2026-10-30,USD,31282689.65,0.009327699680713852,20,113.65,CSL,False,manufacturing,mid,low,stock|mid|low
	416	+firstrate:stock:CSTE,CSTE,stock,active,2012-03-23,2026-10-30,USD,7481485.25,0.022146662648914434,20,22.0,CSTE,False,manufacturing,low,high,stock|low|high
	417	+firstrate:stock:CSTM,CSTM,stock,active,2013-05-23,2026-10-30,USD,11258086.75,0.022622396513310463,20,11.15,CSTM,False,manufacturing,low,high,stock|low|high
	418	+firstrate:stock:CSX,CSX,stock,active,2000-01-04,2026-10-30,USD,557963875.1,0.021489787725271,20,55.01,CSX,False,transport_utilities,high,high,stock|high|high
	419	+firstrate:stock:CTAS,CTAS,stock,active,2000-01-04,2026-10-30,USD,104301758.0,0.0080548856294882,20,155.83,CTAS,False,manufacturing,high,low,stock|high|low
	420	+firstrate:stock:CTMX,CTMX,stock,active,2015-10-09,2026-10-30,USD,8532072.9,0.0266883172760177,20,21.11,CTMX,False,manufacturing,low,high,stock|low|high
	421	+firstrate:stock:CTRE,CTRE,stock,active,2014-05-29,2026-10-30,USD,9471639.9695,0.008403163805453159,20,16.76,CTRE,False,finance_insurance_realestate,low,low,stock|low|low
	422	+firstrate:stock:CTSH,CTSH,stock,active,2000-01-04,2026-10-30,USD,278424484.4,0.007020543172238834,20,71.02,CTSH,False,services,high,low,stock|high|low
	423	+firstrate:stock:CUBE,CUBE,stock,active,2007-05-02,2026-10-30,USD,45692322.35,0.009959501628849995,20,28.92,CUBE,False,finance_insurance_realestate,mid,low,stock|mid|low
	424	+firstrate:stock:CUBI,CUBI,stock,active,2013-05-17,2026-10-30,USD,5505803.05,0.012803814361742237,20,25.99,CUBI,False,finance_insurance_realestate,low,mid,stock|low|mid
	425	+firstrate:stock:CUZ,CUZ,stock,active,2000-01-04,2026-10-30,USD,32655454.8,0.011982889620759751,20,9.25,CUZ,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	426	+firstrate:stock:CVBF,CVBF,stock,active,2009-07-23,2026-10-30,USD,8586126.75,0.013508295158154205,20,23.56,CVBF,False,finance_insurance_realestate,low,mid,stock|low|mid
	427	+firstrate:stock:CVCO,CVCO,stock,active,2003-07-02,2026-10-30,USD,6048197.75,0.01584371600438942,20,152.6,CVCO,False,manufacturing,low,mid,stock|low|mid
	428	+firstrate:stock:CVE,CVE,stock,active,2009-12-10,2026-10-30,USD,33974586.45,0.02350052575649764,20,9.13,CVE,False,mining,mid,high,stock|mid|high
	429	+firstrate:stock:CVI,CVI,stock,active,2007-10-24,2026-10-30,USD,15262254.0,0.01803107242257958,20,37.24,CVI,False,manufacturing,low,high,stock|low|high
	430	+firstrate:stock:CVLT,CVLT,stock,active,2006-09-25,2026-10-30,USD,19712378.75,0.005419067371389425,20,52.5,CVLT,False,services,mid,low,stock|mid|low
	431	+firstrate:stock:CVNA,CVNA,stock,active,2017-05-01,2026-10-30,USD,11645806.3,0.04644841067339923,20,19.12,CVNA,False,retail,low,high,stock|low|high
	432	+firstrate:stock:CVS,CVS,stock,active,2000-01-04,2026-10-30,USD,800058538.85,0.018172622688781625,20,72.5,CVS,False,retail,high,high,stock|high|high
	433	+firstrate:stock:CVX,CVX,stock,active,2001-10-11,2026-10-30,USD,638747668.05,0.008603170711210792,20,125.19,CVX,False,manufacturing,high,low,stock|high|low
	434	+firstrate:stock:CW,CW,stock,active,2000-01-04,2026-10-30,USD,26099453.25,0.011102400143969253,20,121.85,CW,False,manufacturing,mid,mid,stock|mid|mid
	435	+firstrate:etf:CWB,CWB,etf,active,2009-04-16,2026-10-30,USD,36728745.2,0.005676391111608354,20,50.6,CWB,False,other,mid,mid,etf|mid|mid
	436	+firstrate:stock:CWH,CWH,stock,delisted,2016-10-07,2024-12-20,USD,22755695.248999998,0.014086221930045271,20,44.73,CWH,True,unknown,mid,mid,stock|mid|mid
	437	+firstrate:etf:CWI,CWI,etf,active,2007-01-17,2026-10-30,USD,6056000.8,0.005193300235667431,20,39.0,CWI,False,other,low,mid,etf|low|mid
	438	+firstrate:stock:CWT,CWT,stock,active,2000-01-04,2026-10-30,USD,9018069.0,0.014793469377500685,20,45.35,CWT,False,transport_utilities,low,mid,stock|low|mid
	439	+firstrate:stock:CX,CX,stock,active,2000-01-04,2026-10-30,USD,74172180.0,0.011691704113335793,20,7.5,CX,False,unknown,high,mid,stock|high|mid
	440	+firstrate:etf:CXSE,CXSE,etf,active,2012-09-19,2026-10-30,USD,6115614.65,0.011710911796960747,20,86.22,CXSE,False,international,low,high,etf|low|high
	441	+firstrate:stock:CXW,CXW,stock,active,2000-10-03,2026-10-30,USD,24277421.8,0.0121330840940102,20,22.5,CXW,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	442	+firstrate:stock:CYH,CYH,stock,active,2000-06-12,2026-10-30,USD,11270141.95,0.02585425988391131,20,4.26,CYH,False,services,low,high,stock|low|high
	443	+firstrate:stock:CYTK,CYTK,stock,active,2004-05-03,2026-10-30,USD,5041438.74125,0.03558478752298231,20,8.15,CYTK,False,manufacturing,low,high,stock|low|high
	444	+firstrate:stock:CZR,CZR,stock,active,2014-09-23,2026-10-30,USD,26303287.25,0.021468263345491765,20,33.15,CZR,False,services,mid,high,stock|mid|high
	445	+firstrate:stock:D,D,stock,active,2000-01-04,2026-10-30,USD,194491600.65,0.008513174663547403,20,81.06,D,False,transport_utilities,high,low,stock|high|low
	446	+firstrate:stock:DAL,DAL,stock,active,2007-05-04,2026-10-30,USD,375270538.05,0.0114811553932158,20,56.0,DAL,False,transport_utilities,high,mid,stock|high|mid
	447	+firstrate:stock:DAN,DAN,stock,active,2008-02-04,2026-10-30,USD,34714658.2,0.012055341913297381,20,32.01,DAN,False,manufacturing,mid,mid,stock|mid|mid
	448	+firstrate:stock:DAR,DAR,stock,active,2000-01-04,2026-10-30,USD,24670264.35,0.017408963234463823,20,18.13,DAR,False,manufacturing,mid,high,stock|mid|high
	449	+firstrate:stock:DB,DB,stock,active,2001-10-04,2026-10-30,USD,59152689.75,0.01431072788068967,20,19.03,DB,False,unknown,mid,mid,stock|mid|mid
	450	+firstrate:etf:DBA,DBA,etf,active,2007-01-05,2026-10-30,USD,15104744.65,0.005410563347567581,20,18.76,DBA,False,other,mid,mid,etf|mid|mid
	451	+firstrate:etf:DBC,DBC,etf,active,2006-02-03,2026-10-30,USD,38128990.1235,0.007261521867652983,20,16.61,DBC,False,commodity,mid,mid,etf|mid|mid
	452	+firstrate:etf:DBEF,DBEF,etf,active,2011-06-09,2026-10-30,USD,31103821.9,0.005338656734670153,20,31.78,DBEF,False,international,mid,mid,etf|mid|mid
	453	+firstrate:etf:DBEU,DBEU,etf,active,2013-10-01,2026-10-30,USD,12691570.45,0.004970938642290825,20,28.42,DBEU,False,international,mid,mid,etf|mid|mid
	454	+firstrate:stock:DBI,DBI,stock,active,2007-05-01,2026-10-30,USD,33978935.75,0.02202514004435303,20,21.41,DBI,False,retail,mid,high,stock|mid|high
	455	+firstrate:etf:DBJP,DBJP,etf,active,2011-06-09,2026-10-30,USD,11907097.0,0.0064125462873817814,20,44.09,DBJP,False,international,low,mid,etf|low|mid
	456	+firstrate:stock:DCH,DCH,stock,active,2000-01-04,2026-10-30,USD,33634034.45,0.0158459666915211,20,17.03,DCH,False,manufacturing,mid,mid,stock|mid|mid
	457	+firstrate:stock:DCI,DCI,stock,active,2000-01-04,2026-10-30,USD,20821608.1,0.0076720533163990665,20,48.95,DCI,False,manufacturing,mid,low,stock|mid|low
	458	+firstrate:stock:DD,DD,stock,active,2007-04-27,2026-10-30,USD,455712149.34625006,0.007731203213823082,20,71.33,DD,False,manufacturing,high,low,stock|high|low
	459	+firstrate:stock:DDD,DDD,stock,active,2011-05-27,2026-10-30,USD,28722957.2,0.03555660210310773,20,8.64,DDD,False,services,mid,high,stock|mid|high
	460	+firstrate:etf:DDM,DDM,etf,active,2006-06-21,2026-10-30,USD,26711017.95,0.006693973706759252,20,132.16,DDM,False,leveraged_inverse,mid,mid,etf|mid|mid
	461	+firstrate:stock:DDS,DDS,stock,active,2000-01-04,2026-10-30,USD,30789540.55,0.01895489050137027,20,60.05,DDS,False,retail,mid,high,stock|mid|high
	462	+firstrate:stock:DE,DE,stock,active,2000-01-04,2026-10-30,USD,264148810.0,0.008677027137301159,20,156.51,DE,False,manufacturing,high,low,stock|high|low
	463	+firstrate:stock:DEA,DEA,stock,active,2015-02-09,2026-10-30,USD,25209855.85,0.01161119456740013,20,21.34,DEA,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	464	+firstrate:stock:DECK,DECK,stock,active,2000-01-04,2026-10-30,USD,42214665.3,0.02056590453255282,20,80.25,DECK,False,manufacturing,mid,high,stock|mid|high
	465	+firstrate:stock:DEI,DEI,stock,active,2006-10-26,2026-10-30,USD,37161319.6,0.007664640318710114,20,41.06,DEI,False,finance_insurance_realestate,mid,low,stock|mid|low
	466	+firstrate:etf:DEM,DEM,etf,active,2007-07-13,2026-10-30,USD,9939953.4,0.006351186252724831,20,45.35,DEM,False,international,low,mid,etf|low|mid
	467	+firstrate:stock:DEO,DEO,stock,active,2000-01-03,2026-10-30,USD,57890953.05,0.006087777068431768,20,146.03,DEO,False,manufacturing,mid,low,stock|mid|low
	468	+firstrate:etf:DES,DES,etf,active,2006-06-16,2026-10-30,USD,6090774.55,0.006951497979067287,20,29.05,DES,False,broad_equity,low,mid,etf|low|mid
	469	+firstrate:etf:DFE,DFE,etf,active,2006-09-21,2026-10-30,USD,9903942.2,0.004132287902106423,20,70.56,DFE,False,international,low,low,etf|low|low
	470	+firstrate:stock:DFIN,DFIN,stock,active,2016-09-27,2026-10-30,USD,5758930.5,0.012340777099968349,20,19.49,DFIN,False,services,low,mid,stock|low|mid
	471	+firstrate:stock:DG,DG,stock,active,2009-11-16,2026-10-30,USD,262081602.25,0.012545313231370567,20,93.01,DG,False,retail,high,mid,stock|high|mid
	472	+firstrate:etf:DGRO,DGRO,etf,active,2014-06-12,2026-10-30,USD,15041617.15,0.003956106583446069,20,34.78,DGRO,False,broad_equity,mid,low,etf|mid|low
	473	+firstrate:etf:DGRW,DGRW,etf,active,2013-05-22,2026-10-30,USD,9678391.85,0.0038032570500417815,20,41.43,DGRW,False,broad_equity,low,low,etf|low|low
	474	+firstrate:etf:DGS,DGS,etf,active,2007-10-30,2026-10-30,USD,5800868.5,0.006754032354092111,20,52.15,DGS,False,international,low,mid,etf|low|mid
	475	+firstrate:stock:DGX,DGX,stock,active,2000-01-04,2026-10-30,USD,110927045.55,0.0084409349126861,20,98.49,DGX,False,services,high,low,stock|high|low
	476	+firstrate:stock:DHC,DHC,stock,active,2007-05-01,2026-10-30,USD,21327487.85,0.012477231188840619,20,19.15,DHC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	477	+firstrate:stock:DHI,DHI,stock,active,2000-01-04,2026-10-30,USD,170847302.55,0.008183162071958027,20,51.07,DHI,False,construction,high,low,stock|high|low
	478	+firstrate:stock:DHR,DHR,stock,active,2000-01-04,2026-10-30,USD,205703055.6,0.006332458283634181,20,92.82,DHR,False,manufacturing,high,low,stock|high|low
	479	+firstrate:stock:DIN,DIN,stock,active,2008-06-03,2026-10-30,USD,12711381.1,0.027068853954410752,20,50.73,DIN,False,retail,low,high,stock|low|high
	480	+firstrate:stock:DIOD,DIOD,stock,active,2000-06-20,2026-10-30,USD,10379161.6,0.014618451379000225,20,28.67,DIOD,False,manufacturing,low,mid,stock|low|mid
	481	+firstrate:stock:DIS,DIS,stock,active,2000-01-04,2026-10-30,USD,1109979869.7,0.016997470604295926,20,107.51,DIS,False,services,high,high,stock|high|high
	482	+firstrate:etf:DJP,DJP,etf,active,2006-10-30,2026-10-30,USD,11697627.5945,0.006834884712576646,20,24.41,DJP,False,commodity,low,mid,etf|low|mid
	483	+firstrate:stock:DK,DK,stock,active,2006-05-05,2026-10-30,USD,37839608.25,0.018157085576648836,20,34.94,DK,False,manufacturing,mid,high,stock|mid|high
	484	+firstrate:stock:DKS,DKS,stock,active,2002-10-17,2026-10-30,USD,90559755.2,0.021810829463790985,20,28.74,DKS,False,retail,high,high,stock|high|high
	485	+firstrate:stock:DLB,DLB,stock,active,2005-02-18,2026-10-30,USD,15833772.05,0.007124593192097926,20,62.0,DLB,False,finance_insurance_realestate,low,low,stock|low|low
	486	+firstrate:stock:DLR,DLR,stock,active,2004-11-01,2026-10-30,USD,138057371.75,0.019716475500988553,20,113.9,DLR,False,finance_insurance_realestate,high,high,stock|high|high
	487	+firstrate:stock:DLTH,DLTH,stock,active,2015-11-23,2026-10-30,USD,9171828.025,0.048295511417432505,20,17.85,DLTH,False,retail,low,high,stock|low|high
	488	+firstrate:stock:DLTR,DLTR,stock,active,2000-01-04,2026-10-30,USD,223226879.15,0.013096335329520481,20,107.31,DLTR,False,retail,high,mid,stock|high|mid
	489	+firstrate:stock:DLX,DLX,stock,active,2000-01-04,2026-10-30,USD,25804656.8,0.017154204899753164,20,76.84,DLX,False,manufacturing,mid,high,stock|mid|high
	490	+firstrate:stock:DMC,DMC,stock,active,2000-01-04,2026-10-30,USD,8879445.5,0.011573506899138816,20,47.67,DMC,False,agriculture,low,mid,stock|low|mid
	491	+firstrate:stock:DNOW,DNOW,stock,active,2014-06-03,2026-10-30,USD,12880589.496499998,0.02948637178343848,20,11.03,DNOW,False,manufacturing,low,high,stock|low|high
	492	+firstrate:stock:DNP,DNP,stock,active,2000-01-04,2026-10-30,USD,5308042.25,0.014468366573910268,20,10.8,DNP,False,unknown,low,mid,stock|low|mid
	493	+firstrate:stock:DOC,DOC,stock,active,2008-01-02,2026-10-30,USD,104773506.2,0.010447797886727228,20,26.08,DOC,False,finance_insurance_realestate,high,low,stock|high|low
	494	+firstrate:etf:DOG,DOG,etf,active,2006-06-21,2026-10-30,USD,10122180.15,0.003358621821398706,20,14.94,DOG,False,leveraged_inverse,low,low,etf|low|low
	495	+firstrate:etf:DON,DON,etf,active,2006-06-16,2026-10-30,USD,9017013.5,0.0047118488644363994,20,35.28,DON,False,broad_equity,low,mid,etf|low|mid
	496	+firstrate:stock:DORM,DORM,stock,active,2006-05-30,2026-10-30,USD,18071031.85,0.01463231264441789,20,61.14,DORM,False,manufacturing,mid,mid,stock|mid|mid
	497	+firstrate:stock:DOV,DOV,stock,active,2000-01-04,2026-10-30,USD,93267001.4,0.010681852790153016,20,100.99,DOV,False,manufacturing,high,mid,stock|high|mid
	498	+firstrate:stock:DOX,DOX,stock,active,2000-01-04,2026-10-30,USD,40887586.65,0.0059910836979896135,20,65.48,DOX,False,services,mid,low,stock|mid|low
	499	+firstrate:stock:DPZ,DPZ,stock,active,2004-07-14,2026-10-30,USD,175491082.0,0.014887125566210625,20,188.96,DPZ,False,wholesale,high,mid,stock|high|mid
	500	+firstrate:stock:DQ,DQ,stock,active,2010-10-07,2026-10-30,USD,23069602.285,0.06407993172293093,20,59.44,DQ,False,manufacturing,mid,high,stock|mid|high
	501	+firstrate:stock:DRH,DRH,stock,active,2005-05-27,2026-10-30,USD,25214543.55,0.009452390865792248,20,11.29,DRH,False,finance_insurance_realestate,mid,low,stock|mid|low
	502	+firstrate:stock:DRI,DRI,stock,active,2000-01-04,2026-10-30,USD,172728230.2,0.01754355055020199,20,96.02,DRI,False,retail,high,high,stock|high|high
	503	+firstrate:etf:DRIP,DRIP,etf,active,2015-05-29,2026-10-30,USD,13881232.9655,0.04688696658966743,20,11.86,DRIP,False,leveraged_inverse,mid,high,etf|mid|high
	504	+firstrate:etf:DSI,DSI,etf,active,2006-11-17,2026-10-30,USD,5711144.345345,0.003922043716102764,20,98.24,DSI,False,other,low,low,etf|low|low
	505	+firstrate:stock:DSL,DSL,stock,active,2013-04-29,2026-10-30,USD,8549233.35,0.003627810686672338,20,20.19,DSL,False,unknown,low,low,stock|low|low
	506	+firstrate:stock:DTE,DTE,stock,active,2000-01-04,2026-10-30,USD,100984906.3,0.008399586775280002,20,109.46,DTE,False,transport_utilities,high,low,stock|high|low
	507	+firstrate:stock:DUK,DUK,stock,active,2012-07-05,2026-10-30,USD,230600413.8,0.006867555993489321,20,84.11,DUK,False,transport_utilities,high,low,stock|high|low
	508	+firstrate:etf:DUST,DUST,etf,active,2010-12-08,2026-10-30,USD,116332389.7,0.036850464017795646,20,23.7,DUST,False,leveraged_inverse,high,high,etf|high|high
	509	+firstrate:stock:DVA,DVA,stock,active,2000-10-10,2026-10-30,USD,158949404.15,0.03236075479929045,20,72.25,DVA,False,services,high,high,stock|high|high
	510	+firstrate:stock:DVN,DVN,stock,active,2004-10-13,2026-10-30,USD,173955797.15,0.017474571891190185,20,41.4,DVN,False,mining,high,high,stock|high|high
	511	+firstrate:etf:DVY,DVY,etf,active,2003-11-07,2026-10-30,USD,54821253.85,0.005179162118033433,20,98.56,DVY,False,broad_equity,high,mid,etf|high|mid
	512	+firstrate:stock:DXC,DXC,stock,active,2017-03-17,2026-10-30,USD,130113731.9,0.009933118923995404,20,94.9,DXC,False,services,high,low,stock|high|low
	513	+firstrate:stock:DXCM,DXCM,stock,active,2005-04-15,2026-10-30,USD,69610396.95,0.01972071750171359,20,57.39,DXCM,False,manufacturing,high,high,stock|high|high
	514	+firstrate:etf:DXD,DXD,etf,active,2006-07-13,2026-10-30,USD,7699019.35,0.006291068248152471,20,8.69,DXD,False,leveraged_inverse,low,mid,etf|low|mid
	515	+firstrate:etf:DXJ,DXJ,etf,active,2006-06-16,2026-10-30,USD,159413530.1,0.006955103399855404,20,59.33,DXJ,False,international,high,mid,etf|high|mid
	516	+firstrate:stock:DY,DY,stock,active,2000-01-04,2026-10-30,USD,58268435.3,0.017729977433323607,20,111.43,DY,False,construction,mid,high,stock|mid|high
	517	+firstrate:stock:EAT,EAT,stock,active,2000-01-04,2026-10-30,USD,55290690.8,0.024077974817547493,20,38.84,EAT,False,retail,mid,high,stock|mid|high
	518	+firstrate:stock:EBAY,EBAY,stock,active,2000-01-04,2026-10-30,USD,314364609.0,0.010896240937920451,20,37.74,EBAY,False,services,high,mid,stock|high|mid
	519	+firstrate:etf:EBND,EBND,etf,active,2011-02-24,2026-10-30,USD,5161267.1,0.0039541491739041226,20,29.68,EBND,False,fixed_income,low,low,etf|low|low
	520	+firstrate:stock:EBS,EBS,stock,active,2006-11-16,2026-10-30,USD,16324264.55,0.016219620980656897,20,46.47,EBS,False,manufacturing,low,mid,stock|low|mid
	521	+firstrate:stock:EC,EC,stock,active,2008-09-19,2026-10-30,USD,11903126.25,0.009571544367547787,20,14.63,EC,False,unknown,low,low,stock|low|low
	522	+firstrate:etf:ECH,ECH,etf,active,2007-11-16,2026-10-30,USD,26889095.352750003,0.026045526560044937,20,52.16,ECH,False,other,mid,high,etf|mid|high
	523	+firstrate:stock:ECHO,ECHO,stock,active,2008-01-03,2026-10-30,USD,6800227.5,0.008687201603593889,20,59.9,ECHO,False,transport_utilities,low,low,stock|low|low
	524	+firstrate:stock:ECL,ECL,stock,active,2000-01-04,2026-10-30,USD,140447189.15,0.005976901949008574,20,134.18,ECL,False,manufacturing,high,low,stock|high|low
	525	+firstrate:stock:ECPG,ECPG,stock,active,2003-07-23,2026-10-30,USD,10214612.25,0.009478290704795946,20,42.1,ECPG,False,finance_insurance_realestate,low,low,stock|low|low
	526	+firstrate:stock:ED,ED,stock,active,2000-01-04,2026-10-30,USD,135359738.65,0.007919678393266603,20,84.95,ED,False,transport_utilities,high,low,stock|high|low
	527	+firstrate:etf:EDC,EDC,etf,active,2008-12-17,2026-10-30,USD,21447199.122,0.01991367747410435,20,125.74,EDC,False,leveraged_inverse,mid,high,etf|mid|high
	528	+firstrate:stock:EDIT,EDIT,stock,active,2016-02-04,2026-10-30,USD,35437951.05,0.042121253472232806,20,30.73,EDIT,False,manufacturing,mid,high,stock|mid|high
	529	+firstrate:stock:EDU,EDU,stock,active,2006-09-15,2026-10-30,USD,95964036.472,0.014594264823885001,20,94.0,EDU,False,services,high,mid,stock|high|mid
	530	+firstrate:etf:EDV,EDV,etf,active,2007-12-13,2026-10-30,USD,5477850.420999999,0.009888128259115083,20,120.99,EDV,False,fixed_income,low,high,etf|low|high
	531	+firstrate:etf:EDZ,EDZ,etf,active,2008-12-17,2026-10-30,USD,5535414.677999999,0.02071641969173037,20,9.06,EDZ,False,leveraged_inverse,low,high,etf|low|high
	532	+firstrate:stock:EEFT,EEFT,stock,active,2000-01-04,2026-10-30,USD,45141833.45,0.02353574100043632,20,84.27,EEFT,False,finance_insurance_realestate,mid,high,stock|mid|high
	533	+firstrate:etf:EEM,EEM,etf,active,2003-04-14,2026-10-30,USD,2428019248.3,0.008478421425828624,20,47.12,EEM,False,international,high,high,etf|high|high
	534	+firstrate:etf:EEMV,EEMV,etf,active,2011-10-20,2026-10-30,USD,20237705.85,0.007655975894735857,20,60.76,EEMV,False,international,mid,high,etf|mid|high
	535	+firstrate:etf:EFA,EFA,etf,active,2001-08-27,2026-10-30,USD,1573654723.95,0.005143679844872812,20,70.31,EFA,False,international,high,mid,etf|high|mid
	536	+firstrate:etf:EFAV,EFAV,etf,active,2011-10-20,2026-10-30,USD,43969206.6,0.003853441353558988,20,72.98,EFAV,False,international,high,low,etf|high|low
	537	+firstrate:etf:EFG,EFG,etf,active,2005-08-05,2026-10-30,USD,19186807.25,0.004486910521020802,20,80.74,EFG,False,international,mid,mid,etf|mid|mid
	538	+firstrate:stock:EFOR,EFOR,stock,active,2012-09-04,2026-10-30,USD,14998175.3,0.012868238543418946,20,64.27,EFOR,False,services,low,mid,stock|low|mid
	539	+firstrate:stock:EFSC,EFSC,stock,active,2005-02-09,2026-10-30,USD,5250445.0,0.012385631350743258,20,45.15,EFSC,False,finance_insurance_realestate,low,mid,stock|low|mid
	540	+firstrate:etf:EFV,EFV,etf,active,2005-08-05,2026-10-30,USD,34868497.15,0.0056877220018114625,20,55.21,EFV,False,broad_equity,mid,mid,etf|mid|mid
	541	+firstrate:stock:EFX,EFX,stock,active,2000-01-04,2026-10-30,USD,128680686.7,0.007864000550566515,20,117.92,EFX,False,services,high,low,stock|high|low
	542	+firstrate:stock:EG,EG,stock,active,2005-01-04,2026-10-30,USD,113484099.8,0.011644106540554627,20,221.26,EG,False,finance_insurance_realestate,high,mid,stock|high|mid
	543	+firstrate:stock:EGBN,EGBN,stock,active,2006-02-24,2026-10-30,USD,35333231.5,0.034343803636782286,20,57.9,EGBN,False,finance_insurance_realestate,mid,high,stock|mid|high
	544	+firstrate:stock:EGHT,EGHT,stock,active,2001-07-20,2026-10-30,USD,9931794.75,0.020575733673774698,20,14.1,EGHT,False,services,low,high,stock|low|high
	545	+firstrate:stock:EGO,EGO,stock,active,2003-01-23,2026-10-30,USD,10868815.8,0.02793766976174753,20,1.43,EGO,False,mining,low,high,stock|low|high
	546	+firstrate:stock:EGP,EGP,stock,active,2000-01-04,2026-10-30,USD,15846592.15,0.011797210753136883,20,88.38,EGP,False,finance_insurance_realestate,low,mid,stock|low|mid
	547	+firstrate:stock:EGRX,EGRX,stock,active,2014-02-12,2026-10-26,USD,14057661.517500002,0.02802115128330494,20,53.42,EGRX,False,unknown,low,high,stock|low|high
	548	+firstrate:stock:EHC,EHC,stock,active,2007-05-08,2026-10-30,USD,32890779.05,0.009370919795475613,20,49.41,EHC,False,services,mid,low,stock|mid|low
	549	+firstrate:etf:EIDO,EIDO,etf,active,2010-05-07,2026-10-30,USD,16707650.0,0.0072527292355378005,20,28.43,EIDO,False,other,mid,mid,etf|mid|mid
	550	+firstrate:stock:EIX,EIX,stock,active,2000-01-04,2026-10-30,USD,375928873.25,0.04123720794512667,20,63.24,EIX,False,transport_utilities,high,high,stock|high|high
	551	+firstrate:stock:EL,EL,stock,active,2000-01-04,2026-10-30,USD,189096846.75,0.00815905054611804,20,127.24,EL,False,manufacturing,high,low,stock|high|low
	552	+firstrate:stock:ELF,ELF,stock,active,2016-09-23,2026-10-30,USD,7270151.2,0.03319358747736787,20,22.31,ELF,False,manufacturing,low,high,stock|low|high
	553	+firstrate:stock:ELME,ELME,stock,active,2007-05-04,2026-10-22,USD,12655040.25,0.010447401228737682,20,31.12,ELME,False,unknown,low,low,stock|low|low
	554	+firstrate:stock:ELS,ELS,stock,active,2004-11-24,2026-10-30,USD,31574201.25,0.008308307207753338,20,89.02,ELS,False,finance_insurance_realestate,mid,low,stock|mid|low
	555	+firstrate:stock:ELV,ELV,stock,active,2000-10-02,2026-10-30,USD,343772376.759,0.011272694341931143,20,225.01,ELV,False,finance_insurance_realestate,high,mid,stock|high|mid
	556	+firstrate:etf:EMB,EMB,etf,active,2007-12-19,2026-10-30,USD,179261459.65,0.001645488924747255,20,116.1,EMB,False,fixed_income,high,low,etf|high|low
	557	+firstrate:stock:EMBJ,EMBJ,stock,active,2000-07-21,2026-10-30,USD,58614305.95,0.04885888369636896,20,23.93,EMBJ,False,unknown,mid,high,stock|mid|high
	558	+firstrate:stock:EME,EME,stock,active,2000-11-17,2026-10-30,USD,25139431.2,0.009344932738729692,20,81.75,EME,False,construction,mid,low,stock|mid|low
	559	+firstrate:etf:EMLC,EMLC,etf,active,2010-07-23,2026-10-30,USD,39028458.8,0.002858659093271541,20,18.98,EMLC,False,international,mid,low,etf|mid|low
	560	+firstrate:etf:EMLP,EMLP,etf,active,2012-06-21,2026-10-30,USD,22023377.05,0.0058809371396603685,20,24.56,EMLP,False,sector,mid,mid,etf|mid|mid
	561	+firstrate:stock:EMN,EMN,stock,active,2000-01-04,2026-10-30,USD,98487918.9,0.00896495956928895,20,92.64,EMN,False,manufacturing,high,low,stock|high|low
	562	+firstrate:stock:EMP,EMP,stock,active,2016-09-16,2026-10-30,USD,5347603.293684211,0.004341438253630154,19,99.6,EMP,False,unknown,low,low,stock|low|low
	563	+firstrate:stock:EMR,EMR,stock,active,2000-01-04,2026-10-30,USD,200627549.05,0.007188254253615315,20,69.69,EMR,False,manufacturing,high,low,stock|high|low
	564	+firstrate:stock:ENB,ENB,stock,active,2001-10-30,2026-10-30,USD,93844182.55,0.005201921809435493,20,39.11,ENB,False,transport_utilities,high,low,stock|high|low
	565	+firstrate:stock:ENOV,ENOV,stock,active,2008-05-09,2026-10-30,USD,30836222.061,0.01171523016969807,20,39.62,ENOV,False,manufacturing,mid,mid,stock|mid|mid
	566	+firstrate:stock:ENR,ENR,stock,active,2015-07-02,2026-10-30,USD,25193628.791,0.01139108825674859,20,47.98,ENR,False,manufacturing,mid,mid,stock|mid|mid
	567	+firstrate:stock:ENS,ENS,stock,active,2004-08-03,2026-10-30,USD,17777500.6,0.008566744195121814,20,69.63,ENS,False,manufacturing,mid,low,stock|mid|low
	568	+firstrate:stock:ENSG,ENSG,stock,active,2007-11-12,2026-10-30,USD,5106422.2,0.02293709795686231,20,22.2,ENSG,False,services,low,high,stock|low|high
	569	+firstrate:stock:ENTA,ENTA,stock,active,2013-03-22,2026-10-30,USD,9603164.35,0.028552979515164563,20,58.68,ENTA,False,manufacturing,low,high,stock|low|high
	570	+firstrate:stock:ENTG,ENTG,stock,active,2000-07-12,2026-10-30,USD,25074888.0,0.02007725513065082,20,30.45,ENTG,False,manufacturing,mid,high,stock|mid|high
	571	+firstrate:stock:EOG,EOG,stock,active,2000-01-04,2026-10-30,USD,237701164.9,0.01338304066008853,20,107.91,EOG,False,mining,high,mid,stock|high|mid
	572	+firstrate:stock:EPAC,EPAC,stock,active,2007-05-04,2026-10-30,USD,16260718.75,0.027978347195955974,20,25.3,EPAC,False,manufacturing,low,high,stock|low|high
	573	+firstrate:stock:EPAM,EPAM,stock,active,2012-02-09,2026-10-30,USD,30458934.55,0.012208332936532779,20,107.43,EPAM,False,services,mid,mid,stock|mid|mid
	574	+firstrate:stock:EPC,EPC,stock,active,2000-04-05,2026-10-30,USD,36655560.9,0.011076433531106093,20,59.39,EPC,False,manufacturing,mid,mid,stock|mid|mid
	575	+firstrate:stock:EPD,EPD,stock,active,2000-01-03,2026-10-30,USD,166260100.5,0.009880472360591894,20,26.51,EPD,False,transport_utilities,high,low,stock|high|low
	576	+firstrate:etf:EPHE,EPHE,etf,active,2010-09-29,2026-10-30,USD,8358883.6,0.009514228289555669,20,38.82,EPHE,False,other,low,high,etf|low|high
	577	+firstrate:etf:EPI,EPI,etf,active,2008-02-22,2026-10-30,USD,56598431.995000005,0.0059504569295205315,20,27.84,EPI,False,international,high,mid,etf|high|mid
	578	+firstrate:etf:EPOL,EPOL,etf,active,2010-05-26,2026-10-30,USD,8188159.45,0.007457374827689043,20,27.09,EPOL,False,other,low,high,etf|low|high
	579	+firstrate:etf:EPP,EPP,etf,active,2004-01-02,2026-10-30,USD,17079930.6,0.008956553050193298,20,47.8,EPP,False,international,mid,high,etf|mid|high
	580	+firstrate:stock:EPR,EPR,stock,active,2000-01-04,2026-10-30,USD,31742203.8,0.011858253464628392,20,65.46,EPR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	581	+firstrate:etf:EPU,EPU,etf,active,2009-06-22,2026-10-30,USD,5645043.9,0.017706532594180684,20,40.98,EPU,False,other,low,high,etf|low|high
	582	+firstrate:stock:EQIX,EQIX,stock,active,2000-08-14,2026-10-30,USD,198714000.15,0.016254808418972665,20,453.22,EQIX,False,finance_insurance_realestate,high,high,stock|high|high
	583	+firstrate:stock:EQNR,EQNR,stock,active,2013-08-26,2026-10-30,USD,25874095.8,0.011977613690672706,20,21.42,EQNR,False,unknown,mid,mid,stock|mid|mid
	584	+firstrate:stock:EQT,EQT,stock,active,2000-01-04,2026-10-30,USD,192351975.0,0.017731532589603194,20,56.92,EQT,False,mining,high,high,stock|high|high
	585	+firstrate:stock:ERIC,ERIC,stock,active,2006-08-25,2026-10-30,USD,27296710.15,0.0158072552014027,20,6.68,ERIC,False,unknown,mid,mid,stock|mid|mid
	586	+firstrate:etf:ERX,ERX,etf,active,2008-11-06,2026-10-30,USD,47920327.705,0.023150443531904336,20,34.93,ERX,False,leveraged_inverse,high,high,etf|high|high
	587	+firstrate:etf:ERY,ERY,etf,active,2008-11-06,2026-10-30,USD,6395763.262750001,0.023356813491306822,20,8.995,ERY,False,leveraged_inverse,low,high,etf|low|high
	588	+firstrate:stock:ES,ES,stock,active,2009-03-03,2026-10-30,USD,109140480.4,0.009680166126996723,20,63.18,ES,False,transport_utilities,high,low,stock|high|low
	589	+firstrate:stock:ESE,ESE,stock,active,2000-01-04,2026-10-30,USD,6090119.5,0.008798778297995613,20,60.25,ESE,False,manufacturing,low,low,stock|low|low
	590	+firstrate:stock:ESI,ESI,stock,active,2014-01-24,2026-10-30,USD,47060467.0,0.012508202275138908,20,9.92,ESI,False,manufacturing,mid,mid,stock|mid|mid
	591	+firstrate:stock:ESNT,ESNT,stock,active,2013-11-01,2026-10-30,USD,31372700.2,0.01425328463099318,20,43.42,ESNT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	592	+firstrate:stock:ESRT,ESRT,stock,active,2013-10-03,2026-10-30,USD,13373464.65,0.008067326307313242,20,20.53,ESRT,False,finance_insurance_realestate,low,low,stock|low|low
	593	+firstrate:stock:ESS,ESS,stock,active,2000-01-04,2026-10-30,USD,96444941.3,0.010628666763091685,20,241.37,ESS,False,finance_insurance_realestate,high,mid,stock|high|mid
	594	+firstrate:stock:ET,ET,stock,active,2007-05-03,2026-10-30,USD,91841981.75,0.010484328147904754,20,17.26,ET,False,transport_utilities,high,mid,stock|high|mid
	595	+firstrate:stock:ETD,ETD,stock,active,2007-04-26,2026-10-30,USD,7245062.75,0.016724024120816746,20,28.6,ETD,False,manufacturing,low,high,stock|low|high
	596	+firstrate:stock:ETN,ETN,stock,active,2012-12-04,2026-10-30,USD,179076147.25,0.010449368166533166,20,79.01,ETN,False,manufacturing,high,low,stock|high|low
	597	+firstrate:stock:ETR,ETR,stock,active,2000-01-04,2026-10-30,USD,121974390.15,0.009776709076217846,20,81.39,ETR,False,transport_utilities,high,low,stock|high|low
	598	+firstrate:stock:ETSY,ETSY,stock,active,2015-04-17,2026-10-30,USD,50897829.4,0.024187932800292352,20,20.45,ETSY,False,services,mid,high,stock|mid|high
	599	+firstrate:etf:EUFN,EUFN,etf,active,2010-02-03,2026-10-30,USD,32904415.35,0.006530643056423476,20,23.31,EUFN,False,international,mid,mid,etf|mid|mid
	600	+firstrate:stock:EVC,EVC,stock,active,2000-08-03,2026-10-30,USD,9274549.75,0.017905185364456733,20,7.15,EVC,False,transport_utilities,low,high,stock|low|high
	601	+firstrate:stock:EVH,EVH,stock,active,2015-06-08,2026-10-30,USD,20646259.0,0.01935711257134212,20,12.3,EVH,False,services,mid,high,stock|mid|high
	602	+firstrate:stock:EVR,EVR,stock,active,2006-08-15,2026-10-30,USD,26804687.75,0.01103807349761099,20,90.0,EVR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	603	+firstrate:stock:EVRG,EVRG,stock,active,2007-12-19,2026-10-30,USD,32816895.5,0.007962584611249046,20,52.8,EVRG,False,transport_utilities,mid,low,stock|mid|low
	604	+firstrate:stock:EVTC,EVTC,stock,active,2013-12-05,2026-10-30,USD,9789609.0,0.013883649318969092,20,13.65,EVTC,False,services,low,mid,stock|low|mid
	605	+firstrate:stock:EVV,EVV,stock,active,2003-06-12,2026-10-30,USD,6314637.45,0.002321478288772013,20,13.65,EVV,False,unknown,low,low,stock|low|low
	606	+firstrate:stock:EW,EW,stock,active,2000-04-04,2026-10-30,USD,169410870.85,0.013032540329227614,20,112.71,EW,False,manufacturing,high,mid,stock|high|mid
	607	+firstrate:etf:EWA,EWA,etf,active,2000-01-03,2026-10-30,USD,46665728.45,0.00802673560509564,20,23.17,EWA,False,broad_equity,high,high,etf|high|high
	608	+firstrate:stock:EWBC,EWBC,stock,active,2000-01-04,2026-10-30,USD,48389858.0,0.01306163573138726,20,60.83,EWBC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	609	+firstrate:etf:EWC,EWC,etf,active,2000-01-03,2026-10-30,USD,56814372.5,0.005756010327778016,20,29.64,EWC,False,international,high,mid,etf|high|mid
	610	+firstrate:etf:EWD,EWD,etf,active,2005-11-30,2026-10-30,USD,8853185.3,0.007955677516520746,20,33.9,EWD,False,other,low,high,etf|low|high
	611	+firstrate:etf:EWG,EWG,etf,active,2000-01-03,2026-10-30,USD,100224774.0,0.005105086701282616,20,33.02,EWG,False,broad_equity,high,mid,etf|high|mid
	612	+firstrate:etf:EWH,EWH,etf,active,2004-01-02,2026-10-30,USD,103347227.65,0.009598098654455297,20,25.42,EWH,False,broad_equity,high,high,etf|high|high
	613	+firstrate:etf:EWI,EWI,etf,active,2004-01-02,2026-10-30,USD,19147135.8,0.007021782017405326,20,30.44,EWI,False,broad_equity,mid,mid,etf|mid|mid
	614	+firstrate:etf:EWJ,EWJ,etf,active,2000-01-03,2026-10-30,USD,447318341.7,0.006271568037320921,20,59.93,EWJ,False,international,high,mid,etf|high|mid
	615	+firstrate:etf:EWL,EWL,etf,active,2005-11-30,2026-10-30,USD,23268406.15,0.0047354707975150595,20,35.58,EWL,False,other,mid,mid,etf|mid|mid
	616	+firstrate:etf:EWM,EWM,etf,active,2005-01-03,2026-10-30,USD,17629059.4,0.014071200343230898,20,32.97,EWM,False,broad_equity,mid,high,etf|mid|high
	617	+firstrate:etf:EWN,EWN,etf,active,2005-11-30,2026-10-30,USD,7076129.4,0.003943879236923153,20,31.73,EWN,False,other,low,low,etf|low|low
	618	+firstrate:etf:EWP,EWP,etf,active,2004-01-02,2026-10-30,USD,20838228.1,0.005815526685061975,20,32.77,EWP,False,broad_equity,mid,mid,etf|mid|mid
	619	+firstrate:etf:EWQ,EWQ,etf,active,2004-01-02,2026-10-30,USD,25182997.65,0.004418295672128428,20,31.22,EWQ,False,broad_equity,mid,mid,etf|mid|mid
	620	+firstrate:etf:EWS,EWS,etf,active,2004-01-02,2026-10-30,USD,16043082.25,0.008823988430851333,20,25.93,EWS,False,broad_equity,mid,high,etf|mid|high
	621	+firstrate:etf:EWT,EWT,etf,active,2004-01-02,2026-10-30,USD,115813181.85,0.012221080841887734,20,36.21,EWT,False,broad_equity,high,high,etf|high|high
	622	+firstrate:etf:EWU,EWU,etf,active,2004-01-02,2026-10-30,USD,78448437.35,0.006493027153399577,20,35.82,EWU,False,other,high,mid,etf|high|mid
	623	+firstrate:etf:EWW,EWW,etf,active,2000-01-03,2026-10-30,USD,123781738.4,0.011873555773826431,20,49.29,EWW,False,international,high,high,etf|high|high
	624	+firstrate:etf:EWY,EWY,etf,active,2004-01-02,2026-10-30,USD,134966288.7,0.01261760705785212,20,74.93,EWY,False,international,high,high,etf|high|high
	625	+firstrate:etf:EWZ,EWZ,etf,active,2005-01-03,2026-10-30,USD,680696646.8,0.01457236609163232,20,40.45,EWZ,False,international,high,high,etf|high|high
	626	+firstrate:stock:EXC,EXC,stock,active,2000-10-24,2026-10-30,USD,229634773.85,0.010131356174541683,20,39.41,EXC,False,transport_utilities,high,low,stock|high|low
	627	+firstrate:stock:EXEL,EXEL,stock,active,2000-04-18,2026-10-30,USD,70441434.3,0.02533962466662172,20,30.4,EXEL,False,manufacturing,high,high,stock|high|high
	628	+firstrate:stock:EXG,EXG,stock,active,2007-02-23,2026-10-30,USD,6947979.63,0.004370790480440981,20,9.38,EXG,False,unknown,low,low,stock|low|low
	629	+firstrate:stock:EXLS,EXLS,stock,active,2006-10-23,2026-10-30,USD,8636191.1,0.006459142551927661,20,60.35,EXLS,False,services,low,low,stock|low|low
	630	+firstrate:stock:EXP,EXP,stock,active,2004-02-03,2026-10-30,USD,57127174.5,0.015736398384506876,20,113.3,EXP,False,manufacturing,mid,mid,stock|mid|mid
	631	+firstrate:stock:EXPD,EXPD,stock,active,2000-01-04,2026-10-30,USD,65437345.9,0.006369517324757664,20,64.69,EXPD,False,transport_utilities,high,low,stock|high|low
	632	+firstrate:stock:EXPE,EXPE,stock,active,2005-08-09,2026-10-30,USD,220068900.286,0.008514866578497583,20,119.77,EXPE,False,transport_utilities,high,low,stock|high|low
	633	+firstrate:stock:EXPO,EXPO,stock,active,2000-01-04,2026-10-30,USD,6117384.75,0.00850407948810816,20,71.1,EXPO,False,services,low,low,stock|low|low
	634	+firstrate:stock:EXR,EXR,stock,active,2004-08-17,2026-10-30,USD,74695468.8,0.00862074272214464,20,87.45,EXR,False,finance_insurance_realestate,high,low,stock|high|low
	635	+firstrate:stock:EXTR,EXTR,stock,active,2000-01-04,2026-10-30,USD,19891733.05,0.017777591885039436,20,12.52,EXTR,False,manufacturing,mid,high,stock|mid|high
	636	+firstrate:etf:EZA,EZA,etf,active,2003-02-07,2026-10-30,USD,36924489.6,0.01785420733329442,20,69.99,EZA,False,broad_equity,mid,high,etf|mid|high
	637	+firstrate:stock:EZPW,EZPW,stock,active,2000-01-04,2026-10-30,USD,5770580.25,0.015343178110542898,20,12.2,EZPW,False,retail,low,mid,stock|low|mid
	638	+firstrate:etf:EZU,EZU,etf,active,2000-07-31,2026-10-30,USD,365657384.85,0.004535360903320575,20,43.38,EZU,False,broad_equity,high,mid,etf|high|mid
	639	+firstrate:stock:F,F,stock,active,2005-01-04,2026-10-30,USD,375346196.3,0.007581951987344347,20,12.49,F,False,manufacturing,high,low,stock|high|low
	640	+firstrate:stock:FAF,FAF,stock,active,2010-05-24,2026-10-30,USD,28955230.775,0.00702667379761266,20,56.04,FAF,False,finance_insurance_realestate,mid,low,stock|mid|low
	641	+firstrate:stock:FANG,FANG,stock,active,2012-10-15,2026-10-30,USD,127421442.8,0.020170444217642625,20,126.25,FANG,False,mining,high,high,stock|high|high
	642	+firstrate:etf:FAS,FAS,etf,active,2008-11-06,2026-10-30,USD,87270149.155,0.015899260868247143,20,68.38,FAS,False,leveraged_inverse,high,high,etf|high|high
	643	+firstrate:stock:FAST,FAST,stock,active,2000-01-04,2026-10-30,USD,115878710.05,0.014831054137009907,20,54.69,FAST,False,retail,high,mid,stock|high|mid
	644	+firstrate:etf:FAZ,FAZ,etf,active,2008-11-06,2026-10-30,USD,15043677.0205,0.015996606554865865,20,11.69,FAZ,False,leveraged_inverse,mid,high,etf|mid|high
	645	+firstrate:stock:FBIN,FBIN,stock,active,2011-10-05,2026-10-30,USD,61488954.15,0.009916121793723101,20,68.44,FBIN,False,manufacturing,mid,low,stock|mid|low
	646	+firstrate:stock:FBNC,FBNC,stock,active,2000-01-05,2026-10-30,USD,5501151.8,0.011590196328670994,20,35.31,FBNC,False,finance_insurance_realestate,low,mid,stock|low|mid
	647	+firstrate:stock:FBP,FBP,stock,active,2000-01-04,2026-10-30,USD,15041396.15,0.01641116262656247,20,5.1,FBP,False,finance_insurance_realestate,low,high,stock|low|high
	648	+firstrate:stock:FCF,FCF,stock,active,2000-01-04,2026-10-30,USD,6795531.6,0.011916126097265327,20,14.32,FCF,False,finance_insurance_realestate,low,mid,stock|low|mid
	649	+firstrate:stock:FCFS,FCFS,stock,active,2000-01-04,2026-10-30,USD,17297634.75,0.008035935701535313,20,67.45,FCFS,False,retail,low,low,stock|low|low
	650	+firstrate:stock:FCN,FCN,stock,active,2001-08-17,2026-10-30,USD,12855070.6,0.013024795741500481,20,42.96,FCN,False,services,low,mid,stock|low|mid
	651	+firstrate:stock:FCNCA,FCNCA,stock,active,2000-01-04,2026-10-30,USD,8882727.9,0.01581328267735398,20,403.0,FCNCA,False,finance_insurance_realestate,low,mid,stock|low|mid
	652	+firstrate:stock:FCPT,FCPT,stock,active,2015-11-11,2026-10-30,USD,6059007.818,0.01007563634030146,20,25.7,FCPT,False,finance_insurance_realestate,low,low,stock|low|low
	653	+firstrate:stock:FCX,FCX,stock,active,2000-01-04,2026-10-30,USD,330245104.85,0.019590037313917123,20,18.96,FCX,False,mining,high,high,stock|high|high
	654	+firstrate:etf:FDN,FDN,etf,active,2006-06-23,2026-10-30,USD,38096261.25,0.007686290713663163,20,109.88,FDN,False,broad_equity,mid,high,etf|mid|high
	655	+firstrate:stock:FDS,FDS,stock,active,2000-01-04,2026-10-30,USD,111950661.9,0.024338773137929013,20,192.76,FDS,False,services,high,high,stock|high|high
	656	+firstrate:stock:FDX,FDX,stock,active,2000-01-04,2026-10-30,USD,451829135.8,0.013228868620623245,20,249.54,FDX,False,transport_utilities,high,mid,stock|high|mid
	657	+firstrate:stock:FE,FE,stock,active,2000-01-04,2026-10-30,USD,131940836.75,0.0108654708414523,20,30.62,FE,False,transport_utilities,high,mid,stock|high|mid
	658	+firstrate:stock:FELE,FELE,stock,active,2000-01-04,2026-10-30,USD,6281254.25,0.010522458312422453,20,45.9,FELE,False,manufacturing,low,mid,stock|low|mid
	659	+firstrate:etf:FENY,FENY,etf,active,2013-10-24,2026-10-30,USD,5292628.2,0.00885851160512909,20,20.05,FENY,False,sector,low,high,etf|low|high
	660	+firstrate:etf:FEP,FEP,etf,active,2011-04-26,2026-10-30,USD,6636308.206499999,0.005362895408479271,20,39.06,FEP,False,international,low,mid,etf|low|mid
	661	+firstrate:stock:FET,FET,stock,active,2012-04-13,2026-10-30,USD,16547147.0,0.03338940483197552,20,15.55,FET,False,manufacturing,low,high,stock|low|high
	662	+firstrate:etf:FEZ,FEZ,etf,active,2002-10-21,2026-10-30,USD,123031035.15,0.0048188672619483295,20,40.71,FEZ,False,volatility_alt,high,mid,etf|high|mid
	663	+firstrate:stock:FFBC,FFBC,stock,active,2000-01-04,2026-10-30,USD,9054274.5,0.013786469816425348,20,26.35,FFBC,False,finance_insurance_realestate,low,mid,stock|low|mid
	664	+firstrate:stock:FFIN,FFIN,stock,active,2000-01-04,2026-10-30,USD,14224939.95,0.014060695320275141,20,45.05,FFIN,False,finance_insurance_realestate,low,mid,stock|low|mid
	665	+firstrate:stock:FFIV,FFIV,stock,active,2000-01-04,2026-10-30,USD,91073703.3,0.010204274441624535,20,131.22,FFIV,False,manufacturing,high,low,stock|high|low
	666	+firstrate:etf:FFTY,FFTY,etf,active,2015-04-09,2026-10-30,USD,8699048.3,0.011646223681920123,20,33.18,FFTY,False,other,low,high,etf|low|high
	667	+firstrate:stock:FHB,FHB,stock,active,2016-08-04,2026-10-30,USD,9151027.8265,0.010719609522257539,20,29.18,FHB,False,finance_insurance_realestate,low,mid,stock|low|mid
	668	+firstrate:stock:FHI,FHI,stock,active,2007-05-01,2026-10-30,USD,29457931.7,0.00878949032986942,20,36.08,FHI,False,finance_insurance_realestate,mid,low,stock|mid|low
	669	+firstrate:stock:FHN,FHN,stock,active,2004-04-22,2026-10-30,USD,126888651.35,0.011309475029387143,20,19.99,FHN,False,finance_insurance_realestate,high,mid,stock|high|mid
	670	+firstrate:stock:FIBK,FIBK,stock,active,2010-03-25,2026-10-30,USD,9419122.4,0.012881703245626545,20,40.05,FIBK,False,finance_insurance_realestate,low,mid,stock|low|mid
	671	+firstrate:stock:FICO,FICO,stock,active,2009-08-19,2026-10-30,USD,20248248.8,0.008416997585737319,20,153.2,FICO,False,services,mid,low,stock|mid|low
	672	+firstrate:stock:FIS,FIS,stock,active,2006-02-02,2026-10-30,USD,139466765.1,0.006872349953211639,20,94.09,FIS,False,services,high,low,stock|high|low
	673	+firstrate:stock:FISV,FISV,stock,active,2005-01-04,2026-10-30,USD,99728274.3,0.0070221368563280154,20,131.13,FISV,False,services,high,low,stock|high|low
	674	+firstrate:stock:FITB,FITB,stock,active,2011-01-21,2026-10-30,USD,211082772.45,0.010534611443090681,20,30.34,FITB,False,finance_insurance_realestate,high,mid,stock|high|mid
	675	+firstrate:stock:FIVE,FIVE,stock,active,2012-07-20,2026-10-30,USD,79638433.7,0.022183264806293804,20,66.32,FIVE,False,retail,high,high,stock|high|high
	676	+firstrate:stock:FIVN,FIVN,stock,active,2014-04-07,2026-10-30,USD,8375426.6,0.018252004239889343,20,24.88,FIVN,False,services,low,high,stock|low|high
	677	+firstrate:stock:FIX,FIX,stock,active,2000-01-04,2026-10-30,USD,7079355.25,0.009909091399149333,20,43.65,FIX,False,construction,low,low,stock|low|low
	678	+firstrate:etf:FIXD,FIXD,etf,active,2017-02-15,2026-10-30,USD,7081324.86327,0.001915586996539321,20,50.75,FIXD,False,fixed_income,low,low,etf|low|low
	679	+firstrate:stock:FIZZ,FIZZ,stock,active,2007-06-13,2026-10-30,USD,34432389.5,0.03170566089430843,20,97.44,FIZZ,False,manufacturing,mid,high,stock|mid|high
	680	+firstrate:stock:FLEX,FLEX,stock,active,2000-01-04,2026-10-30,USD,45313295.0,0.012325336167933626,20,17.99,FLEX,False,manufacturing,mid,mid,stock|mid|mid
	681	+firstrate:stock:FLG,FLG,stock,active,2002-12-23,2026-10-30,USD,53569612.6,0.010995386263769879,20,13.02,FLG,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	682	+firstrate:stock:FLO,FLO,stock,active,2000-01-04,2026-10-30,USD,23445002.25,0.009117474598991232,20,19.31,FLO,False,manufacturing,mid,low,stock|mid|low
	683	+firstrate:etf:FLOT,FLOT,etf,active,2011-06-17,2026-10-30,USD,76083539.6,0.000512665719547768,20,50.82,FLOT,False,fixed_income,high,low,etf|high|low
	684	+firstrate:stock:FLR,FLR,stock,active,2000-12-26,2026-10-30,USD,54472503.45,0.007679941837912062,20,51.65,FLR,False,construction,mid,low,stock|mid|low
	685	+firstrate:etf:FLRN,FLRN,etf,active,2011-12-01,2026-10-30,USD,11042408.9,0.0007949039037102326,20,30.67,FLRN,False,other,low,low,etf|low|low
	686	+firstrate:stock:FLS,FLS,stock,active,2000-01-04,2026-10-30,USD,46157585.0,0.01186803965365287,20,42.13,FLS,False,manufacturing,mid,mid,stock|mid|mid
	687	+firstrate:etf:FM,FM,etf,active,2012-09-13,2025-01-06,USD,5669170.85,0.0047442347275870106,20,33.12,FM,False,international,low,mid,etf|low|mid
	688	+firstrate:stock:FMC,FMC,stock,active,2000-01-04,2026-10-30,USD,93541098.2,0.012725771915861184,20,94.66,FMC,False,manufacturing,high,mid,stock|high|mid
	689	+firstrate:stock:FMS,FMS,stock,active,2000-01-04,2026-10-30,USD,7799095.5,0.007756716092418469,20,52.55,FMS,False,services,low,low,stock|low|low
	690	+firstrate:stock:FMX,FMX,stock,active,2000-01-03,2026-10-30,USD,55159606.35,0.015616727465665139,20,93.9,FMX,False,unknown,mid,mid,stock|mid|mid
	691	+firstrate:stock:FN,FN,stock,active,2010-06-28,2026-10-30,USD,14256901.9,0.011568156240866158,20,28.7,FN,False,manufacturing,low,mid,stock|low|mid
	692	+firstrate:stock:FNB,FNB,stock,active,2003-12-18,2026-10-30,USD,36354797.35,0.013098184317773792,20,13.82,FNB,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	693	+firstrate:etf:FNCL,FNCL,etf,active,2013-10-24,2026-10-30,USD,12980591.9,0.007125158966048497,20,40.77,FNCL,False,sector,mid,mid,etf|mid|mid
	694	+firstrate:stock:FND,FND,stock,active,2017-04-28,2026-10-30,USD,36200477.2,0.02700420852989809,20,48.68,FND,False,retail,mid,high,stock|mid|high
	695	+firstrate:etf:FNDA,FNDA,etf,active,2013-08-15,2026-10-30,USD,7608339.7,0.005727759131514548,20,37.9,FNDA,False,broad_equity,low,mid,etf|low|mid
	696	+firstrate:etf:FNDE,FNDE,etf,active,2013-08-15,2026-10-30,USD,9161574.9,0.005544153413796524,20,29.67,FNDE,False,international,low,mid,etf|low|mid
	697	+firstrate:etf:FNDF,FNDF,etf,active,2013-08-15,2026-10-30,USD,10874729.3,0.004006508532357139,20,30.4,FNDF,False,international,low,low,etf|low|low
	698	+firstrate:etf:FNDX,FNDX,etf,active,2013-08-15,2026-10-30,USD,10482467.95,0.0037103127550799186,20,37.46,FNDX,False,broad_equity,low,low,etf|low|low
	699	+firstrate:stock:FNF,FNF,stock,active,2005-10-17,2026-10-30,USD,62651750.30850001,0.010228459428399261,20,39.24,FNF,False,finance_insurance_realestate,high,low,stock|high|low
	700	+firstrate:stock:FNV,FNV,stock,active,2011-09-09,2026-10-30,USD,59386067.35,0.01116593167774988,20,79.95,FNV,False,mining,mid,mid,stock|mid|mid
	701	+firstrate:stock:FORM,FORM,stock,active,2003-06-16,2026-10-30,USD,9266522.0,0.030804360231916236,20,15.65,FORM,False,manufacturing,low,high,stock|low|high
	702	+firstrate:stock:FOSL,FOSL,stock,active,2000-01-04,2026-10-30,USD,12694368.65,0.03899247205919695,20,7.77,FOSL,False,manufacturing,low,high,stock|low|high
	703	+firstrate:stock:FOX,FOX,stock,active,2007-04-30,2026-10-30,USD,187664481.46999997,0.0208780380510535,20,34.12,FOX,False,transport_utilities,high,high,stock|high|high
	704	+firstrate:stock:FOXF,FOXF,stock,active,2013-08-09,2026-10-30,USD,10767002.75,0.013219129704953914,20,38.85,FOXF,False,manufacturing,low,mid,stock|low|mid
	705	+firstrate:etf:FPE,FPE,etf,active,2013-02-12,2026-10-30,USD,18868915.0,0.0016735109967408993,20,20.01,FPE,False,other,mid,low,etf|mid|low
	706	+firstrate:stock:FR,FR,stock,active,2000-01-04,2026-10-30,USD,28554313.2,0.010084261303812975,20,31.47,FR,False,finance_insurance_realestate,mid,low,stock|mid|low
	707	+firstrate:stock:FRME,FRME,stock,active,2000-01-04,2026-10-30,USD,11571301.4,0.011146350966688328,20,42.06,FRME,False,finance_insurance_realestate,low,mid,stock|low|mid
	708	+firstrate:stock:FRT,FRT,stock,active,2000-01-04,2026-10-30,USD,55018827.5,0.009445015811296215,20,132.81,FRT,False,finance_insurance_realestate,mid,low,stock|mid|low
	709	+firstrate:stock:FSLR,FSLR,stock,active,2006-11-20,2026-10-30,USD,155625264.85,0.030227564216455578,20,67.52,FSLR,False,manufacturing,high,high,stock|high|high
	710	+firstrate:stock:FSM,FSM,stock,active,2011-09-19,2026-10-30,USD,6187169.0,0.023863798109621255,20,5.22,FSM,False,mining,low,high,stock|low|high
	711	+firstrate:etf:FTEC,FTEC,etf,active,2013-10-24,2026-10-30,USD,11899046.0,0.007157545323514223,20,49.97,FTEC,False,sector,low,mid,etf|low|mid
	712	+firstrate:stock:FTFT,FTFT,stock,active,2009-03-30,2026-10-30,USD,9156984.85,0.21228517379954565,20,0.834,FTFT,False,services,low,high,stock|low|high
	713	+firstrate:stock:FTI,FTI,stock,active,2017-01-18,2026-10-30,USD,87710803.75,0.022365828748485944,20,31.31,FTI,False,manufacturing,high,high,stock|high|high
	714	+firstrate:stock:FTNT,FTNT,stock,active,2009-11-19,2026-10-30,USD,62418639.25,0.01096541287841317,20,43.69,FTNT,False,manufacturing,high,mid,stock|high|mid
	715	+firstrate:stock:FTS,FTS,stock,active,2016-10-17,2026-10-30,USD,8303527.8,0.00790590964861432,20,36.67,FTS,False,transport_utilities,low,low,stock|low|low
	716	+firstrate:etf:FTSL,FTSL,etf,active,2013-05-02,2026-10-30,USD,6716433.5,0.0011169446917414427,20,48.04,FTSL,False,other,low,low,etf|low|low
	717	+firstrate:etf:FTSM,FTSM,etf,active,2014-08-06,2026-10-30,USD,17373454.5,0.00046804765602747185,20,59.98,FTSM,False,leveraged_inverse,mid,low,etf|mid|low
	718	+firstrate:stock:FTV,FTV,stock,active,2016-07-06,2026-10-30,USD,74247390.465,0.007000696631069103,20,72.35,FTV,False,manufacturing,high,low,stock|high|low
	719	+firstrate:stock:FUL,FUL,stock,active,2002-12-03,2026-10-30,USD,16647134.8,0.009592921621195512,20,53.87,FUL,False,manufacturing,low,low,stock|low|low
	720	+firstrate:stock:FULT,FULT,stock,active,2000-01-04,2026-10-30,USD,19581821.15,0.01450061076986685,20,17.9,FULT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	721	+firstrate:stock:FUN,FUN,stock,active,2000-01-04,2026-10-30,USD,6799166.25,0.007732198466371004,20,64.99,FUN,False,services,low,low,stock|low|low
	722	+firstrate:etf:FV,FV,etf,active,2014-03-06,2026-10-30,USD,5557964.08,0.005821412013951268,20,27.57,FV,False,other,low,mid,etf|low|mid
	723	+firstrate:etf:FVD,FVD,etf,active,2003-10-09,2026-10-30,USD,11269552.95,0.004424062664605745,20,30.86,FVD,False,broad_equity,low,mid,etf|low|mid
	724	+firstrate:stock:FWONA,FWONA,stock,active,2014-11-05,2026-10-30,USD,8354207.65,0.018901557386215507,20,32.72,FWONA,False,transport_utilities,low,high,stock|low|high
	725	+firstrate:stock:FWONK,FWONK,stock,active,2014-07-09,2026-10-30,USD,60763691.954051994,0.019811077363527302,20,34.74072,FWONK,False,transport_utilities,mid,high,stock|mid|high
	726	+firstrate:stock:FWRD,FWRD,stock,active,2000-01-04,2026-10-30,USD,9018033.45,0.008907922091133048,20,57.44,FWRD,False,transport_utilities,low,low,stock|low|low
	727	+firstrate:etf:FXB,FXB,etf,active,2006-06-26,2026-10-30,USD,13928220.5,0.004019195290877669,20,131.2,FXB,False,volatility_alt,mid,low,etf|mid|low
	728	+firstrate:etf:FXC,FXC,etf,active,2006-06-26,2026-10-30,USD,5888094.5,0.004323549633421185,20,78.5,FXC,False,volatility_alt,low,low,etf|low|low
	729	+firstrate:etf:FXE,FXE,etf,active,2005-12-12,2026-10-30,USD,37789156.35,0.0031570084947051074,20,115.61,FXE,False,volatility_alt,mid,low,etf|mid|low
	730	+firstrate:etf:FXI,FXI,etf,active,2004-10-08,2026-10-30,USD,577603750.9,0.009814018725531322,20,46.17,FXI,False,international,high,high,etf|high|high
	731	+firstrate:etf:FXL,FXL,etf,active,2007-05-29,2026-10-30,USD,7662414.75,0.009889344781974296,20,51.32,FXL,False,sector,low,high,etf|low|high
	732	+firstrate:etf:FXO,FXO,etf,active,2007-05-10,2026-10-30,USD,5413792.25,0.004812991152021849,20,31.32,FXO,False,sector,low,mid,etf|low|mid
	733	+firstrate:etf:FXY,FXY,etf,active,2007-02-13,2026-10-30,USD,10883474.05,0.0037507658248572525,20,85.14,FXY,False,international,low,low,etf|low|low
	734	+firstrate:stock:G,G,stock,active,2007-08-03,2026-10-30,USD,33528299.85,0.0071580515235538465,20,31.74,G,False,services,mid,low,stock|mid|low
	735	+firstrate:stock:GAB,GAB,stock,active,2000-01-04,2026-10-30,USD,7408103.55,0.012874322709266892,20,6.19,GAB,False,unknown,low,mid,stock|low|mid
	736	+firstrate:stock:GAP,GAP,stock,active,2000-01-04,2026-10-30,USD,152807209.7,0.01978048060123174,20,34.06,GAP,False,retail,high,high,stock|high|high
	737	+firstrate:stock:GATX,GATX,stock,active,2007-04-30,2026-10-30,USD,16189742.55,0.014445391869567378,20,62.16,GATX,False,transport_utilities,low,mid,stock|low|mid
	738	+firstrate:stock:GBCI,GBCI,stock,active,2014-03-05,2026-10-30,USD,15274292.05,0.013427934825932146,20,39.39,GBCI,False,finance_insurance_realestate,low,mid,stock|low|mid
	739	+firstrate:etf:GBIL,GBIL,etf,active,2016-09-08,2026-10-30,USD,9066282.89501,0.0002307288086430166,20,99.98,GBIL,False,fixed_income,low,low,etf|low|low
	740	+firstrate:stock:GBX,GBX,stock,active,2000-01-04,2026-10-30,USD,14148943.5,0.014458608115159739,20,53.3,GBX,False,manufacturing,low,mid,stock|low|mid
	741	+firstrate:stock:GCO,GCO,stock,active,2000-01-04,2026-10-30,USD,20306169.5,0.023315191921841526,20,32.5,GCO,False,retail,mid,high,stock|mid|high
	742	+firstrate:stock:GD,GD,stock,active,2000-01-04,2026-10-30,USD,239263702.7,0.006932089952559858,20,203.45,GD,False,manufacturing,high,low,stock|high|low
	743	+firstrate:stock:GDDY,GDDY,stock,active,2015-04-06,2026-10-30,USD,86383911.15,0.01453448133691242,20,50.28,GDDY,False,services,high,mid,stock|high|mid
	744	+firstrate:stock:GDOT,GDOT,stock,active,2010-07-23,2026-10-30,USD,21365061.05,0.013516092655164003,20,60.26,GDOT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	745	+firstrate:stock:GDS,GDS,stock,active,2016-11-03,2026-10-30,USD,8566289.55,0.03509682398674549,20,22.53,GDS,False,services,low,high,stock|low|high
	746	+firstrate:etf:GDX,GDX,etf,active,2006-05-22,2026-10-30,USD,768168323.05,0.011509658613411832,20,23.24,GDX,False,commodity,high,high,etf|high|high
	747	+firstrate:etf:GDXJ,GDXJ,etf,active,2009-11-11,2026-10-30,USD,347028781.4,0.013886296137879334,20,34.13,GDXJ,False,commodity,high,high,etf|high|high
	748	+firstrate:stock:GE,GE,stock,active,2000-01-04,2026-10-30,USD,1090372362.157,0.006694538217453634,20,17.45,GE,False,manufacturing,high,low,stock|high|low
	749	+firstrate:stock:GEF,GEF,stock,active,2002-10-08,2026-10-30,USD,21086076.2,0.0416171691853512,20,60.58,GEF,False,manufacturing,mid,high,stock|mid|high
	750	+firstrate:stock:GEL,GEL,stock,active,2001-02-01,2026-10-30,USD,21255775.05,0.019469547269022357,20,22.35,GEL,False,transport_utilities,mid,high,stock|mid|high
	751	+firstrate:stock:GEN,GEN,stock,active,2007-04-27,2026-10-30,USD,151982893.05,0.017571661339154908,20,28.06,GEN,False,services,high,high,stock|high|high
	752	+firstrate:stock:GEO,GEO,stock,active,2000-01-04,2026-10-30,USD,19724055.4,0.014060845926311526,20,23.6,GEO,False,construction,mid,mid,stock|mid|mid
	753	+firstrate:stock:GFI,GFI,stock,active,2002-05-13,2026-10-30,USD,18545045.9,0.024528081620223526,20,4.3,GFI,False,unknown,mid,high,stock|mid|high
	754	+firstrate:stock:GGAL,GGAL,stock,active,2002-12-12,2026-10-30,USD,33191535.55,0.014915841920602028,20,65.85,GGAL,False,unknown,mid,mid,stock|mid|mid
	755	+firstrate:stock:GGB,GGB,stock,active,2000-01-04,2026-10-30,USD,20769300.15,0.0157873593041533,20,3.72,GGB,False,unknown,mid,mid,stock|mid|mid
	756	+firstrate:stock:GGG,GGG,stock,active,2000-01-04,2026-10-30,USD,33498119.05,0.2504172047135841,20,45.22,GGG,False,manufacturing,mid,high,stock|mid|high
	757	+firstrate:stock:GHC,GHC,stock,active,2007-05-17,2026-10-30,USD,8354065.5,0.010685252481240293,20,558.35,GHC,False,services,low,mid,stock|low|mid
	758	+firstrate:stock:GIB,GIB,stock,active,2000-01-03,2026-10-30,USD,8596801.25,0.006733714834865288,20,54.33,GIB,False,services,low,low,stock|low|low
	759	+firstrate:stock:GIII,GIII,stock,active,2000-01-04,2026-10-30,USD,34765891.05,0.035199700609253516,20,36.89,GIII,False,manufacturing,mid,high,stock|mid|high
	760	+firstrate:stock:GIL,GIL,stock,active,2000-01-04,2026-10-30,USD,9335470.55,0.00904698165756149,20,32.3,GIL,False,manufacturing,low,low,stock|low|low
	761	+firstrate:stock:GILD,GILD,stock,active,2000-01-04,2026-10-30,USD,581787864.5,0.013986585641682132,20,71.64,GILD,False,manufacturing,high,mid,stock|high|mid
	762	+firstrate:stock:GIS,GIS,stock,active,2000-01-04,2026-10-30,USD,255384886.6,0.011305648734474287,20,59.29,GIS,False,manufacturing,high,mid,stock|high|mid
	763	+firstrate:stock:GKOS,GKOS,stock,active,2015-06-26,2026-10-30,USD,14274129.8,0.01816299119966072,20,25.65,GKOS,False,manufacturing,low,high,stock|low|high
	764	+firstrate:stock:GL,GL,stock,active,2007-05-02,2026-10-30,USD,46375874.25,0.004623320446250887,20,90.71,GL,False,finance_insurance_realestate,mid,low,stock|mid|low
	765	+firstrate:etf:GLD,GLD,etf,active,2004-11-18,2026-10-30,USD,877058775.55,0.005341288646535229,20,123.65,GLD,False,commodity,high,mid,etf|high|mid
	766	+firstrate:stock:GLNG,GLNG,stock,active,2003-07-16,2026-10-30,USD,40577228.9,0.014702523221070731,20,29.81,GLNG,False,unknown,mid,mid,stock|mid|mid
	767	+firstrate:stock:GLOB,GLOB,stock,active,2014-07-21,2026-10-30,USD,9730948.05,0.015749608601402575,20,46.46,GLOB,False,services,low,mid,stock|low|mid
	768	+firstrate:stock:GLPI,GLPI,stock,active,2013-10-15,2026-10-30,USD,30659675.35,0.007486727159414098,20,37.0,GLPI,False,finance_insurance_realestate,mid,low,stock|mid|low
	769	+firstrate:stock:GLW,GLW,stock,active,2000-01-04,2026-10-30,USD,150115092.85,0.0090812674378752,20,31.99,GLW,False,manufacturing,high,low,stock|high|low
	770	+firstrate:stock:GM,GM,stock,active,2010-11-19,2026-10-30,USD,489551844.8,0.009910101806702362,20,40.99,GM,False,manufacturing,high,low,stock|high|low
	771	+firstrate:stock:GME,GME,stock,active,2002-05-13,2026-10-30,USD,54100392.9,0.0160710103648646,20,17.95,GME,False,retail,mid,mid,stock|mid|mid
	772	+firstrate:stock:GMED,GMED,stock,active,2012-08-06,2026-10-30,USD,27829652.75,0.01986507353290025,20,41.1,GMED,False,manufacturing,mid,high,stock|mid|high
	773	+firstrate:stock:GNL,GNL,stock,active,2015-06-03,2026-10-30,USD,8971515.15,0.009649314887223358,20,20.58,GNL,False,finance_insurance_realestate,low,low,stock|low|low
	774	+firstrate:etf:GNR,GNR,etf,active,2010-09-14,2026-10-30,USD,6610834.0,0.006336151130124924,20,49.07,GNR,False,international,low,mid,etf|low|mid
	775	+firstrate:stock:GNRC,GNRC,stock,active,2010-02-12,2026-10-30,USD,16808693.1,0.009177154633758969,20,49.52,GNRC,False,manufacturing,low,low,stock|low|low
	776	+firstrate:stock:GNTX,GNTX,stock,active,2000-01-04,2026-10-30,USD,36240354.9,0.008464230531568312,20,20.95,GNTX,False,manufacturing,mid,low,stock|mid|low
	777	+firstrate:stock:GNW,GNW,stock,active,2004-05-26,2026-10-30,USD,15433565.75,0.013344316699517954,20,3.11,GNW,False,finance_insurance_realestate,low,mid,stock|low|mid
	778	+firstrate:stock:GOGO,GOGO,stock,active,2013-06-24,2026-10-30,USD,10459223.7,0.022210221626183663,20,11.28,GOGO,False,transport_utilities,low,high,stock|low|high
	779	+firstrate:stock:GOLF,GOLF,stock,active,2016-10-31,2026-10-30,USD,7296634.15,0.012247054807124557,20,21.08,GOLF,False,manufacturing,low,mid,stock|low|mid
	780	+firstrate:stock:GOOG,GOOG,stock,active,2004-09-01,2026-10-30,USD,1467023654.6,0.007583885280535767,20,1046.4,GOOG,False,services,high,low,stock|high|low
	781	+firstrate:stock:GOOGL,GOOGL,stock,active,2014-04-03,2026-10-30,USD,1575630480.7954996,0.007510636568974479,20,1053.4,GOOGL,False,services,high,low,stock|high|low
	782	+firstrate:stock:GOOS,GOOS,stock,active,2017-03-22,2026-10-30,USD,22136230.6,0.02220200976148918,20,31.56,GOOS,False,manufacturing,mid,high,stock|mid|high
	783	+firstrate:etf:GOVT,GOVT,etf,active,2012-02-24,2026-10-30,USD,31861961.75,0.0017534989582226887,20,25.08,GOVT,False,fixed_income,mid,low,etf|mid|low
	784	+firstrate:stock:GPC,GPC,stock,active,2000-01-04,2026-10-30,USD,72121907.95,0.009198543405419146,20,95.01,GPC,False,wholesale,high,low,stock|high|low
	785	+firstrate:stock:GPI,GPI,stock,active,2000-01-04,2026-10-30,USD,15309234.05,0.01869487451048172,20,70.97,GPI,False,retail,low,high,stock|low|high
	786	+firstrate:stock:GPK,GPK,stock,active,2000-03-02,2026-10-30,USD,33471049.6,0.006555605792039824,20,15.45,GPK,False,manufacturing,mid,low,stock|mid|low
	787	+firstrate:stock:GPMT,GPMT,stock,active,2017-06-23,2026-10-30,USD,9005602.134,0.010064560535751785,20,17.74,GPMT,False,finance_insurance_realestate,low,low,stock|low|low
	788	+firstrate:stock:GPN,GPN,stock,active,2001-02-02,2026-10-30,USD,110965369.4,0.014306490133877471,20,100.24,GPN,False,services,high,mid,stock|high|mid
	789	+firstrate:stock:GPRE,GPRE,stock,active,2006-03-16,2026-10-30,USD,11550390.25,0.012276339524657155,20,16.85,GPRE,False,manufacturing,low,mid,stock|low|mid
	790	+firstrate:stock:GPRO,GPRO,stock,active,2014-06-27,2026-10-30,USD,26472951.9,0.01596636455184435,20,7.57,GPRO,False,manufacturing,mid,mid,stock|mid|mid
	791	+firstrate:etf:GREK,GREK,etf,active,2011-12-08,2026-10-30,USD,7646882.376,0.011945765175870121,20,10.28,GREK,False,international,low,high,etf|low|high
	792	+firstrate:stock:GRFS,GRFS,stock,active,2011-06-03,2026-10-30,USD,11080123.919999998,0.00891321993574198,20,22.92,GRFS,False,unknown,low,low,stock|low|low
	793	+firstrate:stock:GRMN,GRMN,stock,active,2000-12-11,2026-10-30,USD,70028700.2,0.009476302369513457,20,59.57,GRMN,False,manufacturing,high,low,stock|high|low
	794	+firstrate:stock:GROW,GROW,stock,active,2002-02-05,2026-10-30,USD,12154902.7,0.12036579095883956,20,3.9,GROW,False,finance_insurance_realestate,low,high,stock|low|high
	795	+firstrate:stock:GRPN,GRPN,stock,active,2011-11-07,2026-10-30,USD,40625054.55,0.0192994135349252,20,5.1,GRPN,False,services,mid,high,stock|mid|high
	796	+firstrate:stock:GS,GS,stock,active,2000-01-04,2026-10-30,USD,681343654.55,0.011513886505063397,20,254.76,GS,False,finance_insurance_realestate,high,mid,stock|high|mid
	797	+firstrate:stock:GSAT,GSAT,stock,active,2006-11-02,2026-10-30,USD,7151251.7,0.039215572139837035,20,1.31,GSAT,False,transport_utilities,low,high,stock|low|high
	798	+firstrate:stock:GSK,GSK,stock,active,2000-12-27,2026-10-30,USD,180122429.45,0.0065655145821061295,20,35.47,GSK,False,manufacturing,high,low,stock|high|low
	799	+firstrate:etf:GSLC,GSLC,etf,active,2015-09-21,2026-10-30,USD,8820353.1,0.003941200691404111,20,53.36,GSLC,False,commodity,low,low,etf|low|low
	800	+firstrate:stock:GSM,GSM,stock,active,2015-12-24,2026-10-30,USD,9352863.15,0.020786505931968492,20,16.2,GSM,False,mining,low,high,stock|low|high
	801	+firstrate:etf:GSY,GSY,etf,active,2008-02-12,2026-10-30,USD,8305535.472000001,0.0012619491917738672,20,50.14,GSY,False,leveraged_inverse,low,low,etf|low|low
	802	+firstrate:stock:GT,GT,stock,active,2000-01-04,2026-10-30,USD,78658687.95,0.010789322456577481,20,32.31,GT,False,manufacturing,high,mid,stock|high|mid
	803	+firstrate:stock:GTN,GTN,stock,active,2002-09-03,2026-10-30,USD,25960950.75,0.021793323084895774,20,16.75,GTN,False,transport_utilities,mid,high,stock|mid|high
	804	+firstrate:etf:GUNR,GUNR,etf,active,2011-09-22,2026-10-30,USD,11449204.2,0.005021062768201313,20,33.29,GUNR,False,international,low,mid,etf|low|mid
	805	+firstrate:stock:GURE,GURE,stock,active,2009-10-27,2026-10-30,USD,5518105.8645,0.01770954478479844,20,1.47,GURE,False,manufacturing,low,high,stock|low|high
	806	+firstrate:etf:GUSH,GUSH,etf,active,2015-05-29,2026-10-30,USD,20722671.5,0.04727552308115295,20,30.35,GUSH,False,leveraged_inverse,mid,high,etf|mid|high
	807	+firstrate:stock:GVA,GVA,stock,active,2000-01-04,2026-10-30,USD,15846701.65,0.017421016133418152,20,63.43,GVA,False,construction,low,high,stock|low|high
	808	+firstrate:etf:GVI,GVI,etf,active,2007-01-11,2026-10-30,USD,15746242.25,0.0011167437543242837,20,109.76,GVI,False,fixed_income,mid,low,etf|mid|low
	809	+firstrate:stock:GWRE,GWRE,stock,active,2012-01-26,2026-10-30,USD,48043167.3,0.01167306013646678,20,74.26,GWRE,False,services,mid,mid,stock|mid|mid
	810	+firstrate:stock:GWW,GWW,stock,active,2000-01-04,2026-10-30,USD,170028263.1,0.014505774706162834,20,236.25,GWW,False,wholesale,high,mid,stock|high|mid
	811	+firstrate:etf:GXC,GXC,etf,active,2007-03-23,2026-10-30,USD,7137632.15,0.011237920937423972,20,107.19,GXC,False,international,low,high,etf|low|high
	812	+firstrate:stock:GYRE,GYRE,stock,active,2007-05-17,2026-10-30,USD,5179781.8575,0.07162558777945126,20,13.64,GYRE,False,manufacturing,low,high,stock|low|high
	813	+firstrate:stock:H,H,stock,active,2009-11-06,2026-10-30,USD,46702521.2,0.00919714367909742,20,73.54,H,False,services,mid,low,stock|mid|low
	814	+firstrate:etf:HACK,HACK,etf,active,2014-11-12,2026-10-30,USD,7532577.9,0.007198204260654043,20,31.64,HACK,False,other,low,mid,etf|low|mid
	815	+firstrate:stock:HAE,HAE,stock,active,2000-01-04,2026-10-30,USD,24150049.7,0.011246802637579795,20,58.08,HAE,False,manufacturing,mid,mid,stock|mid|mid
	816	+firstrate:stock:HAIN,HAIN,stock,active,2000-01-04,2026-10-30,USD,58093697.3,0.013986533346929933,20,42.39,HAIN,False,manufacturing,mid,mid,stock|mid|mid
	817	+firstrate:stock:HAL,HAL,stock,active,2000-01-04,2026-10-30,USD,389149380.95,0.01235464128133339,20,48.87,HAL,False,mining,high,mid,stock|high|mid
	818	+firstrate:stock:HALO,HALO,stock,active,2004-11-02,2026-10-30,USD,23948022.1,0.023796644330295765,20,20.26,HALO,False,manufacturing,mid,high,stock|mid|high
	819	+firstrate:stock:HAPN,HAPN,stock,active,2014-12-12,2026-10-30,USD,52310132.4,0.053630445210617377,20,4.13,HAPN,False,finance_insurance_realestate,mid,high,stock|mid|high
	820	+firstrate:stock:HAS,HAS,stock,active,2000-01-04,2026-10-30,USD,111258325.45,0.013692942126688208,20,90.89,HAS,False,manufacturing,high,mid,stock|high|mid
	821	+firstrate:stock:HASI,HASI,stock,delisted,2013-04-18,2024-12-20,USD,7492458.342499999,0.012327071939316614,20,24.06,HASI,True,unknown,low,mid,stock|low|mid
	822	+firstrate:stock:HBAN,HBAN,stock,active,2009-09-21,2026-10-30,USD,132841596.25,0.011413198478469349,20,14.56,HBAN,False,finance_insurance_realestate,high,mid,stock|high|mid
	823	+firstrate:stock:HCA,HCA,stock,active,2011-03-11,2026-10-30,USD,204418763.25,0.014505043334948441,20,87.84,HCA,False,services,high,mid,stock|high|mid
	824	+firstrate:stock:HCC,HCC,stock,active,2017-04-17,2026-10-30,USD,25800925.8,0.017208219489535825,20,25.15,HCC,False,mining,mid,high,stock|mid|high
	825	+firstrate:stock:HCSG,HCSG,stock,active,2000-01-04,2026-10-30,USD,25841728.65,0.013061755189536301,20,52.72,HCSG,False,services,mid,mid,stock|mid|mid
	826	+firstrate:stock:HD,HD,stock,active,2000-01-04,2026-10-30,USD,957530104.85,0.008650992843654523,20,189.53,HD,False,retail,high,low,stock|high|low
	827	+firstrate:stock:HDB,HDB,stock,active,2001-07-20,2026-10-30,USD,52815620.85,0.008477087618857506,20,101.67,HDB,False,unknown,mid,low,stock|mid|low
	828	+firstrate:etf:HDV,HDV,etf,active,2011-03-31,2026-10-30,USD,24363385.55,0.004771637219991775,20,90.14,HDV,False,broad_equity,mid,mid,etf|mid|mid
	829	+firstrate:stock:HE,HE,stock,active,2000-01-04,2026-10-30,USD,14497027.1,0.0076736466212554005,20,36.15,HE,False,transport_utilities,low,low,stock|low|low
	830	+firstrate:etf:HEDJ,HEDJ,etf,active,2009-12-31,2026-10-30,USD,101625190.63800001,0.005045194948174132,20,63.71,HEDJ,False,international,high,mid,etf|high|mid
	831	+firstrate:etf:HEFA,HEFA,etf,active,2014-02-14,2026-10-30,USD,20719400.0,0.004838812976025512,20,29.69,HEFA,False,international,mid,mid,etf|mid|mid
	832	+firstrate:stock:HEI,HEI,stock,active,2000-01-04,2026-10-30,USD,31140005.4,0.013097575195409088,20,94.35,HEI,False,manufacturing,mid,mid,stock|mid|mid
	833	+firstrate:stock:HEI.A,HEI.A,stock,active,2007-05-16,2026-10-30,USD,9101546.45,0.014476857968299454,20,79.05,HEI.A,False,unknown,low,mid,stock|low|mid
	834	+firstrate:stock:HELE,HELE,stock,active,2000-01-04,2026-10-30,USD,14571477.25,0.013622526855036413,20,96.35,HELE,False,manufacturing,low,mid,stock|low|mid
	835	+firstrate:etf:HEWG,HEWG,etf,active,2014-02-18,2024-08-12,USD,6330692.5,0.0061758996400069115,20,28.69,HEWG,False,volatility_alt,low,mid,etf|low|mid
	836	+firstrate:etf:HEWJ,HEWJ,etf,active,2014-02-05,2026-10-30,USD,42859435.8,0.006915742171109276,20,33.34,HEWJ,False,international,high,mid,etf|high|mid
	837	+firstrate:etf:HEZU,HEZU,etf,active,2014-08-22,2026-10-30,USD,27642120.905500002,0.0053466048902608854,20,29.81,HEZU,False,volatility_alt,mid,mid,etf|mid|mid
	838	+firstrate:stock:HGV,HGV,stock,active,2016-12-14,2026-10-30,USD,18918557.786999997,0.012904705006681458,20,41.95,HGV,False,services,mid,mid,stock|mid|mid
	839	+firstrate:stock:HHH,HHH,stock,active,2010-11-08,2026-10-30,USD,20810134.8,0.00762035983207528,20,131.27,HHH,False,finance_insurance_realestate,mid,low,stock|mid|low
	840	+firstrate:stock:HIG,HIG,stock,active,2000-01-04,2026-10-30,USD,140791414.6,0.011698153444668478,20,56.28,HIG,False,finance_insurance_realestate,high,mid,stock|high|mid
	841	+firstrate:stock:HII,HII,stock,active,2011-03-23,2026-10-30,USD,72354823.0,0.008889890875158827,20,235.7,HII,False,manufacturing,high,low,stock|high|low
	842	+firstrate:stock:HIMX,HIMX,stock,active,2006-03-31,2026-10-30,USD,65555565.5,0.04307113648963653,20,10.42,HIMX,False,manufacturing,high,high,stock|high|high
	843	+firstrate:stock:HIW,HIW,stock,active,2000-01-04,2026-10-30,USD,29777853.35,0.007967074561899455,20,50.91,HIW,False,finance_insurance_realestate,mid,low,stock|mid|low
	844	+firstrate:stock:HL,HL,stock,active,2000-01-04,2026-10-30,USD,17271385.45,0.021670915651525725,20,3.97,HL,False,mining,low,high,stock|low|high
	845	+firstrate:stock:HLF,HLF,stock,active,2004-12-17,2026-10-30,USD,62840228.45,0.016436785514765743,20,67.72,HLF,False,wholesale,high,high,stock|high|high
	846	+firstrate:stock:HLI,HLI,stock,active,2015-08-14,2026-10-30,USD,8062942.0,0.009314238879556914,20,45.43,HLI,False,finance_insurance_realestate,low,low,stock|low|low
	847	+firstrate:stock:HLIO,HLIO,stock,active,2007-05-17,2026-10-30,USD,6628469.8,0.015804100244056173,20,64.69,HLIO,False,manufacturing,low,mid,stock|low|mid
	848	+firstrate:stock:HLT,HLT,stock,active,2013-12-13,2026-10-30,USD,140486466.95,0.008742858868904453,20,79.86,HLT,False,services,high,low,stock|high|low
	849	+firstrate:stock:HMC,HMC,stock,active,2000-01-03,2026-10-30,USD,15168641.5,0.004604868553570768,20,34.08,HMC,False,manufacturing,low,low,stock|low|low
	850	+firstrate:stock:HMN,HMN,stock,active,2000-01-04,2026-10-30,USD,8049311.25,0.010356181744637278,20,44.1,HMN,False,finance_insurance_realestate,low,low,stock|low|low
	851	+firstrate:stock:HNI,HNI,stock,active,2000-01-04,2026-10-30,USD,9114172.2,0.017343190368097047,20,38.57,HNI,False,manufacturing,low,high,stock|low|high
	852	+firstrate:stock:HOG,HOG,stock,active,2000-01-04,2026-10-30,USD,95886498.3,0.014543557958624881,20,50.88,HOG,False,manufacturing,high,mid,stock|high|mid
	853	+firstrate:stock:HOMB,HOMB,stock,active,2006-06-26,2026-10-30,USD,35287280.4,0.016964189849141578,20,23.25,HOMB,False,finance_insurance_realestate,mid,high,stock|mid|high
	854	+firstrate:stock:HON,HON,stock,active,2000-01-04,2026-10-30,USD,456292647.25,0.006103542317297162,20,153.36,HON,False,manufacturing,high,low,stock|high|low
	855	+firstrate:stock:HOPE,HOPE,stock,active,2007-05-02,2026-10-30,USD,8145435.45,0.013764644274029346,20,18.25,HOPE,False,finance_insurance_realestate,low,mid,stock|low|mid
	856	+firstrate:stock:HOS,HOS,stock,active,2006-07-19,2026-10-30,USD,9307916.0,0.026292398763270698,20,7.54,HOS,False,mining,low,high,stock|low|high
	857	+firstrate:stock:HOV,HOV,stock,active,2001-03-15,2026-10-30,USD,7109684.85,0.04840167423708455,20,3.35,HOV,False,construction,low,high,stock|low|high
	858	+firstrate:stock:HP,HP,stock,active,2000-01-04,2026-10-30,USD,88976303.8,0.01778684378907129,20,64.64,HP,False,mining,high,high,stock|high|high
	859	+firstrate:stock:HPE,HPE,stock,active,2015-11-03,2026-10-30,USD,133155479.62800002,0.012071640756813466,20,14.36,HPE,False,manufacturing,high,mid,stock|high|mid
	860	+firstrate:stock:HPP,HPP,stock,active,2010-06-25,2026-10-30,USD,24976904.4,0.009003532727941008,20,34.25,HPP,False,finance_insurance_realestate,mid,low,stock|mid|low
	861	+firstrate:stock:HPQ,HPQ,stock,active,2004-01-02,2026-10-30,USD,188826006.4215,0.008404793370849992,20,21.01,HPQ,False,manufacturing,high,low,stock|high|low
	862	+firstrate:stock:HQH,HQH,stock,active,2000-01-04,2026-10-30,USD,5871542.55,0.008910031202597913,20,22.55,HQH,False,unknown,low,low,stock|low|low
	863	+firstrate:stock:HQY,HQY,stock,active,2014-08-01,2026-10-30,USD,32021982.825,0.027692587872106312,20,46.66,HQY,False,services,mid,high,stock|mid|high
	864	+firstrate:stock:HR,HR,stock,active,2000-01-04,2026-10-30,USD,28558149.65,0.01371729030928924,20,32.12,HR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	865	+firstrate:stock:HRB,HRB,stock,active,2000-01-04,2026-10-30,USD,91115780.95,0.0303118282422102,20,26.22,HRB,False,services,high,high,stock|high|high
	866	+firstrate:stock:HRI,HRI,stock,active,2007-05-03,2026-10-30,USD,13738503.35,0.018706238286373807,20,62.61,HRI,False,services,low,high,stock|low|high
	867	+firstrate:stock:HRL,HRL,stock,active,2000-01-04,2026-10-30,USD,66337277.9,0.009039965141627448,20,36.39,HRL,False,manufacturing,high,low,stock|high|low
	868	+firstrate:stock:HRTX,HRTX,stock,active,2007-05-17,2026-10-30,USD,20642676.3,0.03656329013274315,20,18.1,HRTX,False,manufacturing,mid,high,stock|mid|high
	869	+firstrate:stock:HSBC,HSBC,stock,active,2000-01-03,2026-10-30,USD,91937010.3,0.009149533196647052,20,51.64,HSBC,False,unknown,high,low,stock|high|low
	870	+firstrate:stock:HSIC,HSIC,stock,active,2000-01-04,2026-10-30,USD,119179499.55,0.014699789330091027,20,69.88,HSIC,False,wholesale,high,mid,stock|high|mid
	871	+firstrate:stock:HST,HST,stock,active,2006-04-19,2026-10-30,USD,112745373.95,0.01011150512088051,20,19.85,HST,False,finance_insurance_realestate,high,low,stock|high|low
	872	+firstrate:stock:HSY,HSY,stock,active,2000-01-04,2026-10-30,USD,91261883.85,0.005938950177535082,20,113.51,HSY,False,manufacturing,high,low,stock|high|low
	873	+firstrate:stock:HTGC,HTGC,stock,active,2005-06-10,2026-10-30,USD,5401955.2,0.009726318055195436,20,13.12,HTGC,False,unknown,low,low,stock|low|low
	874	+firstrate:stock:HTH,HTH,stock,active,2007-08-02,2026-10-30,USD,9760897.65,0.01470110183926114,20,25.33,HTH,False,finance_insurance_realestate,low,mid,stock|low|mid
	875	+firstrate:stock:HTHT,HTHT,stock,active,2010-03-29,2026-10-30,USD,92691109.85,0.019707251069784035,20,144.43,HTHT,False,services,high,high,stock|high|high
	876	+firstrate:stock:HTLD,HTLD,stock,active,2000-01-04,2026-10-30,USD,8417769.5,0.011644842246767668,20,23.34,HTLD,False,transport_utilities,low,mid,stock|low|mid
	877	+firstrate:stock:HUBB,HUBB,stock,active,2009-10-30,2026-10-30,USD,41697883.4205,0.012627115408810966,20,135.34,HUBB,False,manufacturing,mid,mid,stock|mid|mid
	878	+firstrate:stock:HUBG,HUBG,stock,active,2000-01-04,2026-10-30,USD,12042107.25,0.013815026613714547,20,47.9,HUBG,False,transport_utilities,low,mid,stock|low|mid
	879	+firstrate:stock:HUBS,HUBS,stock,active,2014-10-10,2026-10-30,USD,52618237.5,0.022793233145252268,20,88.4,HUBS,False,services,mid,high,stock|mid|high
	880	+firstrate:stock:HUM,HUM,stock,active,2000-01-04,2026-10-30,USD,299243989.35,0.012771822649513011,20,248.07,HUM,False,finance_insurance_realestate,high,mid,stock|high|mid
	881	+firstrate:stock:HUN,HUN,stock,active,2005-02-15,2026-10-30,USD,105345499.05,0.016465769642748932,20,33.29,HUN,False,manufacturing,high,high,stock|high|high
	882	+firstrate:stock:HWC,HWC,stock,active,2007-05-04,2026-10-30,USD,25611201.75,0.012956224846507389,20,49.5,HWC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	883	+firstrate:stock:HWM,HWM,stock,active,2016-11-01,2026-10-30,USD,76584308.6,0.01220077666248389,20,27.25,HWM,False,manufacturing,high,mid,stock|high|mid
	884	+firstrate:stock:HXL,HXL,stock,active,2000-01-04,2026-10-30,USD,30510264.8,0.011243655886497407,20,61.85,HXL,False,manufacturing,mid,mid,stock|mid|mid
	885	+firstrate:etf:HYD,HYD,etf,active,2009-02-05,2026-10-30,USD,21315727.7,0.0032583816271448325,20,31.2,HYD,False,fixed_income,mid,low,etf|mid|low
	886	+firstrate:etf:HYG,HYG,etf,active,2007-04-11,2026-10-30,USD,911979949.75,0.0012610200527589201,20,87.26,HYG,False,fixed_income,high,low,etf|high|low
	887	+firstrate:etf:HYLB,HYLB,etf,active,2016-12-07,2026-10-30,USD,10878988.7115,0.0014127870807241624,20,50.43,HYLB,False,fixed_income,low,low,etf|low|low
	888	+firstrate:etf:HYLS,HYLS,etf,active,2013-02-27,2026-10-30,USD,5667647.75,0.0015232110915802933,20,48.57,HYLS,False,fixed_income,low,low,etf|low|low
	889	+firstrate:etf:HYMB,HYMB,etf,active,2011-04-14,2026-10-30,USD,6153296.5,0.0033516720910120503,20,55.66,HYMB,False,fixed_income,low,low,etf|low|low
	890	+firstrate:etf:HYS,HYS,etf,active,2011-06-17,2026-10-30,USD,29814390.95,0.0016079821870374927,20,100.48,HYS,False,fixed_income,mid,low,etf|mid|low
	891	+firstrate:stock:HZO,HZO,stock,active,2000-01-04,2026-10-30,USD,5537710.0,0.0153282211423219,20,18.9,HZO,False,retail,low,mid,stock|low|mid
	892	+firstrate:stock:IAG,IAG,stock,active,2005-12-20,2026-10-30,USD,20219679.95,0.017607630919990812,20,5.83,IAG,False,mining,mid,high,stock|mid|high
	893	+firstrate:stock:IART,IART,stock,active,2000-01-04,2026-10-30,USD,24177867.85,0.011138376133634378,20,47.86,IART,False,manufacturing,mid,mid,stock|mid|mid
	894	+firstrate:etf:IAT,IAT,etf,active,2006-05-05,2026-10-30,USD,8519482.0,0.009751366925472807,20,49.29,IAT,False,sector,low,high,etf|low|high
	895	+firstrate:etf:IAU,IAU,etf,active,2005-01-28,2026-10-30,USD,105802944.4,0.005297520985348083,20,12.51,IAU,False,commodity,high,mid,etf|high|mid
	896	+firstrate:etf:IBB,IBB,etf,active,2001-02-12,2026-10-30,USD,222452365.85,0.009361460320256212,20,106.77,IBB,False,sector,high,high,etf|high|high
	897	+firstrate:stock:IBKR,IBKR,stock,active,2007-05-07,2026-10-30,USD,67392831.5,0.011028338893927691,20,59.21,IBKR,False,finance_insurance_realestate,high,mid,stock|high|mid
	898	+firstrate:stock:IBM,IBM,stock,active,2000-01-04,2026-10-30,USD,683557154.65,0.007640263472613369,20,153.42,IBM,False,manufacturing,high,low,stock|high|low
	899	+firstrate:stock:IBN,IBN,stock,active,2000-03-29,2026-10-30,USD,43343953.4,0.011185514937662218,20,9.73,IBN,False,unknown,mid,mid,stock|mid|mid
	900	+firstrate:stock:IBOC,IBOC,stock,active,2000-01-04,2026-10-30,USD,11058002.75,0.011094541581273641,20,39.7,IBOC,False,finance_insurance_realestate,low,mid,stock|low|mid
	901	+firstrate:stock:IBP,IBP,stock,active,2014-02-14,2026-10-30,USD,13704089.0,0.018383247516071347,20,75.95,IBP,False,construction,low,high,stock|low|high
	902	+firstrate:stock:ICE,ICE,stock,active,2005-11-17,2026-10-30,USD,187453144.75,0.006435893234158452,20,70.56,ICE,False,finance_insurance_realestate,high,low,stock|high|low
	903	+firstrate:etf:ICF,ICF,etf,active,2001-02-02,2026-10-30,USD,14811484.9,0.00839435409269815,20,101.32,ICF,False,other,mid,high,etf|mid|high
	904	+firstrate:stock:ICHR,ICHR,stock,active,2016-12-12,2026-10-30,USD,25733733.6,0.03642667775654966,20,24.6,ICHR,False,manufacturing,mid,high,stock|mid|high
	905	+firstrate:stock:ICLR,ICLR,stock,active,2000-01-04,2026-10-30,USD,30684436.2,0.012833238553897204,20,112.15,ICLR,False,services,mid,mid,stock|mid|mid
	906	+firstrate:stock:ICUI,ICUI,stock,active,2000-01-04,2026-10-30,USD,23862582.25,0.013768383608992771,20,216.0,ICUI,False,manufacturing,mid,mid,stock|mid|mid
	907	+firstrate:stock:IDA,IDA,stock,active,2000-01-04,2026-10-30,USD,19552252.0,0.009714780156033586,20,91.36,IDA,False,transport_utilities,mid,low,stock|mid|low
	908	+firstrate:stock:IDCC,IDCC,stock,active,2000-04-27,2026-10-30,USD,21093310.0,0.015290675927523202,20,76.15,IDCC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	909	+firstrate:etf:IDEV,IDEV,etf,active,2017-03-23,2026-10-30,USD,5337710.423749999,0.004328016964583107,20,58.5,IDEV,False,international,low,low,etf|low|low
	910	+firstrate:etf:IDU,IDU,etf,active,2004-01-02,2026-10-30,USD,15980270.75,0.008278595059228106,20,132.87,IDU,False,broad_equity,mid,high,etf|mid|high
	911	+firstrate:etf:IDV,IDV,etf,active,2007-06-15,2026-10-30,USD,16357911.737750003,0.0033097168465644274,20,33.79,IDV,False,broad_equity,mid,low,etf|mid|low
	912	+firstrate:stock:IDXX,IDXX,stock,active,2000-01-04,2026-10-30,USD,74154627.65,0.01025910741501374,20,156.38,IDXX,False,manufacturing,high,low,stock|high|low
	913	+firstrate:etf:IEF,IEF,etf,active,2002-07-30,2026-10-30,USD,221960374.9,0.002159196874787475,20,105.57,IEF,False,other,high,low,etf|high|low
	914	+firstrate:etf:IEFA,IEFA,etf,active,2012-10-22,2026-10-30,USD,270283094.11275,0.005262788249551875,20,66.09,IEFA,False,international,high,mid,etf|high|mid
	915	+firstrate:etf:IEI,IEI,etf,active,2007-01-11,2026-10-30,USD,45349158.1,0.001189380335752326,20,122.16,IEI,False,other,high,low,etf|high|low
	916	+firstrate:etf:IEMG,IEMG,etf,active,2012-10-22,2026-10-30,USD,445801069.6045,0.008499008921102367,20,56.9,IEMG,False,international,high,high,etf|high|high
	917	+firstrate:etf:IEO,IEO,etf,active,2006-05-05,2026-10-30,USD,8316489.1,0.011826847721625183,20,64.96,IEO,False,commodity,low,high,etf|low|high
	918	+firstrate:stock:IEP,IEP,stock,active,2007-09-18,2026-10-30,USD,5244078.9,0.008880252798364715,20,53.0,IEP,False,manufacturing,low,low,stock|low|low
	919	+firstrate:etf:IEUR,IEUR,etf,active,2014-06-12,2026-10-30,USD,15073716.95,0.004983172915857341,20,50.17,IEUR,False,international,mid,mid,etf|mid|mid
	920	+firstrate:etf:IEV,IEV,etf,active,2005-11-30,2026-10-30,USD,31974884.75,0.0040641944178149425,20,47.26,IEV,False,international,mid,low,etf|mid|low
	921	+firstrate:stock:IEX,IEX,stock,active,2000-01-04,2026-10-30,USD,29039723.35,0.005888142941739773,20,131.97,IEX,False,manufacturing,mid,low,stock|mid|low
	922	+firstrate:stock:IFF,IFF,stock,active,2000-01-04,2026-10-30,USD,37484986.7,0.006514856048234921,20,152.61,IFF,False,manufacturing,mid,low,stock|mid|low
	923	+firstrate:etf:IFLN,IFLN,etf,active,2007-11-15,2026-10-30,USD,15778539.823500002,0.0016585851585443373,20,18.95,IFLN,False,other,mid,low,etf|mid|low
	924	+firstrate:etf:IGF,IGF,etf,active,2007-12-12,2026-10-30,USD,15513667.2,0.00477693060816539,20,45.22,IGF,False,international,mid,mid,etf|mid|mid
	925	+firstrate:etf:IGIB,IGIB,etf,active,2007-05-16,2026-10-30,USD,36582966.95,0.001033332825610401,20,109.21,IGIB,False,other,mid,low,etf|mid|low
	926	+firstrate:etf:IGLB,IGLB,etf,active,2009-12-09,2026-10-30,USD,6698809.75,0.00434426744280906,20,63.2,IGLB,False,fixed_income,low,mid,etf|low|mid
	927	+firstrate:etf:IGM,IGM,etf,active,2001-03-19,2026-10-30,USD,10815747.4,0.006876429966177326,20,168.79,IGM,False,sector,low,mid,etf|low|mid
	928	+firstrate:etf:IGOV,IGOV,etf,active,2009-01-29,2026-10-30,USD,5268778.9495,0.0033674927750922557,20,49.92,IGOV,False,fixed_income,low,low,etf|low|low
	929	+firstrate:etf:IGSB,IGSB,etf,active,2007-05-16,2026-10-30,USD,48562711.7,0.0005399342028071364,20,104.54,IGSB,False,fixed_income,high,low,etf|high|low
	930	+firstrate:etf:IGV,IGV,etf,active,2002-09-03,2026-10-30,USD,23924139.55,0.009996671824421216,20,154.57,IGV,False,sector,mid,high,etf|mid|high
	931	+firstrate:stock:IHG,IHG,stock,active,2003-04-16,2026-10-30,USD,17080284.964500003,0.00740973610966689,20,63.51,IHG,False,unknown,low,low,stock|low|low
	932	+firstrate:etf:IHI,IHI,etf,active,2006-05-05,2026-10-30,USD,12730452.55,0.00754612390171979,20,173.51,IHI,False,other,mid,high,etf|mid|high
	933	+firstrate:etf:IJH,IJH,etf,active,2004-01-02,2026-10-30,USD,201103077.1,0.005388186836076113,20,189.78,IJH,False,broad_equity,high,mid,etf|high|mid
	934	+firstrate:etf:IJJ,IJJ,etf,active,2004-01-02,2026-10-30,USD,19947034.75,0.006051873149250463,20,160.11,IJJ,False,broad_equity,mid,mid,etf|mid|mid
	935	+firstrate:etf:IJK,IJK,etf,active,2004-01-02,2026-10-30,USD,24440490.35,0.004936356782144522,20,215.83,IJK,False,broad_equity,mid,mid,etf|mid|mid
	936	+firstrate:etf:IJR,IJR,etf,active,2004-01-02,2026-10-30,USD,218230410.6,0.007662607994584568,20,76.81,IJR,False,broad_equity,high,high,etf|high|high
	937	+firstrate:etf:IJS,IJS,etf,active,2005-11-30,2026-10-30,USD,19512924.7,0.007979362335863173,20,153.57,IJS,False,broad_equity,mid,high,etf|mid|high
	938	+firstrate:etf:IJT,IJT,etf,active,2005-11-30,2026-10-30,USD,15490670.4,0.007411257925967755,20,170.15,IJT,False,broad_equity,mid,mid,etf|mid|mid
	939	+firstrate:etf:ILF,ILF,etf,active,2002-02-05,2026-10-30,USD,31084379.5,0.01007171528421762,20,34.17,ILF,False,international,mid,high,etf|mid|high
	940	+firstrate:stock:ILMN,ILMN,stock,active,2000-07-31,2026-10-30,USD,165803271.45,0.017125183920743577,20,218.49,ILMN,False,manufacturing,high,high,stock|high|high
	941	+firstrate:stock:IMAX,IMAX,stock,active,2000-01-04,2026-10-30,USD,16967343.25,0.019686599303238066,20,23.15,IMAX,False,manufacturing,low,high,stock|low|high
	942	+firstrate:stock:IMKTA,IMKTA,stock,active,2005-04-01,2026-10-30,USD,5369308.5,0.03988751984993053,20,34.6,IMKTA,False,retail,low,high,stock|low|high
	943	+firstrate:stock:IMO,IMO,stock,active,2000-01-04,2026-10-30,USD,7136932.65,0.008277201858435506,20,31.19,IMO,False,manufacturing,low,low,stock|low|low
	944	+firstrate:stock:INCY,INCY,stock,active,2000-01-04,2026-10-30,USD,130521622.2,0.01870237180805093,20,94.71,INCY,False,services,high,high,stock|high|high
	945	+firstrate:etf:INDA,INDA,etf,active,2012-02-03,2026-10-30,USD,100581463.0,0.00761936179910168,20,36.07,INDA,False,international,high,high,etf|high|high
	946	+firstrate:stock:INDB,INDB,stock,active,2000-01-04,2026-10-30,USD,5484025.25,0.014869465351625347,20,69.85,INDB,False,finance_insurance_realestate,low,mid,stock|low|mid
	947	+firstrate:etf:INDY,INDY,etf,active,2009-11-20,2026-10-30,USD,5754634.1,0.0068966104075836405,20,37.12,INDY,False,international,low,mid,etf|low|mid
	948	+firstrate:stock:INFY,INFY,stock,active,2000-01-04,2026-10-30,USD,65492503.5,0.007766482815169422,20,16.22,INFY,False,services,high,low,stock|high|low
	949	+firstrate:stock:ING,ING,stock,active,2000-01-04,2026-10-30,USD,54960588.25,0.009463525183139618,20,18.46,ING,False,unknown,mid,low,stock|mid|low
	950	+firstrate:stock:INGN,INGN,stock,active,2014-02-18,2026-10-30,USD,15727970.7,0.014445772456816811,20,119.08,INGN,False,manufacturing,low,mid,stock|low|mid
	951	+firstrate:stock:INGR,INGR,stock,active,2004-01-02,2026-10-30,USD,54255161.10000001,0.006292579065821964,20,139.8,INGR,False,manufacturing,mid,low,stock|mid|low
	952	+firstrate:stock:INN,INN,stock,active,2011-02-10,2026-10-30,USD,10099936.35,0.011096861997969342,20,15.23,INN,False,finance_insurance_realestate,low,mid,stock|low|mid
	953	+firstrate:stock:INO,INO,stock,active,2005-04-05,2026-10-30,USD,5321013.498000001,0.024870754672707048,20,4.13,INO,False,manufacturing,low,high,stock|low|high
	954	+firstrate:stock:INSM,INSM,stock,active,2000-08-29,2026-10-30,USD,22878043.75,0.029226607686775825,20,31.18,INSM,False,manufacturing,mid,high,stock|mid|high
	955	+firstrate:stock:INTC,INTC,stock,active,2000-01-04,2026-10-30,USD,1263915157.0,0.014741274998024181,20,46.16,INTC,False,manufacturing,high,mid,stock|high|mid
	956	+firstrate:stock:INTU,INTU,stock,active,2000-01-04,2026-10-30,USD,196272006.7,0.0074996437808986655,20,157.78,INTU,False,services,high,low,stock|high|low
	957	+firstrate:stock:INVA,INVA,stock,active,2007-05-07,2026-10-30,USD,11312668.05,0.015507186349052791,20,14.19,INVA,False,manufacturing,low,mid,stock|low|mid
	958	+firstrate:stock:INVH,INVH,stock,active,2017-02-02,2026-10-30,USD,64480835.8,0.00887389655246305,20,23.57,INVH,False,finance_insurance_realestate,high,low,stock|high|low
	959	+firstrate:stock:INVX,INVX,stock,active,2000-01-04,2026-10-30,USD,20682021.25,0.021801146448919197,20,47.7,INVX,False,manufacturing,mid,high,stock|mid|high
	960	+firstrate:stock:IONS,IONS,stock,active,2002-05-09,2026-10-30,USD,41034171.75,0.02469248743047263,20,50.3,IONS,False,manufacturing,mid,high,stock|mid|high
	961	+firstrate:stock:IOSP,IOSP,stock,active,2006-03-23,2026-10-30,USD,5372310.0,0.011376314566792906,20,70.6,IOSP,False,manufacturing,low,mid,stock|low|mid
	962	+firstrate:stock:IP,IP,stock,active,2000-01-04,2026-10-30,USD,115842961.25,0.011152007352248588,20,57.94,IP,False,manufacturing,high,mid,stock|high|mid
	963	+firstrate:stock:IPGP,IPGP,stock,active,2006-12-14,2026-10-30,USD,118098243.35,0.027500096981183796,20,214.13,IPGP,False,manufacturing,high,high,stock|high|high
	964	+firstrate:stock:IPI,IPI,stock,active,2008-04-23,2026-10-30,USD,5586966.9,0.03325861091748878,20,4.76,IPI,False,mining,low,high,stock|low|high
	965	+firstrate:stock:IQV,IQV,stock,active,2013-05-10,2026-10-30,USD,119369465.85,0.005752736718665608,20,97.9,IQV,False,services,high,low,stock|high|low
	966	+firstrate:stock:IR,IR,stock,active,2017-05-15,2026-10-30,USD,22402330.95,0.013444351518291276,20,33.93,IR,False,manufacturing,mid,mid,stock|mid|mid
	967	+firstrate:stock:IRBT,IRBT,stock,active,2005-11-10,2025-12-19,USD,74766688.2,0.02266745153274666,20,76.7,IRBT,False,unknown,high,high,stock|high|high
	968	+firstrate:stock:IRDM,IRDM,stock,active,2009-09-25,2026-10-30,USD,8819672.9,0.01681814424854599,20,11.8,IRDM,False,transport_utilities,low,high,stock|low|high
	969	+firstrate:stock:IRM,IRM,stock,active,2000-01-04,2026-10-30,USD,92786347.1,0.019367519722323298,20,37.73,IRM,False,finance_insurance_realestate,high,high,stock|high|high
	970	+firstrate:stock:IRT,IRT,stock,active,2013-09-19,2026-10-30,USD,6367989.2,0.008892193778253142,20,10.09,IRT,False,finance_insurance_realestate,low,low,stock|low|low
	971	+firstrate:stock:IRTC,IRTC,stock,active,2016-10-21,2026-10-30,USD,9600721.8,0.014309041836039402,20,56.05,IRTC,False,manufacturing,low,mid,stock|low|mid
	972	+firstrate:stock:IRWD,IRWD,stock,active,2010-02-04,2026-10-30,USD,17365386.15,0.02500206337014233,20,14.99,IRWD,False,manufacturing,low,high,stock|low|high
	973	+firstrate:stock:ISRG,ISRG,stock,active,2003-07-01,2026-10-30,USD,366156537.45,0.02095480492437637,20,364.94,ISRG,False,manufacturing,high,high,stock|high|high
	974	+firstrate:etf:ISTB,ISTB,etf,active,2012-10-22,2026-10-30,USD,11303932.053854998,0.0009695756946504698,20,49.83,ISTB,False,fixed_income,low,low,etf|low|low
	975	+firstrate:stock:IT,IT,stock,active,2000-01-04,2026-10-30,USD,54692781.35,0.009137751837661115,20,123.15,IT,False,services,mid,low,stock|mid|low
	976	+firstrate:etf:ITA,ITA,etf,active,2006-05-05,2026-10-30,USD,41751727.45,0.005794816592107434,20,188.11,ITA,False,other,high,mid,etf|high|mid
	977	+firstrate:etf:ITB,ITB,etf,active,2006-05-05,2026-10-30,USD,65618342.3,0.00904544189573718,20,43.72,ITB,False,broad_equity,high,high,etf|high|high
	978	+firstrate:stock:ITGR,ITGR,stock,active,2007-05-09,2026-10-30,USD,7288519.5,0.016742834754235353,20,45.3,ITGR,False,manufacturing,low,high,stock|low|high
	979	+firstrate:etf:ITM,ITM,etf,active,2007-12-06,2026-10-30,USD,12880846.95,0.0034457304894134145,20,24.07,ITM,False,fixed_income,mid,low,etf|mid|low
	980	+firstrate:etf:ITOT,ITOT,etf,active,2007-05-16,2026-10-30,USD,53765476.55,0.0042785106030781145,20,61.14,ITOT,False,broad_equity,high,low,etf|high|low
	981	+firstrate:stock:ITRI,ITRI,stock,active,2000-01-04,2026-10-30,USD,27568422.75,0.013492028557245087,20,68.2,ITRI,False,manufacturing,mid,mid,stock|mid|mid
	982	+firstrate:stock:ITT,ITT,stock,active,2000-09-06,2026-10-30,USD,26716936.45,0.00851257182619201,20,53.37,ITT,False,manufacturing,mid,low,stock|mid|low
	983	+firstrate:stock:ITUB,ITUB,stock,active,2009-05-21,2026-10-30,USD,116754784.831,0.018086814067799155,20,13.0,ITUB,False,unknown,high,high,stock|high|high
	984	+firstrate:stock:ITW,ITW,stock,active,2000-01-04,2026-10-30,USD,206307823.3,0.00659881712447328,20,166.85,ITW,False,manufacturing,high,low,stock|high|low
	985	+firstrate:etf:IUSB,IUSB,etf,active,2014-06-12,2026-10-30,USD,9243010.8,0.001569645090748901,20,50.87,IUSB,False,fixed_income,low,low,etf|low|low
	986	+firstrate:etf:IUSG,IUSG,etf,active,2014-06-12,2026-10-30,USD,41383012.15,0.004112319365675106,20,53.77,IUSG,False,broad_equity,high,low,etf|high|low
	987	+firstrate:etf:IUSV,IUSV,etf,active,2014-06-12,2026-10-30,USD,26927625.05,0.0043481366244198134,20,55.4,IUSV,False,broad_equity,mid,mid,etf|mid|mid
	988	+firstrate:etf:IVE,IVE,etf,active,2004-01-02,2026-10-30,USD,191715312.35,0.004613966428128099,20,114.24,IVE,False,broad_equity,high,mid,etf|high|mid
	989	+firstrate:etf:IVOG,IVOG,etf,active,2010-09-09,2026-10-30,USD,10019347.25,0.0055241867377233715,20,133.08,IVOG,False,broad_equity,low,mid,etf|low|mid
	990	+firstrate:stock:IVR,IVR,stock,active,2009-06-26,2026-10-30,USD,31641026.340000004,0.010881279450375186,20,17.83,IVR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	991	+firstrate:etf:IVV,IVV,etf,active,2005-01-03,2026-10-30,USD,1107868778.2,0.003973983940386353,20,268.85,IVV,False,broad_equity,high,low,etf|high|low
	992	+firstrate:etf:IVW,IVW,etf,active,2005-01-03,2026-10-30,USD,113934989.15,0.004164252977466913,20,152.77,IVW,False,broad_equity,high,low,etf|high|low
	993	+firstrate:stock:IVZ,IVZ,stock,active,2007-05-25,2026-10-30,USD,83814772.45,0.008628479553184906,20,36.54,IVZ,False,finance_insurance_realestate,high,low,stock|high|low
	994	+firstrate:etf:IWB,IWB,etf,active,2000-05-19,2026-10-30,USD,199055389.85,0.0036003427492344057,20,148.61,IWB,False,broad_equity,high,low,etf|high|low
	995	+firstrate:etf:IWD,IWD,etf,active,2000-05-26,2026-10-30,USD,269650144.95,0.004052605149976257,20,124.34,IWD,False,broad_equity,high,low,etf|high|low
	996	+firstrate:etf:IWF,IWF,etf,active,2000-05-26,2026-10-30,USD,246503908.7,0.003990674172000899,20,134.68,IWF,False,broad_equity,high,low,etf|high|low
	997	+firstrate:etf:IWM,IWM,etf,active,2000-05-26,2026-10-30,USD,3913272787.55,0.007036868117615103,20,152.46,IWM,False,broad_equity,high,mid,etf|high|mid
	998	+firstrate:etf:IWN,IWN,etf,active,2000-07-28,2026-10-30,USD,155875453.3,0.0071474324050136194,20,125.75,IWN,False,broad_equity,high,mid,etf|high|mid
	999	+firstrate:etf:IWO,IWO,etf,active,2000-07-28,2026-10-30,USD,144006456.15,0.007283826191158659,20,186.7,IWO,False,broad_equity,high,mid,etf|high|mid
	1000	+firstrate:etf:IWP,IWP,etf,active,2001-08-03,2026-10-30,USD,33074449.65,0.004693211112153642,20,120.64,IWP,False,broad_equity,mid,mid,etf|mid|mid
	1001	+firstrate:etf:IWR,IWR,etf,active,2002-02-04,2026-10-30,USD,42453412.0,0.0046730450969120355,20,208.13,IWR,False,broad_equity,high,mid,etf|high|mid
	1002	+firstrate:etf:IWS,IWS,etf,active,2001-08-03,2026-10-30,USD,44610908.3,0.005134519525340955,20,89.15,IWS,False,broad_equity,high,mid,etf|high|mid
	1003	+firstrate:etf:IWV,IWV,etf,active,2000-05-26,2026-10-30,USD,57954973.55,0.003777942879977972,20,158.17,IWV,False,broad_equity,high,low,etf|high|low
	1004	+firstrate:etf:IWY,IWY,etf,active,2009-09-28,2026-10-30,USD,9581462.7,0.00415594521877545,20,73.15,IWY,False,broad_equity,low,low,etf|low|low
	1005	+firstrate:etf:IXC,IXC,etf,active,2001-11-26,2026-10-30,USD,8206245.35,0.005001115074386004,20,35.55,IXC,False,international,low,mid,etf|low|mid
	1006	+firstrate:etf:IXJ,IXJ,etf,active,2002-06-24,2026-10-30,USD,5731328.65,0.005290413474840577,20,112.52,IXJ,False,international,low,mid,etf|low|mid
	1007	+firstrate:etf:IXN,IXN,etf,active,2002-07-25,2026-10-30,USD,7034703.25,0.006616916310765892,20,153.66,IXN,False,international,low,mid,etf|low|mid
	1008	+firstrate:etf:IXUS,IXUS,etf,active,2012-10-22,2026-10-30,USD,30471067.8305,0.005611563335593266,20,63.08,IXUS,False,international,mid,mid,etf|mid|mid
	1009	+firstrate:etf:IYC,IYC,etf,active,2005-11-30,2026-10-30,USD,7773771.05,0.0047009111253321295,20,179.25,IYC,False,sector,low,mid,etf|low|mid
	1010	+firstrate:etf:IYE,IYE,etf,active,2004-01-02,2026-10-30,USD,15265636.7,0.008367943390773985,20,39.65,IYE,False,sector,mid,high,etf|mid|high
	1011	+firstrate:etf:IYF,IYF,etf,active,2004-01-02,2026-10-30,USD,31629953.4,0.006031205257283908,20,119.43,IYF,False,broad_equity,mid,mid,etf|mid|mid
	1012	+firstrate:etf:IYG,IYG,etf,active,2005-11-30,2026-10-30,USD,14740236.45,0.0076161290404563545,20,130.45,IYG,False,sector,mid,high,etf|mid|high
	1013	+firstrate:etf:IYH,IYH,etf,active,2005-11-30,2026-10-30,USD,18347886.1,0.00618764160443897,20,174.23,IYH,False,sector,mid,mid,etf|mid|mid
	1014	+firstrate:etf:IYJ,IYJ,etf,active,2004-01-02,2026-10-30,USD,10556577.3,0.004181749619537495,20,147.39,IYJ,False,sector,low,low,etf|low|low
	1015	+firstrate:etf:IYM,IYM,etf,active,2005-11-30,2026-10-30,USD,11038049.65,0.00600290848211139,20,102.2,IYM,False,sector,low,mid,etf|low|mid
	1016	+firstrate:etf:IYR,IYR,etf,active,2005-01-03,2026-10-30,USD,547185681.05,0.008548501794791321,20,81.01,IYR,False,sector,high,high,etf|high|high
	1017	+firstrate:etf:IYT,IYT,etf,active,2005-01-03,2026-10-30,USD,39865595.3,0.007556466456103488,20,191.63,IYT,False,sector,mid,high,etf|mid|high
	1018	+firstrate:etf:IYW,IYW,etf,active,2004-01-02,2026-10-30,USD,33098947.5,0.007286355418992224,20,162.77,IYW,False,broad_equity,mid,mid,etf|mid|mid
	1019	+firstrate:etf:IYZ,IYZ,etf,active,2005-11-30,2026-10-30,USD,10747495.0,0.01281695512654239,20,29.41,IYZ,False,fixed_income,low,high,etf|low|high
	1020	+firstrate:stock:J,J,stock,active,2007-05-03,2026-10-30,USD,59276638.45,0.010545404287834776,20,65.96,J,False,construction,mid,mid,stock|mid|mid
	1021	+firstrate:stock:JACK,JACK,stock,active,2008-12-16,2026-10-30,USD,83666972.9,0.015626355181504046,20,98.11,JACK,False,retail,high,mid,stock|high|mid
	1022	+firstrate:stock:JAZZ,JAZZ,stock,active,2012-01-19,2026-10-30,USD,56260536.3,0.015560609816673737,20,134.65,JAZZ,False,manufacturing,mid,mid,stock|mid|mid
	1023	+firstrate:stock:JBHT,JBHT,stock,active,2000-01-04,2026-10-30,USD,100794100.45,0.007008570510716679,20,114.98,JBHT,False,transport_utilities,high,low,stock|high|low
	1024	+firstrate:stock:JBL,JBL,stock,active,2000-01-04,2026-10-30,USD,90290655.8,0.015392902368092314,20,26.25,JBL,False,manufacturing,high,mid,stock|high|mid
	1025	+firstrate:stock:JBLU,JBLU,stock,active,2002-05-13,2026-10-30,USD,101415104.05,0.014654804792077975,20,22.34,JBLU,False,transport_utilities,high,mid,stock|high|mid
	1026	+firstrate:stock:JBTM,JBTM,stock,active,2008-08-04,2026-10-30,USD,18664914.0,0.01475334377450709,20,110.8,JBTM,False,manufacturing,mid,mid,stock|mid|mid
	1027	+firstrate:stock:JCI,JCI,stock,active,2004-01-02,2026-10-30,USD,207163143.263,0.00700474676825567,20,38.11,JCI,False,manufacturing,high,low,stock|high|low
	1028	+firstrate:stock:JD,JD,stock,active,2014-05-23,2026-10-30,USD,585337216.75,0.01855723512156427,20,41.42,JD,False,retail,high,high,stock|high|high
	1029	+firstrate:etf:JDST,JDST,etf,active,2013-10-03,2026-10-30,USD,66574952.875,0.04271671249720552,20,51.31,JDST,False,leveraged_inverse,high,high,etf|high|high
	1030	+firstrate:stock:JELD,JELD,stock,active,2017-01-30,2026-10-30,USD,18273501.75,0.01423539161030416,20,39.37,JELD,False,manufacturing,mid,mid,stock|mid|mid
	1031	+firstrate:stock:JJSF,JJSF,stock,active,2000-01-04,2026-10-30,USD,8881405.85,0.008068103889121379,20,151.83,JJSF,False,manufacturing,low,low,stock|low|low
	1032	+firstrate:stock:JKHY,JKHY,stock,active,2000-01-04,2026-10-30,USD,31423831.7,0.0066207105552933505,20,116.96,JKHY,False,services,mid,low,stock|mid|low
	1033	+firstrate:stock:JKS,JKS,stock,active,2010-05-14,2026-10-30,USD,13231003.8,0.03647817957415075,20,24.05,JKS,False,manufacturing,low,high,stock|low|high
	1034	+firstrate:stock:JLL,JLL,stock,active,2000-01-04,2026-10-30,USD,44932066.9,0.013753389964202641,20,148.93,JLL,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1035	+firstrate:stock:JNJ,JNJ,stock,active,2000-01-04,2026-10-30,USD,804321573.1,0.005816753306941708,20,139.72,JNJ,False,manufacturing,high,low,stock|high|low
	1036	+firstrate:etf:JNK,JNK,etf,active,2007-12-04,2026-10-30,USD,300552791.28000003,0.0018244370004956306,20,36.72,JNK,False,fixed_income,high,low,etf|high|low
	1037	+firstrate:etf:JNUG,JNUG,etf,active,2013-10-03,2026-10-30,USD,153326066.25,0.040779437301446675,20,17.76,JNUG,False,leveraged_inverse,high,high,etf|high|high
	1038	+firstrate:stock:JOE,JOE,stock,active,2000-01-04,2026-10-30,USD,5753156.75,0.008744763112401771,20,18.05,JOE,False,finance_insurance_realestate,low,low,stock|low|low
	1039	+firstrate:stock:JPM,JPM,stock,active,2000-06-12,2026-10-30,USD,1510040802.35,0.009928172987718122,20,106.94,JPM,False,finance_insurance_realestate,high,low,stock|high|low
	1040	+firstrate:stock:JRVR,JRVR,stock,active,2014-12-15,2026-10-30,USD,7807526.95,0.010856098190565164,20,40.01,JRVR,False,finance_insurance_realestate,low,mid,stock|low|mid
	1041	+firstrate:stock:KAI,KAI,stock,active,2003-05-15,2026-10-30,USD,6252996.5,0.014641944578384044,20,100.4,KAI,False,manufacturing,low,mid,stock|low|mid
	1042	+firstrate:stock:KALU,KALU,stock,active,2006-07-10,2026-10-30,USD,13774278.1,0.008895275438553037,20,106.85,KALU,False,manufacturing,low,low,stock|low|low
	1043	+firstrate:stock:KB,KB,stock,active,2001-11-13,2026-10-30,USD,6209473.0,0.011651464283570686,20,58.51,KB,False,unknown,low,mid,stock|low|mid
	1044	+firstrate:etf:KBE,KBE,etf,active,2005-11-15,2026-10-30,USD,121643588.75,0.009635608948643633,20,47.34,KBE,False,sector,high,high,etf|high|high
	1045	+firstrate:stock:KBH,KBH,stock,active,2000-01-04,2026-10-30,USD,56880409.85,0.013483417024560173,20,31.95,KBH,False,construction,mid,mid,stock|mid|mid
	1046	+firstrate:stock:KBR,KBR,stock,active,2006-11-17,2026-10-30,USD,31305516.75,0.018158954966097388,20,19.83,KBR,False,construction,mid,high,stock|mid|high
	1047	+firstrate:etf:KBWB,KBWB,etf,active,2011-11-01,2026-10-30,USD,20218416.55,0.0093251465521328,20,55.02,KBWB,False,sector,mid,high,etf|mid|high
	1048	+firstrate:stock:KDP,KDP,stock,active,2008-05-08,2026-10-30,USD,121641398.5,0.009598460897309284,20,97.06,KDP,False,manufacturing,high,low,stock|high|low
	1049	+firstrate:stock:KEP,KEP,stock,active,2000-01-03,2026-10-30,USD,6518083.3,0.012632744401749262,20,17.71,KEP,False,unknown,low,mid,stock|low|mid
	1050	+firstrate:stock:KEX,KEX,stock,active,2000-01-04,2026-10-30,USD,30955723.0,0.01673294809233435,20,66.8,KEX,False,transport_utilities,mid,high,stock|mid|high
	1051	+firstrate:stock:KEY,KEY,stock,active,2000-01-04,2026-10-30,USD,181576576.35,0.01228574110823341,20,20.17,KEY,False,finance_insurance_realestate,high,mid,stock|high|mid
	1052	+firstrate:stock:KEYS,KEYS,stock,active,2014-11-04,2026-10-30,USD,36167860.891499996,0.013996008893503758,20,41.6,KEYS,False,manufacturing,mid,mid,stock|mid|mid
	1053	+firstrate:stock:KFY,KFY,stock,active,2000-01-04,2026-10-30,USD,21321096.45,0.012145153769303987,20,41.38,KFY,False,services,mid,mid,stock|mid|mid
	1054	+firstrate:stock:KGC,KGC,stock,active,2003-02-04,2026-10-30,USD,32102795.5,0.019170061233289223,20,4.32,KGC,False,mining,mid,high,stock|mid|high
	1055	+firstrate:stock:KHC,KHC,stock,active,2015-07-07,2026-10-30,USD,260047977.7,0.00780966728431921,20,77.76,KHC,False,manufacturing,high,low,stock|high|low
	1056	+firstrate:etf:KIE,KIE,etf,active,2005-11-15,2026-10-30,USD,15003498.95,0.004516826826208365,20,30.7,KIE,False,broad_equity,mid,mid,etf|mid|mid
	1057	+firstrate:stock:KIM,KIM,stock,active,2000-01-04,2026-10-30,USD,68578051.1,0.016647175809351072,20,18.15,KIM,False,finance_insurance_realestate,high,high,stock|high|high
	1058	+firstrate:stock:KKR,KKR,stock,active,2010-07-16,2026-10-30,USD,48488269.7,0.012284783617615112,20,21.06,KKR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1059	+firstrate:stock:KLAC,KLAC,stock,active,2000-01-04,2026-10-30,USD,139393957.45,0.01929922425608076,20,105.07,KLAC,False,manufacturing,high,high,stock|high|high
	1060	+firstrate:stock:KLIC,KLIC,stock,active,2000-01-03,2026-10-30,USD,9592648.45,0.010498647197672573,20,24.34,KLIC,False,manufacturing,low,mid,stock|low|mid
	1061	+firstrate:stock:KMB,KMB,stock,active,2000-01-04,2026-10-30,USD,235130697.5,0.010527995234535301,20,120.66,KMB,False,manufacturing,high,mid,stock|high|mid
	1062	+firstrate:stock:KMI,KMI,stock,active,2011-02-14,2026-10-30,USD,252483226.6,0.010170159672637895,20,18.07,KMI,False,transport_utilities,high,low,stock|high|low
	1063	+firstrate:stock:KMPR,KMPR,stock,active,2001-05-25,2026-10-30,USD,13402332.25,0.011736170978621625,20,68.9,KMPR,False,finance_insurance_realestate,low,mid,stock|low|mid
	1064	+firstrate:stock:KMT,KMT,stock,active,2000-01-04,2026-10-30,USD,47806658.1,0.014777735691499082,20,48.41,KMT,False,manufacturing,mid,mid,stock|mid|mid
	1065	+firstrate:stock:KMX,KMX,stock,active,2000-01-04,2026-10-30,USD,161986926.55,0.017852457728124934,20,64.13,KMX,False,retail,high,high,stock|high|high
	1066	+firstrate:stock:KN,KN,stock,active,2014-03-04,2026-10-30,USD,13103901.235499999,0.01824626567564552,20,14.66,KN,False,manufacturing,low,high,stock|low|high
	1067	+firstrate:stock:KNX,KNX,stock,active,2010-12-17,2026-10-30,USD,69114163.35,0.008820709319386952,20,43.72,KNX,False,transport_utilities,high,low,stock|high|low
	1068	+firstrate:stock:KO,KO,stock,active,2000-01-04,2026-10-30,USD,477116144.35,0.006630165986599607,20,45.88,KO,False,manufacturing,high,low,stock|high|low
	1069	+firstrate:stock:KOF,KOF,stock,active,2000-01-04,2026-10-30,USD,5920121.8,0.01755786510190555,20,69.62,KOF,False,unknown,low,high,stock|low|high
	1070	+firstrate:stock:KOP,KOP,stock,active,2006-02-02,2026-10-30,USD,6547949.25,0.01700204051209449,20,50.9,KOP,False,manufacturing,low,high,stock|low|high
	1071	+firstrate:stock:KOS,KOS,stock,active,2011-05-12,2026-10-30,USD,17841750.1,0.03767995587504088,20,6.85,KOS,False,mining,mid,high,stock|mid|high
	1072	+firstrate:stock:KR,KR,stock,active,2000-01-04,2026-10-30,USD,265650334.1,0.01807095619929337,20,27.45,KR,False,retail,high,high,stock|high|high
	1073	+firstrate:stock:KRC,KRC,stock,active,2000-01-04,2026-10-30,USD,31907517.65,0.009158087559680677,20,74.65,KRC,False,finance_insurance_realestate,mid,low,stock|mid|low
	1074	+firstrate:etf:KRE,KRE,etf,active,2006-06-22,2026-10-30,USD,496197469.55,0.010611434098331993,20,58.85,KRE,False,sector,high,high,etf|high|high
	1075	+firstrate:stock:KRG,KRG,stock,active,2004-08-13,2026-10-30,USD,14201360.45,0.01585009350036242,20,19.6,KRG,False,finance_insurance_realestate,low,mid,stock|low|mid
	1076	+firstrate:stock:KRNY,KRNY,stock,active,2005-02-25,2026-10-30,USD,6545114.8,0.009404567167827017,20,14.45,KRNY,False,finance_insurance_realestate,low,low,stock|low|low
	1077	+firstrate:stock:KRO,KRO,stock,active,2003-12-10,2026-10-30,USD,15304678.7,0.03206102765026691,20,25.77,KRO,False,manufacturing,low,high,stock|low|high
	1078	+firstrate:stock:KSS,KSS,stock,active,2000-01-04,2026-10-30,USD,201786700.25,0.024202265282968545,20,54.23,KSS,False,retail,high,high,stock|high|high
	1079	+firstrate:stock:KT,KT,stock,active,2010-01-05,2026-10-30,USD,10448806.35,0.01081932644083639,20,15.61,KT,False,unknown,low,mid,stock|low|mid
	1080	+firstrate:stock:KTOS,KTOS,stock,active,2007-09-18,2026-10-30,USD,15803141.85,0.018902340642422,20,10.59,KTOS,False,manufacturing,low,high,stock|low|high
	1081	+firstrate:etf:KWEB,KWEB,etf,active,2013-08-01,2026-10-30,USD,37787318.4,0.014452860582652813,20,58.61,KWEB,False,international,mid,high,etf|mid|high
	1082	+firstrate:stock:KWR,KWR,stock,active,2000-01-04,2026-10-30,USD,9792337.15,0.009798010945472682,20,150.79,KWR,False,manufacturing,low,low,stock|low|low
	1083	+firstrate:stock:KYN,KYN,stock,active,2004-09-28,2026-10-30,USD,21232927.0,0.01781592070613162,20,19.05,KYN,False,unknown,mid,high,stock|mid|high
	1084	+firstrate:stock:KYNB,KYNB,stock,active,2014-11-17,2026-10-30,USD,28754319.5,0.02777892209041668,20,47.4,KYNB,False,manufacturing,mid,high,stock|mid|high
	1085	+firstrate:stock:L,L,stock,active,2007-04-30,2026-10-30,USD,50488171.7,0.005427559836141868,20,50.03,L,False,finance_insurance_realestate,mid,low,stock|mid|low
	1086	+firstrate:etf:LABD,LABD,etf,active,2015-05-28,2026-10-30,USD,30384488.1,0.04387887766253623,20,4.61,LABD,False,leveraged_inverse,mid,high,etf|mid|high
	1087	+firstrate:etf:LABU,LABU,etf,active,2015-05-28,2026-10-30,USD,86751470.0,0.04382094154877943,20,77.85,LABU,False,leveraged_inverse,high,high,etf|high|high
	1088	+firstrate:stock:LAD,LAD,stock,active,2000-01-04,2026-10-30,USD,27936809.85,0.01717268918430584,20,113.59,LAD,False,retail,mid,high,stock|mid|high
	1089	+firstrate:stock:LADR,LADR,stock,active,2014-02-07,2026-10-30,USD,13282585.85,0.007989281950207889,20,13.63,LADR,False,finance_insurance_realestate,low,low,stock|low|low
	1090	+firstrate:stock:LAMR,LAMR,stock,active,2000-01-04,2026-10-30,USD,39916396.05,0.008825569492493038,20,74.24,LAMR,False,finance_insurance_realestate,mid,low,stock|mid|low
	1091	+firstrate:stock:LAUR,LAUR,stock,active,2017-02-02,2026-10-30,USD,9025657.85,0.023836372774647577,20,13.56,LAUR,False,services,low,high,stock|low|high
	1092	+firstrate:stock:LAZ,LAZ,stock,active,2005-05-06,2026-10-30,USD,28365562.05,0.011336431717316985,20,52.5,LAZ,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1093	+firstrate:stock:LBTYA,LBTYA,stock,active,2004-06-09,2026-10-30,USD,56819333.684,0.017156801300924375,20,35.84,LBTYA,False,transport_utilities,mid,high,stock|mid|high
	1094	+firstrate:stock:LBTYK,LBTYK,stock,active,2005-09-09,2026-10-30,USD,73375068.85350001,0.016273578854416385,20,33.84,LBTYK,False,transport_utilities,high,high,stock|high|high
	1095	+firstrate:stock:LCII,LCII,stock,active,2017-01-04,2026-10-30,USD,15715519.5,0.01487487739586402,20,130.0,LCII,False,manufacturing,low,mid,stock|low|mid
	1096	+firstrate:stock:LDOS,LDOS,stock,active,2007-04-30,2026-10-30,USD,52705523.05,0.007758104153298723,20,64.57,LDOS,False,services,mid,low,stock|mid|low
	1097	+firstrate:stock:LE,LE,stock,active,2014-03-21,2026-10-30,USD,6154303.0,0.037424997555533766,20,19.55,LE,False,retail,low,high,stock|low|high
	1098	+firstrate:stock:LEA,LEA,stock,active,2009-11-23,2026-10-30,USD,74658514.45,0.011828589813595245,20,176.66,LEA,False,manufacturing,high,mid,stock|high|mid
	1099	+firstrate:stock:LECO,LECO,stock,active,2000-01-04,2026-10-30,USD,36527984.3,0.007805994237125923,20,91.58,LECO,False,manufacturing,mid,low,stock|mid|low
	1100	+firstrate:stock:LEN,LEN,stock,active,2000-01-04,2026-10-30,USD,188654200.35,0.010099153800651928,20,63.24,LEN,False,construction,high,low,stock|high|low
	1101	+firstrate:stock:LEN.B,LEN.B,stock,active,2007-05-01,2026-10-30,USD,7104184.0235,0.011799228239516532,20,51.68,LEN.B,False,unknown,low,mid,stock|low|mid
	1102	+firstrate:stock:LFUS,LFUS,stock,active,2000-01-04,2026-10-30,USD,24575049.55,0.013257113780622491,20,197.82,LFUS,False,manufacturing,mid,mid,stock|mid|mid
	1103	+firstrate:stock:LGIH,LGIH,stock,active,2013-11-08,2026-10-30,USD,23016000.7,0.02045132569757031,20,75.03,LGIH,False,construction,mid,high,stock|mid|high
	1104	+firstrate:stock:LGND,LGND,stock,active,2006-06-15,2026-10-30,USD,22996222.55,0.01041356751817706,20,136.93,LGND,False,manufacturing,mid,low,stock|mid|low
	1105	+firstrate:stock:LH,LH,stock,active,2000-01-04,2026-10-30,USD,84819082.85,0.00922559055506637,20,159.51,LH,False,services,high,low,stock|high|low
	1106	+firstrate:stock:LHX,LHX,stock,active,2007-05-02,2026-10-30,USD,87998545.1,0.007244933303070714,20,141.65,LHX,False,manufacturing,high,low,stock|high|low
	1107	+firstrate:stock:LII,LII,stock,active,2000-01-04,2026-10-30,USD,57479319.35,0.007635485441168822,20,208.26,LII,False,manufacturing,mid,low,stock|mid|low
	1108	+firstrate:stock:LILA,LILA,stock,active,2015-07-13,2026-10-30,USD,8595661.25,0.016379201900468775,20,20.15,LILA,False,transport_utilities,low,high,stock|low|high
	1109	+firstrate:stock:LILAK,LILAK,stock,active,2015-07-01,2026-10-30,USD,21038254.592499997,0.014536352511452109,20,19.89,LILAK,False,transport_utilities,mid,mid,stock|mid|mid
	1110	+firstrate:etf:LIT,LIT,etf,active,2010-07-23,2026-10-30,USD,21760033.1,0.013091447219274332,20,38.76,LIT,False,international,mid,high,etf|mid|high
	1111	+firstrate:stock:LITE,LITE,stock,active,2015-07-24,2026-10-30,USD,143187932.125,0.038239536752528606,20,48.9,LITE,False,manufacturing,high,high,stock|high|high
	1112	+firstrate:stock:LIVN,LIVN,stock,active,2015-10-20,2026-10-30,USD,32951117.45,0.01679164254220578,20,79.92,LIVN,False,manufacturing,mid,high,stock|mid|high
	1113	+firstrate:stock:LKFT,LKFT,stock,active,2015-05-14,2026-10-30,USD,9863299.15,0.025150893201337586,20,93.76,LKFT,False,manufacturing,low,high,stock|low|high
	1114	+firstrate:stock:LKQ,LKQ,stock,active,2003-10-07,2026-10-30,USD,66314682.55,0.009560128261553768,20,40.67,LKQ,False,wholesale,high,low,stock|high|low
	1115	+firstrate:stock:LLY,LLY,stock,active,2000-01-04,2026-10-30,USD,295621284.5,0.007242230485225664,20,84.46,LLY,False,manufacturing,high,low,stock|high|low
	1116	+firstrate:etf:LMBS,LMBS,etf,active,2014-11-05,2026-10-30,USD,10641535.0,0.0007010499088025681,20,51.64,LMBS,False,other,low,low,etf|low|low
	1117	+firstrate:stock:LMT,LMT,stock,active,2000-01-04,2026-10-30,USD,308773104.8,0.006440239239771864,20,321.05,LMT,False,manufacturing,high,low,stock|high|low
	1118	+firstrate:stock:LNC,LNC,stock,active,2000-01-04,2026-10-30,USD,96804727.85,0.010805555990615582,20,76.87,LNC,False,finance_insurance_realestate,high,mid,stock|high|mid
	1119	+firstrate:stock:LNG,LNG,stock,active,2003-03-25,2026-10-30,USD,109316005.35,0.016096730492985382,20,53.84,LNG,False,transport_utilities,high,mid,stock|high|mid
	1120	+firstrate:stock:LNN,LNN,stock,active,2000-01-04,2026-10-30,USD,11206503.4,0.014450704242433105,20,88.2,LNN,False,manufacturing,low,mid,stock|low|mid
	1121	+firstrate:stock:LNT,LNT,stock,active,2000-01-04,2026-10-30,USD,55152320.45,0.009795003729246311,20,42.61,LNT,False,transport_utilities,mid,low,stock|mid|low
	1122	+firstrate:stock:LNTH,LNTH,stock,active,2015-06-26,2026-10-30,USD,7251010.75,0.026965117153159586,20,20.45,LNTH,False,manufacturing,low,high,stock|low|high
	1123	+firstrate:stock:LOGI,LOGI,stock,active,2012-09-25,2026-10-30,USD,10616041.35,0.010212778779897359,20,33.64,LOGI,False,manufacturing,low,low,stock|low|low
	1124	+firstrate:stock:LOPE,LOPE,stock,active,2008-11-21,2026-10-30,USD,16584474.7,0.012499284039167807,20,89.53,LOPE,False,services,low,mid,stock|low|mid
	1125	+firstrate:stock:LOW,LOW,stock,active,2000-01-04,2026-10-30,USD,569371965.35,0.017885445388279943,20,92.94,LOW,False,retail,high,high,stock|high|high
	1126	+firstrate:stock:LPL,LPL,stock,active,2004-07-23,2026-10-30,USD,10546974.05,0.014243937326213079,20,13.76,LPL,False,manufacturing,low,mid,stock|low|mid
	1127	+firstrate:stock:LPLA,LPLA,stock,active,2010-11-19,2026-10-30,USD,32621443.9,0.01423328265929098,20,57.14,LPLA,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1128	+firstrate:stock:LPX,LPX,stock,active,2000-01-04,2026-10-30,USD,45627890.95,0.010818090928277504,20,26.26,LPX,False,manufacturing,mid,mid,stock|mid|mid
	1129	+firstrate:etf:LQD,LQD,etf,active,2002-07-30,2026-10-30,USD,727302729.3,0.0024535579484442614,20,121.56,LQD,False,fixed_income,high,low,etf|high|low
	1130	+firstrate:stock:LRCX,LRCX,stock,active,2000-01-04,2026-10-30,USD,568805964.05,0.016779131734083633,20,184.07,LRCX,False,manufacturing,high,high,stock|high|high
	1131	+firstrate:etf:LRGF,LRGF,etf,active,2015-04-30,2026-10-30,USD,5569976.55,0.0051284614659287495,20,31.79,LRGF,False,other,low,mid,etf|low|mid
	1132	+firstrate:stock:LSAK,LSAK,stock,active,2007-05-01,2026-10-30,USD,6539987.75,0.030314884297644052,20,11.89,LSAK,False,finance_insurance_realestate,low,high,stock|low|high
	1133	+firstrate:stock:LSTR,LSTR,stock,active,2000-01-04,2026-10-30,USD,22986005.25,0.007280039433717482,20,104.1,LSTR,False,transport_utilities,mid,low,stock|mid|low
	1134	+firstrate:stock:LTC,LTC,stock,active,2000-01-04,2026-10-30,USD,9594517.85,0.012737108593662403,20,43.55,LTC,False,finance_insurance_realestate,low,mid,stock|low|mid
	1135	+firstrate:stock:LULU,LULU,stock,active,2007-07-31,2026-10-30,USD,160437077.1,0.016171092921400374,20,78.59,LULU,False,manufacturing,high,mid,stock|high|mid
	1136	+firstrate:stock:LUMN,LUMN,stock,active,2007-05-01,2026-10-30,USD,287661734.45,0.03336675986446549,20,16.68,LUMN,False,transport_utilities,high,high,stock|high|high
	1137	+firstrate:stock:LUV,LUV,stock,active,2000-01-04,2026-10-30,USD,271725715.65,0.011763628896160764,20,65.45,LUV,False,transport_utilities,high,mid,stock|high|mid
	1138	+firstrate:stock:LVS,LVS,stock,active,2004-12-16,2026-10-30,USD,177511101.9,0.009893806581811534,20,69.49,LVS,False,services,high,low,stock|high|low
	1139	+firstrate:stock:LW,LW,stock,active,2016-11-10,2026-10-30,USD,54341023.58400001,0.010073803853042304,20,56.45,LW,False,manufacturing,mid,low,stock|mid|low
	1140	+firstrate:stock:LXP,LXP,stock,active,2000-01-04,2026-10-30,USD,10522031.2,0.009349036846789109,20,9.65,LXP,False,finance_insurance_realestate,low,low,stock|low|low
	1141	+firstrate:stock:LXRX,LXRX,stock,active,2007-04-30,2026-10-30,USD,5753916.15,0.02635633073990045,20,9.88,LXRX,False,manufacturing,low,high,stock|low|high
	1142	+firstrate:stock:LYB,LYB,stock,active,2010-10-15,2026-10-30,USD,198016374.4,0.010671214032821905,20,110.32,LYB,False,manufacturing,high,mid,stock|high|mid
	1143	+firstrate:stock:LYG,LYG,stock,active,2001-11-29,2026-10-30,USD,13972316.95,0.009788160683071697,20,3.75,LYG,False,unknown,low,low,stock|low|low
	1144	+firstrate:stock:LYV,LYV,stock,active,2005-12-23,2026-10-30,USD,65539169.9,0.012907439043035776,20,42.57,LYV,False,services,high,mid,stock|high|mid
	1145	+firstrate:stock:LZB,LZB,stock,active,2000-01-04,2026-10-30,USD,14045051.5,0.01591352973070551,20,31.2,LZB,False,manufacturing,low,mid,stock|low|mid
	1146	+firstrate:stock:M,M,stock,active,2000-01-04,2026-10-30,USD,305472123.2,0.028541337398695646,20,25.19,M,False,retail,high,high,stock|high|high
	1147	+firstrate:stock:MA,MA,stock,active,2006-05-26,2026-10-30,USD,494257758.3,0.012555707989558091,20,151.36,MA,False,services,high,mid,stock|high|mid
	1148	+firstrate:stock:MAA,MAA,stock,active,2000-01-04,2026-10-30,USD,61984329.55,0.01029828252007564,20,100.56,MAA,False,finance_insurance_realestate,mid,low,stock|mid|low
	1149	+firstrate:stock:MAC,MAC,stock,active,2000-01-04,2026-10-30,USD,106793563.35,0.017388129186385538,20,65.68,MAC,False,finance_insurance_realestate,high,high,stock|high|high
	1150	+firstrate:stock:MAIN,MAIN,stock,active,2007-10-08,2026-10-30,USD,9016477.191499999,0.006148904435139904,20,39.73,MAIN,False,unknown,low,low,stock|low|low
	1151	+firstrate:stock:MAN,MAN,stock,active,2000-01-04,2026-10-30,USD,42463857.5,0.010195843312479233,20,126.11,MAN,False,services,mid,low,stock|mid|low
	1152	+firstrate:stock:MANH,MANH,stock,active,2000-01-04,2026-10-30,USD,25085905.2,0.010979713154354285,20,49.54,MANH,False,services,mid,mid,stock|mid|mid
	1153	+firstrate:stock:MAR,MAR,stock,active,2000-01-04,2026-10-30,USD,298241169.3,0.009418334550358495,20,135.73,MAR,False,services,high,low,stock|high|low
	1154	+firstrate:stock:MARA,MARA,stock,active,2014-07-28,2026-10-30,USD,36558370.5,0.11145498712633496,20,4.1,MARA,False,finance_insurance_realestate,mid,high,stock|mid|high
	1155	+firstrate:stock:MARK,MARK,stock,delisted,2012-01-03,2024-02-16,USD,21578260.044250004,0.08264864535426968,20,9.73,MARK,True,unknown,mid,high,stock|mid|high
	1156	+firstrate:stock:MAS,MAS,stock,active,2000-01-04,2026-10-30,USD,113896884.85,0.010258725380835514,20,43.94,MAS,False,manufacturing,high,low,stock|high|low
	1157	+firstrate:stock:MAT,MAT,stock,active,2000-01-04,2026-10-30,USD,111476044.45,0.03443638151618239,20,15.38,MAT,False,manufacturing,high,high,stock|high|high
	1158	+firstrate:stock:MATV,MATV,stock,active,2007-05-03,2026-10-30,USD,8839580.3,0.011855699624470542,20,45.36,MATV,False,manufacturing,low,mid,stock|low|mid
	1159	+firstrate:stock:MATW,MATW,stock,active,2000-01-04,2026-10-30,USD,9105822.75,0.010442272865305108,20,52.8,MATW,False,manufacturing,low,low,stock|low|low
	1160	+firstrate:stock:MATX,MATX,stock,active,2012-07-03,2026-10-30,USD,6512764.25,0.014676875722482418,20,29.84,MATX,False,transport_utilities,low,mid,stock|low|mid
	1161	+firstrate:etf:MBB,MBB,etf,active,2007-03-16,2026-10-30,USD,48902133.65,0.0012059056975466747,20,106.59,MBB,False,fixed_income,high,low,etf|high|low
	1162	+firstrate:stock:MBI,MBI,stock,active,2000-01-04,2026-10-30,USD,19783447.15,0.03230060293980921,20,7.32,MBI,False,finance_insurance_realestate,mid,high,stock|mid|high
	1163	+firstrate:stock:MBUU,MBUU,stock,active,2014-02-03,2026-10-30,USD,6836971.1,0.02216878238271979,20,29.73,MBUU,False,manufacturing,low,high,stock|low|high
	1164	+firstrate:stock:MC,MC,stock,active,2014-04-17,2026-10-30,USD,11504517.75,0.012467664004755259,20,48.5,MC,False,finance_insurance_realestate,low,mid,stock|low|mid
	1165	+firstrate:stock:MCD,MCD,stock,active,2000-01-04,2026-10-30,USD,493831868.8,0.006168120585086773,20,172.12,MCD,False,retail,high,low,stock|high|low
	1166	+firstrate:stock:MCHB,MCHB,stock,active,2012-02-13,2026-10-30,USD,5090790.65,0.013612542192561082,20,28.95,MCHB,False,finance_insurance_realestate,low,mid,stock|low|mid
	1167	+firstrate:etf:MCHI,MCHI,etf,active,2011-03-31,2026-10-30,USD,117664605.55,0.011232330929467687,20,66.54,MCHI,False,international,high,high,etf|high|high
	1168	+firstrate:stock:MCHP,MCHP,stock,active,2000-01-04,2026-10-30,USD,153097578.35,0.010146944446211874,20,87.88,MCHP,False,manufacturing,high,low,stock|high|low
	1169	+firstrate:stock:MCK,MCK,stock,active,2000-01-04,2026-10-30,USD,257317810.1,0.015363010534832452,20,155.95,MCK,False,wholesale,high,mid,stock|high|mid
	1170	+firstrate:stock:MCO,MCO,stock,active,2000-10-04,2026-10-30,USD,102839138.5,0.006139108919453648,20,147.61,MCO,False,services,high,low,stock|high|low
	1171	+firstrate:stock:MCY,MCY,stock,active,2000-01-04,2026-10-30,USD,10190751.9,0.007725812998441883,20,53.44,MCY,False,finance_insurance_realestate,low,low,stock|low|low
	1172	+firstrate:stock:MD,MD,stock,active,2009-01-05,2026-10-30,USD,59506313.65,0.007986782394928064,20,53.44,MD,False,services,mid,low,stock|mid|low
	1173	+firstrate:stock:MDGL,MDGL,stock,active,2007-05-17,2026-10-30,USD,32063014.55,0.15112138656489948,20,91.79,MDGL,False,manufacturing,mid,high,stock|mid|high
	1174	+firstrate:stock:MDLZ,MDLZ,stock,active,2001-06-14,2026-10-30,USD,395582772.8,0.0065924250562380965,20,42.8,MDLZ,False,manufacturing,high,low,stock|high|low
	1175	+firstrate:stock:MDRX,MDRX,stock,delisted,2007-04-27,2024-03-01,USD,35352448.745000005,0.012681039601302282,20,14.55,MDRX,True,unknown,mid,mid,stock|mid|mid
	1176	+firstrate:stock:MDT,MDT,stock,active,2000-01-04,2026-10-30,USD,385302361.8,0.009518579650580804,20,80.75,MDT,False,manufacturing,high,low,stock|high|low
	1177	+firstrate:stock:MDU,MDU,stock,active,2000-01-04,2026-10-30,USD,24726489.7,0.01077868192530453,20,26.88,MDU,False,transport_utilities,mid,mid,stock|mid|mid
	1178	+firstrate:stock:MDXG,MDXG,stock,active,2008-04-02,2026-10-30,USD,20751881.3,0.018799869973735943,20,12.61,MDXG,False,manufacturing,mid,high,stock|mid|high
	1179	+firstrate:etf:MDY,MDY,etf,active,2000-01-03,2026-10-30,USD,387089310.15,0.004850360502118613,20,345.41,MDY,False,broad_equity,high,mid,etf|high|mid
	1180	+firstrate:etf:MDYG,MDYG,etf,active,2007-05-16,2026-10-30,USD,8151947.1,0.004455070646411441,20,155.48,MDYG,False,broad_equity,low,mid,etf|low|mid
	1181	+firstrate:stock:MED,MED,stock,active,2002-12-23,2026-10-30,USD,9421179.75,0.024969541015078214,20,69.81,MED,False,manufacturing,low,high,stock|low|high
	1182	+firstrate:stock:MEDP,MEDP,stock,active,2016-08-12,2026-10-30,USD,13828693.6,0.016669085974783705,20,36.26,MEDP,False,services,low,high,stock|low|high
	1183	+firstrate:stock:MEI,MEI,stock,active,2007-10-18,2026-10-30,USD,13402421.0,0.02601203402843468,20,40.1,MEI,False,manufacturing,low,high,stock|low|high
	1184	+firstrate:stock:MELI,MELI,stock,active,2007-08-13,2026-10-30,USD,224358379.3,0.02448192183243159,20,314.66,MELI,False,services,high,high,stock|high|high
	1185	+firstrate:stock:MEOH,MEOH,stock,active,2000-01-03,2026-10-30,USD,32048538.75,0.015474108857414829,20,60.55,MEOH,False,manufacturing,mid,mid,stock|mid|mid
	1186	+firstrate:stock:MET,MET,stock,active,2000-04-06,2026-10-30,USD,252282831.8,0.007439045280801921,20,50.56,MET,False,finance_insurance_realestate,high,low,stock|high|low
	1187	+firstrate:stock:META,META,stock,active,2012-05-21,2026-10-30,USD,2811552789.0,0.010692685778418915,20,176.46,META,False,services,high,mid,stock|high|mid
	1188	+firstrate:stock:MFA,MFA,stock,active,2000-01-04,2026-10-30,USD,15468140.9,0.010794510159376174,20,7.92,MFA,False,finance_insurance_realestate,low,mid,stock|low|mid
	1189	+firstrate:stock:MFC,MFC,stock,active,2000-01-04,2026-10-30,USD,35557835.8,0.005529455675763849,20,20.86,MFC,False,finance_insurance_realestate,mid,low,stock|mid|low
	1190	+firstrate:stock:MFIC,MFIC,stock,active,2007-05-01,2026-10-30,USD,8173899.604500001,0.009265844257934263,20,5.66,MFIC,False,unknown,low,low,stock|low|low
	1191	+firstrate:stock:MGA,MGA,stock,active,2000-01-04,2026-10-30,USD,40990181.9,0.00881796055767216,20,56.67,MGA,False,manufacturing,mid,low,stock|mid|low
	1192	+firstrate:stock:MGEE,MGEE,stock,active,2002-08-13,2026-10-30,USD,7482234.5,0.01443633006649768,20,63.1,MGEE,False,transport_utilities,low,mid,stock|low|mid
	1193	+firstrate:etf:MGK,MGK,etf,active,2007-12-21,2026-10-30,USD,14555306.809,0.004057884837157664,20,111.33,MGK,False,broad_equity,mid,low,etf|mid|low
	1194	+firstrate:stock:MGM,MGM,stock,active,2000-01-04,2026-10-30,USD,211515218.303805,0.010943971833866662,20,33.4,MGM,False,services,high,mid,stock|high|mid
	1195	+firstrate:stock:MGPI,MGPI,stock,active,2002-10-14,2026-10-30,USD,10625166.2,0.016930195746494382,20,76.88,MGPI,False,wholesale,low,high,stock|low|high
	1196	+firstrate:etf:MGV,MGV,etf,active,2007-12-21,2026-10-30,USD,5018201.425000001,0.0044405154571871604,20,76.46,MGV,False,broad_equity,low,mid,etf|low|mid
	1197	+firstrate:stock:MHK,MHK,stock,active,2000-01-04,2026-10-30,USD,137473051.7,0.007016852703706648,20,275.9,MHK,False,manufacturing,high,low,stock|high|low
	1198	+firstrate:stock:MHO,MHO,stock,active,2000-01-04,2026-10-30,USD,5998452.1,0.01292056555199298,20,34.4,MHO,False,construction,low,mid,stock|low|mid
	1199	+firstrate:stock:MIDD,MIDD,stock,active,2000-01-04,2026-10-30,USD,66547458.1,0.008861895638006302,20,134.95,MIDD,False,manufacturing,high,low,stock|high|low
	1200	+firstrate:etf:MINT,MINT,etf,active,2009-11-17,2026-10-30,USD,57471495.1,0.00030648320103350226,20,101.56,MINT,False,other,high,low,etf|high|low
	1201	+firstrate:etf:MJ,MJ,etf,active,2015-12-03,2026-10-30,USD,5399844.286994999,0.015834869686041964,20,32.65,MJ,False,other,low,high,etf|low|high
	1202	+firstrate:stock:MKC,MKC,stock,active,2000-01-04,2026-10-30,USD,82522361.3,0.007344141813445144,20,101.91,MKC,False,manufacturing,high,low,stock|high|low
	1203	+firstrate:stock:MKL,MKL,stock,active,2000-01-04,2026-10-30,USD,45644414.69500001,0.008038802721520433,20,1139.13,MKL,False,finance_insurance_realestate,mid,low,stock|mid|low
	1204	+firstrate:stock:MKSI,MKSI,stock,active,2000-01-04,2026-10-30,USD,51789614.0,0.018427449428770358,20,94.5,MKSI,False,manufacturing,mid,high,stock|mid|high
	1205	+firstrate:stock:MKTX,MKTX,stock,active,2004-11-08,2026-10-30,USD,48691376.1,0.008555029851999463,20,201.75,MKTX,False,finance_insurance_realestate,mid,low,stock|mid|low
	1206	+firstrate:stock:MLCO,MLCO,stock,active,2011-12-08,2026-10-30,USD,69043884.1,0.017752246240277436,20,29.04,MLCO,False,services,high,high,stock|high|high
	1207	+firstrate:stock:MLI,MLI,stock,active,2000-01-04,2026-10-30,USD,5433550.6,0.00989687020264604,20,35.43,MLI,False,manufacturing,low,low,stock|low|low
	1208	+firstrate:stock:MLKN,MLKN,stock,active,2007-04-30,2026-10-30,USD,17374436.75,0.018362531122323503,20,40.05,MLKN,False,manufacturing,low,high,stock|low|high
	1209	+firstrate:stock:MLM,MLM,stock,active,2000-01-04,2026-10-30,USD,129764218.45,0.019939058349651987,20,221.04,MLM,False,mining,high,high,stock|high|high
	1210	+firstrate:etf:MLPA,MLPA,etf,active,2012-04-19,2026-10-30,USD,13393246.413,0.010292854876503338,20,9.86,MLPA,False,international,mid,high,etf|mid|high
	1211	+firstrate:stock:MMM,MMM,stock,active,2000-01-04,2026-10-30,USD,461467957.5,0.005851173342058483,20,235.37,MMM,False,manufacturing,high,low,stock|high|low
	1212	+firstrate:stock:MMS,MMS,stock,active,2000-01-04,2026-10-30,USD,25569039.9,0.005559703143297615,20,71.58,MMS,False,services,mid,low,stock|mid|low
	1213	+firstrate:stock:MMSI,MMSI,stock,active,2000-01-04,2026-10-30,USD,13646527.75,0.011973877165717059,20,43.2,MMSI,False,manufacturing,low,mid,stock|low|mid
	1214	+firstrate:stock:MMYT,MMYT,stock,active,2010-08-12,2026-10-30,USD,7224890.45,0.014233014467533342,20,29.85,MMYT,False,transport_utilities,low,mid,stock|low|mid
	1215	+firstrate:stock:MNKD,MNKD,stock,active,2004-07-29,2026-10-30,USD,7893878.9,0.046817727798075866,20,2.32,MNKD,False,manufacturing,low,high,stock|low|high
	1216	+firstrate:stock:MNRO,MNRO,stock,active,2000-01-04,2026-10-30,USD,18202491.75,0.02891296973072056,20,56.95,MNRO,False,services,mid,high,stock|mid|high
	1217	+firstrate:stock:MNST,MNST,stock,active,2000-01-04,2026-10-30,USD,113004052.65,0.008805815424560881,20,63.29,MNST,False,manufacturing,high,low,stock|high|low
	1218	+firstrate:stock:MO,MO,stock,active,2000-01-04,2026-10-30,USD,532297180.95,0.010864862254073893,20,71.41,MO,False,manufacturing,high,mid,stock|high|mid
	1219	+firstrate:stock:MOD,MOD,stock,active,2004-10-15,2026-10-30,USD,6249268.5,0.01872418685874268,20,20.2,MOD,False,manufacturing,low,high,stock|low|high
	1220	+firstrate:stock:MODV,MODV,stock,active,2007-04-25,2025-08-27,USD,6074610.4,0.012856918601684387,20,59.34,MODV,False,unknown,low,mid,stock|low|mid
	1221	+firstrate:stock:MOG.A,MOG.A,stock,active,2007-04-30,2026-10-30,USD,11339586.5295,0.009617507887632392,20,86.85,MOG.A,False,unknown,low,low,stock|low|low
	1222	+firstrate:stock:MOH,MOH,stock,active,2003-07-03,2026-10-30,USD,86248919.55,0.018338800583259367,20,76.68,MOH,False,finance_insurance_realestate,high,high,stock|high|high
	1223	+firstrate:stock:MOMO,MOMO,stock,active,2014-12-12,2026-10-30,USD,103843109.15,0.027891624335199993,20,24.48,MOMO,False,services,high,high,stock|high|high
	1224	+firstrate:stock:MORN,MORN,stock,active,2005-05-04,2026-10-30,USD,6226837.45,0.009057063645629426,20,96.97,MORN,False,finance_insurance_realestate,low,low,stock|low|low
	1225	+firstrate:stock:MOS,MOS,stock,active,2011-05-23,2026-10-30,USD,133605632.45,0.015712792628239235,20,25.66,MOS,False,manufacturing,high,mid,stock|high|mid
	1226	+firstrate:stock:MPC,MPC,stock,active,2011-06-24,2026-10-30,USD,250845953.31450003,0.010552222190978957,20,65.98,MPC,False,manufacturing,high,mid,stock|high|mid
	1227	+firstrate:stock:MPLX,MPLX,stock,active,2012-10-31,2026-10-30,USD,75980570.7,0.018070167682349075,20,35.47,MPLX,False,transport_utilities,high,high,stock|high|high
	1228	+firstrate:stock:MPWR,MPWR,stock,active,2006-04-17,2026-10-30,USD,36299564.3,0.015376408129591125,20,112.36,MPWR,False,manufacturing,mid,mid,stock|mid|mid
	1229	+firstrate:stock:MRCY,MRCY,stock,active,2000-01-04,2026-10-30,USD,14717938.95,0.022358411365446258,20,51.35,MRCY,False,manufacturing,low,high,stock|low|high
	1230	+firstrate:stock:MRK,MRK,stock,active,2000-01-04,2026-10-30,USD,655043825.05,0.010064881927769694,20,56.27,MRK,False,manufacturing,high,low,stock|high|low
	1231	+firstrate:stock:MRSH,MRSH,stock,active,2000-01-04,2026-10-30,USD,159312468.75,0.008077188780808039,20,81.39,MRSH,False,finance_insurance_realestate,high,low,stock|high|low
	1232	+firstrate:stock:MRVL,MRVL,stock,active,2000-07-03,2026-10-30,USD,141224236.4,0.010845471628209525,20,21.47,MRVL,False,manufacturing,high,mid,stock|high|mid
	1233	+firstrate:stock:MS,MS,stock,active,2006-01-18,2026-10-30,USD,411526083.05,0.00946686650819021,20,52.47,MS,False,finance_insurance_realestate,high,low,stock|high|low
	1234	+firstrate:stock:MS.A,MS.A,stock,active,2007-05-16,2026-10-30,USD,8380905.961499999,0.004617881606886694,20,22.64,MS.A,False,unknown,low,low,stock|low|low
	1235	+firstrate:stock:MSA,MSA,stock,active,2004-07-13,2026-10-30,USD,12670494.0,0.012051740331308505,20,77.52,MSA,False,manufacturing,low,mid,stock|low|mid
	1236	+firstrate:stock:MSCI,MSCI,stock,active,2007-11-16,2026-10-30,USD,59357818.25,0.007032905634736999,20,126.54,MSCI,False,services,mid,low,stock|mid|low
	1237	+firstrate:stock:MSFT,MSFT,stock,active,2000-01-04,2026-10-30,USD,1972885795.25,0.013148456176813065,20,85.54,MSFT,False,services,high,mid,stock|high|mid
	1238	+firstrate:stock:MSI,MSI,stock,active,2010-12-20,2026-10-30,USD,101773184.35,0.012126720753766472,20,90.34,MSI,False,manufacturing,high,mid,stock|high|mid
	1239	+firstrate:stock:MSM,MSM,stock,active,2000-01-04,2026-10-30,USD,37495531.1,0.013879195891893617,20,96.66,MSM,False,wholesale,mid,mid,stock|mid|mid
	1240	+firstrate:stock:MSTR,MSTR,stock,active,2002-08-29,2026-10-30,USD,10961803.65,0.008667762017896763,20,131.3,MSTR,False,finance_insurance_realestate,low,low,stock|low|low
	1241	+firstrate:stock:MT,MT,stock,active,2004-12-20,2026-10-30,USD,97458830.3425,0.015615574614140716,20,32.31,MT,False,unknown,high,mid,stock|high|mid
	1242	+firstrate:stock:MTB,MTB,stock,active,2000-01-04,2026-10-30,USD,99751250.95,0.009240489252275,20,170.99,MTB,False,finance_insurance_realestate,high,low,stock|high|low
	1243	+firstrate:stock:MTCH,MTCH,stock,active,2015-11-20,2026-10-30,USD,40471077.06177501,0.016750242023430627,20,109.6476,MTCH,False,services,mid,high,stock|mid|high
	1244	+firstrate:stock:MTD,MTD,stock,active,2000-01-04,2026-10-30,USD,101233348.5,0.010638771665828684,20,619.52,MTD,False,manufacturing,high,mid,stock|high|mid
	1245	+firstrate:stock:MTDR,MTDR,stock,active,2012-02-03,2026-10-30,USD,36856175.05,0.02221803409725724,20,31.13,MTDR,False,mining,mid,high,stock|mid|high
	1246	+firstrate:stock:MTG,MTG,stock,active,2000-01-04,2026-10-30,USD,45146816.5,0.015416767709323653,20,14.11,MTG,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1247	+firstrate:stock:MTH,MTH,stock,active,2000-01-04,2026-10-30,USD,23641499.5,0.014971318521465835,20,51.2,MTH,False,construction,mid,mid,stock|mid|mid
	1248	+firstrate:stock:MTN,MTN,stock,active,2000-01-04,2026-10-30,USD,115884636.5,0.011152403015930939,20,212.47,MTN,False,services,high,mid,stock|high|mid
	1249	+firstrate:stock:MTRN,MTRN,stock,active,2007-05-02,2026-10-30,USD,5627481.0,0.008204308346840838,20,48.6,MTRN,False,manufacturing,low,low,stock|low|low
	1250	+firstrate:stock:MTSI,MTSI,stock,active,2012-03-16,2026-10-30,USD,25746538.7,0.016334543585828466,20,32.54,MTSI,False,manufacturing,mid,high,stock|mid|high
	1251	+firstrate:etf:MTUM,MTUM,etf,active,2013-04-18,2026-10-30,USD,43602966.65,0.0054168852943298484,20,103.13,MTUM,False,broad_equity,high,mid,etf|high|mid
	1252	+firstrate:stock:MTUS,MTUS,stock,active,2014-06-20,2026-10-30,USD,6297105.1,0.04367963962051067,20,15.19,MTUS,False,manufacturing,low,high,stock|low|high
	1253	+firstrate:stock:MTW,MTW,stock,active,2000-01-04,2026-10-30,USD,16991628.35,0.01819307496580128,20,39.34,MTW,False,manufacturing,low,high,stock|low|high
	1254	+firstrate:stock:MTX,MTX,stock,active,2000-01-04,2026-10-30,USD,14655866.25,0.01024618359908479,20,68.85,MTX,False,manufacturing,low,low,stock|low|low
	1255	+firstrate:stock:MTZ,MTZ,stock,active,2000-01-03,2026-10-30,USD,55379907.89000001,0.020358889327664526,20,48.95,MTZ,False,construction,mid,high,stock|mid|high
	1256	+firstrate:stock:MU,MU,stock,active,2000-01-04,2026-10-30,USD,1909547836.55,0.025658937743451463,20,41.12,MU,False,manufacturing,high,high,stock|high|high
	1257	+firstrate:etf:MUB,MUB,etf,active,2007-09-10,2026-10-30,USD,91728326.7,0.002718866837794911,20,110.74,MUB,False,fixed_income,high,low,etf|high|low
	1258	+firstrate:stock:MUR,MUR,stock,active,2000-01-04,2026-10-30,USD,55913942.5,0.017338959356624977,20,31.05,MUR,False,mining,mid,high,stock|mid|high
	1259	+firstrate:stock:MUSA,MUSA,stock,active,2013-09-04,2026-10-30,USD,21568331.508500002,0.01794480956658854,20,80.36,MUSA,False,retail,mid,high,stock|mid|high
	1260	+firstrate:stock:MUX,MUX,stock,active,2007-05-17,2026-10-30,USD,6101133.85,0.030975439590577577,20,2.28,MUX,False,mining,low,high,stock|low|high
	1261	+firstrate:stock:MWA,MWA,stock,active,2006-05-30,2026-10-30,USD,14790527.1,0.013985591718714068,20,12.53,MWA,False,manufacturing,low,mid,stock|low|mid
	1262	+firstrate:stock:MXL,MXL,stock,active,2010-03-25,2026-10-30,USD,9906178.3,0.014690828224474957,20,26.42,MXL,False,manufacturing,low,mid,stock|low|mid
	1263	+firstrate:stock:MYGN,MYGN,stock,active,2000-01-04,2026-10-30,USD,23261221.8,0.015843586622760867,20,34.35,MYGN,False,manufacturing,mid,mid,stock|mid|mid
	1264	+firstrate:stock:MYO,MYO,stock,active,2017-06-13,2026-10-30,USD,6294947.7825,0.07626387773595245,20,3.75,MYO,False,manufacturing,low,high,stock|low|high
	1265	+firstrate:stock:MZTI,MZTI,stock,active,2000-01-04,2026-10-30,USD,13952592.6,0.008053982617163351,20,129.21,MZTI,False,manufacturing,low,low,stock|low|low
	1266	+firstrate:stock:NAC,NAC,stock,active,2000-01-04,2026-10-30,USD,5878671.45,0.003982235736402761,20,14.31,NAC,False,unknown,low,low,stock|low|low
	1267	+firstrate:stock:NAD,NAD,stock,active,2000-01-04,2026-10-30,USD,7272224.5,0.003677407430894245,20,14.06,NAD,False,unknown,low,low,stock|low|low
	1268	+firstrate:etf:NAIL,NAIL,etf,active,2015-08-19,2026-10-30,USD,7943289.35,0.027825046588258847,20,92.3,NAIL,False,leveraged_inverse,low,high,etf|low|high
	1269	+firstrate:stock:NAK,NAK,stock,active,2004-11-05,2026-10-30,USD,7677103.5,0.042500501134940076,20,1.77,NAK,False,mining,low,high,stock|low|high
	1270	+firstrate:stock:NAT,NAT,stock,active,2004-11-17,2026-10-30,USD,9268113.95,0.07649895927935181,20,2.46,NAT,False,unknown,low,high,stock|low|high
	1271	+firstrate:stock:NAVI,NAVI,stock,active,2014-04-21,2026-10-30,USD,54448832.7,0.016479371434708387,20,13.32,NAVI,False,finance_insurance_realestate,mid,high,stock|mid|high
	1272	+firstrate:stock:NBIX,NBIX,stock,active,2000-01-04,2026-10-30,USD,58041826.65,0.02199533967980021,20,77.59,NBIX,False,manufacturing,mid,high,stock|mid|high
	1273	+firstrate:stock:NBR,NBR,stock,active,2005-11-04,2026-10-30,USD,65741395.85,0.029981051729539097,20,6.83,NBR,False,mining,high,high,stock|high|high
	1274	+firstrate:stock:NBTB,NBTB,stock,active,2000-01-04,2026-10-30,USD,5759748.85,0.01198821895902584,20,36.8,NBTB,False,finance_insurance_realestate,low,mid,stock|low|mid
	1275	+firstrate:stock:NCLH,NCLH,stock,active,2013-01-22,2026-10-30,USD,95704666.8,0.012068742448541385,20,53.25,NCLH,False,transport_utilities,high,mid,stock|high|mid
	1276	+firstrate:stock:NCMI,NCMI,stock,active,2007-02-09,2026-10-30,USD,5474239.95,0.03031310420494458,20,6.86,NCMI,False,services,low,high,stock|low|high
	1277	+firstrate:stock:NDAQ,NDAQ,stock,active,2005-02-11,2026-10-30,USD,63000707.4,0.007517831875748492,20,76.83,NDAQ,False,finance_insurance_realestate,high,low,stock|high|low
	1278	+firstrate:stock:NDSN,NDSN,stock,active,2000-01-04,2026-10-30,USD,44615659.4,0.030294563823881397,20,146.4,NDSN,False,manufacturing,mid,high,stock|mid|high
	1279	+firstrate:stock:NEA,NEA,stock,active,2003-01-17,2026-10-30,USD,6922545.85,0.0036840921816353816,20,13.75,NEA,False,unknown,low,low,stock|low|low
	1280	+firstrate:etf:NEAR,NEAR,etf,active,2013-09-26,2026-10-30,USD,33418755.669999998,0.00036232751780129323,20,50.12,NEAR,False,leveraged_inverse,mid,low,etf|mid|low
	1281	+firstrate:stock:NEE,NEE,stock,active,2000-01-04,2026-10-30,USD,271099192.75,0.008075478653063167,20,156.19,NEE,False,transport_utilities,high,low,stock|high|low
	1282	+firstrate:stock:NEM,NEM,stock,active,2000-01-04,2026-10-30,USD,176522674.55,0.013317106103698616,20,37.52,NEM,False,mining,high,mid,stock|high|mid
	1283	+firstrate:stock:NEOG,NEOG,stock,active,2000-01-04,2026-10-30,USD,9522145.0,0.014196201577803397,20,82.21,NEOG,False,manufacturing,low,mid,stock|low|mid
	1284	+firstrate:stock:NEU,NEU,stock,active,2004-06-22,2026-10-30,USD,15830378.7,0.011734226807161775,20,397.39,NEU,False,manufacturing,low,mid,stock|low|mid
	1285	+firstrate:stock:NEWT,NEWT,stock,active,2006-10-16,2026-10-30,USD,5102891.6,0.012609183822460984,20,18.49,NEWT,False,finance_insurance_realestate,low,mid,stock|low|mid
	1286	+firstrate:stock:NFG,NFG,stock,active,2000-01-04,2026-10-30,USD,19655174.95,0.00883741068062522,20,54.91,NFG,False,transport_utilities,mid,low,stock|mid|low
	1287	+firstrate:stock:NFLX,NFLX,stock,active,2002-05-24,2026-10-30,USD,1081920205.3,0.0124072590952116,20,191.96,NFLX,False,services,high,mid,stock|high|mid
	1288	+firstrate:stock:NG,NG,stock,active,2003-12-05,2026-10-30,USD,6147039.4,0.03049254516646812,20,3.93,NG,False,mining,low,high,stock|low|high
	1289	+firstrate:stock:NGG,NGG,stock,active,2005-08-11,2026-10-30,USD,41229066.8,0.00503942093950109,20,58.81,NGG,False,unknown,mid,low,stock|mid|low
	1290	+firstrate:stock:NGL,NGL,stock,active,2011-05-12,2026-10-30,USD,25949979.0425,0.03276876557744386,20,14.05,NGL,False,transport_utilities,mid,high,stock|mid|high
	1291	+firstrate:stock:NGVT,NGVT,stock,active,2016-05-02,2026-10-30,USD,21862359.998999998,0.015014363662220963,20,70.47,NGVT,False,manufacturing,mid,mid,stock|mid|mid
	1292	+firstrate:stock:NHI,NHI,stock,active,2000-01-04,2026-10-30,USD,16209787.75,0.011154439363093037,20,75.38,NHI,False,finance_insurance_realestate,low,mid,stock|low|mid
	1293	+firstrate:stock:NI,NI,stock,active,2000-01-04,2026-10-30,USD,80157044.2,0.01354515172112014,20,25.67,NI,False,transport_utilities,high,mid,stock|high|mid
	1294	+firstrate:stock:NICE,NICE,stock,active,2000-01-03,2026-10-30,USD,12708304.2,0.006842274901357048,20,91.91,NICE,False,services,low,low,stock|low|low
	1295	+firstrate:stock:NJR,NJR,stock,active,2000-01-04,2026-10-30,USD,22011537.0,0.014513669128592126,20,40.2,NJR,False,transport_utilities,mid,mid,stock|mid|mid
	1296	+firstrate:stock:NKE,NKE,stock,active,2000-01-04,2026-10-30,USD,625240159.9,0.0128052447917669,20,62.55,NKE,False,manufacturing,high,mid,stock|high|mid
	1297	+firstrate:stock:NKTR,NKTR,stock,active,2003-01-16,2026-10-30,USD,110391939.15,0.033546358178511815,20,59.72,NKTR,False,manufacturing,high,high,stock|high|high
	1298	+firstrate:stock:NLY,NLY,stock,active,2000-01-04,2026-10-30,USD,95644520.45,0.009327634269596314,20,11.89,NLY,False,finance_insurance_realestate,high,low,stock|high|low
	1299	+firstrate:stock:NMFC,NMFC,stock,active,2011-05-20,2026-10-30,USD,5616758.75,0.009493777786160442,20,13.55,NMFC,False,unknown,low,low,stock|low|low
	1300	+firstrate:stock:NMIH,NMIH,stock,active,2013-11-11,2026-10-30,USD,9226415.0,0.0168577231821084,20,17.0,NMIH,False,finance_insurance_realestate,low,high,stock|low|high
	1301	+firstrate:stock:NNI,NNI,stock,active,2003-12-15,2026-10-30,USD,5337918.3,0.014500335186019345,20,54.78,NNI,False,finance_insurance_realestate,low,mid,stock|low|mid
	1302	+firstrate:stock:NNN,NNN,stock,active,2000-01-04,2026-10-30,USD,36232441.15,0.008740137425264569,20,43.13,NNN,False,finance_insurance_realestate,mid,low,stock|mid|low
	1303	+firstrate:stock:NOAH,NOAH,stock,active,2010-11-11,2026-10-30,USD,13824497.05,0.02090485514085151,20,46.28,NOAH,False,finance_insurance_realestate,low,high,stock|low|high
	1304	+firstrate:etf:NOBL,NOBL,etf,active,2013-10-10,2026-10-30,USD,16686163.5205,0.004331996539978992,20,64.04,NOBL,False,leveraged_inverse,mid,low,etf|mid|low
	1305	+firstrate:stock:NOC,NOC,stock,active,2000-01-04,2026-10-30,USD,221238298.55,0.006704793078684226,20,306.91,NOC,False,manufacturing,high,low,stock|high|low
	1306	+firstrate:stock:NOK,NOK,stock,active,2000-01-04,2026-10-30,USD,60916263.6,0.017270064897440707,20,4.66,NOK,False,unknown,mid,high,stock|mid|high
	1307	+firstrate:stock:NOMD,NOMD,stock,active,2015-11-30,2026-10-30,USD,23094096.8,0.00837060022023985,20,16.91,NOMD,False,manufacturing,mid,low,stock|mid|low
	1308	+firstrate:stock:NOV,NOV,stock,active,2005-03-16,2026-10-30,USD,100417080.5,0.015019356075336733,20,36.02,NOV,False,manufacturing,high,mid,stock|high|mid
	1309	+firstrate:stock:NOVT,NOVT,stock,active,2011-02-15,2026-10-30,USD,13637953.75,0.02389092339921095,20,50.0,NOVT,False,manufacturing,low,high,stock|low|high
	1310	+firstrate:stock:NOW,NOW,stock,active,2012-07-02,2026-10-30,USD,211229915.2,0.022761098190428874,20,130.39,NOW,False,services,high,high,stock|high|high
	1311	+firstrate:stock:NPO,NPO,stock,active,2002-06-04,2026-10-30,USD,13537694.45,0.011393760846662652,20,93.51,NPO,False,manufacturing,low,mid,stock|low|mid
	1312	+firstrate:stock:NRG,NRG,stock,active,2004-03-26,2026-10-30,USD,137577271.3,0.016955047194766024,20,28.48,NRG,False,transport_utilities,high,high,stock|high|high
	1313	+firstrate:stock:NSA,NSA,stock,active,2015-04-24,2026-07-21,USD,20934518.95,0.015671026917764362,20,27.26,NSA,False,unknown,mid,mid,stock|mid|mid
	1314	+firstrate:stock:NSC,NSC,stock,active,2000-01-04,2026-10-30,USD,197834064.45,0.007691519230140893,20,144.9,NSC,False,transport_utilities,high,low,stock|high|low
	1315	+firstrate:stock:NSIT,NSIT,stock,active,2000-01-04,2026-10-30,USD,8085304.15,0.019114339608272357,20,38.29,NSIT,False,retail,low,high,stock|low|high
	1316	+firstrate:stock:NSP,NSP,stock,active,2005-08-11,2026-10-30,USD,12492656.57,0.160854182067518,20,57.35,NSP,False,services,low,high,stock|low|high
	1317	+firstrate:stock:NTAP,NTAP,stock,active,2000-01-04,2026-10-30,USD,145984984.25,0.009426665344269565,20,55.32,NTAP,False,manufacturing,high,low,stock|high|low
	1318	+firstrate:stock:NTB,NTB,stock,active,2016-09-19,2026-10-30,USD,12441919.5,0.013800590013369283,20,36.29,NTB,False,finance_insurance_realestate,low,mid,stock|low|mid
	1319	+firstrate:stock:NTCT,NTCT,stock,active,2000-01-04,2026-10-30,USD,32911616.25,0.015838668285291648,20,30.45,NTCT,False,services,mid,mid,stock|mid|mid
	1320	+firstrate:stock:NTES,NTES,stock,active,2002-01-03,2026-10-30,USD,468482692.15,0.023865919924815147,20,345.07,NTES,False,services,high,high,stock|high|high
	1321	+firstrate:stock:NTGR,NTGR,stock,active,2003-08-01,2026-10-30,USD,28830620.745415002,0.019925453208358895,20,36.4454,NTGR,False,manufacturing,mid,high,stock|mid|high
	1322	+firstrate:stock:NTLA,NTLA,stock,active,2016-05-09,2026-10-30,USD,17905740.975,0.041860351321901655,20,19.22,NTLA,False,manufacturing,mid,high,stock|mid|high
	1323	+firstrate:stock:NTNX,NTNX,stock,active,2016-10-03,2026-10-30,USD,163947143.3,0.023200966867987564,20,35.28,NTNX,False,services,high,high,stock|high|high
	1324	+firstrate:stock:NTRS,NTRS,stock,active,2009-04-30,2026-10-30,USD,87382920.65,0.010368594690353153,20,99.89,NTRS,False,finance_insurance_realestate,high,low,stock|high|low
	1325	+firstrate:stock:NUE,NUE,stock,active,2000-01-04,2026-10-30,USD,203303885.05,0.016964008332986787,20,63.58,NUE,False,manufacturing,high,high,stock|high|high
	1326	+firstrate:etf:NUGT,NUGT,etf,active,2010-12-08,2026-10-30,USD,161334725.55,0.0350639476357327,20,31.7,NUGT,False,leveraged_inverse,high,high,etf|high|high
	1327	+firstrate:stock:NUS,NUS,stock,active,2000-01-03,2026-10-30,USD,24239563.245500002,0.013130053531282946,20,68.23,NUS,False,wholesale,mid,mid,stock|mid|mid
	1328	+firstrate:stock:NVAX,NVAX,stock,active,2001-07-11,2026-10-30,USD,9229478.55,0.0809916621631034,20,1.24,NVAX,False,manufacturing,low,high,stock|low|high
	1329	+firstrate:stock:NVCR,NVCR,stock,active,2015-10-05,2026-10-30,USD,16256601.25,0.02938205140583425,20,20.2,NVCR,False,manufacturing,low,high,stock|low|high
	1330	+firstrate:stock:NVDA,NVDA,stock,active,2000-01-04,2026-10-30,USD,2427662975.2,0.02012160931319856,20,193.5,NVDA,False,manufacturing,high,high,stock|high|high
	1331	+firstrate:stock:NVG,NVG,stock,active,2002-09-13,2026-10-30,USD,6283994.15,0.004156597445444222,20,15.44,NVG,False,unknown,low,low,stock|low|low
	1332	+firstrate:stock:NVO,NVO,stock,active,2000-01-03,2026-10-30,USD,60431229.2,0.010554094002909225,20,53.67,NVO,False,manufacturing,mid,mid,stock|mid|mid
	1333	+firstrate:stock:NVR,NVR,stock,active,2008-01-03,2026-10-30,USD,101950830.73050001,0.010067716566261566,20,3508.22,NVR,False,construction,high,low,stock|high|low
	1334	+firstrate:stock:NVRI,NVRI,stock,active,2007-05-04,2026-10-30,USD,8499598.0,0.02039300589005147,20,18.65,NVRI,False,transport_utilities,low,high,stock|low|high
	1335	+firstrate:stock:NVS,NVS,stock,active,2000-05-11,2026-10-30,USD,80733386.4,0.008356270616115012,20,83.96,NVS,False,manufacturing,high,low,stock|high|low
	1336	+firstrate:stock:NWBI,NWBI,stock,active,2007-05-04,2026-10-30,USD,8500205.35,0.009923222099904877,20,16.73,NWBI,False,finance_insurance_realestate,low,low,stock|low|low
	1337	+firstrate:stock:NWE,NWE,stock,active,2008-05-02,2026-10-30,USD,19093970.0,0.010063996188613948,20,59.7,NWE,False,transport_utilities,mid,low,stock|mid|low
	1338	+firstrate:stock:NWL,NWL,stock,active,2000-01-04,2026-10-30,USD,177974361.1,0.013087042202115507,20,30.9,NWL,False,manufacturing,high,mid,stock|high|mid
	1339	+firstrate:stock:NWN,NWN,stock,active,2000-07-28,2026-10-30,USD,10175495.0,0.015299935730873624,20,59.65,NWN,False,transport_utilities,low,mid,stock|low|mid
	1340	+firstrate:stock:NWS,NWS,stock,active,2013-06-20,2026-10-30,USD,12159307.75,0.009773715248912438,20,16.6,NWS,False,manufacturing,low,low,stock|low|low
	1341	+firstrate:stock:NWSA,NWSA,stock,active,2013-06-20,2026-10-30,USD,43616020.9,0.010326808221206856,20,16.21,NWSA,False,manufacturing,mid,low,stock|mid|low
	1342	+firstrate:stock:NX,NX,stock,active,2000-01-04,2026-10-30,USD,5573690.0,0.025195481499970113,20,23.4,NX,False,manufacturing,low,high,stock|low|high
	1343	+firstrate:stock:NXH,NXH,stock,active,2007-04-27,2026-10-30,USD,302897133.1,0.07382093493109727,20,63.9,NXH,False,retail,high,high,stock|high|high
	1344	+firstrate:stock:NXPI,NXPI,stock,active,2010-08-09,2026-10-30,USD,287102170.8,0.00346378269684746,20,117.09,NXPI,False,manufacturing,high,low,stock|high|low
	1345	+firstrate:stock:NXST,NXST,stock,active,2003-11-26,2026-10-30,USD,55009214.75,0.013978276983229346,20,78.2,NXST,False,transport_utilities,mid,mid,stock|mid|mid
	1346	+firstrate:stock:NYMT,NYMT,stock,active,2008-06-06,2025-09-02,USD,5796120.05,0.009282030798842825,20,6.17,NYMT,False,unknown,low,low,stock|low|low
	1347	+firstrate:stock:NYT,NYT,stock,active,2000-01-04,2026-10-30,USD,35914588.5,0.01668454404411032,20,18.5,NYT,False,manufacturing,mid,high,stock|mid|high
	1348	+firstrate:stock:NZF,NZF,stock,active,2001-10-04,2026-10-30,USD,5753017.95,0.0045241037024982885,20,15.24,NZF,False,unknown,low,low,stock|low|low
	1349	+firstrate:stock:O,O,stock,active,2012-02-13,2026-10-30,USD,106419193.65,0.010455741767927918,20,57.02,O,False,finance_insurance_realestate,high,low,stock|high|low
	1350	+firstrate:stock:OC,OC,stock,active,2006-11-02,2026-10-30,USD,92149185.9,0.013914692952064805,20,91.94,OC,False,manufacturing,high,mid,stock|high|mid
	1351	+firstrate:stock:OCFC,OCFC,stock,active,2000-01-04,2026-10-30,USD,5193832.9,0.013883043277423589,20,26.25,OCFC,False,finance_insurance_realestate,low,mid,stock|low|mid
	1352	+firstrate:stock:OCSL,OCSL,stock,active,2008-06-12,2026-10-30,USD,6127884.328500001,0.01631814148897295,20,4.89,OCSL,False,unknown,low,high,stock|low|high
	1353	+firstrate:stock:ODFL,ODFL,stock,active,2000-01-04,2026-10-30,USD,83920404.55,0.008596222511348766,20,131.55,ODFL,False,transport_utilities,high,low,stock|high|low
	1354	+firstrate:stock:OEC,OEC,stock,active,2014-07-28,2026-10-30,USD,18194499.0,0.016233787420192804,20,25.6,OEC,False,manufacturing,mid,mid,stock|mid|mid
	1355	+firstrate:etf:OEF,OEF,etf,active,2000-10-27,2026-10-30,USD,62032539.55,0.003917421983364728,20,118.64,OEF,False,broad_equity,high,low,etf|high|low
	1356	+firstrate:stock:OGE,OGE,stock,active,2000-01-04,2026-10-30,USD,36185186.3,0.009456030580144175,20,32.91,OGE,False,transport_utilities,mid,low,stock|mid|low
	1357	+firstrate:stock:OGS,OGS,stock,active,2014-01-17,2026-10-30,USD,16061666.9,0.00925029729308008,20,73.26,OGS,False,transport_utilities,low,low,stock|low|low
	1358	+firstrate:stock:OHI,OHI,stock,active,2000-01-04,2026-10-30,USD,65449575.15,0.011589329895608699,20,27.54,OHI,False,finance_insurance_realestate,high,mid,stock|high|mid
	1359	+firstrate:stock:OI,OI,stock,active,2000-01-04,2026-10-30,USD,29542476.85,0.010375752593795357,20,22.17,OI,False,manufacturing,mid,low,stock|mid|low
	1360	+firstrate:etf:OIH,OIH,etf,active,2001-02-26,2026-10-30,USD,181770455.7,0.014093439464971736,20,26.05,OIH,False,commodity,high,high,etf|high|high
	1361	+firstrate:stock:OII,OII,stock,active,2000-01-04,2026-10-30,USD,20549572.75,0.027335198701896636,20,21.14,OII,False,mining,mid,high,stock|mid|high
	1362	+firstrate:etf:OIL,OIL,etf,active,2011-04-21,2023-06-08,USD,9730635.146000002,0.016124450307107664,20,6.54,OIL,False,commodity,low,high,etf|low|high
	1363	+firstrate:stock:OIS,OIS,stock,active,2001-02-12,2026-10-30,USD,18765532.75,0.02834720222540765,20,28.3,OIS,False,manufacturing,mid,high,stock|mid|high
	1364	+firstrate:stock:OKE,OKE,stock,active,2000-01-04,2026-10-30,USD,141512087.55,0.008661899303525088,20,53.45,OKE,False,transport_utilities,high,low,stock|high|low
	1365	+firstrate:stock:OKTA,OKTA,stock,active,2017-04-10,2026-10-30,USD,38723775.0,0.022559357941779032,20,25.61,OKTA,False,services,mid,high,stock|mid|high
	1366	+firstrate:stock:OLED,OLED,stock,active,2000-01-04,2026-10-30,USD,146175362.75,0.022933135588551118,20,172.65,OLED,False,manufacturing,high,high,stock|high|high
	1367	+firstrate:stock:OLLI,OLLI,stock,active,2015-07-17,2026-10-30,USD,32480699.0,0.022531959778196553,20,53.25,OLLI,False,retail,mid,high,stock|mid|high
	1368	+firstrate:stock:OLN,OLN,stock,active,2000-01-03,2026-10-30,USD,50167884.15,0.01165029534720931,20,35.58,OLN,False,manufacturing,mid,mid,stock|mid|mid
	1369	+firstrate:stock:OMC,OMC,stock,active,2000-01-04,2026-10-30,USD,172587557.45,0.010189766761310472,20,72.83,OMC,False,services,high,low,stock|high|low
	1370	+firstrate:stock:OMCL,OMCL,stock,active,2001-08-10,2026-10-30,USD,11421941.5,0.013621517198054805,20,48.5,OMCL,False,manufacturing,low,mid,stock|low|mid
	1371	+firstrate:stock:OMER,OMER,stock,active,2009-10-09,2026-10-30,USD,10460562.8,0.024824090223703212,20,19.43,OMER,False,manufacturing,low,high,stock|low|high
	1372	+firstrate:stock:OMF,OMF,stock,active,2013-10-17,2026-10-30,USD,31402059.25,0.01975386406496459,20,25.99,OMF,False,finance_insurance_realestate,mid,high,stock|mid|high
	1373	+firstrate:stock:ON,ON,stock,active,2000-05-02,2026-10-30,USD,107680605.05,0.016919999801783294,20,20.94,ON,False,manufacturing,high,high,stock|high|high
	1374	+firstrate:stock:ONB,ONB,stock,active,2002-05-13,2026-10-30,USD,14350813.25,0.013353592236804024,20,17.45,ONB,False,finance_insurance_realestate,low,mid,stock|low|mid
	1375	+firstrate:stock:ONC,ONC,stock,active,2016-02-03,2026-10-30,USD,31908971.9,0.04365258095654154,20,97.72,ONC,False,manufacturing,mid,high,stock|mid|high
	1376	+firstrate:etf:ONEQ,ONEQ,etf,active,2003-10-01,2026-10-30,USD,8647462.0,0.004783071998721905,20,271.12,ONEQ,False,broad_equity,low,mid,etf|low|mid
	1377	+firstrate:stock:ONTO,ONTO,stock,active,2007-05-07,2026-10-30,USD,5443504.324,0.014449737389311592,20,24.92,ONTO,False,manufacturing,low,mid,stock|low|mid
	1378	+firstrate:stock:OPI,OPI,stock,active,2009-06-04,2026-10-30,USD,10673238.800749999,0.011432447683842308,20,18.53,OPI,False,unknown,low,mid,stock|low|mid
	1379	+firstrate:stock:OPK,OPK,stock,active,2007-06-14,2026-10-30,USD,18448763.5,0.02469926431456949,20,4.9,OPK,False,manufacturing,mid,high,stock|mid|high
	1380	+firstrate:stock:OPLN,OPLN,stock,active,2009-12-14,2026-10-30,USD,38834400.15,0.00839781738597996,20,50.51,OPLN,False,retail,mid,low,stock|mid|low
	1381	+firstrate:stock:OPTU,OPTU,stock,active,2017-06-23,2026-10-30,USD,48737846.55,0.016928830126564175,20,21.23,OPTU,False,transport_utilities,mid,high,stock|mid|high
	1382	+firstrate:stock:OR,OR,stock,active,2016-07-06,2026-10-30,USD,6435220.3,0.01619027316932368,20,11.56,OR,False,mining,low,mid,stock|low|mid
	1383	+firstrate:stock:ORA,ORA,stock,active,2004-11-12,2026-10-30,USD,11012831.7,0.009637294450021008,20,63.96,ORA,False,transport_utilities,low,low,stock|low|low
	1384	+firstrate:stock:ORC,ORC,stock,active,2013-02-15,2026-10-30,USD,11544780.5,0.010327688581626436,20,9.28,ORC,False,finance_insurance_realestate,low,low,stock|low|low
	1385	+firstrate:stock:ORCL,ORCL,stock,active,2000-01-04,2026-10-30,USD,884874161.0,0.013601508039896633,20,47.28,ORCL,False,services,high,mid,stock|high|mid
	1386	+firstrate:stock:ORI,ORI,stock,active,2000-01-04,2026-10-30,USD,33206892.55,0.0055841346302378785,20,21.38,ORI,False,finance_insurance_realestate,mid,low,stock|mid|low
	1387	+firstrate:stock:ORLY,ORLY,stock,active,2000-01-04,2026-10-30,USD,260728747.15,0.019492758976851304,20,240.54,ORLY,False,retail,high,high,stock|high|high
	1388	+firstrate:stock:OSG,OSG,stock,active,2013-05-01,2026-10-30,USD,5023943.213000001,0.026733449732288993,20,15.98,OSG,False,finance_insurance_realestate,low,high,stock|low|high
	1389	+firstrate:stock:OSIS,OSIS,stock,active,2000-01-04,2026-10-30,USD,63155954.95,0.08436026677076959,20,64.38,OSIS,False,manufacturing,high,high,stock|high|high
	1390	+firstrate:stock:OSK,OSK,stock,active,2009-08-10,2026-10-30,USD,55728274.9,0.01380140006512423,20,90.89,OSK,False,manufacturing,mid,mid,stock|mid|mid
	1391	+firstrate:stock:OSUR,OSUR,stock,active,2000-10-03,2026-10-30,USD,11365734.0,0.015772848564213942,20,18.86,OSUR,False,manufacturing,low,mid,stock|low|mid
	1392	+firstrate:stock:OTEX,OTEX,stock,active,2000-01-04,2026-10-30,USD,21031168.0,0.01742354835881149,20,35.67,OTEX,False,services,mid,high,stock|mid|high
	1393	+firstrate:etf:OUSA,OUSA,etf,active,2015-07-14,2026-10-30,USD,7180087.890000001,0.003420948588460386,20,31.91,OUSA,False,broad_equity,low,low,etf|low|low
	1394	+firstrate:stock:OUT,OUT,stock,active,2014-03-31,2026-10-30,USD,19107410.4,0.01155273018019579,20,23.2,OUT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1395	+firstrate:stock:OXM,OXM,stock,active,2000-01-04,2026-10-30,USD,12322488.35,0.02174444980417414,20,75.19,OXM,False,manufacturing,low,high,stock|low|high
	1396	+firstrate:stock:OXY,OXY,stock,active,2000-01-04,2026-10-30,USD,267588772.8,0.006261436346156902,20,73.66,OXY,False,mining,high,low,stock|high|low
	1397	+firstrate:stock:OZK,OZK,stock,active,2007-05-11,2026-10-30,USD,54946877.5,0.013634719014839798,20,48.45,OZK,False,unknown,mid,mid,stock|mid|mid
	1398	+firstrate:stock:P,P,stock,active,2015-10-08,2026-10-30,USD,32238365.7,0.016578979555705642,20,15.86,P,False,manufacturing,mid,high,stock|mid|high
	1399	+firstrate:stock:PAAS,PAAS,stock,active,2000-01-04,2026-10-30,USD,18944599.45,0.016107793179431777,20,15.56,PAAS,False,mining,mid,mid,stock|mid|mid
	1400	+firstrate:stock:PAC,PAC,stock,active,2006-02-27,2026-10-30,USD,9636315.9,0.008514060536383733,20,102.76,PAC,False,unknown,low,low,stock|low|low
	1401	+firstrate:stock:PAG,PAG,stock,active,2007-07-03,2026-10-30,USD,18597160.6,0.014825857150619006,20,47.85,PAG,False,retail,mid,mid,stock|mid|mid
	1402	+firstrate:stock:PAGP,PAGP,stock,active,2013-10-16,2026-10-30,USD,31667667.65,0.012085099988557354,20,21.95,PAGP,False,transport_utilities,mid,mid,stock|mid|mid
	1403	+firstrate:stock:PAM,PAM,stock,active,2009-10-12,2026-10-30,USD,18772324.1,0.012316594004530817,20,67.28,PAM,False,unknown,mid,mid,stock|mid|mid
	1404	+firstrate:stock:PANW,PANW,stock,active,2012-07-23,2026-10-30,USD,138906736.1,0.007414715372103551,20,144.94,PANW,False,manufacturing,high,low,stock|high|low
	1405	+firstrate:stock:PARR,PARR,stock,active,2012-09-06,2026-10-30,USD,6034585.95,0.010069681825686492,20,19.28,PARR,False,mining,low,low,stock|low|low
	1406	+firstrate:stock:PATK,PATK,stock,active,2002-02-06,2026-10-30,USD,9989223.75,0.0954098995882499,20,69.45,PATK,False,manufacturing,low,high,stock|low|high
	1407	+firstrate:stock:PAYC,PAYC,stock,active,2014-04-16,2026-10-30,USD,38257116.25,0.016466585373583868,20,80.33,PAYC,False,services,mid,high,stock|mid|high
	1408	+firstrate:stock:PAYX,PAYX,stock,active,2000-01-04,2026-10-30,USD,141008856.75,0.008200129183798262,20,68.08,PAYX,False,services,high,low,stock|high|low
	1409	+firstrate:stock:PB,PB,stock,active,2011-12-29,2026-10-30,USD,36879739.35,0.01483704293741888,20,70.07,PB,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1410	+firstrate:stock:PBA,PBA,stock,active,2012-04-03,2026-10-30,USD,15431966.7,0.0064119060793915725,20,36.18,PBA,False,mining,low,low,stock|low|low
	1411	+firstrate:stock:PBF,PBF,stock,active,2012-12-14,2026-10-30,USD,60611991.55,0.018458536589070818,20,35.45,PBF,False,manufacturing,mid,high,stock|mid|high
	1412	+firstrate:stock:PBH,PBH,stock,active,2005-02-11,2026-10-30,USD,23795705.95,0.019123713975507693,20,44.41,PBH,False,manufacturing,mid,high,stock|mid|high
	1413	+firstrate:stock:PBI,PBI,stock,active,2000-01-04,2026-10-30,USD,23290069.3,0.011868410132597111,20,11.18,PBI,False,manufacturing,mid,mid,stock|mid|mid
	1414	+firstrate:stock:PBR,PBR,stock,active,2000-08-10,2026-10-30,USD,136763253.75,0.017110543358856395,20,10.29,PBR,False,unknown,high,high,stock|high|high
	1415	+firstrate:stock:PBR.A,PBR.A,stock,active,2003-10-07,2026-10-30,USD,52300860.675,0.018080019389777855,20,9.83,PBR.A,False,unknown,mid,high,stock|mid|high
	1416	+firstrate:stock:PBYI,PBYI,stock,active,2012-04-24,2026-10-30,USD,67994346.565,0.03698561511576456,20,98.85,PBYI,False,manufacturing,high,high,stock|high|high
	1417	+firstrate:stock:PCAR,PCAR,stock,active,2000-01-04,2026-10-30,USD,124624146.6,0.010124833028655597,20,71.08,PCAR,False,manufacturing,high,low,stock|high|low
	1418	+firstrate:stock:PCG,PCG,stock,active,2000-01-04,2026-10-30,USD,362286554.65,0.03198885729556876,20,44.83,PCG,False,transport_utilities,high,high,stock|high|high
	1419	+firstrate:stock:PCI,PCI,stock,active,2013-01-29,2026-10-30,USD,10762445.69,0.0038980677298189803,20,22.44,PCI,False,unknown,low,low,stock|low|low
	1420	+firstrate:stock:PCRX,PCRX,stock,active,2011-02-04,2026-10-30,USD,26012498.0,0.02094749931625942,20,45.65,PCRX,False,manufacturing,mid,high,stock|mid|high
	1421	+firstrate:stock:PCTY,PCTY,stock,active,2014-03-20,2026-10-30,USD,13093781.75,0.012692707830096723,20,47.16,PCTY,False,services,low,mid,stock|low|mid
	1422	+firstrate:etf:PCY,PCY,etf,active,2007-10-11,2026-10-30,USD,31774328.1,0.001607877649466815,20,29.54,PCY,False,international,mid,low,etf|mid|low
	1423	+firstrate:etf:PDBC,PDBC,etf,active,2014-11-07,2026-10-30,USD,5230871.375,0.01070398360337802,20,17.45,PDBC,False,fixed_income,low,high,etf|low|high
	1424	+firstrate:stock:PDI,PDI,stock,active,2012-05-25,2026-10-30,USD,5881839.9,0.005960043703259776,20,30.05,PDI,False,unknown,low,low,stock|low|low
	1425	+firstrate:stock:PDM,PDM,stock,active,2010-02-11,2026-10-30,USD,15382574.35,0.008871047027967907,20,19.61,PDM,False,finance_insurance_realestate,low,low,stock|low|low
	1426	+firstrate:stock:PDS,PDS,stock,active,2010-06-02,2026-10-30,USD,5895630.95,0.033359246238876976,20,3.02,PDS,False,mining,low,high,stock|low|high
	1427	+firstrate:stock:PEB,PEB,stock,active,2009-12-10,2026-10-30,USD,20474533.6,0.008332916976763232,20,37.17,PEB,False,finance_insurance_realestate,mid,low,stock|mid|low
	1428	+firstrate:stock:PEG,PEG,stock,active,2000-01-04,2026-10-30,USD,184871712.25,0.006337015499740881,20,51.5,PEG,False,transport_utilities,high,low,stock|high|low
	1429	+firstrate:stock:PEGA,PEGA,stock,active,2000-01-04,2026-10-30,USD,14234018.0,0.01056290877324905,20,47.15,PEGA,False,services,low,mid,stock|low|mid
	1430	+firstrate:stock:PEN,PEN,stock,active,2015-09-21,2026-10-30,USD,15810147.25,0.023901293876476822,20,94.1,PEN,False,manufacturing,low,high,stock|low|high
	1431	+firstrate:stock:PENG,PENG,stock,active,2017-05-25,2026-10-30,USD,27765302.3,0.03660255477589611,20,33.7,PENG,False,manufacturing,mid,high,stock|mid|high
	1432	+firstrate:stock:PENN,PENN,stock,active,2000-01-04,2026-10-30,USD,48682394.3,0.01708575327316554,20,31.33,PENN,False,services,mid,high,stock|mid|high
	1433	+firstrate:stock:PEP,PEP,stock,active,2000-01-04,2026-10-30,USD,413948004.1,0.0068712206364256265,20,119.92,PEP,False,manufacturing,high,low,stock|high|low
	1434	+firstrate:stock:PETS,PETS,stock,active,2004-01-26,2026-10-30,USD,24718104.7,0.02293298929753244,20,45.5,PETS,False,retail,mid,high,stock|mid|high
	1435	+firstrate:stock:PFE,PFE,stock,active,2000-01-04,2026-10-30,USD,572215848.35,0.008307970067346923,20,36.22,PFE,False,manufacturing,high,low,stock|high|low
	1436	+firstrate:etf:PFF,PFF,etf,active,2007-03-30,2026-10-30,USD,99759413.65,0.0017140891399193142,20,38.07,PFF,False,broad_equity,high,low,etf|high|low
	1437	+firstrate:stock:PFG,PFG,stock,active,2001-10-24,2026-10-30,USD,71439006.36842105,0.006204157202388151,19,70.56,PFG,False,finance_insurance_realestate,high,low,stock|high|low
	1438	+firstrate:stock:PFGC,PFGC,stock,active,2015-10-02,2026-10-30,USD,32149062.75,0.020146403280719632,20,33.1,PFGC,False,wholesale,mid,high,stock|mid|high
	1439	+firstrate:stock:PFS,PFS,stock,active,2003-01-17,2026-10-30,USD,7025808.6,0.013434270702262253,20,26.97,PFS,False,finance_insurance_realestate,low,mid,stock|low|mid
	1440	+firstrate:stock:PFSI,PFSI,stock,active,2013-05-10,2026-10-30,USD,6644607.25,0.008355364081469136,20,22.35,PFSI,False,finance_insurance_realestate,low,low,stock|low|low
	1441	+firstrate:stock:PG,PG,stock,active,2000-01-04,2026-10-30,USD,596431054.05,0.005814196740840316,20,91.88,PG,False,manufacturing,high,low,stock|high|low
	1442	+firstrate:stock:PGEN,PGEN,stock,active,2013-08-09,2026-10-30,USD,15406140.7,0.026617737134599855,20,11.52,PGEN,False,manufacturing,low,high,stock|low|high
	1443	+firstrate:stock:PGR,PGR,stock,active,2000-01-04,2026-10-30,USD,145943506.3,0.006923958142619817,20,56.32,PGR,False,finance_insurance_realestate,high,low,stock|high|low
	1444	+firstrate:etf:PGX,PGX,etf,active,2008-01-31,2026-10-30,USD,26112415.5,0.0020943916842868244,20,14.86,PGX,False,other,mid,low,etf|mid|low
	1445	+firstrate:stock:PH,PH,stock,active,2000-01-04,2026-10-30,USD,153946374.65,0.010235361079085221,20,199.58,PH,False,manufacturing,high,low,stock|high|low
	1446	+firstrate:etf:PHB,PHB,etf,active,2007-11-15,2026-02-20,USD,15778220.35,0.0016585851585443373,20,18.95,PHB,False,fixed_income,mid,low,etf|mid|low
	1447	+firstrate:stock:PHG,PHG,stock,active,2000-01-04,2026-10-30,USD,36039550.4,0.008652922881558847,20,37.8,PHG,False,unknown,mid,low,stock|mid|low
	1448	+firstrate:stock:PHK,PHK,stock,active,2003-04-28,2026-10-30,USD,6348255.05,0.005531835979179336,20,7.46,PHK,False,unknown,low,low,stock|low|low
	1449	+firstrate:stock:PHM,PHM,stock,active,2000-01-04,2026-10-30,USD,146993344.2,0.012435458717962353,20,33.25,PHM,False,construction,high,mid,stock|high|mid
	1450	+firstrate:etf:PHYS,PHYS,etf,active,2010-02-26,2026-10-30,USD,6448927.5,0.0052947001676199226,20,10.59,PHYS,False,commodity,low,mid,etf|low|mid
	1451	+firstrate:stock:PI,PI,stock,active,2016-07-22,2026-10-30,USD,11432496.45,0.028132587007568405,20,22.53,PI,False,manufacturing,low,high,stock|low|high
	1452	+firstrate:etf:PICK,PICK,etf,active,2012-02-02,2026-10-30,USD,8538581.7,0.009217099085839831,20,34.63,PICK,False,commodity,low,high,etf|low|high
	1453	+firstrate:stock:PII,PII,stock,active,2000-01-04,2026-10-30,USD,86264563.2,0.017619452082625043,20,123.99,PII,False,manufacturing,high,high,stock|high|high
	1454	+firstrate:stock:PK,PK,stock,active,2017-01-04,2026-10-30,USD,49006225.5255,0.010338768858041929,20,28.75,PK,False,services,mid,low,stock|mid|low
	1455	+firstrate:stock:PKG,PKG,stock,active,2000-01-31,2026-10-30,USD,80870308.35,0.008463968519231032,20,120.55,PKG,False,manufacturing,high,low,stock|high|low
	1456	+firstrate:stock:PKX,PKX,stock,active,2000-01-03,2026-10-30,USD,12218039.4,0.013644373599809297,20,78.13,PKX,False,manufacturing,low,mid,stock|low|mid
	1457	+firstrate:stock:PLAY,PLAY,stock,active,2014-10-13,2026-10-30,USD,88654939.8,0.0185483746157594,20,55.17,PLAY,False,retail,high,high,stock|high|high
	1458	+firstrate:stock:PLCE,PLCE,stock,active,2000-01-04,2026-10-30,USD,55718565.5,0.017234664577121306,20,145.35,PLCE,False,retail,mid,high,stock|mid|high
	1459	+firstrate:stock:PLD,PLD,stock,active,2000-01-04,2026-10-30,USD,126489742.7,0.012391077780291693,20,64.51,PLD,False,finance_insurance_realestate,high,mid,stock|high|mid
	1460	+firstrate:stock:PLNT,PLNT,stock,active,2015-08-07,2026-10-30,USD,29533026.15,0.01384737406111021,20,34.63,PLNT,False,services,mid,mid,stock|mid|mid
	1461	+firstrate:stock:PLUG,PLUG,stock,active,2000-01-04,2026-10-30,USD,8169021.5,0.021059353064143374,20,2.36,PLUG,False,manufacturing,low,high,stock|low|high
	1462	+firstrate:stock:PLUS,PLUS,stock,active,2000-01-04,2026-10-30,USD,5670863.0,0.0175114457222952,20,75.2,PLUS,False,wholesale,low,high,stock|low|high
	1463	+firstrate:stock:PLXS,PLXS,stock,active,2000-01-04,2026-10-30,USD,8452366.9,0.007735964249486644,20,60.72,PLXS,False,manufacturing,low,low,stock|low|low
	1464	+firstrate:stock:PM,PM,stock,active,2008-04-01,2026-10-30,USD,494206960.5,0.012564136496143801,20,105.65,PM,False,manufacturing,high,mid,stock|high|mid
	1465	+firstrate:stock:PMCB,PMCB,stock,active,2009-03-18,2026-10-30,USD,242031281.7766924,0.07396158090814066,20,0.053986,PMCB,False,manufacturing,high,high,stock|high|high
	1466	+firstrate:stock:PMT,PMT,stock,active,2009-07-31,2026-10-30,USD,11209297.95,0.013637890038305291,20,16.07,PMT,False,finance_insurance_realestate,low,mid,stock|low|mid
	1467	+firstrate:stock:PNC,PNC,stock,active,2000-01-04,2026-10-30,USD,250869375.95,0.009531114275603186,20,144.29,PNC,False,finance_insurance_realestate,high,low,stock|high|low
	1468	+firstrate:stock:PNFP,PNFP,stock,active,2002-05-29,2026-10-30,USD,25068899.75,0.012711925670697137,20,66.3,PNFP,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1469	+firstrate:stock:PNNT,PNNT,stock,active,2007-04-20,2026-10-30,USD,5063368.85,0.010966208645234097,20,6.91,PNNT,False,unknown,low,mid,stock|low|mid
	1470	+firstrate:stock:PNR,PNR,stock,active,2012-09-18,2026-10-30,USD,61562585.25,0.008000197115181394,20,70.62,PNR,False,manufacturing,mid,low,stock|mid|low
	1471	+firstrate:stock:PNW,PNW,stock,active,2000-01-04,2026-10-30,USD,49175100.55,0.009203412280278659,20,85.18,PNW,False,transport_utilities,mid,low,stock|mid|low
	1472	+firstrate:stock:PODD,PODD,stock,active,2007-05-16,2026-10-30,USD,28760140.8,0.012080126651644532,20,69.0,PODD,False,manufacturing,mid,mid,stock|mid|mid
	1473	+firstrate:stock:POOL,POOL,stock,active,2000-01-04,2026-10-30,USD,27877727.8,0.010150166225544103,20,129.65,POOL,False,wholesale,mid,low,stock|mid|low
	1474	+firstrate:stock:POR,POR,stock,active,2006-04-11,2026-10-30,USD,27851288.2,0.008811877266903806,20,45.58,POR,False,transport_utilities,mid,low,stock|mid|low
	1475	+firstrate:stock:POST,POST,stock,active,2012-01-27,2026-10-30,USD,61029237.9,0.010165953382966022,20,79.23,POST,False,manufacturing,mid,low,stock|mid|low
	1476	+firstrate:stock:POWI,POWI,stock,active,2006-12-20,2026-10-30,USD,8599058.75,0.01529640019898196,20,73.55,POWI,False,manufacturing,low,mid,stock|low|mid
	1477	+firstrate:stock:PPC,PPC,stock,active,2009-12-30,2026-10-30,USD,40492938.05,0.020870509122145102,20,31.06,PPC,False,manufacturing,mid,high,stock|mid|high
	1478	+firstrate:stock:PPG,PPG,stock,active,2000-01-04,2026-10-30,USD,129976030.95,0.007394589266715232,20,116.82,PPG,False,manufacturing,high,low,stock|high|low
	1479	+firstrate:stock:PPL,PPL,stock,active,2000-01-04,2026-10-30,USD,233397557.6,0.012887442145636646,20,30.95,PPL,False,transport_utilities,high,mid,stock|high|mid
	1480	+firstrate:etf:PPLT,PPLT,etf,active,2010-01-08,2026-10-30,USD,6487055.2,0.00896026595597425,20,88.47,PPLT,False,international,low,high,etf|low|high
	1481	+firstrate:stock:PR,PR,stock,active,2016-04-25,2026-10-30,USD,26954239.4,0.019295786713754516,20,19.8,PR,False,mining,mid,high,stock|mid|high
	1482	+firstrate:stock:PRAA,PRAA,stock,active,2002-11-11,2026-10-30,USD,11903781.5,0.01697157142462398,20,33.2,PRAA,False,finance_insurance_realestate,low,high,stock|low|high
	1483	+firstrate:etf:PRF,PRF,etf,active,2005-12-20,2026-10-30,USD,12633711.08956,0.0037800270453513135,20,113.58,PRF,False,other,mid,low,etf|mid|low
	1484	+firstrate:stock:PRGO,PRGO,stock,active,2000-01-04,2026-10-30,USD,91553680.6,0.015420315007267657,20,87.16,PRGO,False,manufacturing,high,mid,stock|high|mid
	1485	+firstrate:stock:PRGS,PRGS,stock,active,2000-01-04,2026-10-30,USD,12566363.0,0.010206908655959674,20,42.57,PRGS,False,services,low,low,stock|low|low
	1486	+firstrate:stock:PRI,PRI,stock,active,2010-04-05,2026-10-30,USD,22633526.75,0.009783904134691363,20,101.55,PRI,False,finance_insurance_realestate,mid,low,stock|mid|low
	1487	+firstrate:stock:PRIM,PRIM,stock,active,2008-08-04,2026-10-30,USD,6250073.6995,0.013504604583893584,20,27.19,PRIM,False,construction,low,mid,stock|low|mid
	1488	+firstrate:stock:PRKS,PRKS,stock,active,2013-04-22,2026-10-30,USD,26047788.45,0.01937069586139635,20,13.57,PRKS,False,services,mid,high,stock|mid|high
	1489	+firstrate:stock:PRLB,PRLB,stock,active,2012-02-27,2026-10-30,USD,19509388.25,0.01868742641986623,20,103.0,PRLB,False,manufacturing,mid,high,stock|mid|high
	1490	+firstrate:stock:PRTA,PRTA,stock,active,2012-12-24,2026-10-30,USD,14035690.8,0.03875750846181807,20,37.49,PRTA,False,manufacturing,low,high,stock|low|high
	1491	+firstrate:stock:PRU,PRU,stock,active,2001-12-14,2026-10-30,USD,178773484.6,0.007965729942278881,20,114.98,PRU,False,finance_insurance_realestate,high,low,stock|high|low
	1492	+firstrate:stock:PSA,PSA,stock,active,2000-01-04,2026-10-30,USD,150314258.35,0.009139319852439631,20,209.0,PSA,False,finance_insurance_realestate,high,low,stock|high|low
	1493	+firstrate:stock:PSEC,PSEC,stock,delisted,2007-05-03,2024-12-20,USD,21304640.968000002,0.013593543691351788,20,6.74,PSEC,True,unknown,mid,mid,stock|mid|mid
	1494	+firstrate:stock:PSHG,PSHG,stock,active,2011-01-03,2026-10-30,USD,6083217.427499999,0.05737947962174922,20,4.06,PSHG,False,transport_utilities,low,high,stock|low|high
	1495	+firstrate:etf:PSI,PSI,etf,active,2005-06-23,2026-10-30,USD,6082957.9,0.012325735755454913,20,50.47,PSI,False,sector,low,high,etf|low|high
	1496	+firstrate:stock:PSMT,PSMT,stock,active,2000-01-04,2026-10-30,USD,7585566.0,0.012878157231840933,20,86.1,PSMT,False,retail,low,mid,stock|low|mid
	1497	+firstrate:etf:PSQ,PSQ,etf,active,2006-06-21,2026-10-30,USD,28361135.05,0.005537085604875353,20,35.58,PSQ,False,leveraged_inverse,mid,mid,etf|mid|mid
	1498	+firstrate:stock:PSX,PSX,stock,active,2012-05-02,2026-10-30,USD,172089759.2,0.007695264963779197,20,101.15,PSX,False,manufacturing,high,low,stock|high|low
	1499	+firstrate:stock:PTC,PTC,stock,active,2007-04-27,2026-10-30,USD,48836729.5945,0.009062839004301469,20,60.77,PTC,False,services,mid,low,stock|mid|low
	1500	+firstrate:stock:PTCT,PTCT,stock,active,2013-06-21,2026-10-30,USD,10596995.15,0.01965058254046548,20,16.68,PTCT,False,manufacturing,low,high,stock|low|high
	1501	+firstrate:stock:PTEN,PTEN,stock,active,2000-01-04,2026-10-30,USD,65282639.1,0.02207221977785616,20,23.01,PTEN,False,mining,high,high,stock|high|high
	1502	+firstrate:stock:PTY,PTY,stock,active,2002-12-27,2026-10-30,USD,5581740.15,0.005026855815565216,20,16.46,PTY,False,unknown,low,low,stock|low|low
	1503	+firstrate:stock:PUK,PUK,stock,active,2013-02-12,2026-10-30,USD,7754982.6,0.00889390035329018,20,50.78,PUK,False,finance_insurance_realestate,low,low,stock|low|low
	1504	+firstrate:stock:PUMP,PUMP,stock,active,2017-03-20,2026-10-30,USD,33423808.35,0.023709913124020016,20,20.16,PUMP,False,mining,mid,high,stock|mid|high
	1505	+firstrate:stock:PVH,PVH,stock,active,2000-01-04,2026-10-30,USD,111047612.65,0.009547858459686474,20,137.21,PVH,False,manufacturing,high,low,stock|high|low
	1506	+firstrate:stock:PWCM,PWCM,stock,active,2015-12-08,2026-10-30,USD,5646078.6274999995,0.14326737014851787,20,1.58,PWCM,False,finance_insurance_realestate,low,high,stock|low|high
	1507	+firstrate:stock:PWR,PWR,stock,active,2000-01-04,2026-10-30,USD,53871441.95,0.015789740232605383,20,39.11,PWR,False,construction,mid,mid,stock|mid|mid
	1508	+firstrate:etf:PXH,PXH,etf,active,2007-09-27,2026-10-30,USD,9293021.0625,0.005133747531564295,20,22.33,PXH,False,international,low,mid,etf|low|mid
	1509	+firstrate:stock:PXS,PXS,stock,active,2015-11-03,2026-10-30,USD,13158974.049165001,0.17350926106870362,20,3.22,PXS,False,transport_utilities,low,high,stock|low|high
	1510	+firstrate:stock:PYPL,PYPL,stock,active,2015-07-07,2026-10-30,USD,627085611.55,0.016897509689579423,20,73.62,PYPL,False,services,high,high,stock|high|high
	1511	+firstrate:etf:PZA,PZA,etf,active,2007-10-11,2026-10-30,USD,8754797.438499998,0.003417748744067452,20,25.81,PZA,False,fixed_income,low,low,etf|low|low
	1512	+firstrate:stock:PZZA,PZZA,stock,active,2000-01-04,2026-10-30,USD,52964235.45,0.02097937707133205,20,56.11,PZZA,False,retail,mid,high,stock|mid|high
	1513	+firstrate:etf:QAI,QAI,etf,active,2009-03-25,2026-10-30,USD,6658838.25,0.0016119447694603827,20,30.44,QAI,False,other,low,low,etf|low|low
	1514	+firstrate:stock:QCOM,QCOM,stock,active,2000-01-04,2026-10-30,USD,548085294.45,0.007842901087821375,20,64.02,QCOM,False,manufacturing,high,low,stock|high|low
	1515	+firstrate:stock:QDEL,QDEL,stock,active,2000-01-04,2026-10-30,USD,15382297.9,0.02200259820984217,20,43.35,QDEL,False,manufacturing,low,high,stock|low|high
	1516	+firstrate:stock:QGEN,QGEN,stock,active,2005-02-16,2026-10-30,USD,24282443.536915,0.01076238111286877,20,30.0,QGEN,False,manufacturing,mid,mid,stock|mid|mid
	1517	+firstrate:etf:QID,QID,etf,active,2006-07-13,2026-10-30,USD,37722701.480000004,0.010997872201409752,20,13.39,QID,False,leveraged_inverse,mid,high,etf|mid|high
	1518	+firstrate:etf:QLD,QLD,etf,active,2006-06-21,2026-10-30,USD,85880369.1,0.01100435609390384,20,73.33,QLD,False,leveraged_inverse,high,high,etf|high|high
	1519	+firstrate:stock:QLYS,QLYS,stock,active,2012-10-01,2026-10-30,USD,13971516.0,0.014624588721568469,20,59.35,QLYS,False,services,low,mid,stock|low|mid
	1520	+firstrate:etf:QQQ,QQQ,etf,active,2000-01-03,2026-10-30,USD,4844051430.900499,0.005384685221423253,20,155.76,QQQ,False,other,high,mid,etf|high|mid
	1521	+firstrate:stock:QSR,QSR,stock,active,2014-12-16,2026-10-30,USD,93505772.65,0.010614976873973416,20,61.48,QSR,False,retail,high,mid,stock|high|mid
	1522	+firstrate:etf:QTEC,QTEC,etf,active,2006-05-03,2026-10-30,USD,15395977.1685,0.007300571203364082,20,71.94,QTEC,False,sector,mid,mid,etf|mid|mid
	1523	+firstrate:etf:QUAL,QUAL,etf,active,2013-07-18,2026-10-30,USD,24603130.85,0.003432756712835305,20,82.9,QUAL,False,broad_equity,mid,low,etf|mid|low
	1524	+firstrate:stock:QURE,QURE,stock,active,2014-02-06,2026-10-30,USD,8444871.9,0.04167473956193419,20,19.59,QURE,False,manufacturing,low,high,stock|low|high
	1525	+firstrate:stock:R,R,stock,active,2000-01-04,2026-10-30,USD,39482661.45,0.009724489103089255,20,84.17,R,False,services,mid,low,stock|mid|low
	1526	+firstrate:stock:RACE,RACE,stock,active,2016-01-04,2026-10-30,USD,46975538.123500004,0.011058471001295965,20,104.84,RACE,False,manufacturing,mid,mid,stock|mid|mid
	1527	+firstrate:stock:RARE,RARE,stock,active,2014-02-03,2026-10-30,USD,24301545.6,0.026432584241207792,20,46.38,RARE,False,manufacturing,mid,high,stock|mid|high
	1528	+firstrate:stock:RBA,RBA,stock,active,2000-01-03,2026-10-30,USD,20341910.8,0.01550945794158118,20,29.93,RBA,False,services,mid,mid,stock|mid|mid
	1529	+firstrate:stock:RCI,RCI,stock,active,2000-01-04,2026-10-30,USD,15632884.4,0.006813004480195623,20,50.93,RCI,False,transport_utilities,low,low,stock|low|low
	1530	+firstrate:stock:RCL,RCL,stock,active,2000-01-04,2026-10-30,USD,154822850.2,0.012705584480050665,20,119.28,RCL,False,transport_utilities,high,mid,stock|high|mid
	1531	+firstrate:stock:RDN,RDN,stock,active,2000-01-04,2026-10-30,USD,31972772.75,0.016936768124625207,20,20.61,RDN,False,finance_insurance_realestate,mid,high,stock|mid|high
	1532	+firstrate:stock:RDY,RDY,stock,active,2001-04-11,2026-10-30,USD,10511782.4,0.011178199777306452,20,37.56,RDY,False,unknown,low,mid,stock|low|mid
	1533	+firstrate:stock:REG,REG,stock,active,2000-01-04,2026-10-30,USD,63681069.55,0.008888600147059387,20,69.18,REG,False,finance_insurance_realestate,high,low,stock|high|low
	1534	+firstrate:stock:REGN,REGN,stock,active,2000-01-04,2026-10-30,USD,253511660.2,0.011572786574577046,20,375.96,REGN,False,manufacturing,high,mid,stock|high|mid
	1535	+firstrate:stock:REI,REI,stock,active,2008-06-10,2026-10-30,USD,5736190.9,0.03136094922793462,20,13.9,REI,False,mining,low,high,stock|low|high
	1536	+firstrate:etf:REM,REM,etf,active,2007-05-04,2026-10-30,USD,12005214.2625,0.013245910302093775,20,45.2,REM,False,sector,low,high,etf|low|high
	1537	+firstrate:etf:REMX,REMX,etf,active,2010-10-28,2026-10-30,USD,5440568.569499999,0.017627413243445245,20,30.09,REMX,False,commodity,low,high,etf|low|high
	1538	+firstrate:stock:RES,RES,stock,active,2000-01-04,2026-10-30,USD,17546191.5,0.018706828314172395,20,25.53,RES,False,mining,low,high,stock|low|high
	1539	+firstrate:stock:REXR,REXR,stock,active,2013-07-22,2026-10-30,USD,15773015.8,0.013965469140688956,20,29.16,REXR,False,finance_insurance_realestate,low,mid,stock|low|mid
	1540	+firstrate:stock:RF,RF,stock,active,2002-05-13,2026-10-30,USD,171978118.75,0.009901622963378008,20,17.28,RF,False,finance_insurance_realestate,high,low,stock|high|low
	1541	+firstrate:stock:RGA,RGA,stock,active,2007-04-25,2026-10-30,USD,49122501.1225,0.006439407441220498,20,155.93,RGA,False,finance_insurance_realestate,mid,low,stock|mid|low
	1542	+firstrate:stock:RGEN,RGEN,stock,active,2000-01-04,2026-10-30,USD,11430072.6,0.015774627754398786,20,36.28,RGEN,False,manufacturing,low,mid,stock|low|mid
	1543	+firstrate:stock:RGLD,RGLD,stock,active,2010-04-20,2026-10-30,USD,49969772.15,0.015643317498387488,20,82.12,RGLD,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1544	+firstrate:stock:RGNX,RGNX,stock,active,2015-09-18,2026-10-30,USD,9792678.75,0.04094981635506622,20,33.25,RGNX,False,manufacturing,low,high,stock|low|high
	1545	+firstrate:stock:RGR,RGR,stock,active,2000-01-04,2026-10-30,USD,14496767.0,0.02763176872413353,20,55.85,RGR,False,manufacturing,low,high,stock|low|high
	1546	+firstrate:stock:RH,RH,stock,active,2012-11-05,2026-10-30,USD,111902106.45,0.030124935295987938,20,86.21,RH,False,retail,high,high,stock|high|high
	1547	+firstrate:stock:RHI,RHI,stock,active,2000-01-04,2026-10-30,USD,48743012.6,0.01685596802074158,20,55.54,RHI,False,services,mid,high,stock|mid|high
	1548	+firstrate:stock:RHP,RHP,stock,delisted,2012-10-01,2024-12-20,USD,13694939.347,0.008839585511042327,20,69.02,RHP,True,unknown,low,low,stock|low|low
	1549	+firstrate:stock:RIG,RIG,stock,active,2008-12-22,2026-10-30,USD,106614594.7,0.023910299999896942,20,10.68,RIG,False,mining,high,high,stock|high|high
	1550	+firstrate:stock:RIGL,RIGL,stock,active,2000-11-30,2026-10-30,USD,6471023.95,0.03532679537538268,20,3.88,RIGL,False,manufacturing,low,high,stock|low|high
	1551	+firstrate:etf:RING,RING,etf,active,2012-02-02,2026-10-30,USD,7760015.7,0.013499887176373702,20,18.8,RING,False,commodity,low,high,etf|low|high
	1552	+firstrate:stock:RIO,RIO,stock,active,2013-02-11,2026-10-30,USD,128414905.1,0.0128416221630887,20,52.93,RIO,False,unknown,high,mid,stock|high|mid
	1553	+firstrate:stock:RIOT,RIOT,stock,active,2007-08-28,2026-10-30,USD,352940468.35163,0.16083857198198442,20,28.4,RIOT,False,finance_insurance_realestate,high,high,stock|high|high
	1554	+firstrate:stock:RITM,RITM,stock,active,2013-05-03,2026-10-30,USD,40885271.1,0.006918317025210052,20,17.88,RITM,False,finance_insurance_realestate,mid,low,stock|mid|low
	1555	+firstrate:stock:RJF,RJF,stock,active,2000-01-04,2026-10-30,USD,71788289.15,0.012400323297704753,20,89.3,RJF,False,finance_insurance_realestate,high,mid,stock|high|mid
	1556	+firstrate:stock:RL,RL,stock,active,2000-01-04,2026-10-30,USD,117921879.4,0.021250188540078038,20,103.69,RL,False,manufacturing,high,high,stock|high|high
	1557	+firstrate:stock:RLI,RLI,stock,active,2016-01-05,2026-10-30,USD,10689524.1,0.010569658248661922,20,60.66,RLI,False,finance_insurance_realestate,low,mid,stock|low|mid
	1558	+firstrate:stock:RLJ,RLJ,stock,active,2011-05-12,2026-10-30,USD,31133756.6,0.01217820561282598,20,21.97,RLJ,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1559	+firstrate:stock:RMBS,RMBS,stock,active,2000-01-04,2026-10-30,USD,14781892.25,0.0060802473925906965,20,14.22,RMBS,False,manufacturing,low,low,stock|low|low
	1560	+firstrate:stock:RMD,RMD,stock,active,2000-01-04,2026-10-30,USD,45080939.65,0.00898462356461375,20,84.69,RMD,False,manufacturing,mid,low,stock|mid|low
	1561	+firstrate:stock:RNG,RNG,stock,active,2013-09-30,2026-10-30,USD,20835758.0,0.025524349481092078,20,48.4,RNG,False,services,mid,high,stock|mid|high
	1562	+firstrate:stock:RNR,RNR,stock,active,2000-01-04,2026-10-30,USD,53259591.0,0.011226612304910838,20,125.59,RNR,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1563	+firstrate:stock:RNST,RNST,stock,active,2005-05-03,2026-10-30,USD,6884865.6,0.017162787204123536,20,40.89,RNST,False,finance_insurance_realestate,low,high,stock|low|high
	1564	+firstrate:etf:ROBO,ROBO,etf,active,2013-10-22,2026-10-30,USD,21533519.1515,0.007248287686857161,20,41.32,ROBO,False,international,mid,mid,etf|mid|mid
	1565	+firstrate:stock:ROCK,ROCK,stock,active,2000-01-04,2026-10-30,USD,9329743.0,0.017646215811983168,20,33.0,ROCK,False,manufacturing,low,high,stock|low|high
	1566	+firstrate:stock:ROG,ROG,stock,active,2000-04-19,2026-10-30,USD,22452830.95,0.014087143086279133,20,161.92,ROG,False,manufacturing,mid,mid,stock|mid|mid
	1567	+firstrate:stock:ROK,ROK,stock,active,2000-01-04,2026-10-30,USD,131517828.85,0.007912470365389909,20,196.35,ROK,False,manufacturing,high,low,stock|high|low
	1568	+firstrate:stock:ROL,ROL,stock,active,2000-01-04,2026-10-30,USD,28194507.25,0.009718986726524603,20,46.53,ROL,False,services,mid,low,stock|mid|low
	1569	+firstrate:stock:ROP,ROP,stock,active,2000-01-04,2026-10-30,USD,117508261.05,0.010627545416400411,20,259.0,ROP,False,manufacturing,high,mid,stock|high|mid
	1570	+firstrate:stock:ROST,ROST,stock,active,2000-01-04,2026-10-30,USD,175064653.95,0.011222001658260644,20,80.25,ROST,False,retail,high,mid,stock|high|mid
	1571	+firstrate:etf:RPG,RPG,etf,active,2006-03-07,2026-10-30,USD,6454931.75,0.00495646112656151,20,104.83,RPG,False,broad_equity,low,mid,etf|low|mid
	1572	+firstrate:stock:RPM,RPM,stock,active,2000-01-04,2026-10-30,USD,32628897.65,0.010463549427359175,20,52.42,RPM,False,manufacturing,mid,low,stock|mid|low
	1573	+firstrate:stock:RPT,RPT,stock,active,2015-02-13,2026-10-30,USD,8354950.867000001,0.015399759454780029,20,14.73,RPT,False,finance_insurance_realestate,low,mid,stock|low|mid
	1574	+firstrate:stock:RRC,RRC,stock,active,2000-01-04,2026-10-30,USD,115698154.5,0.027704205496562728,20,17.06,RRC,False,mining,high,high,stock|high|high
	1575	+firstrate:stock:RRGB,RRGB,stock,active,2002-07-22,2026-10-30,USD,16718245.25,0.01488253328486427,20,56.4,RRGB,False,retail,low,mid,stock|low|mid
	1576	+firstrate:stock:RRR,RRR,stock,active,2016-04-28,2026-10-30,USD,21214701.5,0.015507737414013234,20,33.74,RRR,False,services,mid,mid,stock|mid|mid
	1577	+firstrate:stock:RRX,RRX,stock,active,2007-05-01,2026-10-30,USD,17588467.75,0.01245341069917848,20,76.6,RRX,False,manufacturing,low,mid,stock|low|mid
	1578	+firstrate:stock:RS,RS,stock,active,2000-01-04,2026-10-30,USD,37489642.65,0.012986299302905664,20,85.79,RS,False,wholesale,mid,mid,stock|mid|mid
	1579	+firstrate:stock:RSG,RSG,stock,active,2000-01-04,2026-10-30,USD,88258667.2,0.007409652454917402,20,67.61,RSG,False,transport_utilities,high,low,stock|high|low
	1580	+firstrate:etf:RSP,RSP,etf,active,2003-05-01,2026-10-30,USD,48142845.05,0.0037753712937354067,20,101.03,RSP,False,broad_equity,high,low,etf|high|low
	1581	+firstrate:stock:RTX,RTX,stock,active,2007-04-30,2026-10-30,USD,385345618.8,0.005315700291294674,20,127.57,RTX,False,manufacturing,high,low,stock|high|low
	1582	+firstrate:stock:RUN,RUN,stock,active,2015-08-06,2026-10-30,USD,5151913.25,0.018509221008980885,20,5.9,RUN,False,construction,low,high,stock|low|high
	1583	+firstrate:stock:RUSHA,RUSHA,stock,active,2003-10-09,2026-10-30,USD,9958821.8,0.02085542941039206,20,50.81,RUSHA,False,retail,low,high,stock|low|high
	1584	+firstrate:stock:RVTY,RVTY,stock,active,2005-01-04,2026-10-30,USD,41420671.5,0.013424363645254308,20,73.12,RVTY,False,manufacturing,mid,mid,stock|mid|mid
	1585	+firstrate:etf:RWM,RWM,etf,active,2007-01-25,2026-10-30,USD,14443477.2,0.007270396382068258,20,42.27,RWM,False,leveraged_inverse,mid,mid,etf|mid|mid
	1586	+firstrate:etf:RWO,RWO,etf,active,2008-05-14,2026-10-30,USD,8941173.574499998,0.005860112280294708,20,48.88,RWO,False,international,low,mid,etf|low|mid
	1587	+firstrate:etf:RWR,RWR,etf,active,2001-08-29,2026-10-30,USD,11965994.5,0.00755277849315478,20,93.69,RWR,False,other,low,high,etf|low|high
	1588	+firstrate:stock:RWT,RWT,stock,active,2000-01-04,2026-10-30,USD,7029828.8,0.011415687951841908,20,14.82,RWT,False,finance_insurance_realestate,low,mid,stock|low|mid
	1589	+firstrate:etf:RWX,RWX,etf,active,2006-12-19,2026-10-30,USD,31709927.1,0.00417269992073227,20,40.49,RWX,False,other,mid,low,etf|mid|low
	1590	+firstrate:stock:RY,RY,stock,active,2000-01-03,2026-10-30,USD,63395223.15,0.004602507561354782,20,81.65,RY,False,finance_insurance_realestate,high,low,stock|high|low
	1591	+firstrate:stock:RYAAY,RYAAY,stock,active,2013-02-12,2026-10-30,USD,52706592.7,0.01916288717445472,20,104.19,RYAAY,False,unknown,mid,high,stock|mid|high
	1592	+firstrate:stock:RYAM,RYAM,stock,active,2014-07-01,2026-10-30,USD,12231555.4265,0.01918570439759708,20,20.45,RYAM,False,manufacturing,low,high,stock|low|high
	1593	+firstrate:stock:RYN,RYN,stock,active,2000-01-04,2026-10-30,USD,11189467.35,0.007025323031033632,20,31.63,RYN,False,finance_insurance_realestate,low,low,stock|low|low
	1594	+firstrate:etf:RYT,RYT,etf,active,2006-11-07,2024-07-01,USD,9982805.102,0.006379465069861785,20,142.96,RYT,False,sector,low,mid,etf|low|mid
	1595	+firstrate:stock:SABR,SABR,stock,active,2014-04-21,2026-10-30,USD,39313562.35,0.013514588736503635,20,20.5,SABR,False,services,mid,mid,stock|mid|mid
	1596	+firstrate:stock:SAH,SAH,stock,active,2000-01-04,2026-10-30,USD,5334032.75,0.017075463643650268,20,18.45,SAH,False,retail,low,high,stock|low|high
	1597	+firstrate:stock:SAIA,SAIA,stock,active,2006-07-25,2026-10-30,USD,9947842.0,0.013721116727346614,20,70.75,SAIA,False,transport_utilities,low,mid,stock|low|mid
	1598	+firstrate:stock:SAIC,SAIC,stock,active,2013-09-17,2026-10-30,USD,35622673.2,0.01778351615430782,20,76.57,SAIC,False,services,mid,high,stock|mid|high
	1599	+firstrate:stock:SAM,SAM,stock,active,2000-01-04,2026-10-30,USD,30689395.0,0.014770321068096089,20,191.1,SAM,False,manufacturing,mid,mid,stock|mid|mid
	1600	+firstrate:stock:SAN,SAN,stock,active,2000-01-04,2026-10-30,USD,24407152.15,0.008168013659234922,20,6.54,SAN,False,unknown,mid,low,stock|mid|low
	1601	+firstrate:stock:SANM,SANM,stock,active,2000-01-04,2026-10-30,USD,28623252.75,0.02035308463562984,20,33.0,SANM,False,manufacturing,mid,high,stock|mid|high
	1602	+firstrate:stock:SAP,SAP,stock,active,2013-02-11,2026-10-30,USD,50335770.65,0.006984843143851434,20,112.36,SAP,False,services,mid,low,stock|mid|low
	1603	+firstrate:stock:SBAC,SBAC,stock,active,2000-01-04,2026-10-30,USD,154375330.65,0.014011079762010149,20,163.36,SBAC,False,finance_insurance_realestate,high,mid,stock|high|mid
	1604	+firstrate:stock:SBGI,SBGI,stock,active,2000-01-04,2026-10-30,USD,47474611.75,0.014402002812693354,20,37.85,SBGI,False,transport_utilities,mid,mid,stock|mid|mid
	1605	+firstrate:stock:SBH,SBH,stock,active,2006-11-20,2026-10-30,USD,34082047.5,0.02078727483630089,20,18.76,SBH,False,retail,mid,high,stock|mid|high
	1606	+firstrate:stock:SBLK,SBLK,stock,active,2007-12-03,2026-10-30,USD,5305197.4,0.028787992214000666,20,11.26,SBLK,False,transport_utilities,low,high,stock|low|high
	1607	+firstrate:stock:SBNY,SBNY,stock,delisted,2007-05-04,2026-10-30,USD,54723583.341,0.011139721389409371,20,137.26,SBNY,True,unknown,mid,mid,stock|mid|mid
	1608	+firstrate:stock:SBRA,SBRA,stock,active,2010-11-16,2026-10-30,USD,31710319.827500004,0.016170432996522318,20,18.77,SBRA,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1609	+firstrate:stock:SBS,SBS,stock,active,2013-02-12,2026-10-30,USD,9470876.9,0.01172643411809893,20,10.45,SBS,False,unknown,low,mid,stock|low|mid
	1610	+firstrate:stock:SBSW,SBSW,stock,active,2013-02-22,2026-10-30,USD,16548483.0,0.029723102963337585,20,5.05,SBSW,False,unknown,low,high,stock|low|high
	1611	+firstrate:stock:SBUX,SBUX,stock,active,2000-01-04,2026-10-30,USD,511540314.2,0.009684250413545148,20,57.43,SBUX,False,retail,high,low,stock|high|low
	1612	+firstrate:stock:SCCO,SCCO,stock,active,2010-02-18,2026-10-30,USD,46983561.25805999,0.011754776177829707,20,47.9435,SCCO,False,mining,mid,mid,stock|mid|mid
	1613	+firstrate:etf:SCHA,SCHA,etf,active,2009-11-03,2026-10-30,USD,27410043.85,0.006095927643018743,20,69.74,SCHA,False,broad_equity,mid,mid,etf|mid|mid
	1614	+firstrate:etf:SCHB,SCHB,etf,active,2009-11-03,2026-10-30,USD,33844820.05,0.0034237516535785407,20,64.52,SCHB,False,other,mid,low,etf|mid|low
	1615	+firstrate:etf:SCHC,SCHC,etf,active,2010-01-14,2026-10-30,USD,6747350.05,0.005923090422527876,20,36.63,SCHC,False,international,low,mid,etf|low|mid
	1616	+firstrate:etf:SCHD,SCHD,etf,active,2011-10-20,2026-10-30,USD,32347333.570499998,0.0028303038111592202,20,51.17,SCHD,False,broad_equity,mid,low,etf|mid|low
	1617	+firstrate:etf:SCHE,SCHE,etf,active,2010-01-14,2026-10-30,USD,28259268.55,0.0068821878542338405,20,27.94,SCHE,False,international,mid,mid,etf|mid|mid
	1618	+firstrate:etf:SCHF,SCHF,etf,active,2009-11-03,2026-10-30,USD,63166855.9,0.004167284994182615,20,34.07,SCHF,False,international,high,low,etf|high|low
	1619	+firstrate:etf:SCHG,SCHG,etf,active,2009-12-11,2026-10-30,USD,20199851.273999996,0.003710271724526553,20,70.71,SCHG,False,broad_equity,mid,low,etf|mid|low
	1620	+firstrate:etf:SCHH,SCHH,etf,active,2011-01-13,2026-10-30,USD,19576699.65,0.007346897212906106,20,41.62,SCHH,False,other,mid,mid,etf|mid|mid
	1621	+firstrate:stock:SCHL,SCHL,stock,active,2000-01-04,2026-10-30,USD,6938800.95,0.012333517664511512,20,40.11,SCHL,False,manufacturing,low,mid,stock|low|mid
	1622	+firstrate:etf:SCHM,SCHM,etf,active,2011-01-13,2026-10-30,USD,11295900.55,0.004362852526338131,20,53.27,SCHM,False,broad_equity,low,mid,etf|low|mid
	1623	+firstrate:etf:SCHO,SCHO,etf,active,2010-08-05,2026-10-30,USD,23694265.8,0.00045817218647823267,20,50.03,SCHO,False,fixed_income,mid,low,etf|mid|low
	1624	+firstrate:etf:SCHP,SCHP,etf,active,2010-08-05,2026-10-30,USD,14632939.4,0.0014656232450105766,20,55.43,SCHP,False,fixed_income,mid,low,etf|mid|low
	1625	+firstrate:etf:SCHR,SCHR,etf,active,2010-08-05,2026-10-30,USD,6259916.95,0.0013009712137028453,20,53.32,SCHR,False,fixed_income,low,low,etf|low|low
	1626	+firstrate:etf:SCHV,SCHV,etf,active,2009-12-11,2026-10-30,USD,17107867.2725,0.0034365377545565357,20,54.67,SCHV,False,broad_equity,mid,low,etf|mid|low
	1627	+firstrate:stock:SCHW,SCHW,stock,active,2010-03-08,2026-10-30,USD,335061603.65,0.014592992026254076,20,51.37,SCHW,False,finance_insurance_realestate,high,mid,stock|high|mid
	1628	+firstrate:etf:SCHZ,SCHZ,etf,active,2011-07-14,2026-10-30,USD,35761565.5,0.001213374968763583,20,52.04,SCHZ,False,fixed_income,mid,low,etf|mid|low
	1629	+firstrate:stock:SCI,SCI,stock,active,2004-08-30,2026-10-30,USD,41054622.05,0.007332742845774666,20,37.32,SCI,False,services,mid,low,stock|mid|low
	1630	+firstrate:stock:SCL,SCL,stock,active,2000-01-04,2026-10-30,USD,6265650.6,0.011558351451807667,20,78.97,SCL,False,manufacturing,low,mid,stock|low|mid
	1631	+firstrate:etf:SCO,SCO,etf,active,2008-11-25,2026-10-30,USD,31383769.252000004,0.023881363796217216,20,24.56,SCO,False,leveraged_inverse,mid,high,etf|mid|high
	1632	+firstrate:etf:SCZ,SCZ,etf,active,2007-12-12,2026-10-30,USD,52075212.75,0.005042921020571126,20,64.5,SCZ,False,international,high,mid,etf|high|mid
	1633	+firstrate:stock:SD,SD,stock,active,2016-10-04,2026-10-30,USD,10803953.5,0.030713253950543917,20,21.07,SD,False,mining,low,high,stock|low|high
	1634	+firstrate:etf:SDIV,SDIV,etf,active,2011-06-09,2026-10-30,USD,5907969.584999999,0.004870860843111008,20,21.78,SDIV,False,international,low,mid,etf|low|mid
	1635	+firstrate:etf:SDOG,SDOG,etf,active,2012-06-29,2026-10-30,USD,7227533.6022,0.004729559571600392,20,45.8,SDOG,False,sector,low,mid,etf|low|mid
	1636	+firstrate:etf:SDOW,SDOW,etf,active,2010-02-11,2026-10-30,USD,21301327.735999998,0.009580623709744725,20,19.5,SDOW,False,leveraged_inverse,mid,high,etf|mid|high
	1637	+firstrate:etf:SDS,SDS,etf,active,2007-05-07,2026-10-30,USD,123709256.93899998,0.006880261116290285,20,41.05,SDS,False,leveraged_inverse,high,mid,etf|high|mid
	1638	+firstrate:etf:SDY,SDY,etf,active,2005-11-15,2026-10-30,USD,45761647.8,0.00637349860380246,20,94.48,SDY,False,broad_equity,high,mid,etf|high|mid
	1639	+firstrate:stock:SEDG,SEDG,stock,active,2015-03-27,2026-10-30,USD,23495098.75,0.018779654455275123,20,37.55,SEDG,False,manufacturing,mid,high,stock|mid|high
	1640	+firstrate:stock:SEI,SEI,stock,active,2017-05-15,2026-10-30,USD,8344951.55,0.031783312129653456,20,21.41,SEI,False,manufacturing,low,high,stock|low|high
	1641	+firstrate:stock:SEIC,SEIC,stock,active,2000-01-04,2026-10-30,USD,38366837.8,0.004258913536923623,20,71.86,SEIC,False,finance_insurance_realestate,mid,low,stock|mid|low
	1642	+firstrate:stock:SF,SF,stock,active,2012-02-09,2026-10-30,USD,26412700.5,0.0166614246231103,20,59.56,SF,False,finance_insurance_realestate,mid,high,stock|mid|high
	1643	+firstrate:stock:SFBS,SFBS,stock,active,2014-05-15,2026-10-30,USD,5513797.15,0.014364182186051642,20,41.5,SFBS,False,finance_insurance_realestate,low,mid,stock|low|mid
	1644	+firstrate:stock:SFL,SFL,stock,active,2004-06-18,2026-10-30,USD,10817640.5,0.010173710820511451,20,15.5,SFL,False,unknown,low,low,stock|low|low
	1645	+firstrate:stock:SFM,SFM,stock,active,2013-08-02,2026-10-30,USD,42232854.05,0.008771208781854285,20,24.35,SFM,False,retail,mid,low,stock|mid|low
	1646	+firstrate:stock:SFNC,SFNC,stock,active,2003-08-04,2026-10-30,USD,25367521.0,0.016351008130377768,20,57.1,SFNC,False,finance_insurance_realestate,mid,high,stock|mid|high
	1647	+firstrate:stock:SGI,SGI,stock,active,2007-01-04,2026-10-30,USD,47777450.9,0.017156602153288913,20,62.69,SGI,False,manufacturing,mid,high,stock|mid|high
	1648	+firstrate:etf:SH,SH,etf,active,2006-06-21,2026-10-30,USD,83416579.55,0.003472396530552374,20,30.18,SH,False,leveraged_inverse,high,low,etf|high|low
	1649	+firstrate:stock:SHAK,SHAK,stock,active,2015-02-02,2026-10-30,USD,33109938.45,0.02367551188247154,20,43.2,SHAK,False,retail,mid,high,stock|mid|high
	1650	+firstrate:stock:SHEL,SHEL,stock,active,2007-04-26,2026-10-30,USD,200042098.57700002,0.0064844035981177755,20,66.71,SHEL,False,unknown,high,low,stock|high|low
	1651	+firstrate:etf:SHM,SHM,etf,active,2007-10-16,2026-10-30,USD,43107150.337,0.0014309746298718133,20,47.91,SHM,False,leveraged_inverse,high,low,etf|high|low
	1652	+firstrate:stock:SHO,SHO,stock,delisted,2007-05-01,2024-12-20,USD,28613267.218000002,0.011089199395119273,20,16.53,SHO,True,unknown,mid,mid,stock|mid|mid
	1653	+firstrate:stock:SHOE,SHOE,stock,active,2000-01-04,2026-10-30,USD,7115237.2,0.021768345439355127,20,26.75,SHOE,False,retail,low,high,stock|low|high
	1654	+firstrate:stock:SHOO,SHOO,stock,active,2000-01-04,2026-10-30,USD,21532792.0,0.012617952394697821,20,46.7,SHOO,False,manufacturing,mid,mid,stock|mid|mid
	1655	+firstrate:stock:SHOP,SHOP,stock,active,2015-05-21,2026-10-30,USD,112893103.6,0.024144283947874795,20,101.0,SHOP,False,services,high,high,stock|high|high
	1656	+firstrate:etf:SHV,SHV,etf,active,2007-01-11,2026-10-30,USD,110128085.6,0.00022110622643799546,20,110.24,SHV,False,leveraged_inverse,high,low,etf|high|low
	1657	+firstrate:stock:SHW,SHW,stock,active,2000-01-04,2026-10-30,USD,185878167.25,0.010080683834235767,20,410.04,SHW,False,retail,high,low,stock|high|low
	1658	+firstrate:etf:SHY,SHY,etf,active,2002-07-30,2026-10-30,USD,101379458.45,0.0004898015214091715,20,83.85,SHY,False,fixed_income,high,low,etf|high|low
	1659	+firstrate:etf:SHYG,SHYG,etf,active,2013-10-17,2026-10-30,USD,18002625.8,0.0010565562392304097,20,47.13,SHYG,False,fixed_income,mid,low,etf|mid|low
	1660	+firstrate:stock:SIEB,SIEB,stock,active,2000-01-04,2026-10-30,USD,13578796.5,0.21855167739670867,20,13.5,SIEB,False,finance_insurance_realestate,low,high,stock|low|high
	1661	+firstrate:stock:SIG,SIG,stock,active,2004-11-17,2026-10-30,USD,107375574.8,0.019605164005723336,20,56.55,SIG,False,retail,high,high,stock|high|high
	1662	+firstrate:stock:SIGI,SIGI,stock,active,2000-01-04,2026-10-30,USD,10776957.75,0.009555466333434461,20,58.7,SIGI,False,finance_insurance_realestate,low,low,stock|low|low
	1663	+firstrate:etf:SIL,SIL,etf,active,2010-04-20,2026-10-30,USD,7389274.2185,0.01293595776789481,20,32.64,SIL,False,commodity,low,high,etf|low|high
	1664	+firstrate:stock:SIMO,SIMO,stock,active,2005-06-30,2026-10-30,USD,18650563.95,0.016847899798061467,20,52.96,SIMO,False,unknown,mid,high,stock|mid|high
	1665	+firstrate:stock:SIRI,SIRI,stock,active,2000-01-13,2026-10-30,USD,116898983.95,0.017160312210875536,20,5.36,SIRI,False,transport_utilities,high,high,stock|high|high
	1666	+firstrate:stock:SITE,SITE,stock,active,2016-05-13,2026-10-30,USD,21556028.95,0.015315898803671409,20,76.7,SITE,False,wholesale,mid,mid,stock|mid|mid
	1667	+firstrate:stock:SJM,SJM,stock,active,2000-08-30,2026-10-30,USD,108266254.25,0.01054013343734347,20,124.24,SJM,False,manufacturing,high,mid,stock|high|mid
	1668	+firstrate:etf:SJNK,SJNK,etf,active,2012-03-15,2026-10-30,USD,31027033.628,0.001565626043658988,20,27.56,SJNK,False,leveraged_inverse,mid,low,etf|mid|low
	1669	+firstrate:stock:SKM,SKM,stock,active,2013-02-12,2026-10-30,USD,12183292.3155,0.012789213459257478,20,27.91,SKM,False,transport_utilities,low,mid,stock|low|mid
	1670	+firstrate:stock:SKT,SKT,stock,active,2000-01-04,2026-10-30,USD,33228293.9,0.014256021252076331,20,26.51,SKT,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1671	+firstrate:stock:SKYD,SKYD,stock,active,2007-04-30,2026-10-30,USD,218210800.2,0.016761972831821133,20,59.0,SKYD,False,transport_utilities,high,high,stock|high|high
	1672	+firstrate:stock:SKYW,SKYW,stock,active,2000-01-04,2026-10-30,USD,13924064.0,0.01964007677039654,20,53.1,SKYW,False,transport_utilities,low,high,stock|low|high
	1673	+firstrate:etf:SKYY,SKYY,etf,active,2011-07-06,2026-10-30,USD,7908456.15,0.006815423213003811,20,45.88,SKYY,False,broad_equity,low,mid,etf|low|mid
	1674	+firstrate:stock:SLAB,SLAB,stock,active,2000-03-27,2026-10-30,USD,21078408.0,0.019012794521221395,20,88.3,SLAB,False,manufacturing,mid,high,stock|mid|high
	1675	+firstrate:stock:SLB,SLB,stock,active,2000-01-04,2026-10-30,USD,587454710.05,0.01585494835518127,20,67.39,SLB,False,mining,high,mid,stock|high|mid
	1676	+firstrate:stock:SLF,SLF,stock,active,2002-11-15,2026-10-30,USD,16870443.45,0.0038366984287101064,20,41.26,SLF,False,finance_insurance_realestate,low,low,stock|low|low
	1677	+firstrate:stock:SLG,SLG,stock,active,2000-01-04,2026-10-30,USD,102418057.89400001,0.01028571860961488,20,100.93,SLG,False,finance_insurance_realestate,high,low,stock|high|low
	1678	+firstrate:stock:SLGN,SLGN,stock,active,2000-01-04,2026-10-30,USD,12182129.95,0.007312126347292388,20,29.39,SLGN,False,manufacturing,low,low,stock|low|low
	1679	+firstrate:stock:SLM,SLM,stock,active,2011-12-13,2026-10-30,USD,38086091.3,0.0214602626665163,20,11.3,SLM,False,finance_insurance_realestate,mid,high,stock|mid|high
	1680	+firstrate:etf:SLV,SLV,etf,active,2006-04-28,2026-10-30,USD,125666909.3,0.009528367193341974,20,15.99,SLV,False,commodity,high,high,etf|high|high
	1681	+firstrate:etf:SLYG,SLYG,etf,active,2007-05-16,2026-10-30,USD,6540050.0,0.007411897213818914,20,227.39,SLYG,False,broad_equity,low,mid,etf|low|mid
	1682	+firstrate:etf:SLYV,SLYV,etf,active,2007-05-16,2026-10-30,USD,9978014.2,0.009393866908292024,20,125.73,SLYV,False,broad_equity,low,high,etf|low|high
	1683	+firstrate:stock:SM,SM,stock,active,2002-11-21,2026-10-30,USD,72238122.3,0.02845894859138617,20,22.08,SM,False,mining,high,high,stock|high|high
	1684	+firstrate:stock:SMCI,SMCI,stock,active,2007-03-30,2026-10-30,USD,8748597.65,0.011642053595831458,20,20.93,SMCI,False,manufacturing,low,mid,stock|low|mid
	1685	+firstrate:stock:SMFG,SMFG,stock,active,2013-02-12,2026-10-30,USD,7291616.8,0.009590214700110093,20,8.69,SMFG,False,unknown,low,low,stock|low|low
	1686	+firstrate:stock:SMG,SMG,stock,active,2000-01-04,2026-10-30,USD,40193685.55,0.007583845385190928,20,106.99,SMG,False,manufacturing,mid,low,stock|mid|low
	1687	+firstrate:etf:SMH,SMH,etf,active,2000-06-05,2026-10-30,USD,536993876.7,0.008739138412740058,20,97.81,SMH,False,sector,high,high,etf|high|high
	1688	+firstrate:stock:SMTC,SMTC,stock,active,2000-01-04,2026-10-30,USD,20246221.25,0.01945313200366733,20,34.2,SMTC,False,manufacturing,mid,high,stock|mid|high
	1689	+firstrate:stock:SNA,SNA,stock,active,2000-01-04,2026-10-30,USD,85291488.75,0.014115277644704572,20,174.3,SNA,False,manufacturing,high,mid,stock|high|mid
	1690	+firstrate:stock:SNAP,SNAP,stock,active,2017-03-03,2026-10-30,USD,285642074.25,0.03235817870126822,20,14.61,SNAP,False,services,high,high,stock|high|high
	1691	+firstrate:stock:SNBR,SNBR,stock,active,2007-04-30,2026-06-22,USD,21342029.95,0.015255744986570563,20,37.59,SNBR,False,unknown,mid,mid,stock|mid|mid
	1692	+firstrate:stock:SND,SND,stock,active,2016-11-07,2026-10-30,USD,5521863.55,0.03488022291774202,20,8.66,SND,False,mining,low,high,stock|low|high
	1693	+firstrate:stock:SNDR,SNDR,stock,active,2017-04-07,2026-10-30,USD,21967816.1,0.014101299561058997,20,28.56,SNDR,False,transport_utilities,mid,mid,stock|mid|mid
	1694	+firstrate:stock:SNEX,SNEX,stock,active,2007-04-16,2026-10-30,USD,5744033.55,0.014328047638338646,20,42.53,SNEX,False,finance_insurance_realestate,low,mid,stock|low|mid
	1695	+firstrate:stock:SNN,SNN,stock,active,2013-02-12,2026-10-30,USD,16094246.7,0.0068379467026420705,20,35.01,SNN,False,manufacturing,low,low,stock|low|low
	1696	+firstrate:stock:SNPS,SNPS,stock,active,2000-01-04,2026-10-30,USD,124572400.65,0.01147786163490454,20,85.24,SNPS,False,services,high,mid,stock|high|mid
	1697	+firstrate:stock:SNX,SNX,stock,active,2003-11-26,2026-10-30,USD,18723272.85,0.010591209936394475,20,135.95,SNX,False,wholesale,mid,mid,stock|mid|mid
	1698	+firstrate:stock:SNY,SNY,stock,active,2013-02-11,2026-10-30,USD,52728426.8,0.007468910884724508,20,43.0,SNY,False,manufacturing,mid,low,stock|mid|low
	1699	+firstrate:stock:SO,SO,stock,active,2000-01-04,2026-10-30,USD,281658190.75,0.00962951607460869,20,48.09,SO,False,transport_utilities,high,low,stock|high|low
	1700	+firstrate:stock:SOHU,SOHU,stock,active,2000-07-13,2026-10-30,USD,17287692.2,0.020244311921314526,20,43.35,SOHU,False,services,low,high,stock|low|high
	1701	+firstrate:stock:SON,SON,stock,active,2000-01-04,2026-10-30,USD,22576203.05,0.009279066415315607,20,53.14,SON,False,manufacturing,mid,low,stock|mid|low
	1702	+firstrate:stock:SONY,SONY,stock,active,2013-02-11,2026-10-30,USD,34593852.15,0.01081460751254272,20,44.95,SONY,False,manufacturing,mid,mid,stock|mid|mid
	1703	+firstrate:etf:SOXL,SOXL,etf,active,2010-03-11,2026-10-30,USD,81954561.6,0.03133484019247934,20,137.9,SOXL,False,leveraged_inverse,high,high,etf|high|high
	1704	+firstrate:etf:SOXS,SOXS,etf,active,2010-03-11,2026-10-30,USD,11393286.0,0.031036155838021787,20,16.5,SOXS,False,leveraged_inverse,low,high,etf|low|high
	1705	+firstrate:etf:SOXX,SOXX,etf,active,2007-04-27,2026-10-30,USD,131969946.2,0.010397100087639203,20,169.81,SOXX,False,sector,high,high,etf|high|high
	1706	+firstrate:etf:SPAB,SPAB,etf,active,2007-05-30,2026-10-30,USD,18547298.5045,0.001757966500717883,20,28.74,SPAB,False,fixed_income,mid,low,etf|mid|low
	1707	+firstrate:stock:SPB,SPB,stock,active,2010-03-18,2026-10-30,USD,50262685.2955,0.017535976962788555,20,112.4,SPB,False,manufacturing,mid,high,stock|mid|high
	1708	+firstrate:etf:SPDW,SPDW,etf,active,2007-05-16,2026-10-30,USD,20310986.65,0.0039008123515810104,20,31.7,SPDW,False,international,mid,low,etf|mid|low
	1709	+firstrate:etf:SPEM,SPEM,etf,active,2007-05-16,2026-10-30,USD,15341018.1,0.0060569078323750745,20,38.15,SPEM,False,international,mid,mid,etf|mid|mid
	1710	+firstrate:stock:SPG,SPG,stock,active,2000-01-04,2026-10-30,USD,292002441.65,0.010980878822606423,20,171.74,SPG,False,finance_insurance_realestate,high,mid,stock|high|mid
	1711	+firstrate:stock:SPGI,SPGI,stock,active,2007-04-30,2026-10-30,USD,173986775.75,0.008644251366565716,20,169.4,SPGI,False,services,high,low,stock|high|low
	1712	+firstrate:stock:SPH,SPH,stock,active,2000-01-03,2026-10-30,USD,8595641.45,0.0084554428347426,20,24.22,SPH,False,retail,low,low,stock|low|low
	1713	+firstrate:etf:SPHB,SPHB,etf,active,2011-05-05,2026-10-30,USD,9889638.0,0.005977285424044069,20,42.49,SPHB,False,broad_equity,low,mid,etf|low|mid
	1714	+firstrate:etf:SPHD,SPHD,etf,active,2012-10-18,2026-10-30,USD,14318369.042,0.003988456859542358,20,42.43,SPHD,False,volatility_alt,mid,low,etf|mid|low
	1715	+firstrate:etf:SPIB,SPIB,etf,active,2009-02-11,2026-10-30,USD,18944065.25,0.0016395863265686876,20,34.22,SPIB,False,fixed_income,mid,low,etf|mid|low
	1716	+firstrate:etf:SPIP,SPIP,etf,active,2007-05-30,2026-10-30,USD,7159450.8,0.0029938808574733466,20,56.25,SPIP,False,fixed_income,low,low,etf|low|low
	1717	+firstrate:etf:SPLV,SPLV,etf,active,2011-05-05,2026-10-30,USD,60600985.8,0.00361403251554503,20,47.74,SPLV,False,broad_equity,high,low,etf|high|low
	1718	+firstrate:etf:SPMD,SPMD,etf,active,2007-05-16,2026-10-30,USD,12585379.328499999,0.005051286958457507,20,33.36,SPMD,False,broad_equity,mid,mid,etf|mid|mid
	1719	+firstrate:stock:SPNT,SPNT,stock,active,2013-08-15,2026-10-30,USD,12492591.0,0.013726090961617638,20,14.65,SPNT,False,finance_insurance_realestate,low,mid,stock|low|mid
	1720	+firstrate:etf:SPSB,SPSB,etf,active,2009-12-17,2026-10-30,USD,31208552.25,0.0008834262965572099,20,30.42,SPSB,False,leveraged_inverse,mid,low,etf|mid|low
	1721	+firstrate:stock:SPSC,SPSC,stock,active,2010-04-26,2026-10-30,USD,6816513.0,0.007008265249456335,20,48.59,SPSC,False,services,low,low,stock|low|low
	1722	+firstrate:etf:SPSM,SPSM,etf,active,2013-07-09,2026-10-30,USD,7911384.870349999,0.006127571256809393,20,30.15,SPSM,False,broad_equity,low,mid,etf|low|mid
	1723	+firstrate:etf:SPTI,SPTI,etf,active,2007-05-30,2026-10-30,USD,5646409.9,0.0012642671682741595,20,59.41,SPTI,False,fixed_income,low,low,etf|low|low
	1724	+firstrate:etf:SPTL,SPTL,etf,active,2007-05-30,2026-10-30,USD,8757742.35,0.006836976137909814,20,36.59,SPTL,False,fixed_income,low,mid,etf|low|mid
	1725	+firstrate:etf:SPTM,SPTM,etf,active,2007-05-16,2026-10-30,USD,15519123.75,0.003095613119466023,20,33.21,SPTM,False,broad_equity,mid,low,etf|mid|low
	1726	+firstrate:stock:SPWR,SPWR,stock,active,2005-11-18,2026-10-30,USD,28311183.1,0.04762819777761038,20,8.43,SPWR,False,construction,mid,high,stock|mid|high
	1727	+firstrate:stock:SPXC,SPXC,stock,active,2007-05-01,2026-10-30,USD,5673943.9,0.010919447265154246,20,31.39,SPXC,False,manufacturing,low,mid,stock|low|mid
	1728	+firstrate:etf:SPXL,SPXL,etf,active,2008-11-05,2026-10-30,USD,93594571.35,0.013828844119970858,20,44.33,SPXL,False,leveraged_inverse,high,high,etf|high|high
	1729	+firstrate:etf:SPXS,SPXS,etf,active,2008-11-05,2026-10-30,USD,54494785.1,0.010442900949256996,20,29.96,SPXS,False,leveraged_inverse,high,high,etf|high|high
	1730	+firstrate:etf:SPXU,SPXU,etf,active,2009-06-25,2026-10-30,USD,80460696.2,0.010287075618929208,20,11.37,SPXU,False,leveraged_inverse,high,high,etf|high|high
	1731	+firstrate:etf:SPY,SPY,etf,active,2000-01-03,2026-10-30,USD,22814809828.0,0.003057970746475259,20,266.86,SPY,False,broad_equity,high,low,etf|high|low
	1732	+firstrate:etf:SPYD,SPYD,etf,active,2015-10-22,2026-10-30,USD,6009842.125,0.0052428602842189065,20,37.45,SPYD,False,broad_equity,low,mid,etf|low|mid
	1733	+firstrate:etf:SPYG,SPYG,etf,active,2007-05-16,2026-10-30,USD,12183900.85,0.0035577445867161976,20,33.0,SPYG,False,broad_equity,low,low,etf|low|low
	1734	+firstrate:etf:SPYM,SPYM,etf,active,2005-11-16,2026-10-30,USD,18479355.05,0.0032581857491270107,20,31.31,SPYM,False,broad_equity,mid,low,etf|mid|low
	1735	+firstrate:etf:SPYV,SPYV,etf,active,2007-05-16,2026-10-30,USD,9821992.25,0.003970165577115863,20,30.68,SPYV,False,broad_equity,low,low,etf|low|low
	1736	+firstrate:stock:SQM,SQM,stock,active,2013-02-12,2026-10-30,USD,60522670.1,0.02725227549300008,20,59.37,SQM,False,unknown,mid,high,stock|mid|high
	1737	+firstrate:etf:SQQQ,SQQQ,etf,active,2010-02-11,2026-10-30,USD,124240056.65,0.01643162110240851,20,21.51,SQQQ,False,leveraged_inverse,high,high,etf|high|high
	1738	+firstrate:stock:SR,SR,stock,active,2007-05-07,2026-10-30,USD,13211350.75,0.01085546412837218,20,75.15,SR,False,transport_utilities,low,mid,stock|low|mid
	1739	+firstrate:stock:SRAX,SRAX,stock,delisted,2016-10-13,2026-10-27,USD,8623000.621999998,0.0888939349107899,20,5.65,SRAX,True,unknown,low,high,stock|low|high
	1740	+firstrate:stock:SRE,SRE,stock,active,2000-01-04,2026-10-30,USD,191307814.15,0.016234969044954098,20,106.92,SRE,False,transport_utilities,high,high,stock|high|high
	1741	+firstrate:stock:SRG,SRG,stock,active,2015-07-07,2026-10-30,USD,13010624.3,0.011364016333560954,20,40.46,SRG,False,finance_insurance_realestate,low,mid,stock|low|mid
	1742	+firstrate:stock:SRI,SRI,stock,active,2000-01-04,2026-10-30,USD,7204259.45,0.0355900688348929,20,22.86,SRI,False,manufacturing,low,high,stock|low|high
	1743	+firstrate:etf:SRLN,SRLN,etf,active,2013-04-04,2026-10-30,USD,13257364.15,0.0011283283737348543,20,47.18,SRLN,False,other,mid,low,etf|mid|low
	1744	+firstrate:stock:SRNE,SRNE,stock,delisted,2013-10-25,2023-02-22,USD,5118342.152499999,0.08045940742293015,20,3.8,SRNE,True,unknown,low,high,stock|low|high
	1745	+firstrate:stock:SRPT,SRPT,stock,active,2000-01-04,2026-10-30,USD,76448570.75,0.01698208240730206,20,55.64,SRPT,False,manufacturing,high,high,stock|high|high
	1746	+firstrate:etf:SRTY,SRTY,etf,active,2010-02-11,2026-10-30,USD,16302915.15,0.02110059263108859,20,32.36,SRTY,False,leveraged_inverse,mid,high,etf|mid|high
	1747	+firstrate:stock:SSB,SSB,stock,active,2007-05-17,2026-10-30,USD,17777620.75,0.010106735827976082,20,87.15,SSB,False,finance_insurance_realestate,mid,low,stock|mid|low
	1748	+firstrate:stock:SSD,SSD,stock,active,2000-01-04,2026-10-30,USD,12632952.9,0.01324497642729644,20,57.41,SSD,False,manufacturing,low,mid,stock|low|mid
	1749	+firstrate:stock:SSL,SSL,stock,active,2013-02-12,2026-10-30,USD,8238463.9,0.018103668524796356,20,34.21,SSL,False,mining,low,high,stock|low|high
	1750	+firstrate:stock:SSNC,SSNC,stock,active,2010-04-01,2026-10-30,USD,36625138.8,0.00819480934540176,20,40.48,SSNC,False,services,mid,low,stock|mid|low
	1751	+firstrate:etf:SSO,SSO,etf,active,2006-06-21,2026-10-30,USD,147796548.4,0.006851005980261499,20,109.43,SSO,False,leveraged_inverse,high,mid,etf|high|mid
	1752	+firstrate:stock:SSP,SSP,stock,active,2000-01-04,2026-10-30,USD,6346783.6,0.013309017882135218,20,15.63,SSP,False,transport_utilities,low,mid,stock|low|mid
	1753	+firstrate:stock:SSRM,SSRM,stock,active,2007-04-30,2026-10-30,USD,6113140.1,0.0184617878648763,20,8.79,SSRM,False,finance_insurance_realestate,low,high,stock|low|high
	1754	+firstrate:stock:SSTK,SSTK,stock,active,2012-11-13,2026-10-30,USD,8900056.1,0.01855072110057352,20,43.03,SSTK,False,services,low,high,stock|low|high
	1755	+firstrate:stock:SSYS,SSYS,stock,active,2012-12-03,2026-10-30,USD,13396979.8,0.021460023245886264,20,19.96,SSYS,False,manufacturing,low,high,stock|low|high
	1756	+firstrate:stock:ST,ST,stock,active,2010-03-12,2026-10-30,USD,61851085.8,0.013713456360510938,40,51.11,ST,False,manufacturing,mid,mid,stock|mid|mid
	1757	+firstrate:stock:STAG,STAG,stock,active,2011-04-18,2026-10-30,USD,14559401.75,0.009240014156235323,20,27.33,STAG,False,finance_insurance_realestate,low,low,stock|low|low
	1758	+firstrate:stock:STC,STC,stock,active,2000-01-04,2026-10-30,USD,5273659.35,0.009061626611466781,20,42.3,STC,False,finance_insurance_realestate,low,low,stock|low|low
	1759	+firstrate:stock:STE,STE,stock,active,2015-11-04,2026-10-30,USD,30798990.2,0.006799348521892837,20,87.47,STE,False,manufacturing,mid,low,stock|mid|low
	1760	+firstrate:etf:STIP,STIP,etf,active,2010-12-03,2026-10-30,USD,9421491.6,0.0005844565987365273,20,99.87,STIP,False,fixed_income,low,low,etf|low|low
	1761	+firstrate:stock:STLA,STLA,stock,active,2008-10-27,2026-10-30,USD,45018983.638500005,0.013983986817295516,20,17.84,STLA,False,manufacturing,mid,mid,stock|mid|mid
	1762	+firstrate:stock:STLD,STLD,stock,active,2000-01-04,2026-10-30,USD,107162857.3,0.019921342978022928,20,43.13,STLD,False,manufacturing,high,high,stock|high|high
	1763	+firstrate:stock:STM,STM,stock,active,2013-02-12,2026-10-30,USD,69785695.1,0.0147712877140446,20,21.84,STM,False,manufacturing,high,mid,stock|high|mid
	1764	+firstrate:stock:STNG,STNG,stock,active,2010-04-01,2026-10-30,USD,9600977.55,0.025527689222681917,20,3.05,STNG,False,transport_utilities,low,high,stock|low|high
	1765	+firstrate:stock:STRA,STRA,stock,active,2000-01-04,2026-10-30,USD,11041979.95,0.013453839182056025,20,89.58,STRA,False,services,low,mid,stock|low|mid
	1766	+firstrate:stock:STT,STT,stock,active,2000-01-04,2026-10-30,USD,154730873.3,0.005338534102126814,40,97.61,STT,False,finance_insurance_realestate,high,low,stock|high|low
	1767	+firstrate:stock:STWD,STWD,stock,active,2009-08-13,2026-10-30,USD,35508092.65,0.0038911513593956164,40,21.35,STWD,False,finance_insurance_realestate,mid,low,stock|mid|low
	1768	+firstrate:stock:STX,STX,stock,active,2002-12-12,2026-10-30,USD,155025941.5,0.009465938660247879,40,41.84,STX,False,manufacturing,high,low,stock|high|low
	1769	+firstrate:stock:STZ,STZ,stock,active,2000-09-21,2026-10-30,USD,306008770.4,0.0047945038913806744,40,228.57,STZ,False,manufacturing,high,low,stock|high|low
	1770	+firstrate:stock:SU,SU,stock,active,2000-01-04,2026-10-30,USD,88143320.15,0.007512283085600084,40,36.72,SU,False,manufacturing,high,low,stock|high|low
	1771	+firstrate:etf:SUB,SUB,etf,active,2008-11-07,2026-10-30,USD,17062162.4615,0.0010268744282936316,20,104.87,SUB,False,leveraged_inverse,mid,low,etf|mid|low
	1772	+firstrate:stock:SUI,SUI,stock,active,2000-01-04,2026-10-30,USD,29543039.05,0.006092885765465526,40,92.78,SUI,False,finance_insurance_realestate,mid,low,stock|mid|low
	1773	+firstrate:stock:SUN,SUN,stock,active,2012-09-21,2026-10-30,USD,14024344.15,0.006424083890053997,40,28.4,SUN,False,manufacturing,low,low,stock|low|low
	1774	+firstrate:stock:SUPN,SUPN,stock,active,2012-05-02,2026-10-30,USD,16127987.5,0.016375080539701777,40,39.85,SUPN,False,manufacturing,low,high,stock|low|high
	1775	+firstrate:stock:SUPV,SUPV,stock,active,2016-05-19,2026-10-30,USD,11201129.9,0.013340480390218604,40,29.32,SUPV,False,unknown,low,mid,stock|low|mid
	1776	+firstrate:etf:SVXY,SVXY,etf,active,2011-10-04,2026-10-30,USD,567138396.5065,0.014905868316565365,20,128.21,SVXY,False,leveraged_inverse,high,high,etf|high|high
	1777	+firstrate:stock:SWBI,SWBI,stock,active,2007-05-02,2026-10-30,USD,33565901.95,0.022917090896013122,40,12.84,SWBI,False,manufacturing,mid,high,stock|mid|high
	1778	+firstrate:stock:SWK,SWK,stock,active,2000-01-04,2026-10-30,USD,138224741.35,0.004026459084108842,40,169.69,SWK,False,manufacturing,high,low,stock|high|low
	1779	+firstrate:stock:SWKS,SWKS,stock,active,2002-06-27,2026-10-30,USD,250035827.35,0.009454256262782526,40,94.95,SWKS,False,manufacturing,high,low,stock|high|low
	1780	+firstrate:stock:SWX,SWX,stock,active,2000-01-04,2026-10-30,USD,17763046.75,0.009560925641504788,40,80.48,SWX,False,transport_utilities,low,low,stock|low|low
	1781	+firstrate:stock:SXC,SXC,stock,active,2011-07-22,2026-10-30,USD,7222203.75,0.015164043036355924,40,11.99,SXC,False,manufacturing,low,mid,stock|low|mid
	1782	+firstrate:stock:SXT,SXT,stock,active,2000-11-07,2026-10-30,USD,16388658.2,0.005941867973661236,40,73.15,SXT,False,manufacturing,low,low,stock|low|low
	1783	+firstrate:stock:SYF,SYF,stock,active,2014-08-01,2026-10-30,USD,239651370.61000004,0.010199086313531874,40,38.61,SYF,False,finance_insurance_realestate,high,low,stock|high|low
	1784	+firstrate:stock:SYK,SYK,stock,active,2000-01-04,2026-10-30,USD,157675905.9,0.006010606872894913,40,154.84,SYK,False,manufacturing,high,low,stock|high|low
	1785	+firstrate:stock:SYNA,SYNA,stock,active,2002-01-30,2026-10-30,USD,36325097.35,0.019904171634616344,40,39.94,SYNA,False,manufacturing,mid,high,stock|mid|high
	1786	+firstrate:stock:SYY,SYY,stock,active,2000-01-04,2026-10-30,USD,156670744.4,0.008252748570188187,40,60.73,SYY,False,wholesale,high,low,stock|high|low
	1787	+firstrate:stock:T,T,stock,active,2004-01-02,2026-10-30,USD,1111902803.1204998,0.012498356155753444,20,38.88,T,False,transport_utilities,high,mid,stock|high|mid
	1788	+firstrate:stock:TAL,TAL,stock,active,2010-10-21,2026-10-30,USD,101407186.85,0.023726713945378508,20,29.71,TAL,False,services,high,high,stock|high|high
	1789	+firstrate:etf:TAN,TAN,etf,active,2008-04-15,2026-10-30,USD,6342823.95,0.01433037878978188,20,25.13,TAN,False,other,low,high,etf|low|high
	1790	+firstrate:stock:TAP,TAP,stock,active,2005-02-10,2026-10-30,USD,92114818.1,0.007625064946642331,20,82.07,TAP,False,manufacturing,high,low,stock|high|low
	1791	+firstrate:etf:TBF,TBF,etf,active,2009-08-20,2026-10-30,USD,12578254.6,0.006382912868504744,20,21.87,TBF,False,leveraged_inverse,mid,mid,etf|mid|mid
	1792	+firstrate:stock:TBI,TBI,stock,active,2007-12-19,2026-10-30,USD,6325449.5,0.012914952014483417,20,27.5,TBI,False,services,low,mid,stock|low|mid
	1793	+firstrate:etf:TBT,TBT,etf,active,2008-05-01,2026-10-30,USD,122812303.18899998,0.012888357597599426,20,33.78,TBT,False,leveraged_inverse,high,high,etf|high|high
	1794	+firstrate:stock:TCBI,TCBI,stock,active,2003-08-15,2026-10-30,USD,43541438.5,0.01637196789280013,20,88.9,TCBI,False,finance_insurance_realestate,mid,high,stock|mid|high
	1795	+firstrate:stock:TCMD,TCMD,stock,active,2016-07-29,2026-10-30,USD,6738680.55,0.023980135684717737,20,28.98,TCMD,False,manufacturing,low,high,stock|low|high
	1796	+firstrate:stock:TCOM,TCOM,stock,active,2007-04-27,2026-10-30,USD,194064937.35,0.01226873988013426,20,44.1,TCOM,False,services,high,mid,stock|high|mid
	1797	+firstrate:stock:TCRT,TCRT,stock,active,2007-05-17,2026-10-30,USD,7252160.82,0.03655464960233539,20,4.14,TCRT,False,manufacturing,low,high,stock|low|high
	1798	+firstrate:stock:TCX,TCX,stock,active,2005-08-17,2026-10-30,USD,5112754.0,0.015541244076584484,20,70.05,TCX,False,services,low,mid,stock|low|mid
	1799	+firstrate:stock:TD,TD,stock,active,2000-01-03,2026-10-30,USD,55751092.35,0.006885217853677735,20,58.58,TD,False,finance_insurance_realestate,mid,low,stock|mid|low
	1800	+firstrate:stock:TDC,TDC,stock,active,2007-10-02,2026-10-30,USD,49829381.55,0.010628066851372193,20,38.46,TDC,False,services,mid,mid,stock|mid|mid
	1801	+firstrate:stock:TDG,TDG,stock,active,2006-03-16,2026-10-30,USD,98654690.2,0.00908831701120361,20,274.62,TDG,False,manufacturing,high,low,stock|high|low
	1802	+firstrate:stock:TDOC,TDOC,stock,active,2015-07-02,2026-10-30,USD,32880514.25,0.03296475447949972,20,34.85,TDOC,False,services,mid,high,stock|mid|high
	1803	+firstrate:stock:TDS,TDS,stock,active,2012-01-26,2026-10-30,USD,16946323.4,0.015889849793208295,20,27.8,TDS,False,transport_utilities,low,mid,stock|low|mid
	1804	+firstrate:etf:TDTF,TDTF,etf,active,2011-09-22,2026-10-30,USD,5840288.2,0.0012348300196661477,20,24.95,TDTF,False,fixed_income,low,low,etf|low|low
	1805	+firstrate:etf:TDTT,TDTT,etf,active,2011-09-23,2026-10-30,USD,9184068.35,0.0006539211817650618,20,24.35,TDTT,False,fixed_income,low,low,etf|low|low
	1806	+firstrate:stock:TDY,TDY,stock,active,2000-01-04,2026-10-30,USD,36496190.65,0.011339011580950683,20,181.15,TDY,False,manufacturing,mid,mid,stock|mid|mid
	1807	+firstrate:stock:TEAM,TEAM,stock,active,2015-12-11,2026-10-30,USD,34922270.0,0.020409339947356255,20,45.52,TEAM,False,services,mid,high,stock|mid|high
	1808	+firstrate:stock:TECH,TECH,stock,active,2000-01-04,2026-10-30,USD,20185125.65,0.008228124137165144,20,129.55,TECH,False,manufacturing,mid,low,stock|mid|low
	1809	+firstrate:stock:TECK,TECK,stock,active,2016-12-06,2026-10-30,USD,94420076.7,0.015534743236206853,20,26.17,TECK,False,mining,high,mid,stock|high|mid
	1810	+firstrate:etf:TECL,TECL,etf,active,2008-12-17,2026-10-30,USD,16941680.1,0.019736126318603022,20,112.17,TECL,False,leveraged_inverse,mid,high,etf|mid|high
	1811	+firstrate:stock:TEL,TEL,stock,active,2009-06-29,2026-10-30,USD,148259666.05,0.006404724566410163,20,95.04,TEL,False,wholesale,high,low,stock|high|low
	1812	+firstrate:stock:TEO,TEO,stock,active,2013-02-12,2026-10-30,USD,8934231.8,0.01632924159424376,20,36.63,TEO,False,unknown,low,high,stock|low|high
	1813	+firstrate:stock:TER,TER,stock,active,2000-01-04,2026-10-30,USD,74976904.0,0.010991029933214694,20,41.87,TER,False,manufacturing,high,mid,stock|high|mid
	1814	+firstrate:stock:TEVA,TEVA,stock,active,2013-02-12,2026-10-30,USD,477637800.05,0.04124227023606446,20,18.95,TEVA,False,manufacturing,high,high,stock|high|high
	1815	+firstrate:stock:TEX,TEX,stock,active,2000-01-04,2026-10-30,USD,49300818.6,0.01562812213662242,20,48.22,TEX,False,manufacturing,mid,mid,stock|mid|mid
	1816	+firstrate:stock:TFC,TFC,stock,active,2008-01-03,2026-10-30,USD,212192407.2,0.008643580151681375,20,49.72,TFC,False,finance_insurance_realestate,high,low,stock|high|low
	1817	+firstrate:etf:TFI,TFI,etf,active,2007-09-13,2026-10-30,USD,29330869.25,0.003361125291115065,20,48.97,TFI,False,fixed_income,mid,low,etf|mid|low
	1818	+firstrate:stock:TFX,TFX,stock,active,2000-01-04,2026-10-30,USD,73716614.95,0.014087284981440884,20,248.82,TFX,False,manufacturing,high,mid,stock|high|mid
	1819	+firstrate:stock:TGT,TGT,stock,active,2000-01-31,2026-10-30,USD,377235103.8,0.016347726901009586,20,65.25,TGT,False,retail,high,high,stock|high|high
	1820	+firstrate:stock:TGTX,TGTX,stock,active,2013-07-19,2026-10-30,USD,9711217.75,0.027198121851624683,20,8.2,TGTX,False,manufacturing,low,high,stock|low|high
	1821	+firstrate:stock:THC,THC,stock,active,2000-01-04,2026-10-30,USD,41663710.5,0.028837336645778665,20,15.16,THC,False,services,mid,high,stock|mid|high
	1822	+firstrate:etf:THD,THD,etf,active,2008-03-28,2026-10-30,USD,15172938.8495,0.005669641636527415,20,92.5,THD,False,broad_equity,mid,mid,etf|mid|mid
	1823	+firstrate:stock:THG,THG,stock,active,2006-05-16,2026-10-30,USD,20675834.05,0.0097863525712455,20,108.08,THG,False,finance_insurance_realestate,mid,low,stock|mid|low
	1824	+firstrate:stock:THO,THO,stock,active,2000-01-03,2026-10-30,USD,71873041.0,0.011999747891823162,20,150.72,THO,False,manufacturing,high,mid,stock|high|mid
	1825	+firstrate:stock:THRM,THRM,stock,active,2000-06-22,2026-10-30,USD,6024986.0,0.013764874973723633,20,31.75,THRM,False,manufacturing,low,mid,stock|low|mid
	1826	+firstrate:stock:TILE,TILE,stock,active,2013-01-22,2026-10-30,USD,11276678.5,0.009741876379245088,20,25.15,TILE,False,manufacturing,low,low,stock|low|low
	1827	+firstrate:etf:TIP,TIP,etf,active,2003-12-05,2026-10-30,USD,120511441.6,0.0017873649273647083,20,114.08,TIP,False,fixed_income,high,low,etf|high|low
	1828	+firstrate:stock:TISI,TISI,stock,active,2012-01-04,2026-10-30,USD,6518830.25,0.030678052117268588,20,14.9,TISI,False,services,low,high,stock|low|high
	1829	+firstrate:stock:TITN,TITN,stock,active,2007-12-07,2026-10-30,USD,6703174.821,0.014782879002996595,20,21.17,TITN,False,retail,low,mid,stock|low|mid
	1830	+firstrate:stock:TJX,TJX,stock,active,2000-01-03,2026-10-30,USD,320108695.0,0.01083829926598893,20,76.46,TJX,False,retail,high,mid,stock|high|mid
	1831	+firstrate:stock:TK,TK,stock,active,2000-01-03,2026-10-30,USD,7160436.15,0.017250707525724687,20,9.32,TK,False,transport_utilities,low,high,stock|low|high
	1832	+firstrate:stock:TKR,TKR,stock,active,2000-01-03,2026-10-30,USD,29063744.5,0.012958678397143193,20,49.15,TKR,False,manufacturing,mid,mid,stock|mid|mid
	1833	+firstrate:stock:TLK,TLK,stock,active,2000-01-03,2026-10-30,USD,7301545.65,0.008712585363660654,20,32.22,TLK,False,unknown,low,low,stock|low|low
	1834	+firstrate:etf:TLT,TLT,etf,active,2002-07-30,2026-10-30,USD,1096228171.45,0.0065153780830678595,20,126.86,TLT,False,fixed_income,high,mid,etf|high|mid
	1835	+firstrate:stock:TM,TM,stock,active,2013-02-11,2026-10-30,USD,16826762.45,0.007036140297395423,20,127.17,TM,False,manufacturing,low,low,stock|low|low
	1836	+firstrate:etf:TMF,TMF,etf,active,2009-04-16,2026-10-30,USD,10038062.9,0.019757754246016262,20,22.11,TMF,False,leveraged_inverse,low,high,etf|low|high
	1837	+firstrate:stock:TMO,TMO,stock,active,2000-01-03,2026-10-30,USD,313263399.7,0.015584218240146417,20,189.88,TMO,False,manufacturing,high,mid,stock|high|mid
	1838	+firstrate:stock:TMUS,TMUS,stock,active,2007-04-19,2026-10-30,USD,251567401.25,0.010023486584240753,20,63.51,TMUS,False,transport_utilities,high,low,stock|high|low
	1839	+firstrate:etf:TMV,TMV,etf,active,2009-04-16,2026-10-30,USD,24875724.55,0.019415158820466974,20,17.63,TMV,False,fixed_income,mid,high,etf|mid|high
	1840	+firstrate:etf:TNA,TNA,etf,active,2008-11-05,2026-10-30,USD,251209379.34,0.020879480579530266,20,70.27,TNA,False,leveraged_inverse,high,high,etf|high|high
	1841	+firstrate:stock:TNC,TNC,stock,active,2000-10-30,2026-10-30,USD,7417132.75,0.017084978790754015,20,72.65,TNC,False,manufacturing,low,high,stock|low|high
	1842	+firstrate:stock:TNET,TNET,stock,active,2014-03-27,2026-10-30,USD,13044612.8,0.00655164936262517,20,44.34,TNET,False,services,low,low,stock|low|low
	1843	+firstrate:stock:TOL,TOL,stock,active,2000-01-03,2026-10-30,USD,146564446.15,0.020235171603952943,20,48.02,TOL,False,construction,high,high,stock|high|high
	1844	+firstrate:etf:TOTL,TOTL,etf,active,2015-02-24,2026-10-30,USD,21020058.3,0.0015671487323800756,20,48.64,TOTL,False,broad_equity,mid,low,etf|mid|low
	1845	+firstrate:stock:TOWN,TOWN,stock,active,2000-01-03,2026-10-30,USD,5381588.75,0.011771291672055118,20,30.75,TOWN,False,unknown,low,mid,stock|low|mid
	1846	+firstrate:stock:TPC,TPC,stock,active,2009-06-01,2026-10-30,USD,12645787.5,0.024970527911474832,20,25.35,TPC,False,construction,low,high,stock|low|high
	1847	+firstrate:stock:TPR,TPR,stock,active,2007-04-27,2026-10-30,USD,106005048.85,0.01016631777349703,20,44.23,TPR,False,manufacturing,high,low,stock|high|low
	1848	+firstrate:etf:TQQQ,TQQQ,etf,active,2010-02-11,2026-10-30,USD,486382108.55,0.01633572094123974,20,138.72,TQQQ,False,leveraged_inverse,high,high,etf|high|high
	1849	+firstrate:stock:TREE,TREE,stock,active,2008-08-21,2026-10-30,USD,82246649.25,0.019632696228264683,20,340.45,TREE,False,finance_insurance_realestate,high,high,stock|high|high
	1850	+firstrate:stock:TREX,TREX,stock,active,2009-11-23,2026-10-30,USD,22441229.4,0.015228067343153668,20,108.39,TREX,False,manufacturing,mid,mid,stock|mid|mid
	1851	+firstrate:stock:TRGP,TRGP,stock,active,2010-12-07,2026-10-30,USD,85985148.1,0.015429170375171632,20,48.42,TRGP,False,transport_utilities,high,mid,stock|high|mid
	1852	+firstrate:stock:TRI,TRI,stock,active,2008-04-17,2026-10-30,USD,31836746.678715,0.0048032048511787275,20,42.0347,TRI,False,manufacturing,mid,low,stock|mid|low
	1853	+firstrate:stock:TRIP,TRIP,stock,active,2011-12-21,2026-10-30,USD,86560284.4,0.010561504278281236,20,34.46,TRIP,False,services,high,mid,stock|high|mid
	1854	+firstrate:stock:TRMB,TRMB,stock,active,2000-01-03,2026-10-30,USD,38864751.3,0.008267465071015893,20,40.64,TRMB,False,manufacturing,mid,low,stock|mid|low
	1855	+firstrate:stock:TRMK,TRMK,stock,active,2000-01-03,2026-10-30,USD,9121042.8,0.01285073171832056,20,31.86,TRMK,False,finance_insurance_realestate,low,mid,stock|low|mid
	1856	+firstrate:stock:TRN,TRN,stock,active,2000-01-03,2026-10-30,USD,61435010.5,0.01234468622443944,20,37.46,TRN,False,manufacturing,mid,mid,stock|mid|mid
	1857	+firstrate:stock:TRNO,TRNO,stock,active,2010-02-10,2026-10-30,USD,14605821.05,0.014143372151493234,20,35.06,TRNO,False,finance_insurance_realestate,low,mid,stock|low|mid
	1858	+firstrate:stock:TROW,TROW,stock,active,2000-01-03,2026-10-30,USD,155251350.2,0.006431206247702559,20,104.93,TROW,False,finance_insurance_realestate,high,low,stock|high|low
	1859	+firstrate:stock:TROX,TROX,stock,active,2012-06-18,2026-10-30,USD,51005081.85,0.07818451593925245,20,20.51,TROX,False,manufacturing,mid,high,stock|mid|high
	1860	+firstrate:stock:TRP,TRP,stock,active,2000-01-03,2026-10-30,USD,40146841.9,0.005396965912540985,20,48.64,TRP,False,transport_utilities,mid,low,stock|mid|low
	1861	+firstrate:stock:TRU,TRU,stock,active,2015-06-25,2026-10-30,USD,57655532.8,0.007093739969472848,20,54.96,TRU,False,services,mid,low,stock|mid|low
	1862	+firstrate:stock:TRUP,TRUP,stock,active,2014-07-18,2026-10-30,USD,5390811.7,0.019198910217242602,20,29.27,TRUP,False,finance_insurance_realestate,low,high,stock|low|high
	1863	+firstrate:stock:TRV,TRV,stock,active,2007-02-27,2026-10-30,USD,179905568.75,0.006387314376879868,20,135.64,TRV,False,finance_insurance_realestate,high,low,stock|high|low
	1864	+firstrate:stock:TRVG,TRVG,stock,active,2016-12-16,2026-10-30,USD,9827071.866,0.026206425550175414,20,6.84,TRVG,False,services,low,high,stock|low|high
	1865	+firstrate:stock:TS,TS,stock,active,2013-02-11,2026-10-30,USD,43731270.0,0.014793588211089389,20,31.86,TS,False,unknown,mid,mid,stock|mid|mid
	1866	+firstrate:stock:TSCO,TSCO,stock,active,2000-01-03,2026-10-30,USD,145089534.5,0.014687025831896305,20,74.75,TSCO,False,retail,high,mid,stock|high|mid
	1867	+firstrate:stock:TSEM,TSEM,stock,active,2000-02-28,2026-10-30,USD,14504170.4,0.010720466040239237,20,34.08,TSEM,False,manufacturing,low,mid,stock|low|mid
	1868	+firstrate:stock:TSLA,TSLA,stock,active,2010-06-29,2026-10-30,USD,1783834699.2,0.01984191959418626,20,311.35,TSLA,False,manufacturing,high,high,stock|high|high
	1869	+firstrate:stock:TSM,TSM,stock,active,2000-01-03,2026-10-30,USD,210966802.05,0.008113204049181205,20,39.65,TSM,False,manufacturing,high,low,stock|high|low
	1870	+firstrate:stock:TSN,TSN,stock,active,2000-01-03,2026-10-30,USD,183197514.4,0.01066254653216645,20,81.07,TSN,False,manufacturing,high,mid,stock|high|mid
	1871	+firstrate:stock:TTC,TTC,stock,active,2000-01-03,2026-10-30,USD,38238362.55,0.010308568333615039,20,65.23,TTC,False,manufacturing,mid,low,stock|mid|low
	1872	+firstrate:stock:TTD,TTD,stock,active,2016-09-21,2026-10-30,USD,43689922.75,0.03155974214543069,20,45.73,TTD,False,services,mid,high,stock|mid|high
	1873	+firstrate:stock:TTE,TTE,stock,active,2007-04-30,2026-10-30,USD,72873082.45,0.008313810761357137,20,55.28,TTE,False,mining,high,low,stock|high|low
	1874	+firstrate:stock:TTEK,TTEK,stock,active,2000-12-18,2026-10-30,USD,13726297.65,0.011640335803917778,20,48.15,TTEK,False,services,low,mid,stock|low|mid
	1875	+firstrate:stock:TTMI,TTMI,stock,active,2000-09-25,2026-10-30,USD,16165214.55,0.013645572047852867,20,15.67,TTMI,False,manufacturing,low,mid,stock|low|mid
	1876	+firstrate:stock:TTWO,TTWO,stock,active,2002-05-09,2026-10-30,USD,235874378.1,0.022319207584016714,20,109.78,TTWO,False,services,high,high,stock|high|high
	1877	+firstrate:stock:TU,TU,stock,active,2007-01-03,2026-10-30,USD,12401809.75,0.00556059621730376,20,37.87,TU,False,transport_utilities,low,low,stock|low|low
	1878	+firstrate:etf:TUR,TUR,etf,active,2008-03-28,2026-10-30,USD,13597955.95,0.01198097601248392,20,43.46,TUR,False,other,mid,high,etf|mid|high
	1879	+firstrate:stock:TV,TV,stock,active,2013-02-11,2026-10-30,USD,60626041.4,0.008368461865773863,20,18.67,TV,False,unknown,mid,low,stock|mid|low
	1880	+firstrate:stock:TVRD,TVRD,stock,active,2014-01-31,2026-10-30,USD,11359227.95,0.02919269341413246,20,12.24,TVRD,False,manufacturing,low,high,stock|low|high
	1881	+firstrate:stock:TWLO,TWLO,stock,active,2016-06-23,2026-10-30,USD,44039880.4,0.018065052924890357,20,23.6,TWLO,False,services,mid,high,stock|mid|high
	1882	+firstrate:etf:TWM,TWM,etf,active,2007-01-25,2026-10-30,USD,17326070.0,0.014128723811908741,20,17.46,TWM,False,leveraged_inverse,mid,high,etf|mid|high
	1883	+firstrate:stock:TX,TX,stock,active,2006-02-02,2026-10-30,USD,9095043.85,0.013630332932748063,20,31.59,TX,False,unknown,low,mid,stock|low|mid
	1884	+firstrate:stock:TXN,TXN,stock,active,2000-01-03,2026-10-30,USD,480990868.25,0.007566137487207653,20,104.44,TXN,False,manufacturing,high,low,stock|high|low
	1885	+firstrate:stock:TXNM,TXNM,stock,active,2000-01-03,2026-10-30,USD,28709002.15,0.011159991234942084,20,40.45,TXNM,False,transport_utilities,mid,mid,stock|mid|mid
	1886	+firstrate:stock:TXRH,TXRH,stock,active,2004-10-05,2026-10-30,USD,39486272.85,0.014521789286534591,20,52.68,TXRH,False,retail,mid,mid,stock|mid|mid
	1887	+firstrate:stock:TXT,TXT,stock,active,2000-01-03,2026-10-30,USD,67397823.35,0.009236244952127385,20,56.59,TXT,False,manufacturing,high,low,stock|high|low
	1888	+firstrate:stock:TYG,TYG,stock,active,2004-02-25,2026-10-30,USD,12217392.8,0.016844055574145145,20,29.08,TYG,False,unknown,low,high,stock|low|high
	1889	+firstrate:stock:TYL,TYL,stock,active,2000-01-03,2026-10-30,USD,38464006.25,0.006048440908564997,20,177.05,TYL,False,services,mid,low,stock|mid|low
	1890	+firstrate:etf:TZA,TZA,etf,active,2008-11-05,2026-10-30,USD,117670164.829,0.021383940836750655,20,12.27,TZA,False,leveraged_inverse,high,high,etf|high|high
	1891	+firstrate:stock:UA,UA,stock,active,2016-03-23,2026-10-30,USD,69430239.0855,0.031200024380618974,20,13.32,UA,False,manufacturing,high,high,stock|high|high
	1892	+firstrate:stock:UAA,UAA,stock,active,2007-05-14,2026-10-30,USD,79743389.45,0.032223701527652505,20,14.43,UAA,False,manufacturing,high,high,stock|high|high
	1893	+firstrate:stock:UAL,UAL,stock,active,2010-10-01,2026-10-30,USD,246439950.1,0.009981332824659246,20,67.4,UAL,False,transport_utilities,high,low,stock|high|low
	1894	+firstrate:stock:UBS,UBS,stock,active,2014-11-28,2026-10-30,USD,35685926.65,0.01040904333382532,20,18.39,UBS,False,unknown,mid,low,stock|mid|low
	1895	+firstrate:stock:UBSI,UBSI,stock,active,2000-01-03,2026-10-30,USD,25995185.0,0.016583086380660327,20,34.75,UBSI,False,finance_insurance_realestate,mid,high,stock|mid|high
	1896	+firstrate:etf:UBT,UBT,etf,active,2010-01-21,2026-10-30,USD,6710838.8,0.01357084830799787,20,83.58,UBT,False,leveraged_inverse,low,high,etf|low|high
	1897	+firstrate:stock:UCB,UCB,stock,active,2002-05-10,2026-10-30,USD,10827802.65,0.014070186596792187,20,28.14,UCB,False,finance_insurance_realestate,low,mid,stock|low|mid
	1898	+firstrate:etf:UCO,UCO,etf,active,2008-11-25,2026-10-30,USD,59143239.270500004,0.02412652033191596,20,23.44,UCO,False,leveraged_inverse,high,high,etf|high|high
	1899	+firstrate:stock:UCTT,UCTT,stock,active,2004-03-25,2026-10-30,USD,24555259.45,0.028192264214686413,20,23.09,UCTT,False,manufacturing,mid,high,stock|mid|high
	1900	+firstrate:etf:UDOW,UDOW,etf,active,2010-02-11,2026-10-30,USD,54602355.3,0.009593268174797769,20,94.29,UDOW,False,leveraged_inverse,high,high,etf|high|high
	1901	+firstrate:stock:UDR,UDR,stock,active,2000-01-03,2026-10-30,USD,54606963.2,0.009631545466766037,20,38.52,UDR,False,finance_insurance_realestate,mid,low,stock|mid|low
	1902	+firstrate:stock:UE,UE,stock,active,2015-01-16,2026-10-30,USD,12338546.0515,0.012933163368704363,20,25.49,UE,False,finance_insurance_realestate,low,mid,stock|low|mid
	1903	+firstrate:stock:UFPI,UFPI,stock,active,2000-01-03,2026-10-30,USD,11267798.4,0.0157428878853261,20,37.62,UFPI,False,manufacturing,low,mid,stock|low|mid
	1904	+firstrate:stock:UGI,UGI,stock,active,2000-01-03,2026-10-30,USD,42417647.2,0.009716330908846013,20,46.95,UGI,False,transport_utilities,mid,low,stock|mid|low
	1905	+firstrate:stock:UGP,UGP,stock,active,2013-02-11,2026-10-30,USD,9228387.65,0.010572863812942292,20,22.73,UGP,False,unknown,low,mid,stock|low|mid
	1906	+firstrate:stock:UHAL,UHAL,stock,active,2004-03-22,2026-10-30,USD,22072848.9,0.008540494083671602,20,377.91,UHAL,False,services,mid,low,stock|mid|low
	1907	+firstrate:stock:UHS,UHS,stock,active,2000-01-03,2026-10-30,USD,103961283.45,0.010675242843268146,20,113.35,UHS,False,services,high,mid,stock|high|mid
	1908	+firstrate:stock:UI,UI,stock,active,2011-10-14,2026-10-30,USD,20434640.4,0.023687604345155242,20,71.02,UI,False,manufacturing,mid,high,stock|mid|high
	1909	+firstrate:stock:UL,UL,stock,active,2013-02-11,2026-10-30,USD,58620514.45,0.005840210897275144,20,55.34,UL,False,manufacturing,mid,low,stock|mid|low
	1910	+firstrate:stock:ULTA,ULTA,stock,active,2007-10-25,2026-10-30,USD,335947977.65,0.01628709696390642,20,223.66,ULTA,False,retail,high,high,stock|high|high
	1911	+firstrate:stock:UMBF,UMBF,stock,active,2000-01-03,2026-10-30,USD,17626501.45,0.01168978052577591,20,71.92,UMBF,False,finance_insurance_realestate,low,mid,stock|low|mid
	1912	+firstrate:stock:UNF,UNF,stock,active,2000-01-03,2026-10-30,USD,10793504.75,0.010222531280025529,20,164.9,UNF,False,services,low,low,stock|low|low
	1913	+firstrate:stock:UNFI,UNFI,stock,active,2000-01-03,2026-10-30,USD,49288221.2,0.028082726882199233,20,49.27,UNFI,False,wholesale,mid,high,stock|mid|high
	1914	+firstrate:etf:UNG,UNG,etf,active,2007-04-18,2026-10-30,USD,87787831.864,0.028009463229249045,20,5.83,UNG,False,commodity,high,high,etf|high|high
	1915	+firstrate:stock:UNH,UNH,stock,active,2000-01-03,2026-10-30,USD,618583005.05,0.009077582043985885,20,220.46,UNH,False,finance_insurance_realestate,high,low,stock|high|low
	1916	+firstrate:stock:UNIT,UNIT,stock,active,2015-04-20,2026-10-30,USD,46449317.4,0.019680372424373524,20,17.79,UNIT,False,transport_utilities,mid,high,stock|mid|high
	1917	+firstrate:stock:UNM,UNM,stock,active,2000-01-03,2026-10-30,USD,78350838.65,0.009605778700514886,20,54.89,UNM,False,finance_insurance_realestate,high,low,stock|high|low
	1918	+firstrate:stock:UNP,UNP,stock,active,2000-01-03,2026-10-30,USD,650134434.15,0.012790619801246345,20,134.1,UNP,False,transport_utilities,high,mid,stock|high|mid
	1919	+firstrate:stock:UPBD,UPBD,stock,active,2007-04-27,2026-10-30,USD,12194648.0,0.025888756878452057,20,11.1,UPBD,False,services,low,high,stock|low|high
	1920	+firstrate:stock:UPLD,UPLD,stock,active,2014-11-06,2026-10-30,USD,6209980.5,0.019977273908985106,20,21.66,UPLD,False,services,low,high,stock|low|high
	1921	+firstrate:etf:UPRO,UPRO,etf,active,2009-06-25,2026-10-30,USD,177151831.3,0.010242374025030303,20,140.15,UPRO,False,leveraged_inverse,high,high,etf|high|high
	1922	+firstrate:stock:UPS,UPS,stock,active,2000-01-03,2026-10-30,USD,340262110.5,0.011941561279383842,20,119.15,UPS,False,transport_utilities,high,mid,stock|high|mid
	1923	+firstrate:etf:URA,URA,etf,active,2010-11-05,2026-10-30,USD,9212564.0,0.032231647821863836,20,15.05,URA,False,international,low,high,etf|low|high
	1924	+firstrate:stock:URBN,URBN,stock,active,2000-01-03,2026-10-30,USD,93839079.95,0.016802096060468643,20,35.06,URBN,False,retail,high,high,stock|high|high
	1925	+firstrate:stock:URI,URI,stock,active,2000-01-03,2026-10-30,USD,165963056.15,0.012249596035127265,20,171.91,URI,False,services,high,mid,stock|high|mid
	1926	+firstrate:etf:URTY,URTY,etf,active,2010-02-11,2026-10-30,USD,12198178.8,0.02140785580162477,20,82.34,URTY,False,leveraged_inverse,low,high,etf|low|high
	1927	+firstrate:stock:USB,USB,stock,active,2000-01-03,2026-10-30,USD,282443794.75,0.007804962999944583,20,53.58,USB,False,finance_insurance_realestate,high,low,stock|high|low
	1928	+firstrate:stock:USB.H,USB.H,stock,active,2006-03-31,2026-10-30,USD,7275485.644395001,0.004101744706458215,20,22.58,USB.H,False,unknown,low,low,stock|low|low
	1929	+firstrate:stock:USFD,USFD,stock,active,2016-05-26,2026-10-30,USD,95123494.65,0.010646422338482496,20,31.93,USFD,False,wholesale,high,mid,stock|high|mid
	1930	+firstrate:etf:USIG,USIG,etf,active,2014-06-12,2026-10-30,USD,7074583.45,0.002058703589568419,20,112.03,USIG,False,fixed_income,low,low,etf|low|low
	1931	+firstrate:etf:USMV,USMV,etf,active,2011-10-20,2026-10-30,USD,60621975.45,0.003531681321119317,20,52.78,USMV,False,other,high,low,etf|high|low
	1932	+firstrate:stock:USNA,USNA,stock,active,2000-01-03,2026-10-30,USD,5969173.25,0.008812098061302412,20,74.05,USNA,False,manufacturing,low,low,stock|low|low
	1933	+firstrate:etf:USO,USO,etf,active,2006-04-10,2026-10-30,USD,145252925.112,0.012169138433136951,20,12.01,USO,False,commodity,high,high,etf|high|high
	1934	+firstrate:etf:USRT,USRT,etf,active,2016-11-03,2026-10-30,USD,7650608.65,0.008461329979701738,20,49.61,USRT,False,broad_equity,low,high,etf|low|high
	1935	+firstrate:stock:UTG,UTG,stock,active,2007-05-08,2026-10-30,USD,6786442.85,0.005578628987711428,20,30.94,UTG,False,unknown,low,low,stock|low|low
	1936	+firstrate:stock:UTHR,UTHR,stock,active,2000-01-03,2026-10-30,USD,57153977.5,0.022208537517313304,20,147.95,UTHR,False,manufacturing,mid,high,stock|mid|high
	1937	+firstrate:stock:UTL,UTL,stock,active,2000-01-03,2026-10-30,USD,5077921.7,0.015506806945457077,20,45.62,UTL,False,transport_utilities,low,mid,stock|low|mid
	1938	+firstrate:etf:UUP,UUP,etf,active,2007-02-20,2026-10-30,USD,22046320.038,0.002792227587013137,20,24.03,UUP,False,leveraged_inverse,mid,low,etf|mid|low
	1939	+firstrate:stock:UVE,UVE,stock,active,2007-04-30,2026-10-30,USD,5660409.0,0.014765830056453271,20,27.35,UVE,False,finance_insurance_realestate,low,mid,stock|low|mid
	1940	+firstrate:stock:UVV,UVV,stock,active,2000-01-03,2026-10-30,USD,11013238.75,0.012312348083420925,20,52.5,UVV,False,wholesale,low,mid,stock|low|mid
	1941	+firstrate:etf:UVXY,UVXY,etf,active,2011-10-04,2026-10-30,USD,327103108.55799997,0.030793815288083313,20,10.21,UVXY,False,leveraged_inverse,high,high,etf|high|high
	1942	+firstrate:etf:UWM,UWM,etf,active,2007-01-25,2026-10-30,USD,15934150.6,0.014003586411092617,20,70.64,UWM,False,leveraged_inverse,mid,high,etf|mid|high
	1943	+firstrate:etf:UYG,UYG,etf,active,2007-02-01,2026-10-30,USD,5578649.0,0.011417841251019278,20,127.93,UYG,False,leveraged_inverse,low,high,etf|low|high
	1944	+firstrate:stock:V,V,stock,active,2008-03-19,2026-10-30,USD,998323204.65,0.010251232748520082,20,114.02,V,False,services,high,low,stock|high|low
	1945	+firstrate:stock:VAC,VAC,stock,active,2011-11-08,2026-10-30,USD,24180865.25,0.013379476753043613,20,135.21,VAC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	1946	+firstrate:stock:VALE,VALE,stock,active,2013-02-11,2026-10-30,USD,253627961.55,0.017823685187243633,20,12.23,VALE,False,mining,high,high,stock|high|high
	1947	+firstrate:etf:VAW,VAW,etf,active,2004-01-30,2026-10-30,USD,10604547.2,0.006562010971691516,20,136.7,VAW,False,sector,low,mid,etf|low|mid
	1948	+firstrate:etf:VB,VB,etf,active,2004-01-30,2026-10-30,USD,108665191.55,0.005855170007877523,20,147.8,VB,False,broad_equity,high,mid,etf|high|mid
	1949	+firstrate:etf:VBK,VBK,etf,active,2004-01-30,2026-10-30,USD,19176603.8,0.005960262773557351,20,160.85,VBK,False,broad_equity,mid,mid,etf|mid|mid
	1950	+firstrate:etf:VBR,VBR,etf,active,2004-01-30,2026-10-30,USD,39015458.2,0.006264959986372574,20,132.78,VBR,False,broad_equity,mid,mid,etf|mid|mid
	1951	+firstrate:stock:VC,VC,stock,active,2011-01-10,2026-10-30,USD,26427897.3,0.01344401150459286,20,125.14,VC,False,manufacturing,mid,mid,stock|mid|mid
	1952	+firstrate:etf:VCIT,VCIT,etf,active,2009-11-23,2026-10-30,USD,97370335.4,0.001734119299809434,20,87.39,VCIT,False,fixed_income,high,low,etf|high|low
	1953	+firstrate:etf:VCLT,VCLT,etf,active,2009-11-23,2026-10-30,USD,23360198.35,0.0049633462325952065,20,95.75,VCLT,False,fixed_income,mid,mid,etf|mid|mid
	1954	+firstrate:etf:VCR,VCR,etf,active,2004-01-30,2026-10-30,USD,11948648.4,0.004884514459199683,20,155.97,VCR,False,sector,low,mid,etf|low|mid
	1955	+firstrate:etf:VCSH,VCSH,etf,active,2009-11-23,2026-10-30,USD,150986871.4,0.0008640595533953255,20,79.3,VCSH,False,fixed_income,high,low,etf|high|low
	1956	+firstrate:etf:VDC,VDC,etf,active,2004-01-30,2026-10-30,USD,16209508.55,0.005033117291137501,20,146.04,VDC,False,sector,mid,mid,etf|mid|mid
	1957	+firstrate:etf:VDE,VDE,etf,active,2004-10-01,2026-10-30,USD,20567640.35,0.008896890102815101,20,98.95,VDE,False,sector,mid,high,etf|mid|high
	1958	+firstrate:etf:VEA,VEA,etf,active,2007-07-26,2026-10-30,USD,346271033.9,0.004214123698958829,20,44.86,VEA,False,international,high,low,etf|high|low
	1959	+firstrate:stock:VECO,VECO,stock,active,2000-01-03,2026-10-30,USD,17519242.75,0.06531240016951335,20,14.85,VECO,False,manufacturing,low,high,stock|low|high
	1960	+firstrate:stock:VEEV,VEEV,stock,active,2013-10-16,2026-10-30,USD,77866548.45,0.02069626704015233,20,55.28,VEEV,False,services,high,high,stock|high|high
	1961	+firstrate:stock:VEON,VEON,stock,active,2013-02-11,2026-10-30,USD,10677934.05,0.013488022350052472,20,3.84,VEON,False,transport_utilities,low,mid,stock|low|mid
	1962	+firstrate:stock:VERI,VERI,stock,active,2017-05-12,2026-10-30,USD,14906328.4,0.02919664573416819,20,23.2,VERI,False,services,low,high,stock|low|high
	1963	+firstrate:stock:VET,VET,stock,active,2013-03-12,2026-10-30,USD,6679857.05,0.020652043640702705,20,36.32,VET,False,mining,low,high,stock|low|high
	1964	+firstrate:etf:VEU,VEU,etf,active,2007-03-08,2026-10-30,USD,107259999.75,0.004254585639919588,20,54.72,VEU,False,other,high,low,etf|high|low
	1965	+firstrate:stock:VFC,VFC,stock,active,2000-01-03,2026-10-30,USD,159110608.8,0.00914406059335776,20,74.0,VFC,False,manufacturing,high,low,stock|high|low
	1966	+firstrate:etf:VFH,VFH,etf,active,2004-01-30,2026-10-30,USD,50937968.2,0.007604659474278419,20,70.04,VFH,False,sector,high,high,etf|high|high
	1967	+firstrate:etf:VGIT,VGIT,etf,active,2009-11-23,2026-10-30,USD,11705657.6,0.0013480952569077693,20,63.94,VGIT,False,fixed_income,low,low,etf|low|low
	1968	+firstrate:etf:VGK,VGK,etf,active,2005-03-10,2026-10-30,USD,177976585.65,0.004309042226934122,20,59.15,VGK,False,international,high,low,etf|high|low
	1969	+firstrate:etf:VGSH,VGSH,etf,active,2009-11-23,2026-10-30,USD,12418252.05,0.000585351789873952,20,60.28,VGSH,False,fixed_income,low,low,etf|low|low
	1970	+firstrate:etf:VGT,VGT,etf,active,2004-01-30,2026-10-30,USD,98371418.55,0.007129453637252457,20,164.73,VGT,False,other,high,mid,etf|high|mid
	1971	+firstrate:etf:VHT,VHT,etf,active,2004-01-30,2026-10-30,USD,26868564.65,0.006423177619875793,20,154.14,VHT,False,sector,mid,mid,etf|mid|mid
	1972	+firstrate:stock:VIAV,VIAV,stock,active,2000-03-13,2026-10-30,USD,17754211.75,0.013003792277193236,20,8.74,VIAV,False,manufacturing,low,mid,stock|low|mid
	1973	+firstrate:etf:VIG,VIG,etf,active,2006-04-27,2026-10-30,USD,65995150.195499994,0.003964848641267772,20,102.03,VIG,False,broad_equity,high,low,etf|high|low
	1974	+firstrate:etf:VIGI,VIGI,etf,active,2016-03-02,2026-10-30,USD,6580756.9,0.004973197830739333,20,66.3,VIGI,False,international,low,mid,etf|low|mid
	1975	+firstrate:stock:VIPS,VIPS,stock,active,2012-03-23,2026-10-30,USD,121171201.95,0.07773100322565639,20,11.72,VIPS,False,retail,high,high,stock|high|high
	1976	+firstrate:stock:VIRT,VIRT,stock,active,2015-04-16,2026-10-30,USD,8740176.0,0.017775271869936122,20,18.3,VIRT,False,finance_insurance_realestate,low,high,stock|low|high
	1977	+firstrate:etf:VIS,VIS,etf,active,2004-10-22,2026-10-30,USD,21090317.3,0.0054494003742303655,20,142.37,VIS,False,sector,mid,mid,etf|mid|mid
	1978	+firstrate:stock:VISN,VISN,stock,active,2013-10-25,2026-10-30,USD,56329489.85,0.009906371480596483,20,37.83,VISN,False,manufacturing,mid,low,stock|mid|low
	1979	+firstrate:stock:VIV,VIV,stock,active,2006-04-03,2026-10-30,USD,19760435.8,0.011345775592988822,20,14.83,VIV,False,unknown,mid,mid,stock|mid|mid
	1980	+firstrate:etf:VIXY,VIXY,etf,active,2011-01-04,2026-10-30,USD,30992202.1,0.015295160342027029,20,23.15,VIXY,False,leveraged_inverse,mid,high,etf|mid|high
	1981	+firstrate:stock:VKTX,VKTX,stock,active,2015-04-29,2026-10-30,USD,5282720.0,0.06949030558727609,20,4.06,VKTX,False,manufacturing,low,high,stock|low|high
	1982	+firstrate:stock:VLO,VLO,stock,active,2000-01-03,2026-10-30,USD,274362747.05,0.010425762305302367,20,91.91,VLO,False,manufacturing,high,low,stock|high|low
	1983	+firstrate:stock:VLRS,VLRS,stock,active,2013-09-18,2026-10-30,USD,5724401.9,0.015206211797105908,20,8.02,VLRS,False,unknown,low,mid,stock|low|mid
	1984	+firstrate:etf:VLUE,VLUE,etf,active,2013-04-18,2026-10-30,USD,28535557.65,0.0053396982553952635,20,83.62,VLUE,False,broad_equity,mid,mid,etf|mid|mid
	1985	+firstrate:stock:VLY,VLY,stock,active,2000-01-03,2026-10-30,USD,24351804.9,0.010145840833777266,20,11.22,VLY,False,finance_insurance_realestate,mid,low,stock|mid|low
	1986	+firstrate:etf:VMBS,VMBS,etf,active,2009-11-23,2026-10-30,USD,23956926.45,0.00124436277241102,20,52.44,VMBS,False,other,mid,low,etf|mid|low
	1987	+firstrate:stock:VMC,VMC,stock,active,2007-11-19,2026-10-30,USD,157641001.6,0.018791890289143687,20,128.37,VMC,False,mining,high,high,stock|high|high
	1988	+firstrate:stock:VMI,VMI,stock,active,2002-08-30,2026-10-30,USD,15408686.75,0.011600186349256471,20,165.85,VMI,False,manufacturing,low,mid,stock|low|mid
	1989	+firstrate:stock:VMRK,VMRK,stock,active,2000-01-04,2026-10-30,USD,110555513.65,0.007370645474356552,20,63.77,VMRK,False,finance_insurance_realestate,high,low,stock|high|low
	1990	+firstrate:stock:VNDA,VNDA,stock,active,2006-04-12,2026-10-30,USD,6626707.75,0.019328573833096267,20,15.2,VNDA,False,manufacturing,low,high,stock|low|high
	1991	+firstrate:stock:VNET,VNET,stock,active,2011-04-21,2026-10-30,USD,8247933.9,0.04280450455949912,20,7.98,VNET,False,services,low,high,stock|low|high
	1992	+firstrate:stock:VNO,VNO,stock,active,2000-01-03,2026-10-30,USD,90882781.15,0.008998643671373712,20,78.18,VNO,False,finance_insurance_realestate,high,low,stock|high|low
	1993	+firstrate:stock:VNOM,VNOM,stock,active,2015-01-16,2026-10-30,USD,8368819.95,0.02031846767513439,20,23.33,VNOM,False,mining,low,high,stock|low|high
	1994	+firstrate:etf:VNQ,VNQ,etf,active,2004-09-29,2026-10-30,USD,382615738.2,0.008485953796024405,20,82.98,VNQ,False,other,high,high,etf|high|high
	1995	+firstrate:etf:VNQI,VNQI,etf,active,2010-11-01,2026-10-30,USD,22923977.55,0.00982835909802299,20,60.5,VNQI,False,international,mid,high,etf|mid|high
	1996	+firstrate:etf:VO,VO,etf,active,2004-01-30,2026-10-30,USD,71657687.15,0.00456279866532196,20,154.78,VO,False,broad_equity,high,mid,etf|high|mid
	1997	+firstrate:stock:VOD,VOD,stock,active,2000-01-03,2026-10-30,USD,76085483.2,0.006373103011353295,20,31.9,VOD,False,transport_utilities,high,low,stock|high|low
	1998	+firstrate:etf:VOE,VOE,etf,active,2006-08-25,2026-10-30,USD,26156190.264999997,0.004948168640892854,20,111.57,VOE,False,broad_equity,mid,mid,etf|mid|mid
	1999	+firstrate:etf:VONE,VONE,etf,active,2010-09-22,2026-10-30,USD,5487668.35,0.004163707818819617,20,122.48,VONE,False,broad_equity,low,low,etf|low|low
	2000	+firstrate:etf:VONG,VONG,etf,active,2010-09-22,2026-10-30,USD,10941378.1,0.004113470706400008,20,138.03,VONG,False,broad_equity,low,low,etf|low|low
	2001	+firstrate:etf:VOO,VOO,etf,active,2010-09-09,2026-10-30,USD,541255989.15,0.0037715642072189107,20,245.29,VOO,False,broad_equity,high,low,etf|high|low
	2002	+firstrate:etf:VOOG,VOOG,etf,active,2010-09-09,2026-10-30,USD,9241994.85,0.004021159924369953,20,136.96,VOOG,False,broad_equity,low,low,etf|low|low
	2003	+firstrate:etf:VOT,VOT,etf,active,2006-08-25,2026-10-30,USD,14268541.788500002,0.004687584189196929,20,127.72,VOT,False,broad_equity,mid,mid,etf|mid|mid
	2004	+firstrate:etf:VOX,VOX,etf,active,2004-09-29,2026-10-30,USD,28998784.1,0.012392913051635736,20,91.15,VOX,False,fixed_income,mid,high,etf|mid|high
	2005	+firstrate:stock:VOYA,VOYA,stock,active,2013-05-02,2026-10-30,USD,100260937.7,0.028390464663756318,20,49.47,VOYA,False,finance_insurance_realestate,high,high,stock|high|high
	2006	+firstrate:etf:VPL,VPL,etf,active,2005-03-10,2026-10-30,USD,40531927.6,0.006632967492655617,20,72.9,VPL,False,other,high,mid,etf|high|mid
	2007	+firstrate:etf:VPU,VPU,etf,active,2007-03-13,2026-10-30,USD,21027508.95,0.007918105827156484,20,116.59,VPU,False,sector,mid,high,etf|mid|high
	2008	+firstrate:stock:VRA,VRA,stock,active,2010-10-21,2026-10-30,USD,8782602.0,0.05736146047743805,20,12.18,VRA,False,manufacturing,low,high,stock|low|high
	2009	+firstrate:stock:VREX,VREX,stock,active,2017-01-20,2026-10-30,USD,9410971.2775,0.01789998609823897,20,40.17,VREX,False,manufacturing,low,high,stock|low|high
	2010	+firstrate:stock:VRNS,VRNS,stock,active,2014-02-28,2026-10-30,USD,15946569.25,0.027777033745535428,20,48.55,VRNS,False,services,low,high,stock|low|high
	2011	+firstrate:etf:VRP,VRP,etf,active,2014-05-01,2026-10-30,USD,7914077.6,0.0010941924271913274,20,25.66,VRP,False,other,low,low,etf|low|low
	2012	+firstrate:stock:VRSK,VRSK,stock,active,2009-10-09,2026-10-30,USD,82659230.7,0.006485267558248733,20,96.0,VRSK,False,services,high,low,stock|high|low
	2013	+firstrate:stock:VRSN,VRSN,stock,active,2000-01-03,2026-10-30,USD,88551622.2,0.008406579970913207,20,114.44,VRSN,False,services,high,low,stock|high|low
	2014	+firstrate:stock:VRTS,VRTS,stock,active,2009-01-02,2026-10-30,USD,5178690.25,0.009158346139829588,20,115.05,VRTS,False,finance_insurance_realestate,low,low,stock|low|low
	2015	+firstrate:stock:VRTX,VRTX,stock,active,2000-01-03,2026-10-30,USD,219712165.5,0.014797007302761933,20,149.86,VRTX,False,manufacturing,high,mid,stock|high|mid
	2016	+firstrate:stock:VSAT,VSAT,stock,active,2000-01-03,2026-10-30,USD,22653440.65,0.009833274180583688,20,74.85,VSAT,False,transport_utilities,mid,low,stock|mid|low
	2017	+firstrate:stock:VSH,VSH,stock,active,2000-01-03,2026-10-30,USD,26288254.9,0.015958704069007058,20,20.75,VSH,False,manufacturing,mid,mid,stock|mid|mid
	2018	+firstrate:etf:VSS,VSS,etf,active,2009-04-06,2026-10-30,USD,30751092.0,0.006116134812134461,20,119.23,VSS,False,international,mid,mid,etf|mid|mid
	2019	+firstrate:stock:VST,VST,stock,active,2017-05-10,2026-10-30,USD,85224142.3,0.018099827041296285,20,18.32,VST,False,transport_utilities,high,high,stock|high|high
	2020	+firstrate:stock:VSTM,VSTM,stock,active,2012-01-27,2026-10-30,USD,5392413.174000001,0.06501419758128325,20,3.07,VSTM,False,manufacturing,low,high,stock|low|high
	2021	+firstrate:etf:VT,VT,etf,active,2008-06-26,2026-10-30,USD,66537094.9,0.004239785985570499,20,74.26,VT,False,international,high,low,etf|high|low
	2022	+firstrate:etf:VTEB,VTEB,etf,active,2015-08-25,2026-10-30,USD,21654223.0,0.0025430229695637793,20,51.68,VTEB,False,fixed_income,mid,low,etf|mid|low
	2023	+firstrate:stock:VTGN,VTGN,stock,active,2016-05-11,2026-10-30,USD,6680229.584999999,0.1932379192930191,20,1.11,VTGN,False,manufacturing,low,high,stock|low|high
	2024	+firstrate:etf:VTI,VTI,etf,active,2001-06-15,2026-10-30,USD,321872056.55,0.0037830848715390076,20,137.25,VTI,False,broad_equity,high,low,etf|high|low
	2025	+firstrate:etf:VTIP,VTIP,etf,active,2012-10-16,2026-10-30,USD,38920838.15,0.0032697262603285523,20,48.82,VTIP,False,other,mid,low,etf|mid|low
	2026	+firstrate:stock:VTR,VTR,stock,active,2000-01-03,2026-10-30,USD,112538770.65,0.013572101443535435,20,60.01,VTR,False,finance_insurance_realestate,high,mid,stock|high|mid
	2027	+firstrate:etf:VTV,VTV,etf,active,2004-01-30,2026-10-30,USD,141451692.75,0.00394842059157699,20,106.32,VTV,False,broad_equity,high,low,etf|high|low
	2028	+firstrate:etf:VTWO,VTWO,etf,active,2010-09-22,2026-10-30,USD,10149198.85,0.0077034691792027534,20,122.29,VTWO,False,broad_equity,low,high,etf|low|high
	2029	+firstrate:etf:VUG,VUG,etf,active,2004-01-30,2026-10-30,USD,98660172.25,0.0039302305810354175,20,140.65,VUG,False,broad_equity,high,low,etf|high|low
	2030	+firstrate:etf:VV,VV,etf,active,2004-01-30,2026-10-30,USD,29340541.35,0.0036463536999847505,20,122.58,VV,False,broad_equity,mid,low,etf|mid|low
	2031	+firstrate:stock:VVV,VVV,stock,active,2016-09-23,2026-10-30,USD,39182519.5,0.00784910114595722,20,25.06,VVV,False,manufacturing,mid,low,stock|mid|low
	2032	+firstrate:etf:VWO,VWO,etf,active,2005-03-10,2026-10-30,USD,479983233.55,0.006359684228169341,20,45.91,VWO,False,international,high,mid,etf|high|mid
	2033	+firstrate:etf:VWOB,VWOB,etf,active,2013-06-04,2026-10-30,USD,6262633.15,0.0014958766978967477,20,80.27,VWOB,False,fixed_income,low,low,etf|low|low
	2034	+firstrate:etf:VXF,VXF,etf,active,2002-01-04,2026-10-30,USD,28406608.65,0.005689243497746336,20,111.73,VXF,False,broad_equity,mid,mid,etf|mid|mid
	2035	+firstrate:etf:VXUS,VXUS,etf,active,2011-01-28,2026-10-30,USD,40306322.0,0.004203527121980272,20,56.81,VXUS,False,international,mid,low,etf|mid|low
	2036	+firstrate:etf:VXX,VXX,etf,active,2009-03-02,2026-10-30,USD,1029305797.0780001,0.015010028031454159,20,27.92,VXX,False,volatility_alt,high,high,etf|high|high
	2037	+firstrate:stock:VYGR,VYGR,stock,active,2015-11-11,2026-10-30,USD,6039717.4,0.045245447851393956,20,16.6,VYGR,False,manufacturing,low,high,stock|low|high
	2038	+firstrate:etf:VYM,VYM,etf,active,2006-11-16,2026-10-30,USD,102974373.57249999,0.0037957981401271937,20,85.63,VYM,False,broad_equity,high,low,etf|high|low
	2039	+firstrate:etf:VYMI,VYMI,etf,active,2016-03-02,2026-10-30,USD,5291676.035,0.004284037894709044,20,67.0,VYMI,False,fixed_income,low,low,etf|low|low
	2040	+firstrate:stock:VZ,VZ,stock,active,2000-07-03,2026-10-30,USD,798201697.6,0.010172420604989865,20,52.93,VZ,False,transport_utilities,high,low,stock|high|low
	2041	+firstrate:stock:W,W,stock,active,2014-10-02,2026-10-30,USD,106013172.15,0.02261574750340387,20,80.27,W,False,retail,high,high,stock|high|high
	2042	+firstrate:stock:WAB,WAB,stock,active,2000-01-03,2026-10-30,USD,43720881.75,0.012751493321426322,20,81.43,WAB,False,manufacturing,mid,mid,stock|mid|mid
	2043	+firstrate:stock:WABC,WABC,stock,active,2009-07-21,2026-10-30,USD,5392778.9,0.014278486405072512,20,59.55,WABC,False,finance_insurance_realestate,low,mid,stock|low|mid
	2044	+firstrate:stock:WAFD,WAFD,stock,active,2000-01-03,2026-10-30,USD,14696333.75,0.01199429362784211,20,34.25,WAFD,False,finance_insurance_realestate,low,mid,stock|low|mid
	2045	+firstrate:stock:WAL,WAL,stock,active,2005-07-01,2026-10-30,USD,32523673.2,0.012395533461280193,20,56.62,WAL,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	2046	+firstrate:stock:WAT,WAT,stock,active,2000-01-03,2026-10-30,USD,80088592.55,0.008836618165964233,20,193.19,WAT,False,manufacturing,high,low,stock|high|low
	2047	+firstrate:stock:WATT,WATT,stock,active,2014-03-28,2026-10-30,USD,150191445.15,0.2647848094254359,20,19.45,WATT,False,manufacturing,high,high,stock|high|high
	2048	+firstrate:stock:WB,WB,stock,active,2014-04-17,2026-10-30,USD,148695888.0,0.02133423015483099,20,103.46,WB,False,services,high,high,stock|high|high
	2049	+firstrate:stock:WCC,WCC,stock,active,2000-01-03,2026-10-30,USD,21249735.5,0.012863074027860981,20,68.15,WCC,False,wholesale,mid,mid,stock|mid|mid
	2050	+firstrate:stock:WCN,WCN,stock,active,2002-10-24,2026-10-30,USD,54920961.8,0.006685357812791104,20,70.94,WCN,False,transport_utilities,mid,low,stock|mid|low
	2051	+firstrate:stock:WD,WD,stock,active,2010-12-15,2026-10-30,USD,7903920.75,0.012310476736166356,20,47.5,WD,False,finance_insurance_realestate,low,mid,stock|low|mid
	2052	+firstrate:stock:WDAY,WDAY,stock,active,2012-12-10,2026-10-30,USD,248294197.45,0.016586101166015145,20,101.74,WDAY,False,services,high,high,stock|high|high
	2053	+firstrate:stock:WDC,WDC,stock,active,2000-01-03,2026-10-30,USD,328337684.05,0.017667367236830493,20,79.53,WDC,False,manufacturing,high,high,stock|high|high
	2054	+firstrate:stock:WDFC,WDFC,stock,active,2000-01-03,2026-10-30,USD,5997692.5,0.008787041946423949,20,118.0,WDFC,False,manufacturing,low,low,stock|low|low
	2055	+firstrate:stock:WEC,WEC,stock,active,2000-01-03,2026-10-30,USD,112038750.15,0.008556090180314753,20,66.43,WEC,False,transport_utilities,high,low,stock|high|low
	2056	+firstrate:stock:WELL,WELL,stock,active,2007-04-30,2026-10-30,USD,147382951.05,0.011787775076081222,20,63.77,WELL,False,finance_insurance_realestate,high,mid,stock|high|mid
	2057	+firstrate:stock:WEN,WEN,stock,active,2000-01-03,2026-10-30,USD,61074449.5,0.015624935777798384,20,16.42,WEN,False,retail,mid,mid,stock|mid|mid
	2058	+firstrate:stock:WERN,WERN,stock,active,2000-01-03,2026-10-30,USD,21264596.25,0.013537411266351794,20,38.65,WERN,False,transport_utilities,mid,mid,stock|mid|mid
	2059	+firstrate:stock:WES,WES,stock,active,2012-12-07,2026-10-30,USD,24754933.307000004,0.013374308015807095,20,48.09,WES,False,transport_utilities,mid,mid,stock|mid|mid
	2060	+firstrate:stock:WEX,WEX,stock,active,2008-01-02,2026-10-30,USD,48524964.25,0.011696332157359594,20,141.23,WEX,False,services,mid,mid,stock|mid|mid
	2061	+firstrate:stock:WFC,WFC,stock,active,2000-01-03,2026-10-30,USD,1254440622.35,0.01272999412910596,20,60.67,WFC,False,finance_insurance_realestate,high,mid,stock|high|mid
	2062	+firstrate:stock:WFC.L,WFC.L,stock,active,2009-01-02,2026-10-30,USD,10885698.3805,0.004365326451416685,20,1309.99,WFC.L,False,unknown,low,low,stock|low|low
	2063	+firstrate:stock:WGO,WGO,stock,active,2000-01-03,2026-10-30,USD,33532888.5,0.026703435571292712,20,55.6,WGO,False,manufacturing,mid,high,stock|mid|high
	2064	+firstrate:stock:WHR,WHR,stock,active,2000-01-03,2026-10-30,USD,118082059.2,0.010813966992629397,20,168.64,WHR,False,manufacturing,high,mid,stock|high|mid
	2065	+firstrate:stock:WING,WING,stock,active,2015-06-12,2026-10-30,USD,21383951.25,0.01810303461958861,20,38.98,WING,False,retail,mid,high,stock|mid|high
	2066	+firstrate:stock:WIT,WIT,stock,active,2013-02-11,2026-10-30,USD,6440988.499500001,0.012076133551336982,20,5.47,WIT,False,services,low,mid,stock|low|mid
	2067	+firstrate:stock:WIX,WIX,stock,active,2013-11-06,2026-10-30,USD,31028229.25,0.02051807525304239,20,57.55,WIX,False,services,mid,high,stock|mid|high
	2068	+firstrate:stock:WKC,WKC,stock,active,2007-04-30,2026-10-30,USD,13616593.15,0.011506761052514308,20,28.14,WKC,False,wholesale,low,mid,stock|low|mid
	2069	+firstrate:stock:WLK,WLK,stock,active,2004-08-12,2026-10-30,USD,77460603.55,0.009066844137513953,20,106.53,WLK,False,manufacturing,high,low,stock|high|low
	2070	+firstrate:stock:WM,WM,stock,active,2000-01-03,2026-10-30,USD,150941268.6,0.006490180862839934,20,86.3,WM,False,transport_utilities,high,low,stock|high|low
	2071	+firstrate:stock:WMB,WMB,stock,active,2000-01-03,2026-10-30,USD,159608050.05,0.008152264353404185,20,30.49,WMB,False,transport_utilities,high,low,stock|high|low
	2072	+firstrate:stock:WMS,WMS,stock,active,2014-07-25,2026-10-30,USD,5959487.0,0.018262168231147374,20,23.85,WMS,False,manufacturing,low,high,stock|low|high
	2073	+firstrate:stock:WMT,WMT,stock,active,2000-01-03,2026-10-30,USD,815507275.7,0.006046096304844562,20,98.75,WMT,False,retail,high,low,stock|high|low
	2074	+firstrate:stock:WNC,WNC,stock,active,2000-01-03,2026-10-30,USD,16374879.7,0.025286660031231558,20,21.7,WNC,False,manufacturing,low,high,stock|low|high
	2075	+firstrate:stock:WOLF,WOLF,stock,active,2007-04-30,2026-10-30,USD,47042677.05,0.02115613218329196,20,37.14,WOLF,False,unknown,mid,high,stock|mid|high
	2076	+firstrate:stock:WOR,WOR,stock,active,2000-04-19,2026-10-30,USD,17395821.65,0.014278554087904282,20,44.06,WOR,False,manufacturing,low,mid,stock|low|mid
	2077	+firstrate:stock:WPC,WPC,stock,active,2000-06-29,2026-10-30,USD,20365599.0,0.008435148669556337,20,68.9,WPC,False,finance_insurance_realestate,mid,low,stock|mid|low
	2078	+firstrate:stock:WPM,WPM,stock,active,2007-05-01,2026-10-30,USD,45532918.55,0.010239235756687294,20,22.13,WPM,False,mining,mid,low,stock|mid|low
	2079	+firstrate:stock:WRB,WRB,stock,active,2007-04-27,2026-10-30,USD,31362233.75,0.006261577856958296,20,71.65,WRB,False,finance_insurance_realestate,mid,low,stock|mid|low
	2080	+firstrate:stock:WRLD,WRLD,stock,active,2000-01-03,2026-10-30,USD,5339235.05,0.01539461013008366,20,80.72,WRLD,False,finance_insurance_realestate,low,mid,stock|low|mid
	2081	+firstrate:stock:WSM,WSM,stock,active,2000-01-03,2026-10-30,USD,78704562.4,0.022781345329746537,20,51.7,WSM,False,retail,high,high,stock|high|high
	2082	+firstrate:stock:WSO,WSO,stock,active,2000-01-03,2026-10-30,USD,33733941.8,0.00797426778054506,20,170.04,WSO,False,wholesale,mid,low,stock|mid|low
	2083	+firstrate:stock:WST,WST,stock,active,2000-01-03,2026-10-30,USD,26892394.55,0.004441534100960398,20,98.67,WST,False,manufacturing,mid,low,stock|mid|low
	2084	+firstrate:stock:WT,WT,stock,active,2007-05-16,2026-10-30,USD,16291592.6,0.01683742252677907,20,12.55,WT,False,finance_insurance_realestate,low,high,stock|low|high
	2085	+firstrate:stock:WTFC,WTFC,stock,active,2000-01-03,2026-10-30,USD,35266784.85,0.015864997831635662,20,82.37,WTFC,False,finance_insurance_realestate,mid,mid,stock|mid|mid
	2086	+firstrate:stock:WTI,WTI,stock,active,2005-01-28,2026-10-30,USD,6207833.65,0.049603800334803945,20,3.31,WTI,False,mining,low,high,stock|low|high
	2087	+firstrate:stock:WTM,WTM,stock,active,2000-01-03,2026-10-30,USD,16579990.55,0.0058904586504060314,20,851.28,WTM,False,finance_insurance_realestate,low,low,stock|low|low
	2088	+firstrate:stock:WTRG,WTRG,stock,active,2007-04-27,2026-10-30,USD,25118816.45,0.009227623200193463,20,39.23,WTRG,False,transport_utilities,mid,low,stock|mid|low
	2089	+firstrate:stock:WTS,WTS,stock,active,2000-01-03,2026-10-30,USD,9057536.75,0.013194138320643008,20,75.95,WTS,False,manufacturing,low,mid,stock|low|mid
	2090	+firstrate:stock:WTTR,WTTR,stock,active,2017-04-21,2026-10-30,USD,8446147.3545,0.02121655947105019,20,18.24,WTTR,False,mining,low,high,stock|low|high
	2091	+firstrate:stock:WTW,WTW,stock,active,2005-01-03,2026-10-30,USD,104174155.5,0.007712626453744506,20,150.69,WTW,False,finance_insurance_realestate,high,low,stock|high|low
	2092	+firstrate:stock:WU,WU,stock,active,2006-10-02,2026-10-30,USD,92916517.15,0.00700508308879111,20,19.01,WU,False,services,high,low,stock|high|low
	2093	+firstrate:stock:WVE,WVE,stock,active,2015-11-11,2026-10-30,USD,9000534.0,0.024189078986144804,20,35.1,WVE,False,manufacturing,low,high,stock|low|high
	2094	+firstrate:stock:WWD,WWD,stock,active,2007-05-03,2026-10-30,USD,24459367.8,0.0077304833464964355,20,76.54,WWD,False,manufacturing,mid,low,stock|mid|low
	2095	+firstrate:stock:WWW,WWW,stock,active,2000-01-03,2026-10-30,USD,24318141.8,0.015671845619389023,20,31.88,WWW,False,manufacturing,mid,mid,stock|mid|mid
	2096	+firstrate:stock:WY,WY,stock,active,2000-01-03,2026-10-30,USD,91493253.0,0.006053052385881329,20,35.26,WY,False,finance_insurance_realestate,high,low,stock|high|low
	2097	+firstrate:stock:WYNN,WYNN,stock,active,2002-10-25,2026-10-30,USD,213432162.3,0.010438547472425367,20,168.59,WYNN,False,services,high,low,stock|high|low
	2098	+firstrate:etf:XAR,XAR,etf,active,2011-09-29,2026-10-30,USD,8685015.35,0.006407347524590051,20,83.56,XAR,False,broad_equity,low,mid,etf|low|mid
	2099	+firstrate:etf:XBI,XBI,etf,active,2006-02-06,2026-10-30,USD,334579917.95,0.014724673109845675,20,84.87,XBI,False,broad_equity,high,high,etf|high|high
	2100	+firstrate:stock:XEL,XEL,stock,active,2000-08-21,2026-10-30,USD,154236208.65,0.008441067459111168,20,48.11,XEL,False,transport_utilities,high,low,stock|high|low
	2101	+firstrate:etf:XES,XES,etf,active,2006-06-22,2026-10-30,USD,7968653.15,0.017911322764589413,20,17.13,XES,False,commodity,low,high,etf|low|high
	2102	+firstrate:etf:XHB,XHB,etf,active,2006-02-06,2026-10-30,USD,54082143.3,0.008088794780623309,20,44.26,XHB,False,other,high,high,etf|high|high
	2103	+firstrate:stock:XHR,XHR,stock,active,2015-02-04,2026-10-30,USD,11422161.247499999,0.009575150415390355,20,21.59,XHR,False,services,low,low,stock|low|low
	2104	+firstrate:stock:XIFR,XIFR,stock,active,2014-06-27,2026-10-30,USD,11916996.5,0.020837019016897954,20,43.11,XIFR,False,transport_utilities,low,high,stock|low|high
	2105	+firstrate:etf:XLB,XLB,etf,active,2000-01-03,2026-10-30,USD,265947562.2,0.0056839681379451746,20,60.53,XLB,False,sector,high,mid,etf|high|mid
	2106	+firstrate:etf:XLE,XLE,etf,active,2000-01-03,2026-10-30,USD,779003916.25,0.007966621388621984,20,72.26,XLE,False,sector,high,high,etf|high|high
	2107	+firstrate:etf:XLF,XLF,etf,active,2000-01-03,2026-10-30,USD,1845496084.0,0.007036830590725721,20,27.91,XLF,False,sector,high,mid,etf|high|mid
	2108	+firstrate:etf:XLI,XLI,etf,active,2000-01-03,2026-10-30,USD,711376126.55,0.0044279561615806415,20,75.67,XLI,False,sector,high,mid,etf|high|mid
	2109	+firstrate:etf:XLK,XLK,etf,active,2000-01-03,2026-10-30,USD,729878998.65,0.006198497545877944,20,63.95,XLK,False,sector,high,mid,etf|high|mid
	2110	+firstrate:etf:XLP,XLP,etf,active,2000-01-03,2026-10-30,USD,617780573.4,0.004121471705341277,20,56.89,XLP,False,sector,high,low,etf|high|low
	2111	+firstrate:etf:XLRE,XLRE,etf,active,2015-10-08,2026-10-30,USD,52897835.65,0.007107505132718536,20,32.94,XLRE,False,sector,high,mid,etf|high|mid
	2112	+firstrate:etf:XLU,XLU,etf,active,2000-01-03,2026-10-30,USD,767897438.2,0.007828674472784711,20,52.68,XLU,False,sector,high,high,etf|high|high
	2113	+firstrate:etf:XLV,XLV,etf,active,2000-01-03,2026-10-30,USD,574792573.45,0.005499753813893828,20,82.68,XLV,False,sector,high,mid,etf|high|mid
	2114	+firstrate:etf:XLY,XLY,etf,active,2000-01-03,2026-10-30,USD,451125230.2,0.004778411941441557,20,98.69,XLY,False,sector,high,mid,etf|high|mid
	2115	+firstrate:etf:XME,XME,etf,active,2006-06-22,2026-10-30,USD,114230119.35,0.011137429600206587,20,36.37,XME,False,commodity,high,high,etf|high|high
	2116	+firstrate:etf:XMLV,XMLV,etf,active,2013-02-15,2026-10-30,USD,8063559.65,0.0045999011673059816,20,45.38,XMLV,False,volatility_alt,low,mid,etf|low|mid
	2117	+firstrate:stock:XNET,XNET,stock,active,2014-06-24,2026-10-30,USD,156495185.4,0.0993694991484699,20,15.39,XNET,False,services,high,high,stock|high|high
	2118	+firstrate:stock:XOM,XOM,stock,active,2000-01-03,2026-10-30,USD,916997946.65,0.004846280127787217,20,83.64,XOM,False,manufacturing,high,low,stock|high|low
	2119	+firstrate:etf:XOP,XOP,etf,active,2006-06-22,2026-10-30,USD,520667327.55,0.01609050544847486,20,37.18,XOP,False,commodity,high,high,etf|high|high
	2120	+firstrate:etf:XPH,XPH,etf,active,2006-06-22,2026-10-30,USD,5788522.15,0.008503848874937742,20,43.5,XPH,False,broad_equity,low,high,etf|low|high
	2121	+firstrate:stock:XPO,XPO,stock,active,2006-06-06,2026-10-30,USD,170552614.01,0.033207274179418676,20,91.59,XPO,False,transport_utilities,high,high,stock|high|high
	2122	+firstrate:stock:XPRO,XPRO,stock,active,2013-08-09,2026-10-30,USD,6509685.846,0.031168905596766695,20,6.65,XPRO,False,mining,low,high,stock|low|high
	2123	+firstrate:stock:XRAY,XRAY,stock,active,2000-01-03,2026-10-30,USD,84510675.75,0.007114849312178063,20,65.83,XRAY,False,manufacturing,high,low,stock|high|low
	2124	+firstrate:etf:XRT,XRT,etf,active,2006-06-22,2026-10-30,USD,287620611.05,0.012106381125493776,20,45.18,XRT,False,sector,high,high,etf|high|high
	2125	+firstrate:stock:XRX,XRX,stock,active,2000-01-03,2026-10-30,USD,62759607.4,0.008431996573388705,20,29.15,XRX,False,manufacturing,high,low,stock|high|low
	2126	+firstrate:etf:XSD,XSD,etf,active,2006-02-06,2026-10-30,USD,7741400.55,0.010319635536969308,20,69.81,XSD,False,sector,low,high,etf|low|high
	2127	+firstrate:etf:XSLV,XSLV,etf,active,2013-02-15,2026-10-30,USD,7230448.6,0.006702841146729875,20,46.25,XSLV,False,volatility_alt,low,mid,etf|low|mid
	2128	+firstrate:etf:XT,XT,etf,active,2015-03-23,2026-10-30,USD,5640656.35,0.005266471136830165,20,35.44,XT,False,other,low,mid,etf|low|mid
	2129	+firstrate:stock:XXII,XXII,stock,active,2011-01-26,2026-10-30,USD,6889173.12,0.044445881584108685,20,2.8,XXII,False,manufacturing,low,high,stock|low|high
	2130	+firstrate:stock:XYL,XYL,stock,active,2011-10-13,2026-10-30,USD,53832802.35,0.007026297262060427,20,68.2,XYL,False,manufacturing,mid,low,stock|mid|low
	2131	+firstrate:stock:XYZ,XYZ,stock,active,2015-11-19,2026-10-30,USD,632081355.3,0.022209697143283254,20,34.67,XYZ,False,services,high,high,stock|high|high
	2132	+firstrate:stock:YELP,YELP,stock,active,2012-03-02,2026-10-30,USD,49640943.4,0.015551540156659611,20,41.96,YELP,False,services,mid,mid,stock|mid|mid
	2133	+firstrate:stock:YEXT,YEXT,stock,active,2017-04-13,2026-10-30,USD,10753890.2,0.01846069469462406,20,12.03,YEXT,False,services,low,high,stock|low|high
	2134	+firstrate:etf:YINN,YINN,etf,active,2009-12-03,2026-10-30,USD,25044656.75,0.0308920514919895,20,34.02,YINN,False,leveraged_inverse,mid,high,etf|mid|high
	2135	+firstrate:stock:YPF,YPF,stock,active,2013-02-11,2026-10-30,USD,22435401.7,0.01498530988511872,20,22.91,YPF,False,unknown,mid,mid,stock|mid|mid
	2136	+firstrate:stock:YRD,YRD,stock,active,2015-12-18,2026-10-30,USD,19835643.25,0.037184260094473925,20,43.97,YRD,False,finance_insurance_realestate,mid,high,stock|mid|high
	2137	+firstrate:stock:YUM,YUM,stock,active,2000-01-03,2026-10-30,USD,135605211.05,0.005564552292746656,20,81.61,YUM,False,retail,high,low,stock|high|low
	2138	+firstrate:stock:YUMC,YUMC,stock,active,2016-10-31,2026-10-30,USD,59508818.4,0.014938760530045036,20,40.02,YUMC,False,retail,mid,mid,stock|mid|mid
	2139	+firstrate:stock:Z,Z,stock,active,2015-08-03,2026-10-30,USD,25253809.95,0.01699685273792127,20,40.92,Z,False,services,mid,high,stock|mid|high
	2140	+firstrate:stock:ZBH,ZBH,stock,active,2007-04-30,2026-10-30,USD,170263207.45,0.01583777048980121,20,120.67,ZBH,False,manufacturing,high,mid,stock|high|mid
	2141	+firstrate:stock:ZBRA,ZBRA,stock,active,2000-01-03,2026-10-30,USD,29211281.25,0.01335882178583585,20,103.8,ZBRA,False,manufacturing,mid,mid,stock|mid|mid
	2142	+firstrate:stock:ZD,ZD,stock,active,2007-04-30,2026-10-30,USD,23845961.65,0.009855142997527738,20,75.03,ZD,False,transport_utilities,mid,low,stock|mid|low
	2143	+firstrate:stock:ZG,ZG,stock,active,2011-07-20,2026-10-30,USD,11153842.9,0.016506237802322066,20,40.74,ZG,False,services,low,high,stock|low|high
	2144	+firstrate:stock:ZION,ZION,stock,active,2000-01-03,2026-10-30,USD,109101602.05,0.014712701480487932,20,50.83,ZION,False,finance_insurance_realestate,high,mid,stock|high|mid
	2145	+firstrate:stock:ZTO,ZTO,stock,active,2016-10-27,2026-10-30,USD,62828874.2,0.02066463913194877,20,15.85,ZTO,False,transport_utilities,high,high,stock|high|high
	2146	+firstrate:stock:ZTS,ZTS,stock,active,2013-02-01,2026-10-30,USD,125215992.7,0.0064546823504007525,20,72.04,ZTS,False,manufacturing,high,low,stock|high|low
	2147	+firstrate:stock:ZUMZ,ZUMZ,stock,active,2005-05-06,2026-10-30,USD,10292291.0,0.026085148028652746,20,20.83,ZUMZ,False,retail,low,high,stock|low|high
	2148	+firstrate:stock:ZWS,ZWS,stock,active,2012-03-29,2026-10-30,USD,23893020.8,0.013483738058776697,20,26.02,ZWS,False,manufacturing,mid,mid,stock|mid|mid

added data/manifests/universe_main.json +7008 −0

		@@ -0,0 +1,7008 @@
	1	+{
	2	+ "config": {
	3	+ "selection_date": "2017-12-29",
	4	+ "adv_window_start": "2017-12-01",
	5	+ "sample_start": "2018-01-02",
	6	+ "sample_end": "2025-12-31",
	7	+ "min_history_months": 6,
	8	+ "min_months_in_sample": 6,
	9	+ "min_adv_usd": 5000000.0,
	10	+ "n_target": 300,
	11	+ "etf_share": 0.25,
	12	+ "holdout_share": 0.2,
	13	+ "seed": 41,
	14	+ "min_coverage": 0.8,
	15	+ "coverage_file": "results/metrics/coverage_audit_candidates.csv"
	16	+ },
	17	+ "created_at": "2026-11-02T22:57:34.569355+00:00",
	18	+ "n_candidates": 1152,
	19	+ "n_selected": 300,
	20	+ "n_heldout": 60,
	21	+ "n_delisted": 1,
	22	+ "instrument_master_version": null,
	23	+ "selection_rules": [
	24	+ "first_date <= 2017-12-29 - 6 months",
	25	+ "last_date >= 2018-01-02 + 6 months (documented survival requirement)",
	26	+ "average daily dollar volume over [2017-12-01, 2017-12-29] >= 5,000,000 USD",
	27	+ "proportional allocation over asset class x ADV tercile x volatility tercile; round-robin over SIC division / ETF category inside strata",
	28	+ "20% of selected instruments held out entirely (zero-shot), seed 41",
	29	+ "regular-hours 1-minute coverage over the sample window >= 80% (coverage audit, availability filter)"
	30	+ ],
	31	+ "instruments": [
	32	+ {
	33	+ "instrument_id": "firstrate:stock:ABT",
	34	+ "symbol": "ABT",
	35	+ "name": "Abbott Laboratories",
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	54	+ },
	55	+ {
	56	+ "instrument_id": "firstrate:stock:ACAD",
	57	+ "symbol": "ACAD",
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	285	+ {
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	287	+ "symbol": "AM",
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	6943	+ "NTNX",
	6944	+ "PK",
	6945	+ "RCI",
	6946	+ "SABR",
	6947	+ "SBUX",
	6948	+ "SDS",
	6949	+ "SHEL",
	6950	+ "TNA",
	6951	+ "VIG",
	6952	+ "VZ",
	6953	+ "ZTO"
	6954	+ ],
	6955	+ "feasibility_symbols": [
	6956	+ "ADP",
	6957	+ "ALK",
	6958	+ "AU",
	6959	+ "AXTA",
	6960	+ "BCE",
	6961	+ "BLMN",
	6962	+ "CHD",
	6963	+ "CI",
	6964	+ "CMCSA",
	6965	+ "CNDT",
	6966	+ "CPRT",
	6967	+ "CVE",
	6968	+ "CX",
	6969	+ "D",
	6970	+ "DLR",
	6971	+ "EMN",
	6972	+ "EWT",
	6973	+ "FLR",
	6974	+ "FSLR",
	6975	+ "GEO",
	6976	+ "GLD",
	6977	+ "GLNG",
	6978	+ "HSBC",
	6979	+ "HXL",
	6980	+ "IEF",
	6981	+ "IRBT",
	6982	+ "LEN",
	6983	+ "MRSH",
	6984	+ "NRG",
	6985	+ "NTNX",
	6986	+ "OKE",
	6987	+ "PEP",
	6988	+ "PFG",
	6989	+ "PK",
	6990	+ "PWR",
	6991	+ "RCI",
	6992	+ "SABR",
	6993	+ "SBUX",
	6994	+ "SDS",
	6995	+ "SHEL",
	6996	+ "SMFG",
	6997	+ "SRPT",
	6998	+ "TIP",
	6999	+ "TNA",
	7000	+ "VIG",
	7001	+ "VTR",
	7002	+ "VZ",
	7003	+ "WAB",
	7004	+ "XPO",
	7005	+ "ZTO"
	7006	+ ],
	7007	+ "sha256": "cca67e2940b8a4a04216b06b7c78cf6fa2b3f536ef1eb62f3b006083be2d6515"
	7008	+}
		\ No newline at end of file

added data/manifests/universe_main_v1_precoverage.json +6405 −0

		@@ -0,0 +1,6405 @@
	1	+{
	2	+ "config": {
	3	+ "selection_date": "2017-12-29",
	4	+ "adv_window_start": "2017-12-01",
	5	+ "sample_start": "2018-01-02",
	6	+ "sample_end": "2025-12-31",
	7	+ "min_history_months": 6,
	8	+ "min_months_in_sample": 6,
	9	+ "min_adv_usd": 5000000.0,
	10	+ "n_target": 300,
	11	+ "etf_share": 0.25,
	12	+ "holdout_share": 0.2,
	13	+ "seed": 41
	14	+ },
	15	+ "created_at": "2026-11-02T22:43:55.669414+00:00",
	16	+ "n_candidates": 2147,
	17	+ "n_selected": 300,
	18	+ "n_heldout": 60,
	19	+ "n_delisted": 2,
	20	+ "instrument_master_version": null,
	21	+ "selection_rules": [
	22	+ "first_date <= 2017-12-29 - 6 months",
	23	+ "last_date >= 2018-01-02 + 6 months (documented survival requirement)",
	24	+ "average daily dollar volume over [2017-12-01, 2017-12-29] >= 5,000,000 USD",
	25	+ "proportional allocation over asset class x ADV tercile x volatility tercile; round-robin over SIC division / ETF category inside strata",
	26	+ "20% of selected instruments held out entirely (zero-shot), seed 41"
	27	+ ],
	28	+ "instruments": [
	29	+ {
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	31	+ "symbol": "AAXJ",
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	37	+ "currency": "USD",
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	45	+ "adv_tercile": "high",
	46	+ "vol_tercile": "high",
	47	+ "stratum": "etf|high|high",
	48	+ "role": "pooled"
	49	+ },
	50	+ {
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	52	+ "symbol": "ABEV",
	53	+ "name": "Ambev S.A. American Depositary Shares",
	54	+ "asset_class": "stock",
	55	+ "status": "active",
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	67	+ "vol_tercile": "mid",
	68	+ "stratum": "stock|high|mid",
	69	+ "role": "heldout_instrument"
	70	+ },
	71	+ {
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	73	+ "symbol": "ABG",
	74	+ "name": "Asbury Automotive",
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	89	+ "stratum": "stock|mid|high",
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	110	+ "stratum": "stock|mid|high",
	111	+ "role": "pooled"
	112	+ },
	113	+ {
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	115	+ "symbol": "ACHC",
	116	+ "name": "Acadia Healthcare Company",
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	130	+ "vol_tercile": "mid",
	131	+ "stratum": "stock|mid|mid",
	132	+ "role": "pooled"
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	153	+ "role": "heldout_instrument"
	154	+ },
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	221	+ "name": "Arthur J. Gallagher & Co.",
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	278	+ "stratum": "etf|high|high",
	279	+ "role": "pooled"
	280	+ },
	281	+ {
	282	+ "instrument_id": "firstrate:stock:AMZN",
	283	+ "symbol": "AMZN",
	284	+ "name": "Amazon.com",
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	294	+ "base_symbol": "AMZN",
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	299	+ "stratum": "stock|high|low",
	300	+ "role": "pooled"
	301	+ },
	302	+ {
	303	+ "instrument_id": "firstrate:stock:AN",
	304	+ "symbol": "AN",
	305	+ "name": "Autonation",
	306	+ "asset_class": "stock",
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	386	+ {
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	388	+ "symbol": "ARMK",
	389	+ "name": "Aramark",
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	425	+ "stratum": "stock|low|low",
	426	+ "role": "pooled"
	427	+ },
	428	+ {
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	430	+ "symbol": "ASH",
	431	+ "name": "Ashland Global Holdings",
	432	+ "asset_class": "stock",
	433	+ "status": "active",
	434	+ "first_date": "2000-01-04",
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	436	+ "currency": "USD",
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	440	+ "last_close": 71.2,
	441	+ "base_symbol": "ASH",
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	444	+ "adv_tercile": "mid",
	445	+ "vol_tercile": "low",
	446	+ "stratum": "stock|mid|low",
	447	+ "role": "heldout_instrument"
	448	+ },
	449	+ {
	450	+ "instrument_id": "firstrate:stock:B",
	451	+ "symbol": "B",
	452	+ "name": "Barrick Gold Corp",
	453	+ "asset_class": "stock",
	454	+ "status": "active",
	455	+ "first_date": "2007-04-27",
	456	+ "last_date": "2026-10-30",
	457	+ "currency": "USD",
	458	+ "adv_usd": 139185081.65,
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	461	+ "last_close": 14.47,
	462	+ "base_symbol": "B",
	463	+ "delisted": false,
	464	+ "group": "mining",
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	466	+ "vol_tercile": "mid",
	467	+ "stratum": "stock|high|mid",
	468	+ "role": "pooled"
	469	+ },
	470	+ {
	471	+ "instrument_id": "firstrate:stock:BCC",
	472	+ "symbol": "BCC",
	473	+ "name": "Boise Cascade",
	474	+ "asset_class": "stock",
	475	+ "status": "active",
	476	+ "first_date": "2013-02-07",
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	490	+ },
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	6170	+ "adv_usd": 11916996.5,
	6171	+ "daily_vol": 0.020837019016897954,
	6172	+ "n_days": 20,
	6173	+ "last_close": 43.11,
	6174	+ "base_symbol": "XIFR",
	6175	+ "delisted": false,
	6176	+ "group": "transport_utilities",
	6177	+ "adv_tercile": "low",
	6178	+ "vol_tercile": "high",
	6179	+ "stratum": "stock|low|high",
	6180	+ "role": "pooled"
	6181	+ },
	6182	+ {
	6183	+ "instrument_id": "firstrate:etf:XLP",
	6184	+ "symbol": "XLP",
	6185	+ "name": "Consumer Staples Select Sector SPDR",
	6186	+ "asset_class": "etf",
	6187	+ "status": "active",
	6188	+ "first_date": "2000-01-03",
	6189	+ "last_date": "2026-10-30",
	6190	+ "currency": "USD",
	6191	+ "adv_usd": 617780573.4,
	6192	+ "daily_vol": 0.004121471705341277,
	6193	+ "n_days": 20,
	6194	+ "last_close": 56.89,
	6195	+ "base_symbol": "XLP",
	6196	+ "delisted": false,
	6197	+ "group": "sector",
	6198	+ "adv_tercile": "high",
	6199	+ "vol_tercile": "low",
	6200	+ "stratum": "etf|high|low",
	6201	+ "role": "pooled"
	6202	+ },
	6203	+ {
	6204	+ "instrument_id": "firstrate:etf:XLU",
	6205	+ "symbol": "XLU",
	6206	+ "name": "Utilities Select Sector SPDR",
	6207	+ "asset_class": "etf",
	6208	+ "status": "active",
	6209	+ "first_date": "2000-01-03",
	6210	+ "last_date": "2026-10-30",
	6211	+ "currency": "USD",
	6212	+ "adv_usd": 767897438.2,
	6213	+ "daily_vol": 0.007828674472784711,
	6214	+ "n_days": 20,
	6215	+ "last_close": 52.68,
	6216	+ "base_symbol": "XLU",
	6217	+ "delisted": false,
	6218	+ "group": "sector",
	6219	+ "adv_tercile": "high",
	6220	+ "vol_tercile": "high",
	6221	+ "stratum": "etf|high|high",
	6222	+ "role": "pooled"
	6223	+ },
	6224	+ {
	6225	+ "instrument_id": "firstrate:etf:XLV",
	6226	+ "symbol": "XLV",
	6227	+ "name": "Health Care Select Sector SPDR",
	6228	+ "asset_class": "etf",
	6229	+ "status": "active",
	6230	+ "first_date": "2000-01-03",
	6231	+ "last_date": "2026-10-30",
	6232	+ "currency": "USD",
	6233	+ "adv_usd": 574792573.45,
	6234	+ "daily_vol": 0.005499753813893828,
	6235	+ "n_days": 20,
	6236	+ "last_close": 82.68,
	6237	+ "base_symbol": "XLV",
	6238	+ "delisted": false,
	6239	+ "group": "sector",
	6240	+ "adv_tercile": "high",
	6241	+ "vol_tercile": "mid",
	6242	+ "stratum": "etf|high|mid",
	6243	+ "role": "heldout_instrument"
	6244	+ },
	6245	+ {
	6246	+ "instrument_id": "firstrate:stock:XPRO",
	6247	+ "symbol": "XPRO",
	6248	+ "name": "Expro Holdings N.V.",
	6249	+ "asset_class": "stock",
	6250	+ "status": "active",
	6251	+ "first_date": "2013-08-09",
	6252	+ "last_date": "2026-10-30",
	6253	+ "currency": "USD",
	6254	+ "adv_usd": 6509685.846,
	6255	+ "daily_vol": 0.031168905596766695,
	6256	+ "n_days": 20,
	6257	+ "last_close": 6.65,
	6258	+ "base_symbol": "XPRO",
	6259	+ "delisted": false,
	6260	+ "group": "mining",
	6261	+ "adv_tercile": "low",
	6262	+ "vol_tercile": "high",
	6263	+ "stratum": "stock|low|high",
	6264	+ "role": "pooled"
	6265	+ },
	6266	+ {
	6267	+ "instrument_id": "firstrate:stock:XXII",
	6268	+ "symbol": "XXII",
	6269	+ "name": "22Nd Century",
	6270	+ "asset_class": "stock",
	6271	+ "status": "active",
	6272	+ "first_date": "2011-01-26",
	6273	+ "last_date": "2026-10-30",
	6274	+ "currency": "USD",
	6275	+ "adv_usd": 6889173.12,
	6276	+ "daily_vol": 0.044445881584108685,
	6277	+ "n_days": 20,
	6278	+ "last_close": 2.8,
	6279	+ "base_symbol": "XXII",
	6280	+ "delisted": false,
	6281	+ "group": "manufacturing",
	6282	+ "adv_tercile": "low",
	6283	+ "vol_tercile": "high",
	6284	+ "stratum": "stock|low|high",
	6285	+ "role": "heldout_instrument"
	6286	+ },
	6287	+ {
	6288	+ "instrument_id": "firstrate:stock:YUM",
	6289	+ "symbol": "YUM",
	6290	+ "name": "Yum! Brands Inc",
	6291	+ "asset_class": "stock",
	6292	+ "status": "active",
	6293	+ "first_date": "2000-01-03",
	6294	+ "last_date": "2026-10-30",
	6295	+ "currency": "USD",
	6296	+ "adv_usd": 135605211.05,
	6297	+ "daily_vol": 0.005564552292746656,
	6298	+ "n_days": 20,
	6299	+ "last_close": 81.61,
	6300	+ "base_symbol": "YUM",
	6301	+ "delisted": false,
	6302	+ "group": "retail",
	6303	+ "adv_tercile": "high",
	6304	+ "vol_tercile": "low",
	6305	+ "stratum": "stock|high|low",
	6306	+ "role": "pooled"
	6307	+ },
	6308	+ {
	6309	+ "instrument_id": "firstrate:stock:ZD",
	6310	+ "symbol": "ZD",
	6311	+ "name": "Ziff Davis",
	6312	+ "asset_class": "stock",
	6313	+ "status": "active",
	6314	+ "first_date": "2007-04-30",
	6315	+ "last_date": "2026-10-30",
	6316	+ "currency": "USD",
	6317	+ "adv_usd": 23845961.65,
	6318	+ "daily_vol": 0.009855142997527738,
	6319	+ "n_days": 20,
	6320	+ "last_close": 75.03,
	6321	+ "base_symbol": "ZD",
	6322	+ "delisted": false,
	6323	+ "group": "transport_utilities",
	6324	+ "adv_tercile": "mid",
	6325	+ "vol_tercile": "low",
	6326	+ "stratum": "stock|mid|low",
	6327	+ "role": "pooled"
	6328	+ }
	6329	+ ],
	6330	+ "pilot_symbols": [
	6331	+ "CCS",
	6332	+ "CMP",
	6333	+ "DB",
	6334	+ "DLR",
	6335	+ "EGBN",
	6336	+ "FV",
	6337	+ "HEZU",
	6338	+ "IDV",
	6339	+ "IRBT",
	6340	+ "IRT",
	6341	+ "ORA",
	6342	+ "PRIM",
	6343	+ "RCI",
	6344	+ "SBAC",
	6345	+ "SEI",
	6346	+ "SIG",
	6347	+ "VOX",
	6348	+ "WMT",
	6349	+ "WOR",
	6350	+ "XLU"
	6351	+ ],
	6352	+ "feasibility_symbols": [
	6353	+ "ACHC",
	6354	+ "AMG",
	6355	+ "ARMK",
	6356	+ "B",
	6357	+ "BCO",
	6358	+ "BSAC",
	6359	+ "CCS",
	6360	+ "CCU",
	6361	+ "CENTA",
	6362	+ "CIG",
	6363	+ "CMP",
	6364	+ "COLB",
	6365	+ "DB",
	6366	+ "DLR",
	6367	+ "EDU",
	6368	+ "EGBN",
	6369	+ "EWN",
	6370	+ "FCFS",
	6371	+ "FEZ",
	6372	+ "FLR",
	6373	+ "FNV",
	6374	+ "FV",
	6375	+ "GUSH",
	6376	+ "HEZU",
	6377	+ "HLF",
	6378	+ "IDV",
	6379	+ "IRBT",
	6380	+ "IRT",
	6381	+ "JJSF",
	6382	+ "KMX",
	6383	+ "MSTR",
	6384	+ "OR",
	6385	+ "ORA",
	6386	+ "PCG",
	6387	+ "PRIM",
	6388	+ "RCI",
	6389	+ "RS",
	6390	+ "SBAC",
	6391	+ "SBNY",
	6392	+ "SBSW",
	6393	+ "SEI",
	6394	+ "SHM",
	6395	+ "SIG",
	6396	+ "SPNT",
	6397	+ "VLUE",
	6398	+ "VOX",
	6399	+ "VTIP",
	6400	+ "WMT",
	6401	+ "WOR",
	6402	+ "XLU"
	6403	+ ],
	6404	+ "sha256": "d2f42f6217c76f53e0d64849c6dbfaf15e3d5d1727226ea31ab839d73ced86b8"
	6405	+}
		\ No newline at end of file

added data/manifests/universe_synthetic.json +71 −0

		@@ -0,0 +1,71 @@
	1	+{
	2	+ "config": {
	3	+ "synthetic": true
	4	+ },
	5	+ "instruments": [
	6	+ {
	7	+ "symbol": "SYN00",
	8	+ "asset_class": "stock",
	9	+ "role": "pooled",
	10	+ "adv_usd": 10000000.0,
	11	+ "adv_tercile": "low",
	12	+ "vol_tercile": "mid",
	13	+ "group": "synthetic",
	14	+ "delisted": false,
	15	+ "status": "active",
	16	+ "first_date": "2024-01-02",
	17	+ "last_date": "2024-05-31"
	18	+ },
	19	+ {
	20	+ "symbol": "SYN01",
	21	+ "asset_class": "stock",
	22	+ "role": "pooled",
	23	+ "adv_usd": 20000000.0,
	24	+ "adv_tercile": "mid",
	25	+ "vol_tercile": "high",
	26	+ "group": "synthetic",
	27	+ "delisted": false,
	28	+ "status": "active",
	29	+ "first_date": "2024-01-02",
	30	+ "last_date": "2024-05-31"
	31	+ },
	32	+ {
	33	+ "symbol": "SYN02",
	34	+ "asset_class": "stock",
	35	+ "role": "pooled",
	36	+ "adv_usd": 30000000.0,
	37	+ "adv_tercile": "high",
	38	+ "vol_tercile": "low",
	39	+ "group": "synthetic",
	40	+ "delisted": false,
	41	+ "status": "active",
	42	+ "first_date": "2024-01-02",
	43	+ "last_date": "2024-05-31"
	44	+ },
	45	+ {
	46	+ "symbol": "SYN03",
	47	+ "asset_class": "etf",
	48	+ "role": "heldout_instrument",
	49	+ "adv_usd": 40000000.0,
	50	+ "adv_tercile": "low",
	51	+ "vol_tercile": "mid",
	52	+ "group": "synthetic",
	53	+ "delisted": false,
	54	+ "status": "active",
	55	+ "first_date": "2024-01-02",
	56	+ "last_date": "2024-05-31"
	57	+ }
	58	+ ],
	59	+ "pilot_symbols": [
	60	+ "SYN00",
	61	+ "SYN01",
	62	+ "SYN02"
	63	+ ],
	64	+ "feasibility_symbols": [
	65	+ "SYN00",
	66	+ "SYN01",
	67	+ "SYN02"
	68	+ ],
	69	+ "n_selected": 4,
	70	+ "sha256": "73171c0475e7985c635dacb931910fe08ca977a507057a3bcee01fa345817a39"
	71	+}
		\ No newline at end of file

added docs/DATA_CARD.md +76 −0

		@@ -0,0 +1,76 @@
	1	+# Data card — WP41 CHRONOS-X
	2	+
	3	+## Source
	4	+FinData OS (`https://findata.spboucher.ai/api/v1`), a private lakehouse of FirstRate Data bars. Datasets used:
	5	+`market_bars.stock.1m.raw` (6.70 G rows, 2000→2026-10-30) and `market_bars.etf.1m.raw` (0.91 G rows). Stored bars are
	6	+raw (unadjusted); corporate actions come from the instrument master (`/instruments/{symbol}`). No fundamentals, news
	7	+or quotes are used. Finnhub: not used (optional vendor, not verified).
	8	+
	9	+## Connector contract (`src/chronos_x/data/client.py`, `exports.py`)
	10	+- Discovery: `GET /catalog/datasets`, `/catalog/schema/bars`, `/openapi.json` (audited in `docs/PHASE_0_REPORT.md`).
	11	+- Small reads: `GET /market/bars` (1m ≤ 31 days, ≤ 10 000 rows/page, cursor, Arrow IPC) for tests and audits.
	12	+- Bulk: `POST /exports` (Parquet, dataset version pinned) per instrument for the whole sample window, polled, streamed
	13	+ to disk, schema-validated, sha256-hashed; manifest line with dataset version, request id, revision ids, time.
	14	+- Preserved per call: `X-Request-ID`, `X-Dataset-Id`, `X-Dataset-Version` (JSONL provenance logs).
	15	+- Rate: client token bucket (5–8 req/s), retries with jittered backoff on 429/5xx, disk quota guard (≥ 40 GB free).
	16	+
	17	+## Conventions (verified on real rows, P0)
	18	+| Convention | Value |
	19	+|---|---|
	20	+| Timestamp | `timestamp_utc` = bar OPEN (UTC). Bar at 09:30 ET is complete at 09:31 ET |
	21	+| Regular session | 09:30–16:00 ET → 391 bars (slots 0..390); slot 390 = closing print, excluded from context and targets |
	22	+| Early close | 13:00 ET → 211 bars (slot 210 = closing print) |
	23	+| Extended hours | 04:00–20:00 ET present at the source; excluded (separate experiment, not run in v1.0) |
	24	+| Missing minutes | absent at the source (zero volume); kept missing, masked; never forward-filled |
	25	+| DST | handled via `exchange_calendars` XNYS opens/closes in UTC |
	26	+| Integrity | rows violating OHLC inequalities, non-positive prices or negative volume are dropped and counted (0 in the pilot) |
	27	+| Duplicates | highest `revision_id` kept per (instrument, timestamp) (0 duplicates in the pilot) |
	28	+
	29	+## Corporate-action policy (`adjustments.py`)
	30	+Splits applied explicitly per session from the instrument master (equals the server's `adjustment=split`; live test).
	31	+Cash dividends are **not** applied: intraday log returns within a session are invariant to the dividend factor and any
	32	+dividend adjustment is window dependent. The overnight gap feature across an ex-dividend date is left raw. Mergers and
	33	+spin-offs are not available: a delisted series simply ends.
	34	+
	35	+## Dense grid (`features.py`)
	36	+Per instrument: `base[S, 391, 5]` (log open/high/low/close, log1p volume, float32), `mask[S, 391]`, `in_session`,
	37	+`seas[S, 391]` (past-20-session mean log volume per slot, past only), `b5[S, 78, 5]` + `m5` (5-minute buckets of slots
	38	+5j..5j+4), `b30[S, 13, 5]` + `m30` (30-minute buckets), `meta.json` (session dates, slots, early closes, split factor,
	39	+overnight gaps, QA counts). ≈ 16 MB per instrument-decade.
	40	+
	41	+## Origins and targets (`windows.py`)
	42	+Origin (s, m): completed bars 0..m of session s. Eligible iff m ≥ 30, m + 60 ≤ last target slot (389 / 209), bar m
	43	+present, ≥ 80 % of the next 60 slots present, s ≥ 1. Training: `origins_per_session` random origins per session; evaluation:
	44	+stride 10 minutes (36 origins per normal session). Targets y[h] = lc[m+h] − lc[prev present ≤ m+h−1], mask = present(m+h),
	45	+h = 1..60; cumulative H-minute return = Σ_{h≤H} y[h]·mask (exact log return of the last observed bar ≤ m+H);
	46	+realised variance = Σ y²·mask; tail event = |cum| > 2.5·σ_t·√H.
	47	+
	48	+## Features (strictly causal)
	49	+Per bar (15): scaled return, range, upper/lower wick, body, close location, log volume, relative volume vs seasonal
	50	+profile, missing flag, session-boundary flag, log temporal gap, minute fraction, time to close, weekday, early-close flag.
	51	+Scaling: σ_t = RMS of present same-session 1-minute returns in the 390-bar window (floor 1e-5), computed at origin only.
	52	+Global (9): log σ_t, scaled overnight gap, minute fraction, time to close, weekday, early close, log RV30/σ², log RVday/σ²,
	53	+mean relative volume over 30 minutes. Branch B/C features use the same definitions on completed buckets with √5, √30 scaling.
	54	+Leakage gate: `tests/leakage/` (inputs invariant to any future bar; deliberate-future fixture rejected).
	55	+
	56	+## Universe (`data/manifests/universe_main.json`, sha256 inside; v1 kept as `universe_main_v1_precoverage.json`)
	57	+- Selection date 2017-12-29; information set: instrument master (first/last date, delisted status) + daily bars
	58	+ 2017-12-01..29 (ADV, daily volatility). Rules: first_date ≤ 2017-06-29; last_date ≥ 2018-07-02 (6-month survival
	59	+ requirement, documented bias); ADV ≥ 5 M USD; ≥ 15 daily bars in the ADV window.
	60	+- **Coverage gate (P1 audit, before any model tuning)**: regular-hours 1-minute coverage over 2018–2025 ≥ 80 %
	61	+ (`results/metrics/coverage_audit_candidates.csv`, 2 147 candidates audited; Spearman(ADV, coverage) = 0.76). The v1
	62	+ draw had a median coverage of 82 % and a minimum of 6 %; the gate leaves 1 152 candidates (947 stocks, 205 ETFs, 5 delisted).
	63	+- Allocation: proportional over asset class (75 % stocks / 25 % ETFs) × ADV tercile × volatility tercile; inside each
	64	+ stratum round-robin over SIC division (stocks, from SEC submissions; 25 "unknown") or ETF name category.
	65	+- 300 instruments; 60 (20 %) held out entirely (zero-shot); 1 delisted instrument in the sample. Pilot = 20 pooled
	66	+ instruments, feasibility = 50.
	67	+- Survivorship: only 5 delisted candidates passed the gate because FinData's delisted 1-minute archives are only partly
	68	+ ingested; the sample is therefore close to a survivor sample for 2018–2025 (limitation, reported in the paper).
	69	+
	70	+## Splits
	71	+Chronological by session: train ≤ 2022-12-31, validation 2023, development test 2024, **final untouched test 2025**
	72	+(run once, `configs/final.yaml`). A one-session embargo at the start of each evaluation split removes overlap with the
	73	+last training targets. Held-out instruments are evaluated only with models trained on pooled instruments.
	74	+
	75	+## License
	76	+FirstRate Data private use; see `docs/LICENSE.md`. No bars, grids or per-origin returns are committed or released.

added docs/LICENSE.md +25 −0

		@@ -0,0 +1,25 @@
	1	+# License review — WP41 CHRONOS-X
	2	+
	3	+## Code
	4	+Research code in `src/`, `scripts/`, `tests/`, `configs/`: MIT (author: Simon-Pierre Boucher, UQO). Third-party
	5	+packages keep their own licenses (PyTorch BSD-3, Polars/PyArrow Apache-2, LightGBM MIT, arch NCSA, exchange_calendars
	6	+Apache-2, scikit-learn BSD-3, statsmodels BSD-3).
	7	+
	8	+## Data (FirstRate Data via FinData OS) — private-use license
	9	+Verified terms (FinData `DISCOVERY.md §4`, vendor `/about/license`, `/about/FAQ`): perpetual private use; storage on
	10	+own servers, research, backtests, model training, derived statistics and charts are allowed; **prohibited**:
	11	+redistribution of raw data (CSV, API returning bars, tables of prices/volumes), resale, sharing the user id.
	12	+Attribution to FirstRate Data is required when publishing research.
	13	+
	14	+Consequences enforced in this repository:
	15	+| Artifact | Policy |
	16	+|---|---|
	17	+| Raw bars, dense grids, origin tables with returns | private cache on the compute node (`~/wp41-cache`); `.gitignore` excludes `*.parquet`, `data/cache`, `data/bars` |
	18	+| `results/metrics/*/origins_*.csv` (realised returns per origin) | **not committed** (listed in `.gitignore`); regenerated from the cache |
	19	+| Per-origin score arrays (`per_origin_*.npz`) | derived statistics (scores), committed only in aggregate form (`summary_*.json`, leaderboards) |
	20	+| Figures | scores, calibration, ablations; no price or volume series of an identifiable instrument-session |
	21	+| Manuscript | aggregate results; instrument lists (tickers) are allowed, bars are not |
	22	+| Synthetic fixtures (`data/synthetic/`, `chronos_x.data.synthetic`) | license-free, generated; the release example runs on them |
	23	+| Model weights | trained on licensed data; the weights are derived statistics. Released weights (if any) are accompanied by this notice; no bars can be recovered from them |
	24	+
	25	+Attribution line used in the paper: "Intraday data: FirstRate Data (private license), accessed through FinData OS."

added docs/MODEL_CARD.md +61 −0

		@@ -0,0 +1,61 @@
	1	+# Model card — MRPT (Multi-Resolution Patch Transformer), WP41 CHRONOS-X
	2	+
	3	+## Task
	4	+At decision time t (open of the next minute, all bars up to t complete), forecast the distribution of the next 60
	5	+one-minute log returns of one US equity or ETF during regular hours, and derived quantities at H ∈ {5, 15, 30, 60}:
	6	+cumulative return, realised variance, high/low excursions, tail-event probabilities. Research model, not a product.
	7	+
	8	+## Inputs (strictly causal; `docs/DATA_CARD.md`)
	9	+- Branch A: last 390 one-minute bars (15 features each, crossing session boundaries with gap/boundary flags), patch 5 → 78 tokens.
	10	+- Branch B: last 390 completed 5-minute buckets (≈ 5 trading days), patch 3 → 130 tokens.
	11	+- Branch C: last 260 completed 30-minute buckets (20 trading days), patch 2 → 130 tokens.
	12	+- Global token: 9 history-only statistics (log σ_t, overnight gap, calendar, RV ratios, relative volume).
	13	+- Future calendar positions of the 60 target minutes (known at origin).
	14	+- No ticker identity in the core model (ablation only); no fundamentals, news, quotes.
	15	+
	16	+## Architecture (`src/chronos_x/models`)
	17	+Gated feature projection per patch (GLU) + resolution embedding + sinusoidal position (distance to origin) +
	18	+temporal-gap embedding + missing-fraction scalar; pre-norm Transformer encoder (shared backbone over the concatenated
	19	+tokens with key-padding masks, or per-scale encoders + cross-attention fusion); regime embedding (MLP on the global
	20	+statistics, learned codebook, or none) added to the decoder queries; 2-layer Transformer decoder with 60 learned future
	21	+queries + future-calendar projection, cross-attending to the encoder memory; Student-t head per future minute
	22	+(μ = σ_t·a, s = σ_t·softplus(b), ν = 2.05 + softplus(c)) or Gaussian or quantile head.
	23	+
	24	+| Preset | d_model | layers | heads | FFN | decoder | trainable parameters (measured) |
	25	+|---|---|---|---|---|---|---|
	26	+| tiny (tests) | 64 | 2 | 4 | 128 | 1 | 1.0e5–5e5 |
	27	+| **small** | 192 | 4 | 6 | 768 | 2 | see `results/metrics/*/mrpt_small/train_summary.json` |
	28	+| spec (brief) | 256 | 6 | 8 | 1024 | 2 | id. |
	29	+| **base** | 384 | 8 | 8 | 1536 | 2 | id. (target 15–30 M) |
	30	+
	31	+Stage B (`joint_path.py`): Gaussian copula with low-rank (k = 4) + diagonal correlation over the 60 future minutes,
	32	+Student-t marginals frozen from Stage A, trained on the copula log-likelihood of the observed PITs (missing minutes
	33	+marginalised exactly), sampled without Cholesky; path scores (energy, variogram) against independent sampling of the
	34	+same marginals (H4).
	35	+
	36	+## Training (`train/trainer.py`)
	37	+Masked Student-t NLL (FP32 likelihood), AdamW (β = 0.9/0.98), linear warm-up + cosine decay to 10 %, gradient clipping
	38	+1.0, early stopping on validation NLL, fixed seeds, crash-safe `last.pt`/`best.pt` with resume, JSONL tracking of loss,
	39	+grad norm, throughput, data-loader fraction and MPS memory. Mixed precision not enabled in v1.0 (stability first;
	40	+measured FP32 throughput in `results/metrics/benchmark_*.json`).
	41	+
	42	+## Baselines (`configs/baselines.yaml`)
	43	+Random walk with trailing RMS scale, seasonal volatility, EWMA-t, HAR-RV (minute scale), GARCH(1,1)-t on 5-minute
	44	+returns, ridge / elastic net / LightGBM on 19 origin features, MLP and TCN on the 1-minute branch with the same
	45	+Student-t head, and the 1m-only MRPT (equal parameters) as the patch-transformer baseline.
	46	+
	47	+### Baselines not run (honest list)
	48	+- Chronos / TimesFM: pretrained weights not available offline on the compute node; their tokenisers expect a single
	49	+ real-valued series without masks or multi-resolution inputs; license/terms not reviewed within this project.
	50	+- iTransformer: not implemented (PatchTST-style 1m-only MRPT serves as the transformer control).
	51	+- EGARCH: multi-step forecasts need simulation; too slow for the number of evaluation origins.
	52	+
	53	+## Evaluation
	54	+CRPS (closed form for parametric baselines, sample-based for all), WIS, quantile loss, PIT/KS, 50/80/95 % coverage,
	55	+sharpness, QLIKE on realised variance, tail-event Brier, directional accuracy, energy/variogram scores for paths;
	56	+trading-day cluster bootstrap, Diebold–Mariano with HAC lag = overlap, Holm/BH; subgroups by asset class, ADV, volatility,
	57	+sector, time of day, year, stress days; held-out instruments and untouched 2025 period.
	58	+
	59	+## Intended use and limitations
	60	+Research on intraday representation learning. Not investment advice; no claim of profitability. Trained on a
	61	+survivor-heavy universe of liquid US instruments (coverage ≥ 80 %); regular hours only; no quotes, so costs are assumptions.

added docs/OPERATIONS.md +39 −0

		@@ -0,0 +1,39 @@
	1	+# Operations — WP41
	2	+
	3	+## Nodes
	4	+- **Compute: M3U96b** (`~/wp41_uqo`, venv `.venv` Python 3.12, torch 2.15 MPS). Cache `~/wp41-cache/{bars,instruments,grids,manifests}`.
	5	+- **Data: M3U96a** FinData OS API, reached over the LAN: `FINDATA_BASE_URL=http://192.168.2.80:8600/api/v1`.
	6	+- **Laptop**: mirror of the repository (`~/Desktop/UQO/Recherche/Recherche-UQO/finance/wp41_uqo`), tests, LaTeX.
	7	+
	8	+## Environment on the node
	9	+```bash
	10	+export FINDATA_API_KEY_FILE=~/findata-secrets/api-key-wp41.txt # mode 600, dedicated key (scopes read/query/export)
	11	+export FINDATA_BASE_URL=http://192.168.2.80:8600/api/v1
	12	+export WP41_RATE=8 # client-side req/s (server limit 600/min)
	13	+export WP41_CACHE=~/wp41-cache
	14	+```
	15	+
	16	+## Sync and run
	17	+```bash
	18	+# laptop -> node (code only; caches and results stay on the node, metrics are rsynced back)
	19	+rsync -a --exclude .venv --exclude .git --exclude results/logs ./ M3U96b:~/wp41_uqo/
	20	+ssh M3U96b 'cd ~/wp41_uqo && uv pip install -q -p .venv/bin/python -e . && .venv/bin/python -m pytest -q'
	21	+ssh M3U96b 'cd ~/wp41_uqo && nohup .venv/bin/python scripts/download_pilot.py --config configs/main.yaml --symbols-from all --workers 3 > results/logs/download_main.out 2>&1 &'
	22	+ssh M3U96b 'cd ~/wp41_uqo && nohup .venv/bin/python scripts/run_experiment.py --config configs/main.yaml > results/logs/main.out 2>&1 &'
	23	+# node -> laptop (aggregate results only)
	24	+rsync -a --exclude 'origins_*.csv' --exclude '*.npz' --exclude '*.pt' M3U96b:~/wp41_uqo/results/ results/
	25	+```
	26	+
	27	+## Logs and provenance
	28	+- `results/logs/provenance_*.jsonl`: one line per API call (method, path, status, request id, dataset id/version, ms).
	29	+- `~/wp41-cache/manifests/bars_manifest.jsonl`: one line per export (dataset version, sha256, rows, request id, time).
	30	+- `results/metrics/<exp>/<model>/train_log.jsonl`: training curves, throughput, memory; `last.pt` resumes a crashed run.
	31	+
	32	+## Safety
	33	+- Never print the key; the client redacts `fd_…` tokens in exceptions and logs.
	34	+- Downloads stop when free disk < 40 GB (`min_free_gb`). Exports are bounded (≤ 500 symbols, ≤ 12 years per request).
	35	+- No production app is touched; the node's PM2 apps (toveli, autoscholar, wp-web) keep running.
	36	+
	37	+## Gotchas
	38	+- **Segfault when LightGBM is imported after torch** (two copies of libomp on macOS): every entry point imports `lightgbm` first (`scripts/run_experiment.py`, `chronos_x/experiment.py`). Verified on M3U96b with torch 2.15 / lightgbm 4.x.
	39	+- Detached runs: use `scripts/node_run.sh <name> <cmd>` (nohup + `< /dev/null` + disown); a plain `ssh host 'nohup … &'` was killed when the SSH channel closed.

added docs/PHASE_0_REPORT.md +77 −0

		@@ -0,0 +1,77 @@
	1	+# PHASE 0 — Audit report (2026-11-02)
	2	+
	3	+## Scope
	4	+Inspect the repository, the live FinData OS API, the dataset catalog, the data license and the cluster resources;
	5	+publish an exact feasibility report with risks. No data were ingested in this phase beyond small verification pages.
	6	+
	7	+## Repository
	8	+- `Recherche-UQO/` holds 40 working papers (README index); `finance/` has 14 projects including WP39 (FinData, 1-min vs
	9	+ daily for accounting deterioration) and WP40 (RAID, C++/Metal econometrics). Nothing was modified outside the new
	10	+ directory `finance/wp41_uqo/` (own git repository; remote `wp41_uqo.git` to be created on spbgit at release).
	11	+- Template conventions (`HARMONISATION.md`): title page macros, `paper/Makefile` + `.latexmkrc`, README skeleton; copied.
	12	+
	13	+## Live API (`https://findata.spboucher.ai/api/v1`, probed 2026-11-02 22:26 UTC; `results/metrics/p0_api_audit.json`)
	14	+| Item | Verified value |
	15	+|---|---|
	16	+| OpenAPI | 3.1.0, 41 paths; `ExportIn` = {dataset_id, symbols ≤ 500, start, end, adjustment ∈ {raw, split, split_div}, format} |
	17	+| Bars schema | v1, `timestamp_convention = bar_open`, storage UTC, 20 columns incl. `quality_flags`, `revision_id` |
	18	+| Health | status ok, no alerts; lake 564.65 GB curated, 259.7 GB free (soft limit 1 200 GB) |
	19	+| `market_bars.stock.1m.raw` | active, 6 695 639 332 rows, 2000-01-03 → 2026-10-30, license class frd-private |
	20	+| `market_bars.etf.1m.raw` | active, 907 699 950 rows, 2000-01-03 → 2026-10-30 |
	21	+| Pagination | 1m ≤ 31 days per `GET /market/bars` call, ≤ 10 000 rows/page, `x-next-cursor`; Arrow IPC transport |
	22	+| Rate limit | 600 req/min per key (client token bucket 5–8 req/s) |
	23	+| Headers preserved | `X-Request-ID`, `X-Dataset-Id`, `X-Dataset-Version` (17 375 for stock 1m at audit time) |
	24	+
	25	+Timestamp conventions on real rows (`AAPL`, `SPY`):
	26	+| Session | Regular rows | Expected | First UTC bar | Closing print volume vs median |
	27	+|---|---|---|---|---|
	28	+| 2024-03-08 (EST) | 391 | 391 | 14:30Z | 6.72 M vs 0.12 M |
	29	+| 2024-03-11 (EDT) | 391 | 391 | 13:30Z | 6.61 M vs 0.07 M |
	30	+| 2024-11-29 (13:00 early close) | 211 | 211 | 14:30Z | 6.33 M vs 0.05 M |
	31	+| SPY 2024-07-03 (early close) | 211 | 211 | 13:30Z | 0.89 M vs 0.06 M |
	32	+
	33	+Split check: raw/split close ratio on 2020-08-28 (AAPL 4:1 on 2020-08-31) = 4.000, volume ratio 4.000 → explicit
	34	+split adjustment reproduces the server-side series (live test `test_explicit_split_equals_server_split`).
	35	+Extended hours: bars from 04:00 ET (08:00Z/09:00Z) to 19:59 ET are present and excluded by the regular grid.
	36	+All probed rows have empty `quality_flags` and `revision_id = 1`.
	37	+
	38	+## License (FirstRate Data, `DISCOVERY.md §4`)
	39	+Private use, research and model training allowed; **no redistribution of raw bars** (no CSV, no API returning bars,
	40	+no tables of prices/volumes). Consequence: the release contains code, aggregate metrics, figures of scores and
	41	+**synthetic** fixtures only; caches live outside git on the compute node (`docs/LICENSE.md`).
	42	+
	43	+## Finnhub
	44	+Not used. No credentials were requested or verified; the brief treats it as an optional, separate vendor. Decision:
	45	+out of scope for v1.0 (documented in `docs/DATA_CARD.md`).
	46	+
	47	+## Cluster resources (probed 2026-11-02 17:27 ET)
	48	+| Node | Chip | CPU/GPU | RAM | Free disk | Load | Role chosen |
	49	+|---|---|---|---|---|---|---|
	50	+| M3U96a | Apple M3 Ultra | 28 c / 60 GPU | 96 GB | 260 GB | 1.4 | FinData host (API :8600); not used for training |
	51	+| **M3U96b** | Apple M3 Ultra | 28 c (20P+8E) / 60 GPU | 96 GB | 423 GB | 1.8 | **compute node**: `~/wp41_uqo`, venv Python 3.12, torch 2.15.0 (MPS available) |
	52	+| laptop | Apple M5 Max | 40 GPU | — | — | — | authoring, tests, LaTeX |
	53	+LAN path M3U96b → M3U96a:8600 health = 9 ms. API key: dedicated `wp41_uqo` key (scopes read:market, read:fundamentals,
	54	+query, export) created with `findata create-key` on the FinData node, stored mode 600 at `M3U96b:~/findata-secrets/api-key-wp41.txt`
	55	+and in the laptop secret store; never in git.
	56	+
	57	+## Capacity and feasibility estimate
	58	+- Upper bound in the brief: 300 × 252 × 390 × 8 ≈ 236 M minute rows. Export throughput measured on the pilot
	59	+ (20 symbols × 84 sessions = 473 923 rows): 29.6 s wall with 3 workers → ≈ 16 k rows/s/worker including polling;
	60	+ main sample ≈ 236 M rows ≈ 1–2 h of exports; Parquet ≈ 13 B/row → ≈ 3 GB; dense grids (float32 base + masks)
	61	+ ≈ 16 MB per symbol-decade → ≈ 5 GB. Disk budget 423 GB: feasible with > 50× headroom.
	62	+- Universe (P1, `data/manifests/universe_main.json`): 2 147 candidates passing the PIT rules, 300 selected, 60 held out;
	63	+ only 12 delisted candidates exist (delisted 1-minute archives are only partially ingested in FinData) → survivorship
	64	+ is a documented limitation, not a solved problem.
	65	+- Pilot grids: regular-hours minute coverage ranged from 27 % (HEZU) to 100 % (WMT, XLU) → a coverage audit over the
	66	+ full window is running for the whole candidate pool before the universe is frozen (P1 gate).
	67	+
	68	+## Risks
	69	+1. Sparse minute coverage for low-activity instruments (masks handle it, but origin eligibility shrinks).
	70	+2. Survivorship: the vendor's delisted archives are not fully in the lake.
	71	+3. MPS numerical behaviour (no FP64; Cholesky on CPU) — likelihoods kept in FP32, copula linear algebra on CPU.
	72	+4. Compute: a single node; the brief's 15–30 M model on 236 M rows must be budgeted from measured throughput (P4).
	73	+5. No quotes: economic evaluation is assumption-based only.
	74	+
	75	+## Go / no-go
	76	+GO to P1 with the connector contract above. Tests at the end of P0: 16 offline tests + 5 live contract tests pass
	77	+(`pytest`, `WP41_LIVE=1 pytest -m live`).

added docs/PHASE_1_REPORT.md +56 −0

		@@ -0,0 +1,56 @@
	1	+# PHASE 1 — Data report (2026-11-02)
	2	+
	3	+## Completed
	4	+- Connector (`data/client.py`, `data/exports.py`): bearer auth from a mode-600 file, redaction, token-bucket rate
	5	+ limiting, retries with jitter, JSONL provenance (request id, dataset id/version, elapsed), Arrow page reads,
	6	+ asynchronous Parquet exports with schema validation, sha256 and manifest lines, disk-quota guard, resumable cache.
	7	+- Calendar (`data/calendar.py`): XNYS sessions in UTC, 391/211-slot grids, bar-open slot mapping (DST-safe).
	8	+- QA (`data/quality.py`): OHLC/price/volume integrity, duplicates, off-interval, flags, revisions, coverage.
	9	+- Corporate actions (`data/adjustments.py`): explicit session-based split adjustment, dividend policy (not applied).
	10	+- Dense grids and past-only aggregates (`data/features.py`); windows, origins, targets (`data/windows.py`).
	11	+- PIT universe with coverage gate (`data/universe.py`, `scripts/build_universe.py`, `scripts/audit_coverage.py`).
	12	+- Downloads and grids (`scripts/download_pilot.py`), detached node runner (`scripts/node_run.sh`).
	13	+
	14	+## Commands
	15	+```bash
	16	+.venv/bin/python scripts/audit_api.py
	17	+.venv/bin/python scripts/build_universe.py # v1 (results/logs/p1_universe.out)
	18	+.venv/bin/python scripts/audit_coverage.py --candidates --workers 4 # on M3U96b, 2 147 candidates, 335 s
	19	+.venv/bin/python scripts/build_universe.py --min-coverage 0.8 --coverage-file results/metrics/coverage_audit_candidates.csv --out universe_main_v2.json
	20	+.venv/bin/python scripts/download_pilot.py --config configs/pilot.yaml --symbols-from pilot --workers 3
	21	+.venv/bin/python scripts/download_pilot.py --config configs/main.yaml --symbols-from all --workers 3
	22	+```
	23	+
	24	+## Tests (laptop, `pytest`)
	25	+26 offline tests pass (calendar 3, grid/synthetic 5, leakage 5, model shapes 3, scores 6, copula 4) + 5 live contract
	26	+tests (`WP41_LIVE=1 pytest -m live`): schema/headers, regular-session counts on real rows (391/391/211), explicit
	27	+split == server split (AAPL 2020-08-31), export == paged bars (MSFT), grid from real rows incl. early close (SPY 2024-07-03).
	28	+
	29	+## Dataset coverage (measured)
	30	+| Set | Instruments | Window | Rows exported | Regular-hours rows | Coverage (mean / min) | Wall |
	31	+|---|---|---|---|---|---|---|
	32	+| Pilot (v2 universe) | 20 | 2022-09-01 → 2022-12-30 (84 sessions) | 702 674 | 626 992 | 96.0 % / 73.3 % | 24 s (3 workers) |
	33	+| Main (v2 universe) | 300 (240 pooled + 60 held out) | 2018-01-02 → 2025-12-31 (2 011 sessions) | 233 958 776 | 220 142 835 | 93.7 % / 80.3 % | 414 s download + 19 s grids |
	34	+Main cache: 3.5 GB Parquet (`~/wp41-cache/bars`), dataset versions 17 375 (stocks) / 5 162 (ETFs); 0 integrity drops,
	35	+0 duplicates, 242 vendor-flagged rows (warnings, prices untouched), all `revision_id = 1`. 13.8 M extended-hours rows excluded from the regular grid.
	36	+The brief's upper bound (236 M rows) is matched by the measured 234 M exported rows (220 M regular-hours).
	37	+
	38	+## Universe decision (coverage gate, taken before any model tuning)
	39	+The v1 stratified draw (ADV ≥ 5 M USD at 2017-12-29) had a regular-hours minute coverage of 6–100 % (median 82 %):
	40	+a quarter of the instruments had fewer than 60 % of minutes traded. Sparse series make per-minute targets mostly
	41	+masked and shrink origin eligibility. The audit of all 2 147 candidates (`coverage_audit_candidates.csv`) motivated an
	42	+availability filter: coverage ≥ 80 % over 2018–2025 (1 152 candidates remain). The v2 draw keeps the same strata and seed.
	43	+Caveat: the filter uses the full-window activity (not returns); it is an availability, not a performance, criterion, and
	44	+it tilts the sample toward liquid instruments (Spearman(ADV, coverage) = 0.76). Only 5 delisted candidates passed.
	45	+
	46	+## Hardware
	47	+M3U96b (M3 Ultra, 96 GB): exports and grids; API over the LAN from M3U96a. Laptop (M5 Max): tests and docs.
	48	+
	49	+## Blockers / risks carried forward
	50	+- Survivorship (delisted archives partial in FinData).
	51	+- Extended hours not studied (v1.0).
	52	+- Dividend ex-dates not adjusted in the overnight gap (flagged policy).
	53	+
	54	+## Go / no-go
	55	+GO to P2/P3. Leakage gate passed (`tests/leakage`), provenance gate passed (manifests + JSONL logs), numerical gate
	56	+(scores, copula) passed.

added docs/PHASE_2_REPORT.md +43 −0

		@@ -0,0 +1,43 @@
	1	+# PHASE 2 — Baselines and immutable splits (2026-11-02)
	2	+
	3	+## Completed
	4	+- Chronological session splits with warm-up (21 sessions) and a one-session embargo at the start of every evaluation
	5	+ block (`pipeline.session_split`, `build_indices`); train origins = `origins_per_session` random eligible slots,
	6	+ evaluation origins = fixed stride. Main protocol frozen in `configs/main.yaml` / `configs/final.yaml`:
	7	+ train ≤ 2022-12-31, validation 2023, development test 2024, untouched final 2025; 60 held-out instruments.
	8	+- Single causal pass producing targets and all baseline inputs per origin (`baselines/features.py`, parallel).
	9	+- Baselines (`configs/baselines.yaml`): random walk (trailing RMS), seasonal volatility, EWMA-t, HAR-RV (minute scale),
	10	+ GARCH(1,1)-t on 5-minute returns (analytic term structure, own filter), ridge, elastic net, LightGBM (two-part
	11	+ location / log-variance models with a Student-t assembled from residual kurtosis); MLP and TCN with the Student-t head.
	12	+- Scoring (`eval/scores.py`, `pipeline.score_horizon/summarise/compare`): CRPS (sample + closed form), WIS, quantile
	13	+ loss, PIT/KS, coverage, sharpness, QLIKE, tail Brier, directional accuracy, day-cluster bootstrap, HAC DM, Holm/BH.
	14	+- Known constraint: LightGBM and torch cannot share a process on macOS (libomp) → baselines and neural stages are
	15	+ separate subprocesses (`scripts/run_experiment.py --stage`).
	16	+
	17	+## Pilot evidence (20 instruments, 2022-09-01 → 2022-12-30; test = 2022-12-16 → 12-30, 4 659 origins, 10 sessions)
	18	+Scaled CRPS of the cumulative return (95 % coverage in parentheses) and relative CRPS change vs the random walk with
	19	+HAC Diebold–Mariano t (H = 5 / 15 / 30 / 60):
	20	+
	21	+| Model | H=5 | H=15 | H=30 | H=60 | Δ vs random walk |
	22	+|---|---|---|---|---|---|
	23	+| naive_rw | 0.4803 (0.96) | 0.4874 (0.96) | 0.4952 (0.96) | 0.4819 (0.97) |
	24	+| seasonal_vol | 0.4746 (0.94) | 0.4793 (0.94) | 0.4870 (0.93) | 0.4767 (0.93) | -1.98% (t=-5.7) / -2.51% (t=-6.6) / -2.69% (t=-5.8) / -2.12% (t=-3.4) |
	25	+| ewma | 0.4699 (0.97) | 0.4775 (0.96) | 0.4868 (0.96) | 0.4773 (0.96) | -2.83% (t=-8.1) / -2.79% (t=-6.7) / -2.62% (t=-5.2) / -1.77% (t=-2.3) |
	26	+| har_rv | 0.4833 (0.99) | 0.4761 (0.96) | 0.4845 (0.95) | 0.4728 (0.95) | -0.24% (t=-0.7) / -3.20% (t=-8.1) / -3.25% (t=-7.0) / -3.04% (t=-4.6) |
	27	+| garch_t | 0.4714 (0.97) | 0.4783 (0.98) | 0.4876 (0.98) | 0.4789 (0.98) | -2.58% (t=-8.9) / -2.63% (t=-8.0) / -2.45% (t=-7.2) / -1.60% (t=-3.7) |
	28	+| ridge | 0.4734 (0.91) | 0.4765 (0.94) | 0.4842 (0.94) | 0.4723 (0.94) | -2.06% (t=-3.7) / -3.07% (t=-5.7) / -3.29% (t=-5.5) / -2.96% (t=-4.1) |
	29	+| elastic_net | 0.4732 (0.91) | 0.4764 (0.94) | 0.4841 (0.94) | 0.4725 (0.94) | -2.14% (t=-3.8) / -3.10% (t=-5.8) / -3.31% (t=-5.6) / -2.91% (t=-3.9) |
	30	+| lightgbm | 0.5090 (0.89) | 0.5034 (0.92) | 0.5116 (0.92) | 0.5019 (0.92) | +3.20% (t=3.7) / +1.62% (t=2.0) / +1.59% (t=1.5) / +2.49% (t=1.8) |
	31	+| mlp | 0.4689 (0.95) | 0.4769 (0.95) | 0.4847 (0.94) | 0.4743 (0.94) | -3.08% (t=-9.1) / -2.96% (t=-8.3) / -3.01% (t=-7.2) / -2.47% (t=-4.2) |
	32	+| tcn | 0.4687 (0.96) | 0.4767 (0.96) | 0.4838 (0.95) | 0.4743 (0.95) | -3.11% (t=-9.8) / -2.94% (t=-7.8) / -3.16% (t=-7.3) / -2.50% (t=-4.0) |
	33	+| mrpt_small_1m_only | 0.4693 (0.96) | 0.4765 (0.96) | 0.4842 (0.95) | 0.4745 (0.95) | -3.00% (t=-8.9) / -2.99% (t=-7.8) / -3.16% (t=-6.8) / -2.42% (t=-3.9) |
	34	+| mrpt_small | 0.4697 (0.96) | 0.4763 (0.96) | 0.4831 (0.95) | 0.4736 (0.95) | -2.96% (t=-8.8) / -3.07% (t=-7.9) / -3.36% (t=-7.2) / -2.62% (t=-4.2) |
	35	+Reading (pilot only, not a finding): every volatility-aware model improves on the random walk by 2–3 % in CRPS;
	36	+the random walk is over-dispersed (95 % coverage 0.96–0.97, 50 % coverage 0.61); LightGBM over-fits the location
	37	+on 4 942 training origins and is worse than the random walk; HAR-RV at H = 5 is miscalibrated (99 % coverage).
	38	+Baselines wall-clock: 22 s for all eight on the pilot (origin frames 4 s). Tables: `results/metrics/pilot/leaderboard_test.csv`,
	39	+`compare_{crps,wis,qlike}_vs_naive_rw_test.csv`.
	40	+
	41	+## Go / no-go
	42	+GO. Splits are immutable in the configs; baselines produce calibrated-looking distributions and score through the
	43	+same code path as the neural models (identical origins, identical realised targets, asserted at run time).

added docs/PHASE_3_REPORT.md +41 −0

		@@ -0,0 +1,41 @@
	1	+# PHASE 3 — Small MRPT, Student-t head, tests, pilot end to end (2026-11-02)
	2	+
	3	+## Completed
	4	+- `models/`: gated patch embedding with resolution/position/gap embeddings; pre-norm encoder; shared vs
	5	+ cross-attention fusion; regime embedding (stats / learned / none); direct 60-step decoder with future-calendar
	6	+ queries; Student-t / Gaussian / quantile heads (scale-equivariant parametrisation); Stage-B low-rank Gaussian-copula
	7	+ head (joint paths).
	8	+- `train/`: AdamW + warm-up/cosine, clipping, early stopping on validation NLL, seeds, crash-safe checkpoints with
	9	+ resume, JSONL tracking (loss, grad norm, throughput, data fraction, MPS memory), copula-only stage.
	10	+- `inference/`: batched prediction with Monte Carlo cumulative-return samples (independent or copula), streaming
	11	+ path scores, serialization, CLI (`chronos-x`).
	12	+- Tests: 26 offline (unit 6, synthetic 5, leakage 5, numerical 10) + 5 live + 1 slow synthetic end-to-end pipeline test.
	13	+
	14	+## Commands
	15	+```bash
	16	+.venv/bin/python scripts/run_experiment.py --config configs/pilot.yaml # on M3U96b, detached via scripts/node_run.sh
	17	+.venv/bin/python scripts/run_experiment.py --config configs/synthetic_smoke.yaml # laptop, license-free (2 min 50 s)
	18	+```
	19	+
	20	+## Pilot training (M3U96b, torch 2.15 MPS, batch 64, 600 steps, 4 942 train / 5 362 val origins)
	21	+| Model | Parameters (measured) | Examples/s | Wall (train) | Peak MPS memory | Best val NLL |
	22	+|---|---|---|---|---|---|
	23	+| MRPT-S (A+B+C) | 3 455 619 | 186 | 207 s | 63 MB | −6.0663 |
	24	+| MRPT-S (A only) | 3 200 259 | 228 | 169 s | 86 MB | −6.0659 |
	25	+| TCN (A only) | 231 459 | 243 | 158 s | 35 MB | −6.0685 |
	26	+| MLP (A only, last 60 bars) | 301 827 | 253 | 152 s | 15 MB | −6.0666 |
	27	+Data-loader fraction of wall time ≈ 1 % (10 spawned workers over memory-mapped grids); the GPU forward/backward is the bottleneck.
	28	+Test scores: see `docs/PHASE_2_REPORT.md` (MRPT-S multi-resolution −2.6 % to −3.4 % CRPS vs random walk; the
	29	+one-minute-only variant, the TCN and the MLP are within 0.2 % of it on this 10-session test — no pilot claim on H1).
	30	+
	31	+## Gates
	32	+- Leakage gate: `tests/leakage` (inputs invariant to future bars; quarantined leaky fixture rejected) — PASS.
	33	+- Numerical gate: Student-t log-density vs scipy, closed-form CRPS vs Monte Carlo (2 % tolerance), copula sampling
	34	+ reproduces marginals, copula NLL minimised at independence for independent data — PASS. Two bugs were caught by
	35	+ these tests during the build (operator precedence in the PIT clamp; scipy `t.ppf` returning NaN for float32 inputs
	36	+ near 0.5) and fixed before any real-data result was produced.
	37	+- Provenance gate: dataset versions, request ids and sha256 recorded for every export; run metadata saved per experiment — PASS.
	38	+- Save/resume: `last.pt` / `best.pt`, resume tested in the trainer (step and optimiser state restored).
	39	+
	40	+## Go / no-go
	41	+GO to P4 (profiling + main ingestion already complete) and P5.

added docs/REPRODUCIBILITY.md +53 −0

		@@ -0,0 +1,53 @@
	1	+# Reproducibility — WP41 CHRONOS-X
	2	+
	3	+## What is needed
	4	+- A FinData OS API key with scopes `read:market, query, export` (private FirstRate Data license; the owner can issue one
	5	+ with `findata create-key`). Without it, the synthetic example below reproduces the software path only.
	6	+- Python 3.12, `uv`; an Apple Silicon Mac (MPS) or a CUDA/CPU machine (slower). Measured budgets: `docs/PHASE_4_REPORT.md`.
	7	+
	8	+## Environment
	9	+```bash
	10	+make install # uv venv + editable install (torch, polars, pyarrow, lightgbm, arch, ...)
	11	+make test # 26 offline tests (+ 1 slow synthetic pipeline test with -m slow)
	12	+WP41_LIVE=1 make test-live # 5 live contract tests against FinData
	13	+```
	14	+
	15	+## License-free example (no FinData access)
	16	+```bash
	17	+.venv/bin/python scripts/make_synthetic.py # 4 synthetic instruments, FinData schema
	18	+.venv/bin/python scripts/run_experiment.py --config configs/synthetic_smoke.yaml
	19	+.venv/bin/python scripts/evaluate.py --exps synthetic_smoke # LaTeX tables from the results
	20	+```
	21	+
	22	+## Full study (in order; every step writes its artifacts under results/ and its provenance under results/logs/)
	23	+```bash
	24	+export FINDATA_API_KEY_FILE=~/findata-secrets/api-key-wp41.txt FINDATA_BASE_URL=https://findata.spboucher.ai/api/v1
	25	+.venv/bin/python scripts/audit_api.py # P0
	26	+.venv/bin/python scripts/build_universe.py # P1 universe v1 (PIT rules)
	27	+.venv/bin/python scripts/audit_coverage.py --candidates --workers 4 # P1 coverage audit
	28	+.venv/bin/python scripts/build_universe.py --min-coverage 0.8 \
	29	+ --coverage-file results/metrics/coverage_audit_candidates.csv --out universe_main_v2.json # -> data/manifests/universe_main.json
	30	+.venv/bin/python scripts/download_pilot.py --config configs/pilot.yaml --symbols-from pilot # P1 pilot bars + grids
	31	+.venv/bin/python scripts/run_experiment.py --config configs/pilot.yaml # P2/P3 pilot
	32	+.venv/bin/python scripts/benchmark.py --config configs/pilot.yaml # P4 profiling
	33	+.venv/bin/python scripts/download_pilot.py --config configs/main.yaml --symbols-from all # P4 main bars + grids
	34	+.venv/bin/python scripts/run_experiment.py --config configs/main.yaml # P5 main (dev test 2024)
	35	+.venv/bin/python scripts/run_experiment.py --config configs/ablations.yaml --skip-baselines # P5/P6 ablations + copula
	36	+.venv/bin/python scripts/run_experiment.py --config configs/main.yaml --heldout --skip-baselines # zero-shot instruments
	37	+.venv/bin/python scripts/run_experiment.py --config configs/final.yaml --eval-split final --models-from results/metrics/main # P7 untouched 2025
	38	+.venv/bin/python scripts/evaluate.py --exps pilot,main,ablations,final # P8 tables + macros
	39	+cd paper && make # P9 PDF
	40	+```
	41	+Seeds: `train.seed` in each config (1; seeds 2 and 3 in `configs/ablations.yaml`); DataLoader generator seeded with
	42	+`seed + step`; evaluation sampling seeded. Checkpoints (`best.pt`, `last.pt`) resume automatically.
	43	+
	44	+## Artifact map
	45	+| Artifact | Path |
	46	+|---|---|
	47	+| Universe manifest (hash inside) | `data/manifests/universe_main.json` |
	48	+| API audit, coverage audit, download/grid stats | `results/metrics/p0_api_audit.json`, `coverage_audit_candidates.csv`, `download_*.json`, `grids_*.json` |
	49	+| Per-experiment outputs | `results/metrics/<exp>/` (summaries, per-origin scores, leaderboards, comparisons, train logs, checkpoints) |
	50	+| Benchmarks | `results/metrics/benchmark_<node>.json` |
	51	+| Provenance | `results/logs/provenance_*.jsonl`, `~/wp41-cache/manifests/bars_manifest.jsonl` (node) |
	52	+| Paper tables/macros | `paper/tables/*.tex`, `paper/results_macros.tex` (generated by `scripts/evaluate.py`) |
	53	+| Phase reports | `docs/PHASE_0..9_REPORT.md` |

added paper/.latexmkrc +5 −0

		@@ -0,0 +1,5 @@
	1	+$pdf_mode = 1;
	2	+$pdflatex = 'pdflatex -interaction=nonstopmode -halt-on-error -synctex=1 %O %S';
	3	+$bibtex_use = 2;
	4	+$clean_ext = 'synctex.gz run.xml bbl bcf fdb_latexmk fls log aux out toc lof lot blg';
	5	+@default_files = ('main.tex');

added paper/Makefile +11 −0

		@@ -0,0 +1,11 @@
	1	+.PHONY: all clean distclean
	2	+
	3	+all:
	4	+ latexmk
	5	+
	6	+clean:
	7	+ latexmk -c
	8	+
	9	+distclean:
	10	+ latexmk -C
	11	+ rm -f *.synctex.gz *.run.xml *.bbl *.bcf

added paper/appendix/appendix.tex +1 −0

		@@ -0,0 +1 @@
	1	+% appendix — written in P8

added paper/main.tex +86 −0

		@@ -0,0 +1,86 @@
	1	+% ============================================================================
	2	+% UQO Working Paper No. 41 — CHRONOS-X
	3	+% ============================================================================
	4	+\documentclass[12pt,letterpaper]{article}
	5	+\usepackage[utf8]{inputenc}
	6	+\usepackage[T1]{fontenc}
	7	+\usepackage[english]{babel}
	8	+\usepackage[letterpaper,top=1in,bottom=1in,left=1in,right=1in]{geometry}
	9	+\usepackage{amsmath,amsthm}
	10	+\usepackage{mathtools}
	11	+\allowdisplaybreaks
	12	+\usepackage{newtxtext}
	13	+\usepackage[varvw,cmintegrals,cmbraces]{newtxmath}
	14	+\usepackage{bm}
	15	+\usepackage{dsfont}
	16	+\usepackage{microtype}
	17	+\usepackage{setspace}
	18	+\onehalfspacing
	19	+\usepackage{booktabs,tabularx,multirow,threeparttable,longtable,adjustbox}
	20	+\usepackage{siunitx}
	21	+\sisetup{input-symbols = {()}, table-format = -1.3, parse-numbers = false}
	22	+\usepackage{graphicx,subcaption,float}
	23	+\usepackage[dvipsnames]{xcolor}
	24	+\usepackage[pdftitle={CHRONOS-X: Universal Intraday Representation Learning for Probabilistic Financial Forecasting},
	25	+ pdfauthor={Simon-Pierre Boucher}, colorlinks=true, linkcolor=NavyBlue, citecolor=NavyBlue, urlcolor=NavyBlue, breaklinks=true]{hyperref}
	26	+\usepackage[authoryear,round,semicolon]{natbib}
	27	+\bibliographystyle{aer}
	28	+\usepackage[font=small,labelfont=bf,labelsep=period,justification=justified,singlelinecheck=false]{caption}
	29	+\usepackage{fancyhdr}
	30	+\pagestyle{fancy}\fancyhf{}\renewcommand{\headrulewidth}{0pt}\fancyfoot[C]{\thepage}
	31	+\usepackage{titlesec}
	32	+\titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{}
	33	+\titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{}
	34	+\titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{}
	35	+\usepackage[toc,page]{appendix}
	36	+\usepackage{enumitem}
	37	+\setlist{nosep,leftmargin=*}
	38	+\theoremstyle{definition}
	39	+\newtheorem{hypothesis}{Hypothesis}
	40	+
	41	+% ============================================================================
	42	+% METADATA
	43	+% ============================================================================
	44	+\input{results_macros}
	45	+\newcommand{\WPnumber}{41}
	46	+\newcommand{\WPtitle}{CHRONOS-X: Universal Intraday Representation Learning for Probabilistic Financial Forecasting}
	47	+\newcommand{\WPsubtitle}{A Multi-Resolution Patch Transformer Tested Against Matched Baselines on 300 U.S. Equities and ETFs}
	48	+\newcommand{\WPdate}{November 2026}
	49	+\newcommand{\WPversion}{1.0}
	50	+\newcommand{\WPabstract}{\input{sections/abstract}}
	51	+\newcommand{\WPkeywords}{intraday forecasting, probabilistic forecasting, transformers, multi-resolution representations, calibration, proper scoring rules, high-frequency data}
	52	+\newcommand{\WPjel}{C45, C53, C58, G12, G17}
	53	+\newcommand{\WPauthor}{Simon-Pierre Boucher}
	54	+\newcommand{\WPaffiliation}{Département des sciences administratives\\Université du Québec en Outaouais}
	55	+\newcommand{\WPemail}{simon-pierre.boucher@uqo.ca}
	56	+\newcommand{\WPaddress}{Gatineau -- Pavillon Alexandre-Taché\\283, boulevard Alexandre-Taché\\Gatineau, Québec, Canada J9A 1L8}
	57	+
	58	+% --- Notation ---
	59	+\newcommand{\E}{\mathbb{E}}
	60	+\newcommand{\Prob}{\mathbb{P}}
	61	+\newcommand{\ind}[1]{\mathds{1}\!\left[#1\right]}
	62	+\newcommand{\CRPS}{\mathrm{CRPS}}
	63	+\newcommand{\WIS}{\mathrm{WIS}}
	64	+\newcommand{\RV}{\mathrm{RV}}
	65	+\newcommand{\MRPT}{\textsc{mrpt}}
	66	+\newcommand{\set}[1]{\left\{#1\right\}}
	67	+\newcommand{\abs}[1]{\left\lvert#1\right\rvert}
	68	+\newcommand{\tr}{^{\mkern-1.5mu\mathsf{T}}}
	69	+
	70	+\begin{document}
	71	+\input{sections/titlepage}
	72	+\input{sections/introduction}
	73	+\input{sections/hypotheses}
	74	+\input{sections/literature}
	75	+\input{sections/data}
	76	+\input{sections/model}
	77	+\input{sections/design}
	78	+\input{sections/results}
	79	+\input{sections/ablations}
	80	+\input{sections/limitations}
	81	+\input{sections/reproducibility}
	82	+\input{sections/conclusion}
	83	+\newpage
	84	+\bibliography{references}
	85	+\input{appendix/appendix}
	86	+\end{document}

added paper/references.bib +553 −0

		@@ -0,0 +1,553 @@
	1	+% Generated by scripts/build_references.py from Crossref/arXiv records (verified titles). Do not edit by hand.
	2	+
	3	+@article{gneiting2007strictly,
	4	+ author = {Gneiting, Tilmann and Raftery, Adrian E},
	5	+ title = {Strictly Proper Scoring Rules, Prediction, and Estimation},
	6	+ year = {2007},
	7	+ journal = {Journal of the American Statistical Association},
	8	+ volume = {102},
	9	+ number = {477},
	10	+ pages = {359--378},
	11	+ doi = {10.1198/016214506000001437}
	12	+}
	13	+
	14	+@article{gneiting2007probabilistic,
	15	+ author = {Gneiting, Tilmann and Balabdaoui, Fadoua and Raftery, Adrian E.},
	16	+ title = {Probabilistic Forecasts, Calibration and Sharpness},
	17	+ year = {2007},
	18	+ journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
	19	+ volume = {69},
	20	+ number = {2},
	21	+ pages = {243--268},
	22	+ doi = {10.1111/j.1467-9868.2007.00587.x}
	23	+}
	24	+
	25	+@article{matheson1976scoring,
	26	+ author = {Matheson, James E. and Winkler, Robert L.},
	27	+ title = {Scoring Rules for Continuous Probability Distributions},
	28	+ year = {1976},
	29	+ journal = {Management Science},
	30	+ volume = {22},
	31	+ number = {10},
	32	+ pages = {1087--1096},
	33	+ doi = {10.1287/mnsc.22.10.1087}
	34	+}
	35	+
	36	+@article{diebold1995comparing,
	37	+ author = {Diebold, Francis X. and Mariano, Roberto S.},
	38	+ title = {Comparing Predictive Accuracy},
	39	+ year = {1995},
	40	+ journal = {Journal of Business \& Economic Statistics},
	41	+ volume = {13},
	42	+ number = {3},
	43	+ pages = {253--263},
	44	+ doi = {10.1080/07350015.1995.10524599}
	45	+}
	46	+
	47	+@article{harvey1997testing,
	48	+ author = {Harvey, David and Leybourne, Stephen and Newbold, Paul},
	49	+ title = {Testing the equality of prediction mean squared errors},
	50	+ year = {1997},
	51	+ journal = {International Journal of Forecasting},
	52	+ volume = {13},
	53	+ number = {2},
	54	+ pages = {281--291},
	55	+ doi = {10.1016/s0169-2070(96)00719-4}
	56	+}
	57	+
	58	+@article{giacomini2006tests,
	59	+ author = {Giacomini, Raffaella and White, Halbert},
	60	+ title = {Tests of Conditional Predictive Ability},
	61	+ year = {2006},
	62	+ journal = {Econometrica},
	63	+ volume = {74},
	64	+ number = {6},
	65	+ pages = {1545--1578},
	66	+ doi = {10.1111/j.1468-0262.2006.00718.x}
	67	+}
	68	+
	69	+@article{corsi2009simple,
	70	+ author = {Corsi, F.},
	71	+ title = {A Simple Approximate Long-Memory Model of Realized Volatility},
	72	+ year = {2008},
	73	+ journal = {Journal of Financial Econometrics},
	74	+ volume = {7},
	75	+ number = {2},
	76	+ pages = {174--196},
	77	+ doi = {10.1093/jjfinec/nbp001}
	78	+}
	79	+
	80	+@article{bollerslev1986generalized,
	81	+ author = {Bollerslev, Tim},
	82	+ title = {Generalized autoregressive conditional heteroskedasticity},
	83	+ year = {1986},
	84	+ journal = {Journal of Econometrics},
	85	+ volume = {31},
	86	+ number = {3},
	87	+ pages = {307--327},
	88	+ doi = {10.1016/0304-4076(86)90063-1}
	89	+}
	90	+
	91	+@article{nelson1991conditional,
	92	+ author = {Nelson, Daniel B.},
	93	+ title = {Conditional Heteroskedasticity in Asset Returns: A New Approach},
	94	+ year = {1991},
	95	+ journal = {Econometrica},
	96	+ volume = {59},
	97	+ number = {2},
	98	+ pages = {347},
	99	+ doi = {10.2307/2938260}
	100	+}
	101	+
	102	+@article{andersen1997intraday,
	103	+ author = {Andersen, Torben G. and Bollerslev, Tim},
	104	+ title = {Intraday periodicity and volatility persistence in financial markets},
	105	+ year = {1997},
	106	+ journal = {Journal of Empirical Finance},
	107	+ volume = {4},
	108	+ number = {2-3},
	109	+ pages = {115--158},
	110	+ doi = {10.1016/s0927-5398(97)00004-2}
	111	+}
	112	+
	113	+@article{andersen1998answering,
	114	+ author = {Andersen, Torben G. and Bollerslev, Tim},
	115	+ title = {Answering the Skeptics: Yes, Standard Volatility Models do Provide Accurate Forecasts},
	116	+ year = {1998},
	117	+ journal = {International Economic Review},
	118	+ volume = {39},
	119	+ number = {4},
	120	+ pages = {885},
	121	+ doi = {10.2307/2527343}
	122	+}
	123	+
	124	+@article{hansen2005forecast,
	125	+ author = {Hansen, Peter R. and Lunde, Asger},
	126	+ title = {A forecast comparison of volatility models: does anything beat a GARCH(1,1)?},
	127	+ year = {2005},
	128	+ journal = {Journal of Applied Econometrics},
	129	+ volume = {20},
	130	+ number = {7},
	131	+ pages = {873--889},
	132	+ doi = {10.1002/jae.800}
	133	+}
	134	+
	135	+@article{patton2011volatility,
	136	+ author = {Patton, Andrew J.},
	137	+ title = {Volatility forecast comparison using imperfect volatility proxies},
	138	+ year = {2011},
	139	+ journal = {Journal of Econometrics},
	140	+ volume = {160},
	141	+ number = {1},
	142	+ pages = {246--256},
	143	+ doi = {10.1016/j.jeconom.2010.03.034}
	144	+}
	145	+
	146	+@article{bracher2021evaluating,
	147	+ author = {Bracher, Johannes and Ray, Evan L. and Gneiting, Tilmann and Reich, Nicholas G.},
	148	+ title = {Evaluating epidemic forecasts in an interval format},
	149	+ year = {2021},
	150	+ journal = {PLOS Computational Biology},
	151	+ volume = {17},
	152	+ number = {2},
	153	+ pages = {e1008618},
	154	+ doi = {10.1371/journal.pcbi.1008618}
	155	+}
	156	+
	157	+@article{scheuerer2015variogram,
	158	+ author = {Scheuerer, Michael and Hamill, Thomas M.},
	159	+ title = {Variogram-Based Proper Scoring Rules for Probabilistic Forecasts of Multivariate Quantities*},
	160	+ year = {2015},
	161	+ journal = {Monthly Weather Review},
	162	+ volume = {143},
	163	+ number = {4},
	164	+ pages = {1321--1334},
	165	+ doi = {10.1175/mwr-d-14-00269.1}
	166	+}
	167	+
	168	+@article{jordan2019evaluating,
	169	+ author = {Jordan, Alexander and Krüger, Fabian and Lerch, Sebastian},
	170	+ title = {Evaluating Probabilistic Forecasts with scoringRules},
	171	+ year = {2019},
	172	+ journal = {Journal of Statistical Software},
	173	+ volume = {90},
	174	+ number = {12},
	175	+ doi = {10.18637/jss.v090.i12}
	176	+}
	177	+
	178	+@article{taillardat2016calibrated,
	179	+ author = {Taillardat, Maxime and Mestre, Olivier and Zamo, Michaël and Naveau, Philippe},
	180	+ title = {Calibrated Ensemble Forecasts Using Quantile Regression Forests and Ensemble Model Output Statistics},
	181	+ year = {2016},
	182	+ journal = {Monthly Weather Review},
	183	+ volume = {144},
	184	+ number = {6},
	185	+ pages = {2375--2393},
	186	+ doi = {10.1175/mwr-d-15-0260.1}
	187	+}
	188	+
	189	+@article{gneiting2011comparing,
	190	+ author = {Gneiting, Tilmann and Ranjan, Roopesh},
	191	+ title = {Comparing Density Forecasts Using Threshold- and Quantile-Weighted Scoring Rules},
	192	+ year = {2011},
	193	+ journal = {Journal of Business \& Economic Statistics},
	194	+ volume = {29},
	195	+ number = {3},
	196	+ pages = {411--422},
	197	+ doi = {10.1198/jbes.2010.08110}
	198	+}
	199	+
	200	+@article{cont2001empirical,
	201	+ author = {Cont, R.},
	202	+ title = {Empirical properties of asset returns: stylized facts and statistical issues},
	203	+ year = {2001},
	204	+ journal = {Quantitative Finance},
	205	+ volume = {1},
	206	+ number = {2},
	207	+ pages = {223--236},
	208	+ doi = {10.1080/713665670}
	209	+}
	210	+
	211	+@article{sirignano2019universal,
	212	+ author = {Sirignano, Justin and Cont, Rama},
	213	+ title = {Universal features of price formation in financial markets: perspectives from deep learning},
	214	+ year = {2019},
	215	+ journal = {Quantitative Finance},
	216	+ volume = {19},
	217	+ number = {9},
	218	+ pages = {1449--1459},
	219	+ doi = {10.1080/14697688.2019.1622295}
	220	+}
	221	+
	222	+@article{zhang2019deeplob,
	223	+ author = {Zhang, Zihao and Zohren, Stefan and Roberts, Stephen},
	224	+ title = {DeepLOB: Deep Convolutional Neural Networks for Limit Order Books},
	225	+ year = {2019},
	226	+ journal = {IEEE Transactions on Signal Processing},
	227	+ volume = {67},
	228	+ number = {11},
	229	+ pages = {3001--3012},
	230	+ doi = {10.1109/tsp.2019.2907260}
	231	+}
	232	+
	233	+@article{gu2020empirical,
	234	+ author = {Gu, Shihao and Kelly, Bryan and Xiu, Dacheng},
	235	+ title = {Empirical Asset Pricing via Machine Learning},
	236	+ year = {2020},
	237	+ journal = {The Review of Financial Studies},
	238	+ volume = {33},
	239	+ number = {5},
	240	+ pages = {2223--2273},
	241	+ doi = {10.1093/rfs/hhaa009}
	242	+}
	243	+
	244	+@article{kolm2023deep,
	245	+ author = {Kolm, Petter N. and Turiel, Jeremy and Westray, Nicholas},
	246	+ title = {Deep order flow imbalance: Extracting alpha at multiple horizons from the limit order book},
	247	+ year = {2023},
	248	+ journal = {Mathematical Finance},
	249	+ volume = {33},
	250	+ number = {4},
	251	+ pages = {1044--1081},
	252	+ doi = {10.1111/mafi.12413}
	253	+}
	254	+
	255	+@inproceedings{ke2017lightgbm,
	256	+ author = {Ke, Guolin and Meng, Qi and Finley, Thomas and Wang, Taifeng and Chen, Wei and Ma, Weidong and Ye, Qiwei and Liu, Tie-Yan},
	257	+ title = {{LightGBM}: A Highly Efficient Gradient Boosting Decision Tree},
	258	+ booktitle = {Advances in Neural Information Processing Systems 30},
	259	+ year = {2017},
	260	+ pages = {3146--3154}
	261	+}
	262	+
	263	+@article{zou2005regularization,
	264	+ author = {Zou, Hui and Hastie, Trevor},
	265	+ title = {Regularization and Variable Selection Via the Elastic Net},
	266	+ year = {2005},
	267	+ journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
	268	+ volume = {67},
	269	+ number = {2},
	270	+ pages = {301--320},
	271	+ doi = {10.1111/j.1467-9868.2005.00503.x}
	272	+}
	273	+
	274	+@misc{vaswani2017attention,
	275	+ author = {Ashish Vaswani and Noam Shazeer and Niki Parmar and Jakob Uszkoreit and Llion Jones and Aidan N. Gomez and Lukasz Kaiser and Illia Polosukhin},
	276	+ title = {Attention Is All You Need},
	277	+ year = {2017},
	278	+ howpublished = {arXiv:1706.03762},
	279	+ eprint = {1706.03762},
	280	+ archiveprefix = {arXiv}
	281	+}
	282	+
	283	+@misc{nie2023patchtst,
	284	+ author = {Yuqi Nie and Nam H. Nguyen and Phanwadee Sinthong and Jayant Kalagnanam},
	285	+ title = {A Time Series is Worth 64 Words: Long-term Forecasting with Transformers},
	286	+ year = {2022},
	287	+ howpublished = {arXiv:2211.14730},
	288	+ eprint = {2211.14730},
	289	+ archiveprefix = {arXiv}
	290	+}
	291	+
	292	+@misc{liu2024itransformer,
	293	+ author = {Yong Liu and Tengge Hu and Haoran Zhang and Haixu Wu and Shiyu Wang and Lintao Ma and Mingsheng Long},
	294	+ title = {iTransformer: Inverted Transformers Are Effective for Time Series Forecasting},
	295	+ year = {2023},
	296	+ howpublished = {arXiv:2310.06625},
	297	+ eprint = {2310.06625},
	298	+ archiveprefix = {arXiv}
	299	+}
	300	+
	301	+@misc{ansari2024chronos,
	302	+ author = {Abdul Fatir Ansari and Lorenzo Stella and Caner Turkmen and Xiyuan Zhang and Pedro Mercado and Huibin Shen and Oleksandr Shchur and Syama Sundar Rangapuram and Sebastian Pineda Arango and Shubham Kapoor and Jasper Zschiegner and Danielle C. Maddix and Hao Wang and Michael W. Mahoney and Kari Torkkola and Andrew Gordon Wilson and Michael Bohlke-Schneider and Yuyang Wang},
	303	+ title = {Chronos: Learning the Language of Time Series},
	304	+ year = {2024},
	305	+ howpublished = {arXiv:2403.07815},
	306	+ eprint = {2403.07815},
	307	+ archiveprefix = {arXiv}
	308	+}
	309	+
	310	+@misc{das2024timesfm,
	311	+ author = {Abhimanyu Das and Weihao Kong and Rajat Sen and Yichen Zhou},
	312	+ title = {A decoder-only foundation model for time-series forecasting},
	313	+ year = {2023},
	314	+ howpublished = {arXiv:2310.10688},
	315	+ eprint = {2310.10688},
	316	+ archiveprefix = {arXiv}
	317	+}
	318	+
	319	+@misc{bai2018tcn,
	320	+ author = {Shaojie Bai and J. Zico Kolter and Vladlen Koltun},
	321	+ title = {An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling},
	322	+ year = {2018},
	323	+ howpublished = {arXiv:1803.01271},
	324	+ eprint = {1803.01271},
	325	+ archiveprefix = {arXiv}
	326	+}
	327	+
	328	+@misc{loshchilov2019adamw,
	329	+ author = {Ilya Loshchilov and Frank Hutter},
	330	+ title = {Decoupled Weight Decay Regularization},
	331	+ year = {2017},
	332	+ howpublished = {arXiv:1711.05101},
	333	+ eprint = {1711.05101},
	334	+ archiveprefix = {arXiv}
	335	+}
	336	+
	337	+@article{salinas2020deepar,
	338	+ author = {Salinas, David and Flunkert, Valentin and Gasthaus, Jan and Januschowski, Tim},
	339	+ title = {DeepAR: Probabilistic forecasting with autoregressive recurrent networks},
	340	+ year = {2020},
	341	+ journal = {International Journal of Forecasting},
	342	+ volume = {36},
	343	+ number = {3},
	344	+ pages = {1181--1191},
	345	+ doi = {10.1016/j.ijforecast.2019.07.001}
	346	+}
	347	+
	348	+@misc{oreshkin2020nbeats,
	349	+ author = {Boris N. Oreshkin and Dmitri Carpov and Nicolas Chapados and Yoshua Bengio},
	350	+ title = {N-BEATS: Neural basis expansion analysis for interpretable time series forecasting},
	351	+ year = {2019},
	352	+ howpublished = {arXiv:1905.10437},
	353	+ eprint = {1905.10437},
	354	+ archiveprefix = {arXiv}
	355	+}
	356	+
	357	+@article{lim2021time,
	358	+ author = {Lim, Bryan and Zohren, Stefan},
	359	+ title = {Time-series forecasting with deep learning: a survey},
	360	+ year = {2021},
	361	+ journal = {Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences},
	362	+ volume = {379},
	363	+ number = {2194},
	364	+ pages = {20200209},
	365	+ doi = {10.1098/rsta.2020.0209}
	366	+}
	367	+
	368	+@article{hansen2011model,
	369	+ author = {},
	370	+ title = {The Model Confidence Set},
	371	+ year = {2011},
	372	+ journal = {Econometrica},
	373	+ volume = {79},
	374	+ number = {2},
	375	+ pages = {453--497},
	376	+ doi = {10.3982/ecta5771}
	377	+}
	378	+
	379	+@article{newey1987simple,
	380	+ author = {Newey, Whitney K. and West, Kenneth D.},
	381	+ title = {A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix},
	382	+ year = {1987},
	383	+ journal = {Econometrica},
	384	+ volume = {55},
	385	+ number = {3},
	386	+ pages = {703},
	387	+ doi = {10.2307/1913610}
	388	+}
	389	+
	390	+@article{holm1979simple,
	391	+ author = {Holm, Sture},
	392	+ title = {A Simple Sequentially Rejective Multiple Test Procedure},
	393	+ journal = {Scandinavian Journal of Statistics},
	394	+ volume = {6},
	395	+ number = {2},
	396	+ pages = {65--70},
	397	+ year = {1979}
	398	+}
	399	+
	400	+@article{benjamini1995controlling,
	401	+ author = {Benjamini, Yoav and Hochberg, Yosef},
	402	+ title = {Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing},
	403	+ year = {1995},
	404	+ journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
	405	+ volume = {57},
	406	+ number = {1},
	407	+ pages = {289--300},
	408	+ doi = {10.1111/j.2517-6161.1995.tb02031.x}
	409	+}
	410	+
	411	+@misc{bailey2014deflated,
	412	+ author = {Bailey, David H. and López de Prado, Marcos},
	413	+ title = {The Deflated Sharpe Ratio: Correcting for Selection Bias, Backtest Overfitting and Non-Normality},
	414	+ year = {2019},
	415	+ doi = {10.2139/ssrn.2460551}
	416	+}
	417	+
	418	+@article{engle2001garch,
	419	+ author = {Engle, Robert},
	420	+ title = {GARCH 101: The Use of ARCH/GARCH Models in Applied Econometrics},
	421	+ year = {2001},
	422	+ journal = {Journal of Economic Perspectives},
	423	+ volume = {15},
	424	+ number = {4},
	425	+ pages = {157--168},
	426	+ doi = {10.1257/jep.15.4.157}
	427	+}
	428	+
	429	+@misc{hendrycks2016gelu,
	430	+ author = {Dan Hendrycks and Kevin Gimpel},
	431	+ title = {Gaussian Error Linear Units (GELUs)},
	432	+ year = {2016},
	433	+ howpublished = {arXiv:1606.08415},
	434	+ eprint = {1606.08415},
	435	+ archiveprefix = {arXiv}
	436	+}
	437	+
	438	+@misc{ba2016layernorm,
	439	+ author = {Jimmy Lei Ba and Jamie Ryan Kiros and Geoffrey E. Hinton},
	440	+ title = {Layer Normalization},
	441	+ year = {2016},
	442	+ howpublished = {arXiv:1607.06450},
	443	+ eprint = {1607.06450},
	444	+ archiveprefix = {arXiv}
	445	+}
	446	+
	447	+@misc{dauphin2017glu,
	448	+ author = {Yann N. Dauphin and Angela Fan and Michael Auli and David Grangier},
	449	+ title = {Language Modeling with Gated Convolutional Networks},
	450	+ year = {2016},
	451	+ howpublished = {arXiv:1612.08083},
	452	+ eprint = {1612.08083},
	453	+ archiveprefix = {arXiv}
	454	+}
	455	+
	456	+@misc{zeng2023transformers,
	457	+ author = {Ailing Zeng and Muxi Chen and Lei Zhang and Qiang Xu},
	458	+ title = {Are Transformers Effective for Time Series Forecasting?},
	459	+ year = {2022},
	460	+ howpublished = {arXiv:2205.13504},
	461	+ eprint = {2205.13504},
	462	+ archiveprefix = {arXiv}
	463	+}
	464	+
	465	+@misc{wen2023transformers,
	466	+ author = {Qingsong Wen and Tian Zhou and Chaoli Zhang and Weiqi Chen and Ziqing Ma and Junchi Yan and Liang Sun},
	467	+ title = {Transformers in Time Series: A Survey},
	468	+ year = {2022},
	469	+ howpublished = {arXiv:2202.07125},
	470	+ eprint = {2202.07125},
	471	+ archiveprefix = {arXiv}
	472	+}
	473	+
	474	+@misc{rasul2021autoregressive,
	475	+ author = {Kashif Rasul and Calvin Seward and Ingmar Schuster and Roland Vollgraf},
	476	+ title = {Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting},
	477	+ year = {2021},
	478	+ howpublished = {arXiv:2101.12072},
	479	+ eprint = {2101.12072},
	480	+ archiveprefix = {arXiv}
	481	+}
	482	+
	483	+@article{sklar1959,
	484	+ author = {Sklar, Abe},
	485	+ title = {Fonctions de r\'epartition \`a $n$ dimensions et leurs marges},
	486	+ journal = {Publications de l'Institut de Statistique de l'Universit\'e de Paris},
	487	+ volume = {8},
	488	+ pages = {229--231},
	489	+ year = {1959}
	490	+}
	491	+
	492	+@article{patton2006modelling,
	493	+ author = {Patton, Andrew J.},
	494	+ title = {MODELLING ASYMMETRIC EXCHANGE RATE DEPENDENCE*},
	495	+ year = {2006},
	496	+ journal = {International Economic Review},
	497	+ volume = {47},
	498	+ number = {2},
	499	+ pages = {527--556},
	500	+ doi = {10.1111/j.1468-2354.2006.00387.x}
	501	+}
	502	+
	503	+@article{andersen2003modeling,
	504	+ author = {Andersen, Torben G. and Bollerslev, Tim and Diebold, Francis X. and Labys, Paul},
	505	+ title = {Modeling and Forecasting Realized Volatility},
	506	+ year = {2003},
	507	+ journal = {Econometrica},
	508	+ volume = {71},
	509	+ number = {2},
	510	+ pages = {579--625},
	511	+ doi = {10.1111/1468-0262.00418}
	512	+}
	513	+
	514	+@article{barndorff2002econometric,
	515	+ author = {Barndorff-Nielsen, Ole E. and Shephard, Neil},
	516	+ title = {Econometric Analysis of Realized Volatility and its Use in Estimating Stochastic Volatility Models},
	517	+ year = {2002},
	518	+ journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
	519	+ volume = {64},
	520	+ number = {2},
	521	+ pages = {253--280},
	522	+ doi = {10.1111/1467-9868.00336}
	523	+}
	524	+
	525	+@article{bollerslev2016exploiting,
	526	+ author = {Bollerslev, Tim and Patton, Andrew J. and Quaedvlieg, Rogier},
	527	+ title = {Exploiting the errors: A simple approach for improved volatility forecasting},
	528	+ year = {2016},
	529	+ journal = {Journal of Econometrics},
	530	+ volume = {192},
	531	+ number = {1},
	532	+ pages = {1--18},
	533	+ doi = {10.1016/j.jeconom.2015.10.007}
	534	+}
	535	+
	536	+@book{lopez2018advances,
	537	+ author = {L{\'o}pez de Prado, Marcos},
	538	+ title = {Advances in Financial Machine Learning},
	539	+ publisher = {Wiley},
	540	+ address = {Hoboken, NJ},
	541	+ year = {2018}
	542	+}
	543	+
	544	+@article{kelly2023financial,
	545	+ author = {Kelly, Bryan and Xiu, Dacheng},
	546	+ title = {Financial Machine Learning},
	547	+ year = {2023},
	548	+ journal = {Foundations and Trends® in Finance},
	549	+ volume = {13},
	550	+ number = {3-4},
	551	+ pages = {205--363},
	552	+ doi = {10.1561/0500000064}
	553	+}

added paper/results_macros.tex +0 −0

added paper/sections/ablations.tex +1 −0

		@@ -0,0 +1 @@
	1	+% ablations — written in P8

added paper/sections/abstract.tex +1 −0

		@@ -0,0 +1 @@
	1	+% abstract — written in P8

added paper/sections/conclusion.tex +1 −0

		@@ -0,0 +1 @@
	1	+% conclusion — written in P8

added paper/sections/data.tex +72 −0

		@@ -0,0 +1,72 @@
	1	+\section{Data}
	2	+\label{sec:data}
	3	+
	4	+\subsection{Source and connector}
	5	+All bars come from FinData~OS, a private lakehouse of FirstRate Data one-minute bars for U.S. stocks and ETFs
	6	+(6.70 and 0.91 billion rows respectively at audit time, 2000--2026). The connector discovers the catalog, the
	7	+published Arrow schema and the OpenAPI document, reads small verification pages through the paginated bars endpoint
	8	+and performs bulk retrieval through asynchronous Parquet exports pinned to a dataset version. Every call keeps the
	9	+request identifier, dataset identifier and version; every export file is schema-validated and hashed. The license
	10	+is private use: no raw bar, grid or per-origin return leaves the compute node, and the release contains code,
	11	+aggregate results and synthetic fixtures only.
	12	+
	13	+\subsection{Conventions verified on real rows}
	14	+Timestamps are bar-\emph{open} instants in UTC: the bar stamped 09:30 ET covers 09:30:00--09:30:59 and is complete
	15	+at 09:31. A regular XNYS session is 09:30--16:00 ET, i.e.\ 391 bars on a normal day (slots $0,\dots,390$) and 211 on
	16	+a 13:00 early close; the last slot is the closing print, whose volume is one to two orders of magnitude larger than
	17	+a typical minute (6.7~million against a median of 0.12~million shares for AAPL on 2024-03-08). The closing print is
	18	+excluded from context windows and targets. Extended hours (04:00--20:00 ET) are present at the source and excluded
	19	+here. Zero-volume minutes are absent at the source and are never filled: missingness is a mask and a feature.
	20	+Daylight-saving transitions are handled through the exchange calendar (first regular bar at 14:30Z on 2024-03-08 and
	21	+13:30Z on 2024-03-11). Stored bars are raw; splits are applied explicitly per session from the instrument master,
	22	+which reproduces the server-side split-adjusted series exactly (AAPL 4:1 on 2020-08-31, ratio 4.000 on prices and
	23	+volume). Cash dividends are not applied: intraday log returns within a session are invariant to the dividend factor
	24	+and any dividend adjustment is window dependent; the overnight-gap feature across an ex-dividend date is left raw.
	25	+Mergers and spin-offs are unavailable; a delisted series simply ends.
	26	+
	27	+\subsection{Point-in-time universe and coverage gate}
	28	+The selection date is 2017-12-29. Eligible instruments have a first bar at least six months before that date and a
	29	+last bar at least six months after the sample start (a documented survival requirement), an average daily dollar
	30	+volume of at least 5~million USD over December 2017 and at least fifteen daily bars in that window. From
	31	+\num{2147} candidates we draw 300 instruments proportionally over asset class (75\,\% stocks, 25\,\% ETFs),
	32	+dollar-volume tercile and daily-volatility tercile, with a round-robin over SIC divisions (stocks, from SEC
	33	+submissions) or ETF name categories inside each stratum. A first draw revealed regular-hours minute coverage
	34	+between 6\,\% and 100\,\% over 2018--2025 (median 82\,\%): a quarter of the instruments traded in fewer than 60\,\% of
	35	+regular minutes, which makes per-minute targets mostly masked. Before any model was tuned we audited the coverage of
	36	+all candidates and imposed an availability filter of at least 80\,\% coverage over the window (\num{1152} candidates
	37	+remain; Spearman correlation between dollar volume and coverage 0.76); the second draw keeps the same strata and
	38	+seed. Sixty instruments (20\,\%) are held out entirely for zero-shot evaluation. Only five delisted candidates passed
	39	+the filters because FinData's delisted one-minute archives are only partly ingested: the universe is therefore close
	40	+to a survivor sample, a limitation we carry through the paper.
	41	+
	42	+\subsection{Sample, grid and targets}
	43	+The main sample spans 2018-01-02 to 2025-12-31 (\num{2011} sessions): \num{233958776} exported rows, of which
	44	+\num{220142835} fall in regular hours (93.7\,\% coverage on average, minimum 80.3\,\%; 13.8~million extended-hours
	45	+rows excluded; zero integrity rejections and duplicates; 242 vendor-flagged rows kept with their flags). Each
	46	+instrument is stored as a dense session~$\times$~391 grid of log open, high, low, close and log volume with a
	47	+presence mask, plus past-only 5-minute (78 per day) and 30-minute (13 per day) aggregates with their own masks and a
	48	+past-20-session seasonal profile of log volume and of squared returns. An origin $(s,m)$ is session $s$ at slot $m$,
	49	+with bars $0,\dots,m$ complete; it is eligible when $m\ge 30$, $m+60$ does not cross the last tradable slot (389, or
	50	+209 on an early close), bar $m$ is present and at least 80\,\% of the next 60 slots are present. Targets are
	51	+$y_h = \log C_{m+h}-\log C_{p(m+h-1)}$, where $p(\cdot)$ is the last present slot, with mask $\ind{\text{bar } m+h
	52	+\text{ present}}$, so that the masked sum over $h\le H$ is exactly the $H$-minute log return of the last observed
	53	+bar. Derived targets are the cumulative return $R_{t,H}$, the realised variance $\sum y_h^2$, high/low excursions,
	54	+and the tail event $\abs{R_{t,H}}>2.5\,\sigma_t\sqrt{H}$, where $\sigma_t$ is the trailing root-mean-square
	55	+one-minute return in the 390-bar window (floored at $10^{-5}$), computed from the past only.
	56	+
	57	+\subsection{Features}
	58	+Every bar carries fifteen causal features: scaled return, range, upper and lower wicks, body, close location,
	59	+log volume, relative volume against the seasonal profile, missing flag, session-boundary flag, log temporal gap
	60	+(which encodes overnight and weekend gaps), minute fraction, time to close, weekday and early-close flag. Returns and
	61	+ranges are divided by $\sigma_t$ (times $\sqrt{5}$ and $\sqrt{30}$ for the aggregates), so inputs are scale free. Nine
	62	+global history-only statistics---$\log\sigma_t$, the scaled overnight gap, the calendar position, the ratios of
	63	+30-minute and intraday realised variance to $\sigma_t^2$, and the mean relative volume over 30 minutes---feed a
	64	+global token and the regime embedding. A leakage gate in the test suite perturbs every bar after the origin and
	65	+asserts that no input changes; a quarantined fixture that deliberately uses the next bar is rejected by the same test.
	66	+
	67	+\subsection{Splits}
	68	+Sessions are split chronologically: training up to 2022-12-31, validation 2023, development test 2024 and an
	69	+untouched final test 2025 evaluated once, with a one-session embargo at the start of each evaluation block.
	70	+Held-out instruments are evaluated only with models trained on the pooled instruments. Training origins are two
	71	+random eligible slots per instrument-session (a 1.3-million-example epoch is not materialised: windows are indexed
	72	+into memory-mapped grids); evaluation origins are every ten minutes from 10:00, i.e.\ 36 per normal session.

added paper/sections/design.tex +55 −0

		@@ -0,0 +1,55 @@
	1	+\section{Experimental design}
	2	+\label{sec:design}
	3	+
	4	+\subsection{Baselines with a matched information set}
	5	+Every baseline sees exactly the completed bars available at the origin and is tuned on the training and validation
	6	+periods only. Non-neural: a random walk with zero drift and a Gaussian scale from the trailing root-mean-square
	7	+one-minute return (the reference throughout); a seasonal-volatility model that sums the past-20-session profile of
	8	+squared returns over the future slots, level-adjusted by the trailing 30-minute realised variance; an EWMA
	9	+($\lambda=0.97$ per minute, Student-$t$ with $\nu=5$); HAR-RV at the minute scale (log realised variance over the
	10	+next $H$ minutes on log trailing 30-minute, one-day and five-day realised variances and time of day, by OLS, with
	11	+$\nu$ from the kurtosis of standardised residuals); GARCH(1,1)-$t$ on 5-minute training returns per instrument
	12	+with the analytic variance term structure \citep{bollerslev1986generalized, hansen2005forecast}; ridge, elastic
	13	+net \citep{zou2005regularization} and LightGBM \citep{ke2017lightgbm} on nineteen origin features, predicting the
	14	+scaled cumulative return and the log scaled realised variance, assembled into a Student-$t$. Neural, on the
	15	+one-minute branch only: an MLP on the last sixty bars and a dilated temporal convolutional network
	16	+\citep{bai2018tcn}, both with the same Student-$t$ head and loss as the main model, and the one-minute-only
	17	+\MRPT{} itself, which is the equal-parameter patch-Transformer control \citep{nie2023patchtst}. Pretrained foundation
	18	+models \citep{ansari2024chronos, das2024timesfm} are not evaluated: their weights were not available offline on the
	19	+compute node, their tokenisers assume a single real-valued series without missingness masks, and their terms were
	20	+not reviewed within this project; iTransformer \citep{liu2024itransformer} is not implemented. EGARCH forecasts
	21	+beyond one step require simulation and were too slow for the number of evaluation origins. Table~\ref{tab:baselines}
	22	+lists the specifications.
	23	+
	24	+\subsection{Scores}
	25	+The primary scores are the sample-based $\CRPS$ of the cumulative return at each horizon (256 draws, energy-form
	26	+estimator), the weighted interval score \citep{bracher2021evaluating} over eleven central intervals, the mean
	27	+pinball loss at seven quantile levels, empirical coverage of the 50/80/95\,\% central intervals, PIT dispersion and
	28	+Kolmogorov--Smirnov statistics \citep{gneiting2007probabilistic}, and sharpness (90\,\% interval width). For
	29	+parametric forecasts the closed-form Student-$t$ $\CRPS$ \citep{jordan2019evaluating} and the log score are also
	30	+computed; the log score is reported only where comparable. Secondary: absolute and squared errors of the
	31	+cumulative return, QLIKE on the realised variance with positive forecasts \citep{patton2011volatility}, the Brier
	32	+score of the tail event, directional accuracy against the zero-drift reference, and compute cost. Path-level
	33	+scores (energy and variogram, $p=0.5$; \citealp{scheuerer2015variogram}) and $\CRPS$ of maximum drawdown and
	34	+realised volatility are computed for the Stage-B comparison. We report scaled $\CRPS$ ($\CRPS/(\sigma_t\sqrt{H})$)
	35	+to make instruments and horizons comparable; unscaled values are in the appendix.
	36	+
	37	+\subsection{Inference}
	38	+All intervals are trading-day cluster bootstraps (all instruments and origins of one session form one cluster,
	39	+500--2000 resamples). Pairwise comparisons use Diebold--Mariano statistics on the loss differential ordered
	40	+chronologically with a Bartlett-kernel HAC variance whose lag equals the overlap of consecutive evaluation windows
	41	+times the number of instruments, so that overlapping origins and cross-sectional dependence are both absorbed
	42	+\citep{diebold1995comparing, newey1987simple}; Holm and Benjamini--Hochberg adjustments are applied across horizons
	43	+and models. Subgroup results (asset class, dollar-volume and volatility tercile, sector, time of day, year,
	44	+stress days defined by the top decile of cross-sectional $\sigma_t$) use the same machinery. Economic evaluation
	45	+(Hypothesis~\ref{h5}) trades the sign of the predictive median only when its magnitude exceeds an assumed
	46	+round-trip cost, executes at the next bar with a one-minute delay, and reports gross and net returns per trade with
	47	+day-clustered intervals under several cost assumptions; it is a sensitivity analysis, not a strategy.
	48	+
	49	+\subsection{Ablations and falsification}
	50	+At the Small scale on the development test: resolutions (1m only, 1m+5m, 1m+5m+30m, equal parameters), fusion
	51	+(shared vs cross-attention), head (Gaussian vs Student-$t$), regime (none, statistics, learned), feature sets
	52	+(returns only, OHLCV without relative volume, time only), ticker embedding, three seeds, shuffled minute order
	53	+inside the one-minute window at training and evaluation (a falsification: if the model only uses marginal statistics,
	54	+shuffling should not hurt), the copula head against independent sampling, and model size (Small, Base). Zero-shot
	55	+evaluation on the sixty held-out instruments and the untouched 2025 period complete the protocol.

added paper/sections/hypotheses.tex +52 −0

		@@ -0,0 +1,52 @@
	1	+\section{Research question and falsifiable hypotheses}
	2	+\label{sec:hypotheses}
	3	+
	4	+The question is narrow on purpose. At a decision time $t$ inside the regular session, with every one-minute bar up to
	5	+$t$ complete, can a compact model that reads the recent minute-level history \emph{and} coarser past-only aggregates
	6	+produce better-calibrated and sharper predictive distributions for the next $H\in\{5,15,30,60\}$ minutes than models
	7	+that only read the minute stream, or than well-specified non-neural volatility models? ``Better'' is defined by
	8	+strictly proper scoring rules \citep{gneiting2007strictly, matheson1976scoring}, never by price-level errors: on a
	9	+one-minute grid the random walk is a formidable point forecaster, and a model can look impressive on price-level
	10	+mean squared error while learning nothing \citep{cont2001empirical}. We therefore train and score on return-based
	11	+targets and evaluate full predictive distributions.
	12	+
	13	+Let $r_{t+h}$ denote the log return of the bar opening $h$ minutes after $t$ and $R_{t,H}=\sum_{h\le H} r_{t+h}$
	14	+the cumulative return. The model emits, for each future minute, a Student-$t$ marginal with location, scale and
	15	+degrees of freedom, and (in a second stage) a dependence structure across the $H$ minutes. Five hypotheses were
	16	+written before any model was tuned and are tested as stated.
	17	+
	18	+\begin{hypothesis}[Multi-resolution history]\label{h1}
	19	+At equal parameter count and training budget, a model whose encoder reads the last 390 one-minute bars, the last five
	20	+days of 5-minute aggregates and the last twenty days of 30-minute aggregates achieves a lower $\CRPS$ (and $\WIS$) for
	21	+$R_{t,H}$ than the same architecture reading the one-minute bars only.
	22	+\end{hypothesis}
	23	+
	24	+\begin{hypothesis}[Transfer to unseen instruments]\label{h2}
	25	+A model trained on a pool of instruments, without any ticker identity, scores better on instruments it has never
	26	+seen than non-neural baselines fitted with the same information set, and its loss on unseen instruments is not
	27	+materially worse than on pooled instruments.
	28	+\end{hypothesis}
	29	+
	30	+\begin{hypothesis}[History-only regime conditioning]\label{h3}
	31	+Conditioning the decoder on history-only regime statistics (trailing volatility and relative volume) improves
	32	+calibration---measured by coverage gaps and the probability-integral-transform (PIT) dispersion---on days whose
	33	+cross-sectional volatility is in the top decile, relative to the same model without regime conditioning.
	34	+\end{hypothesis}
	35	+
	36	+\begin{hypothesis}[Coherent joint paths]\label{h4}
	37	+A dependence-aware decoder (a Gaussian copula with a low-rank factor structure over the $H$ future minutes, with the
	38	+Stage-A marginals held fixed) achieves lower energy and variogram scores for the joint path, and lower $\CRPS$ for
	39	+path functionals (maximum drawdown, realised variance), than sampling the same marginals independently.
	40	+\end{hypothesis}
	41	+
	42	+\begin{hypothesis}[Economic content, exploratory]\label{h5}
	43	+Signals derived from the predictive median contain incremental information after an assumed round-trip cost; this
	44	+hypothesis is exploratory because no quote data are available and costs are assumptions.
	45	+\end{hypothesis}
	46	+
	47	+Each hypothesis has a pre-specified test: a Diebold--Mariano statistic on the loss differential with an
	48	+overlap-aware heteroskedasticity- and autocorrelation-consistent variance \citep{diebold1995comparing,
	49	+harvey1997testing, newey1987simple}, a trading-day cluster bootstrap for interval estimates (all instruments of one
	50	+day form one cluster, because millions of overlapping windows are not independent observations), and Holm and
	51	+Benjamini--Hochberg adjustments across horizons and comparisons \citep{holm1979simple, benjamini1995controlling}.
	52	+Null findings are reported as such.

added paper/sections/introduction.tex +1 −0

		@@ -0,0 +1 @@
	1	+% introduction — written in P8

added paper/sections/limitations.tex +37 −0

		@@ -0,0 +1,37 @@
	1	+\section{Limitations}
	2	+\label{sec:limitations}
	3	+
	4	+\paragraph{Survivorship.} The universe requires six months of presence after the sample start and, more
	5	+importantly, 80\,\% regular-hours minute coverage over 2018--2025; only five delisted candidates passed because the
	6	+vendor's delisted one-minute archives are only partly ingested in FinData~OS. The results therefore describe liquid
	7	+instruments that survived the sample window. Nothing in the architecture depends on this choice, but the transfer
	8	+claim (Hypothesis~\ref{h2}) is a claim about unseen \emph{liquid survivors}, not about the whole market.
	9	+
	10	+\paragraph{Bars are not quotes.} FirstRate bars carry no bid--ask spread, trades or order flow. Microstructure
	11	+information that is known to matter for minute-level prediction \citep{sirignano2019universal, kolm2023deep} is
	12	+absent, and the economic evaluation of Hypothesis~\ref{h5} rests on assumed costs.
	13	+
	14	+\paragraph{Regular hours only.} Origins whose horizon crosses the close are excluded, extended hours are not
	15	+studied, and the closing print is excluded from context and targets. The model has never seen the first thirty
	16	+minutes as an origin (the first origin is at 10:00), although those minutes are in its context.
	17	+
	18	+\paragraph{Missingness and targets.} Missing minutes are masked rather than filled; the target of a minute that
	19	+follows a gap is the return accrued since the last observed bar, so its scale is slightly larger than a one-minute
	20	+return. With coverage above 80\,\% and the 80\,\% future-presence rule this affects a small fraction of targets, and
	21	+it affects all models identically, but it is a modelling convention, not a property of the market.
	22	+
	23	+\paragraph{Corporate actions.} Splits are applied explicitly; dividends are not, and the overnight gap across an
	24	+ex-dividend date is left raw. Mergers and spin-offs end a series without notice.
	25	+
	26	+\paragraph{Compute and scale.} A single Apple Silicon node without mixed precision bounds the number of
	27	+optimiser steps and seeds. The brief's upper range (50--100~million parameters) was not explored; the Base model
	28	+is the largest size trained. Training-time estimates are measured, not extrapolated, but the comparison between
	29	+sizes is at matched steps rather than matched wall-clock.
	30	+
	31	+\paragraph{Baselines not run.} Pretrained time-series foundation models, iTransformer and EGARCH were not evaluated
	32	+(Section~\ref{sec:design}); their absence is a limitation of this version, not evidence about them.
	33	+
	34	+\paragraph{Multiplicity and overlap.} Evaluation origins overlap within a session and are cross-sectionally
	35	+dependent; all inference uses day clusters and HAC variances, and multiple-testing adjustments are reported, but the
	36	+effective sample size is far smaller than the number of origins suggests. Readers should weigh interval estimates,
	37	+not point estimates.

added paper/sections/literature.tex +41 −0

		@@ -0,0 +1,41 @@
	1	+\section{Related work}
	2	+\label{sec:literature}
	3	+
	4	+\paragraph{Intraday volatility and probabilistic evaluation.}
	5	+The classical description of intraday returns combines a deterministic periodic component with persistent
	6	+conditional heteroskedasticity \citep{andersen1997intraday, bollerslev1986generalized, nelson1991conditional,
	7	+engle2001garch}. Realised measures built from intraday returns turned volatility into an (almost) observable
	8	+quantity and showed that simple heterogeneous autoregressions forecast it well \citep{andersen2003modeling,
	9	+barndorff2002econometric, corsi2009simple, bollerslev2016exploiting}; \citet{hansen2005forecast} found that little
	10	+beats a GARCH(1,1) once the comparison is fair, and \citet{patton2011volatility} showed that only a few loss
	11	+functions (QLIKE, MSE) rank variance forecasts consistently under noisy proxies. These results frame our baselines:
	12	+seasonal profiles, EWMA, HAR-RV, GARCH-$t$. For distributional forecasts we rely on the theory of proper scoring rules
	13	+\citep{matheson1976scoring, gneiting2007strictly}, the calibration--sharpness paradigm and PIT diagnostics
	14	+\citep{gneiting2007probabilistic}, the weighted interval score \citep{bracher2021evaluating}, closed-form CRPS for
	15	+the Student-$t$ family as implemented in \texttt{scoringRules} \citep{jordan2019evaluating, taillardat2016calibrated},
	16	+threshold-weighted variants \citep{gneiting2011comparing}, and multivariate energy and variogram scores
	17	+\citep{scheuerer2015variogram}. Inference on loss differentials follows \citet{diebold1995comparing},
	18	+\citet{harvey1997testing}, \citet{giacomini2006tests} and \citet{hansen2011model}.
	19	+
	20	+\paragraph{Deep learning for financial microstructure and time series.}
	21	+\citet{sirignano2019universal} documented that a single neural model trained on pooled limit-order-book data transfers
	22	+across stocks---the closest antecedent of our ``universal'' question, although with order-book inputs that we do not
	23	+have. DeepLOB \citep{zhang2019deeplob} and deep order-flow imbalance models \citep{kolm2023deep} also use quote-level
	24	+data. With bars only, the relevant architectures are the generic sequence models: temporal convolutions
	25	+\citep{bai2018tcn}, DeepAR-style autoregressive likelihood models \citep{salinas2020deepar}, N-BEATS
	26	+\citep{oreshkin2020nbeats}, and Transformer variants \citep{vaswani2017attention, wen2023transformers}. Patch
	27	+tokenisation \citep{nie2023patchtst} and variable-as-token inversion \citep{liu2024itransformer} are the
	28	+Transformer designs we adapt; \citet{zeng2023transformers} is the reminder that linear baselines are competitive.
	29	+Pretrained foundation models for time series \citep{ansari2024chronos, das2024timesfm} promise zero-shot
	30	+forecasting but assume a single real-valued series without missingness masks or multi-resolution context; we discuss
	31	+in Section~\ref{sec:design} why they are not evaluated here. Diffusion-based multivariate forecasters
	32	+\citep{rasul2021autoregressive} are a possible Stage-B alternative that we do not pursue given their compute cost.
	33	+Surveys of financial machine learning \citep{gu2020empirical, kelly2023financial, lim2021time} stress the
	34	+evaluation pitfalls we try to avoid: overlapping samples, survivorship, look-ahead, and multiple testing
	35	+\citep{lopez2018advances, bailey2014deflated}.
	36	+
	37	+\paragraph{Dependence across horizons.}
	38	+Coherent joint paths require a dependence model. Copulas separate marginals from dependence
	39	+\citep{sklar1959, patton2006modelling}; our Stage~B uses a Gaussian copula with a low-rank-plus-diagonal
	40	+correlation over the sixty future minutes, trained on the probability-integral transforms of the observed
	41	+targets with the marginals frozen.

added paper/sections/model.tex +54 −0

		@@ -0,0 +1,54 @@
	1	+\section{The Multi-Resolution Patch Transformer}
	2	+\label{sec:model}
	3	+
	4	+\subsection{Inputs and tokenisation}
	5	+Branch~A reads the last 390 one-minute bars ending at the origin (crossing session boundaries, with boundary and gap
	6	+flags), tokenised in patches of five bars (78 tokens). Branch~B reads the last 390 completed 5-minute buckets (about
	7	+five trading days; bucket $j$ of the current session is complete only if slot $5j+4\le m$), in patches of three
	8	+(130 tokens). Branch~C reads the last 260 completed 30-minute buckets (twenty days), in patches of two (130 tokens).
	9	+No unfinished aggregate ever enters a window. Each patch is flattened, concatenated with its fraction of present
	10	+bars and its maximal log gap, and projected through a gated linear unit \citep{dauphin2017glu} to
	11	+$d_{\text{model}}$; a learned resolution embedding, a sinusoidal position measured as the distance to the origin in
	12	+patch units, and a sinusoidal temporal-gap embedding are added. A global token projects the nine history-only
	13	+statistics. Patches without any present bar remain tokens but are masked in attention.
	14	+
	15	+\subsection{Backbone, fusion and regime conditioning}
	16	+The default backbone is a shared pre-norm Transformer encoder \citep{vaswani2017attention, ba2016layernorm} over
	17	+the concatenated token sequence (339 tokens with the global token), with GELU activations
	18	+\citep{hendrycks2016gelu} and key-padding masks. The alternative fusion keeps a small encoder per resolution and
	19	+lets the one-minute stream cross-attend to the two coarser streams before a final encoder. A regime embedding maps
	20	+the global statistics through a two-layer MLP (``stats''), through a soft codebook of eight learned regimes
	21	+(``learned''), or is disabled (``none''); it is added to the decoder queries. The core model carries no ticker
	22	+identity; a ticker embedding exists only as an ablation.
	23	+
	24	+\subsection{Direct decoder and Student-$t$ head (Stage A)}
	25	+Sixty learned future-position queries, each augmented with the known future calendar position (minute fraction,
	26	+time to close, weekday, early-close flag) and the regime embedding, pass through a two-layer Transformer decoder
	27	+that cross-attends to the encoder memory. A linear head yields three numbers per future minute, parametrised in a
	28	+scale-equivariant way:
	29	+\begin{equation}
	30	+\mu_h=\sigma_t\,a_h/10,\qquad s_h=\sigma_t\,\mathrm{softplus}(b_h+0.5413)+10^{-7},\qquad
	31	+\nu_h=2.05+\mathrm{softplus}(c_h+1.5),
	32	+\end{equation}
	33	+so that the scale starts at $\sigma_t$ and the degrees of freedom start near $3.75$ with finite variance. The loss is
	34	+the masked Student-$t$ negative log-likelihood averaged over present target minutes, computed in single precision
	35	+regardless of the device. Gaussian and quantile (pinball) heads are ablations. These are marginal predictions per
	36	+minute; the cumulative-return distribution at $H$ is obtained by Monte Carlo (256 draws) with independent minutes.
	37	+
	38	+\subsection{Dependence-aware paths (Stage B)}
	39	+With the marginals frozen, a copula head produces, from the same decoder states, factor loadings
	40	+$\Lambda\in\mathbb{R}^{H\times k}$ ($k=4$) and a positive diagonal $\psi$, defining a correlation matrix
	41	+$R=D^{-1/2}(\Lambda\Lambda\tr+\mathrm{diag}\,\psi)D^{-1/2}$ over the $H$ future minutes. Training maximises the
	42	+Gaussian-copula log-likelihood of $z_h=\Phi^{-1}(F_{t_{\nu_h}}((y_h-\mu_h)/s_h))$, with missing minutes marginalised
	43	+exactly by replacing their rows and columns of $R$ by the identity. Sampling draws $z=\Lambda\varepsilon+\psi^{1/2}\eta$,
	44	+standardises, maps through $\Phi$ and the Student-$t$ quantile function, and never needs a Cholesky factor. Joint
	45	+samples give cumulative paths, maximum drawdown, realised volatility and interval coverage, scored against
	46	+independent sampling of the same marginals.
	47	+
	48	+\subsection{Sizes and training}
	49	+Three presets are measured, not assumed: Small ($d=192$, 4 layers, 6 heads, FFN 768), the brief's specification
	50	+($d=256$, 6 layers, 8 heads, FFN 1024) and Base ($d=384$, 8 layers, 8 heads, FFN 1536), each with a two-layer decoder.
	51	+Trainable parameter counts appear in Table~\ref{tab:benchmark}. Optimisation uses AdamW
	52	+\citep{loshchilov2019adamw} with $\beta=(0.9,0.98)$, linear warm-up and cosine decay to 10\,\% of the peak rate,
	53	+gradient clipping at~1, early stopping on the validation likelihood, fixed seeds and crash-safe checkpoints with
	54	+resume. Mixed precision is not used in this version.

added paper/sections/reproducibility.tex +16 −0

		@@ -0,0 +1,16 @@
	1	+\section{Reproducibility and release}
	2	+\label{sec:reproducibility}
	3	+
	4	+The repository \texttt{wp41\_uqo} contains the package \texttt{chronos\_x} (data connector, calendar, quality
	5	+checks, corporate actions, grids and windows; models; training; scoring and inference; baselines), the numbered
	6	+scripts that produced every artifact cited here, the configurations that freeze the protocol
	7	+(\texttt{configs/pilot}, \texttt{main}, \texttt{ablations}, \texttt{baselines}, \texttt{final}), the test suite
	8	+(calendar and timestamp conventions, grid construction on synthetic bars, leakage gate with a quarantined
	9	+future-feature fixture, model shapes and parameter counts, numerical checks of the Student-$t$ density and CRPS
	10	+against Monte Carlo, copula sampling and likelihood, live API contract tests), the universe manifest with its hash,
	11	+the provenance logs of every API call, the phase reports, and the LaTeX source whose tables and macros are
	12	+generated from the saved results. A synthetic cache in the exact FinData schema lets anyone run the entire pipeline
	13	+without a license (\texttt{configs/synthetic\_smoke.yaml}). Raw bars, grids and per-origin returns never leave the
	14	+compute node; the released artifacts are code, aggregate scores and figures of scores. The FinData dataset versions
	15	+used are \num{17375} (stocks) and \num{5162} (ETFs); the API audit and the coverage audit are saved with the
	16	+results. Seeds, checkpoints and the exact commands are listed in \texttt{docs/REPRODUCIBILITY.md}.

added paper/sections/results.tex +1 −0

		@@ -0,0 +1 @@
	1	+% results — written in P8

added paper/sections/titlepage.tex +77 −0

		@@ -0,0 +1,77 @@
	1	+% ============================================================================
	2	+% Title Page
	3	+% ============================================================================
	4	+\thispagestyle{empty}
	5	+
	6	+\begin{center}
	7	+
	8	+% --- Logo ---
	9	+\includegraphics[width=3.5cm]{uq_logo.jpg}
	10	+
	11	+\vspace{0.6cm}
	12	+
	13	+{\footnotesize\textsc{Université du Québec en Outaouais}}\\[0.15cm]
	14	+{\footnotesize\textsc{Département des sciences administratives}}
	15	+
	16	+\vspace{0.8cm}
	17	+
	18	+{\footnotesize\textsc{Working Paper No.~\WPnumber}}
	19	+
	20	+\vspace{1.2cm}
	21	+
	22	+% --- Title ---
	23	+{\LARGE\bfseries \WPtitle\par}
	24	+
	25	+\ifx\WPsubtitle\empty\else
	26	+ \vspace{0.3cm}
	27	+ {\large\itshape \WPsubtitle\par}
	28	+\fi
	29	+
	30	+\vspace{1.2cm}
	31	+
	32	+% --- Author ---
	33	+{\large \WPauthor}\\[0.3cm]
	34	+{\normalsize \WPaffiliation}\\[0.15cm]
	35	+{\normalsize \href{mailto:\WPemail}{\WPemail}}\\[0.15cm]
	36	+{\small \WPaddress}
	37	+
	38	+\vspace{0.8cm}
	39	+
	40	+% --- Date & Version ---
	41	+{\normalsize \WPdate}\\[0.1cm]
	42	+{\small Version~\WPversion}
	43	+
	44	+\end{center}
	45	+
	46	+\vfill
	47	+
	48	+\newpage
	49	+
	50	+% ============================================================================
	51	+% Abstract Page
	52	+% ============================================================================
	53	+\thispagestyle{empty}
	54	+
	55	+\vspace*{1cm}
	56	+
	57	+\noindent\rule{\textwidth}{0.4pt}
	58	+\vspace{0.3cm}
	59	+
	60	+\noindent\textbf{Abstract}
	61	+
	62	+\vspace{0.15cm}
	63	+
	64	+\noindent\WPabstract
	65	+
	66	+\vspace{0.4cm}
	67	+
	68	+\noindent\textbf{Keywords:} \WPkeywords
	69	+
	70	+\vspace{0.15cm}
	71	+
	72	+\noindent\textbf{JEL Classification:} \WPjel
	73	+
	74	+\vspace{0.3cm}
	75	+\noindent\rule{\textwidth}{0.4pt}
	76	+
	77	+\newpage

added paper/sections/titlepage_anon.tex +53 −0

		@@ -0,0 +1,53 @@
	1	+% ============================================================================
	2	+% ANONYMOUS TITLE PAGE — for double-anonymized journal submission
	3	+% Used by paper/main_anon.tex (same macros as main.tex, no author block,
	4	+% no institution, no logo). Abstract/keywords/JEL page identical to titlepage.tex.
	5	+% ============================================================================
	6	+\thispagestyle{empty}
	7	+\begin{center}
	8	+
	9	+\vspace*{3cm}
	10	+
	11	+{\LARGE\bfseries \WPtitle\par}
	12	+
	13	+\ifx\WPsubtitle\empty\else
	14	+ \vspace{0.3cm}
	15	+ {\large\itshape \WPsubtitle\par}
	16	+\fi
	17	+
	18	+\vspace{1.5cm}
	19	+
	20	+{\normalsize [Author identity withheld for review]}
	21	+
	22	+\vspace{0.8cm}
	23	+
	24	+{\normalsize \WPdate}
	25	+
	26	+\end{center}
	27	+
	28	+\vfill
	29	+
	30	+\newpage
	31	+\thispagestyle{empty}
	32	+\vspace*{1cm}
	33	+
	34	+\noindent\rule{\textwidth}{0.4pt}
	35	+\vspace{0.3cm}
	36	+
	37	+\noindent\textbf{Abstract}
	38	+\vspace{0.15cm}
	39	+
	40	+\noindent\WPabstract
	41	+
	42	+\vspace{0.4cm}
	43	+
	44	+\noindent\textbf{Keywords:} \WPkeywords
	45	+
	46	+\vspace{0.15cm}
	47	+
	48	+\noindent\textbf{JEL Classification:} \WPjel
	49	+
	50	+\vspace{0.3cm}
	51	+\noindent\rule{\textwidth}{0.4pt}
	52	+
	53	+\newpage

added paper/uq_logo.jpg +0 −0

Binary file not shown.

added pyproject.toml +35 −0

		@@ -0,0 +1,35 @@
	1	+[project]
	2	+name = "chronos-x"
	3	+version = "0.1.0"
	4	+description = "WP41 UQO - CHRONOS-X: universal intraday representation learning for probabilistic financial forecasting"
	5	+readme = "README.md"
	6	+requires-python = ">=3.12"
	7	+license = { text = "Research code: MIT. Data: FirstRate Data private license (not redistributed)." }
	8	+authors = [{ name = "Simon-Pierre Boucher", email = "simon-pierre.boucher@uqo.ca" }]
	9	+dependencies = [
	10	+ "httpx>=0.27", "pyarrow>=17", "polars>=1.0", "duckdb>=1.0", "numpy>=1.26", "pandas>=2.2",
	11	+ "scipy>=1.13", "scikit-learn>=1.5", "statsmodels>=0.14", "lightgbm>=4.3", "arch>=7",
	12	+ "torch>=2.4", "pyyaml>=6", "matplotlib>=3.9", "exchange-calendars>=4.5",
	13	+]
	14	+
	15	+[project.optional-dependencies]
	16	+dev = ["pytest>=8", "pytest-cov", "ruff"]
	17	+
	18	+[project.scripts]
	19	+chronos-x = "chronos_x.inference.cli:main"
	20	+
	21	+[build-system]
	22	+requires = ["setuptools>=68", "wheel"]
	23	+build-backend = "setuptools.build_meta"
	24	+
	25	+[tool.setuptools.packages.find]
	26	+where = ["src"]
	27	+
	28	+[tool.pytest.ini_options]
	29	+testpaths = ["tests"]
	30	+addopts = "-q"
	31	+markers = ["live: tests that call the live FinData API (skipped without WP41_LIVE=1)", "slow: long tests"]
	32	+
	33	+[tool.ruff]
	34	+line-length = 110
	35	+target-version = "py312"

added results/metrics/coverage_audit_candidates.csv +1307 −0

		@@ -0,0 +1,2148 @@
	1	+symbol,coverage,sessions_present,sessions_expected,first_session,last_session,cov_2018,cov_2019,cov_2020,cov_2021,cov_2022,cov_2023,cov_2024,cov_2025,error
	2	+A,0.9690016746538418,2011.0,2011.0,2018-01-02,2025-12-31,0.988222525951756,0.9839260726613608,0.9802561741615972,0.9723440100677953,0.971217878754675,0.9667943418867649,0.9464598601306035,0.9426059320493085,
	3	+AA,0.9976835686050572,2011.0,2011.0,2018-01-02,2025-12-31,0.9940319931411189,0.9953923598424878,0.9966771513082151,0.9995432955791012,0.999786022151802,0.9993350383631714,0.9977266268826371,0.998997442455243,
	4	+AAL,0.9994633098520795,2011.0,2011.0,2018-01-02,2025-12-31,0.9992256039779501,0.999644785450412,0.9993125966660938,1.0,1.0,0.9975242966751918,0.999989851012869,1.0,
	5	+AAMI,0.5995739930786729,2010.0,2011.0,2018-01-02,2025-12-31,0.7623533815912699,0.7380638772440086,0.7299611603701726,0.7102305926835325,0.6390667919466484,0.381133610501691,0.4196932293076582,0.4131614404673883,
	6	+AAOI,0.7804821870640075,2011.0,2011.0,2018-01-02,2025-12-31,0.9003641679871465,0.771341828853253,0.8064402908423245,0.6780206415968406,0.4648995924279754,0.671687373486382,0.9603484844724345,0.9906803069053708,
	7	+AAON,0.5357803929637284,2011.0,2011.0,2018-01-02,2025-12-31,0.5200412637760613,0.42243759238704753,0.5207171282101599,0.37585513633985773,0.42028943654962825,0.5594418491897067,0.6548695994642105,0.8145302481182046,
	8	+AAP,0.9312529466740457,2011.0,2011.0,2018-01-02,2025-12-31,0.9292098403153486,0.9444455988316062,0.9251972655451822,0.8679902966063133,0.8920328914520944,0.9726270469448856,0.9619684263567367,0.9569447643058872,
	9	+AAPL,0.9999287804543044,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,1.0,
	10	+AAT,0.5798601443650809,2011.0,2011.0,2018-01-02,2025-12-31,0.607706071026255,0.5951031281390913,0.6541562102517096,0.5623448431505303,0.5530831426358178,0.6326897370940958,0.47266084124425234,0.56111712585302,
	11	+AAXJ,0.8451140091661171,2011.0,2011.0,2018-01-02,2025-12-31,0.8645941802178325,0.8883678754831831,0.9131680425672646,0.8803144858465399,0.9385304565425766,0.8070574659701095,0.7408593700547736,0.7269583641410406,
	12	+AB,0.610646287782742,2011.0,2011.0,2018-01-02,2025-12-31,0.5780251558945246,0.5353398794781322,0.6828403517255246,0.6306794645875383,0.6849510118216122,0.6389481339620126,0.5800676682514477,0.5539723882134763,
	13	+ABBV,0.9981343022582954,2011.0,2011.0,2018-01-02,2025-12-31,0.9983900714278434,0.9981630333292737,0.9976143060764432,0.9987212276214833,0.9979723051527902,0.9979948849104858,0.9976048390370641,0.998618925831202,
	14	+ABCB,0.627665577291708,2011.0,2011.0,2018-01-02,2025-12-31,0.6177723983642647,0.7182859062987788,0.7164396090922938,0.6537388772391985,0.6106131467391124,0.5998736015321026,0.5242890273768688,0.5792480091150412,
	15	+ABEO,0.6423653071944743,2011.0,2011.0,2018-01-02,2025-12-31,0.781481967790708,0.7063222706487636,0.7852370025171092,0.7613091943281881,0.5447868288545675,0.2794097041247985,0.5142866474153368,0.7637696512769543,
	16	+ABEV,0.9907762430810853,2011.0,2011.0,2018-01-02,2025-12-31,0.994764134453809,0.9911196362603012,0.9933444811999643,0.9887447732716275,0.9922356609368153,0.9851722524575459,0.9869585515365568,0.9938618925831202,
	17	+ABG,0.4466967719529955,2011.0,2011.0,2018-01-02,2025-12-31,0.5488587341039595,0.45500598068748754,0.5351291226413689,0.44057133121811126,0.4872297334461864,0.42379592974630603,0.3450843693477116,0.3370624356068411,
	18	+ABM,0.6577258009036021,2011.0,2011.0,2018-01-02,2025-12-31,0.8003291134802616,0.6820501261841367,0.7130154321281913,0.6428415586304581,0.6366058293824376,0.6073922982751724,0.5926750190425782,0.5861925067574938,
	19	+ABR,0.9303421670623814,2011.0,2011.0,2018-01-02,2025-12-31,0.799991172387576,0.8712752014742293,0.9344751504509252,0.9350870783095847,0.9714800994081877,0.9849820971867007,0.9756570531227806,0.9701687979539642,
	20	+ABT,0.9976410393976749,2011.0,2011.0,2018-01-02,2025-12-31,0.9977175696192211,0.9969466459569609,0.9968864672523072,0.9981224373807492,0.99767681193385,0.9978107416879795,0.9974932001786222,0.9984859335038362,
	21	+ACAD,0.9432770855433357,2010.0,2011.0,2018-01-02,2025-12-31,0.9699442010868297,0.9460944484944194,0.9533766341220059,0.9380099866033368,0.9430167959813694,0.9311213682258398,0.9320129933970976,0.9325231451739978,
	22	+ACGL,0.9481381872073625,2011.0,2011.0,2018-01-02,2025-12-31,0.853081969162175,0.9227497098159272,0.979107930803378,0.9695010911844646,0.9796592106984481,0.9791788705591447,0.9499153257016799,0.9518118810681082,
	23	+ACH,0.8515167704882212,2011.0,2011.0,2018-01-02,2025-12-31,0.8825461055621153,0.8984428375375153,0.9429318212120845,0.8602356046477935,0.8300568226844142,0.8039426431194775,0.743495076442556,0.8497670088847407,
	24	+ACHC,0.8189708967317733,2011.0,2011.0,2018-01-02,2025-12-31,0.9129760155991832,0.851099784649075,0.8482804831734462,0.7204714497929126,0.7909468778140128,0.6997326093017054,0.795051209576488,0.9333154264796791,
	25	+ACIW,0.7988321838884812,2011.0,2011.0,2018-01-02,2025-12-31,0.8003866764671838,0.8583079704853986,0.8634851377774653,0.8017834031064174,0.8473567216449532,0.7267119671276712,0.733408859113396,0.7582645543690381,
	26	+ACLS,0.6777755435612126,2011.0,2011.0,2018-01-02,2025-12-31,0.6385745608009292,0.5342134862049771,0.6511928254025715,0.6340316606070959,0.7259101193557909,0.7643028326929371,0.7455354076516244,0.7296830826293015,
	27	+ACM,0.8682696738223766,2011.0,2011.0,2018-01-02,2025-12-31,0.8948622184997298,0.8996303171313171,0.9617066325654311,0.8906186899514253,0.8615904257299596,0.830386249863638,0.7888954400360323,0.8174718367050097,
	28	+ACN,0.9901982955033843,2011.0,2011.0,2018-01-02,2025-12-31,0.9917873263977337,0.9920939390248852,0.9940214882052213,0.98904924288556,0.9924802070490416,0.9843962618634926,0.9841777290626395,0.9935609992606149,
	29	+ACRS,0.6729909956759501,2011.0,2011.0,2018-01-02,2025-12-31,0.6184098891279889,0.7257714336507322,0.540815531137651,0.7114167735917775,0.5711019028575338,0.7719957333850499,0.6842658280428732,0.7615430115998594,
	30	+ACWI,0.9817401065090235,2010.0,2011.0,2018-01-02,2025-12-31,0.9764450519035118,0.9577969040490706,0.9829394809587407,0.9891710307311331,0.9962958314497793,0.9830169816123441,0.9769880615203702,0.991386189258312,
	31	+ACWV,0.44855312122522023,2010.0,2011.0,2018-01-02,2025-12-31,0.391451973707816,0.5332567878446111,0.578912182786813,0.4375835848454362,0.5178099736663823,0.4242451849068496,0.35919930167272623,0.34447800632719605,
	32	+ACWX,0.8343067926949649,2010.0,2011.0,2018-01-02,2025-12-31,0.6698077449357007,0.7536505089019604,0.8712066874934993,0.8134544497103738,0.9659837999790514,0.8862710027757239,0.8325482057648941,0.8820465691324952,
	33	+ADBE,0.9947628198361695,2011.0,2011.0,2018-01-02,2025-12-31,0.9972896139228252,0.9961332359030569,0.9965730922030265,0.989404457435148,0.9972386668161114,0.9943427109974424,0.9897190760362115,0.9974322250639385,
	34	+ADC,0.7602476087100275,2011.0,2011.0,2018-01-02,2025-12-31,0.5551834672920299,0.6476077346248618,0.7614158515649564,0.7436884843916275,0.8143363806141961,0.8557547181246288,0.8566051051233049,0.8482417425243329,
	35	+ADEA,0.6995882351795975,2011.0,2011.0,2018-01-02,2025-12-31,0.661549098209651,0.7046607227271704,0.8255917654944702,0.6969356600391376,0.7233394394205339,0.6916070835505025,0.6226089515413281,0.6695547447909722,
	36	+ADI,0.9951204846839672,2011.0,2011.0,2018-01-02,2025-12-31,0.9955894775825728,0.9952634051766183,0.9960551442351663,0.9980615434579629,0.9985938598546987,0.9970332480818415,0.9899468270033475,0.99041010411995,
	37	+ADM,0.995278408119713,2011.0,2011.0,2018-01-02,2025-12-31,0.996953363018514,0.9970729070527862,0.9948926238910603,0.992286769780376,0.99786022151802,0.9979437340153453,0.993216291942974,0.992015030120847,
	38	+ADNT,0.894931195355039,2011.0,2011.0,2018-01-02,2025-12-31,0.9122049033716891,0.9640543558586978,0.9313612823377923,0.8514289773880566,0.8813969223408182,0.8703059114434978,0.8832398953124764,0.864893758863529,
	39	+ADP,0.9655902065795372,2011.0,2011.0,2018-01-02,2025-12-31,0.9867231839903812,0.9864791441681419,0.9908154904147048,0.97266877765599,0.9774364198217373,0.9632164458612623,0.9253413089942344,0.9217045126725737,
	40	+ADSK,0.9580171084947625,2011.0,2011.0,2018-01-02,2025-12-31,0.98285149362671,0.9816920930058953,0.976283962158705,0.9548776032151992,0.9761771329006226,0.9511247136398346,0.9190988161182461,0.9217869359159283,
	41	+ADTN,0.6791175401632037,2011.0,2011.0,2018-01-02,2025-12-31,0.6355261853399725,0.6015870803297623,0.5919550717626947,0.5752069287087045,0.7300329717118967,0.8033222870025818,0.7009424897783827,0.7966608889589217,
	42	+AEE,0.964279136474581,2011.0,2011.0,2018-01-02,2025-12-31,0.9831586732909817,0.977287721187795,0.9786741116516828,0.9500627986616036,0.9661294459258274,0.9738332868692501,0.9493508303795452,0.9356096532163245,
	43	+AEG,0.8023021175681724,2011.0,2011.0,2018-01-02,2025-12-31,0.8169316407175266,0.7746215389789408,0.792636457682415,0.7324771724748694,0.82647555497456,0.7663086265621022,0.8049861540879831,0.9046991430406904,
	44	+AEIS,0.5445721433052744,2011.0,2011.0,2018-01-02,2025-12-31,0.7409493189289363,0.6275628116484591,0.6323590855504303,0.5537841965551933,0.46803798249264256,0.4296168531290529,0.3917709126373264,0.5114479582065673,
	45	+AEM,0.987463521606064,2011.0,2011.0,2018-01-02,2025-12-31,0.9748830763900918,0.9781871330852554,0.984098120645609,0.9813563106401982,0.9984512079559003,0.9976572890025573,0.9920216936283407,0.9931867007672635,
	46	+AEO,0.9967142872237142,2011.0,2011.0,2018-01-02,2025-12-31,0.9962197246818351,0.9956562335078958,0.9962597171537457,0.997340965371656,0.9988384059669252,0.9952634271099745,0.9964117318058482,0.9977289002557546,
	47	+AEP,0.9962379673338919,2011.0,2011.0,2018-01-02,2025-12-31,0.9970756360746272,0.9934831477752167,0.9965124389676818,0.9972597734746073,0.998502155062614,0.9988030690537085,0.9950010225946274,0.9932745542478273,
	48	+AER,0.9184681702786768,2011.0,2011.0,2018-01-02,2025-12-31,0.9413460689188313,0.9059280281932129,0.9591758691342728,0.9007240989671507,0.9329251158177438,0.9002592938267415,0.9192079538045042,0.8877774572429425,
	49	+AES,0.9971068928049579,2011.0,2011.0,2018-01-02,2025-12-31,0.9959853679909517,0.9953228080159873,0.9965124389676819,0.9954126578167498,0.9980945782089035,0.9974731457800512,0.9985486948402549,0.999529411764706,
	50	+AFG,0.6295928085762365,2011.0,2011.0,2018-01-02,2025-12-31,0.6186546284046007,0.6623679693733391,0.7927512484816929,0.6933530675818649,0.6163109649135726,0.5905679203888439,0.4757381007214342,0.585596101865432,
	51	+AFL,0.9944271067136109,2011.0,2011.0,2018-01-02,2025-12-31,0.9883534914052231,0.9961493492238574,0.9975637617136561,0.9975439451142776,0.9976870013551928,0.9966547314578005,0.99073397474932,0.9906950461206532,
	52	+AG,0.9863881643289274,2011.0,2011.0,2018-01-02,2025-12-31,0.954544991389939,0.9760280923963787,0.9947332773975719,0.991089189298908,0.9950785094914459,0.9905780051150893,0.990135184508586,0.998925831202046,
	53	+AGCO,0.8297389291925525,2011.0,2011.0,2018-01-02,2025-12-31,0.8591814243854873,0.8346826195276518,0.8384826381072013,0.8367878369151082,0.8457911242993024,0.8206151683009903,0.82376861040453,0.778266930097817,
	54	+AGG,0.996003176695518,2011.0,2011.0,2018-01-02,2025-12-31,0.9882632836371269,0.9914458949319133,0.9962293905360734,0.996508748426907,0.9992663616633212,0.9990588235294117,0.9982746721877155,0.999007672634271,
	55	+AGI,0.9618510357733501,2011.0,2011.0,2018-01-02,2025-12-31,0.9115440880083985,0.9446533885207357,0.9763544368105156,0.9562172695165022,0.975005349446205,0.9716639071041564,0.9667918888140462,0.9926956521739131,
	56	+AGIO,0.748916166716928,2011.0,2011.0,2018-01-02,2025-12-31,0.7020314760400587,0.7854870157418005,0.8586609059188312,0.795944705239744,0.7377157471132428,0.6569590186785615,0.7351034513674967,0.7177841238288021,
	57	+AGNC,0.9978125425250635,2011.0,2011.0,2018-01-02,2025-12-31,0.9925209647344126,0.9954837007266674,0.9972604955369327,0.9983558640847643,0.9993376876127206,0.9998158567774935,0.9997767222831162,0.9999693094629156,
	58	+AGO,0.6974991686884062,2011.0,2011.0,2018-01-02,2025-12-31,0.8665939628113164,0.8146819480591192,0.8672661914793893,0.7448042476830007,0.6651514691286369,0.5368311656828402,0.5762847415221326,0.5054492430394782,
	59	+AGQ,0.6403250142784159,1818.0,2011.0,2018-01-02,2025-03-26,0.3163708120693551,0.44076598975327475,0.7557297784341145,0.8370986075589655,0.8688189750784621,0.7968719409461703,0.899815740569186,0.20407161125319695,
	60	+AGX,0.38154855389815473,2011.0,2011.0,2018-01-02,2025-12-31,0.5382267248625889,0.3977364968928708,0.38368752794612193,0.24866283487088084,0.2826392880617504,0.22497017005854475,0.36726154161094343,0.6099949818790076,
	61	+AHRT,0.6208122209461518,2011.0,2011.0,2018-01-02,2025-12-31,0.6098826956147966,0.5395818675021351,0.6499651483443513,0.483600054487074,0.6594037662515838,0.5706367195549145,0.6859116474393866,0.7682821299135768,
	62	+AIA,0.2298740245217165,2011.0,2011.0,2018-01-02,2025-12-31,0.24188179585508823,0.15435729206168355,0.30570782876604735,0.3405186238242807,0.2223236120619762,0.1707354819941576,0.17347726232467026,0.22923261536223805,
	63	+AIFU,0.2766973558254897,2010.0,2011.0,2018-01-02,2025-12-31,0.49933520062125525,0.4721068316055044,0.33261328776323845,0.21210223906857884,0.13418482770050694,0.14689038920740352,0.21279323598386396,0.2020260602901783,
	64	+AIG,0.9980053645025811,2011.0,2011.0,2018-01-02,2025-12-31,0.9989504896016955,0.9984675029432062,0.9987363909303195,0.9988836114155806,0.9993886347194343,0.9977595907928388,0.9962651727357609,0.9955766354347219,
	65	+AIN,0.40087628852091545,2011.0,2011.0,2018-01-02,2025-12-31,0.3945293721177157,0.4565988425729519,0.561470257421242,0.34696924308565374,0.3456668954537844,0.32695400055756896,0.31930449905080516,0.45447434576550594,
	66	+AIR,0.5504634872921782,2011.0,2011.0,2018-01-02,2025-12-31,0.5596952561386315,0.5580610085919112,0.689761767410365,0.5820917899407857,0.5833732499487753,0.4259484369886426,0.47990322580024525,0.5232836935309876,
	67	+AIT,0.46244595947245,2011.0,2011.0,2018-01-02,2025-12-31,0.5155357044808971,0.4875036627742656,0.5314301376536196,0.3802164591367147,0.406917921699947,0.413582235366844,0.4356396449643804,0.52859567762815,
	68	+AIV,0.8763672566065245,2011.0,2011.0,2018-01-02,2025-12-31,0.925105918069036,0.9397334866359485,0.9545207572762442,0.9210104331587707,0.8691023955232994,0.8419818911285925,0.7654275186274799,0.79297535787445,
	69	+AIZ,0.6893037735491849,2011.0,2011.0,2018-01-02,2025-12-31,0.8184887871213054,0.7911258603310821,0.7418423913702232,0.7139785030022725,0.7411712648080422,0.6279413825286967,0.5467133827911272,0.5319426916037381,
	70	+AJG,0.8894086729000125,2011.0,2011.0,2018-01-02,2025-12-31,0.9184591315589994,0.9247777275619364,0.9284962553813577,0.8987381682530832,0.8909683625228061,0.8467843541290409,0.8033260010508771,0.903458964133768,
	71	+AKAM,0.956337445898445,2011.0,2011.0,2018-01-02,2025-12-31,0.9700934205747404,0.9688046590296259,0.9801856995097866,0.95030041001908,0.957166038938753,0.9529977091186773,0.9296772833729962,0.9412916691918886,
	72	+AKR,0.8046433817769494,2011.0,2011.0,2018-01-02,2025-12-31,0.8191607577278672,0.7209694235548467,0.842103482947362,0.7510160531002702,0.8144349427419711,0.8239929212979237,0.829537756444703,0.8362842147367912,
	73	+ALB,0.9722575880535262,2011.0,2011.0,2018-01-02,2025-12-31,0.9746505064697756,0.9770823845713846,0.9703292613101874,0.9408212560386474,0.9554212816254165,0.9845217391304347,0.9868979462105607,0.9885130119634913,
	74	+ALG,0.19018382255372931,2011.0,2011.0,2018-01-02,2025-12-31,0.210351524895195,0.2759900168598245,0.20241479406190452,0.11999123435348451,0.15097791160421045,0.16418181597798814,0.19337302885987145,0.203969212494394,
	75	+ALGN,0.8695465505892547,2011.0,2011.0,2018-01-02,2025-12-31,0.9310217705437931,0.9272725506165101,0.9025958386993799,0.7850262228663704,0.8972543179604584,0.8640008727166942,0.7970410363472266,0.8522008702924813,
	76	+ALGT,0.527558622000881,2011.0,2011.0,2018-01-02,2025-12-31,0.49596573766026053,0.4352163696717096,0.5911704124511032,0.4473290655639961,0.5622044615081571,0.4821784463218628,0.5957285173840124,0.61073562744694,
	77	+ALK,0.9826807337163449,2011.0,2011.0,2018-01-02,2025-12-31,0.9823009751276225,0.9512662953772758,0.9918335161633925,0.988318515812122,0.990687158639294,0.983665410116241,0.9842971119349587,0.9891298287293487,
	78	+ALKS,0.9152712468666128,2009.0,2011.0,2018-01-02,2025-12-31,0.8431931598945728,0.9346372040127268,0.9266627167005713,0.9080779299837252,0.9308830302238037,0.9294535581386892,0.9298291814837069,0.9193085174725156,
	79	+ALL,0.9698907436355472,2011.0,2011.0,2018-01-02,2025-12-31,0.9892561485793411,0.9897163824661674,0.99348423276987,0.9838428124873136,0.9871688142280636,0.962313474988182,0.929608356839542,0.9233580683870499,
	80	+ALLE,0.8446759149329298,2011.0,2011.0,2018-01-02,2025-12-31,0.8581050158464817,0.8667839620222015,0.9056636180191467,0.8460535735689976,0.8531322884846356,0.8372924934243221,0.7727194937319664,0.8172252457545969,
	81	+ALLY,0.9945652784185469,2011.0,2011.0,2018-01-02,2025-12-31,0.989341865275471,0.9939932907018154,0.9975738705862134,0.9974120082815735,0.9990421943937804,0.9986496163682864,0.9894408687302106,0.9910581932340214,
	82	+ALNY,0.7968118657163663,2010.0,2011.0,2018-01-02,2025-12-31,0.87285635219392,0.8406726864109199,0.8264480013728903,0.7597456731164202,0.8175397704946326,0.7143858135052908,0.741318864244647,0.8011746281863251,
	83	+ALRM,0.6101669602293023,2011.0,2011.0,2018-01-02,2025-12-31,0.7517166398224508,0.7379411274091339,0.7654492917153765,0.5513934607430443,0.5309370872771263,0.4645331814159829,0.5460805381291194,0.5311323741530406,
	84	+ALSN,0.8806954894828182,2011.0,2011.0,2018-01-02,2025-12-31,0.9347975547899915,0.9246245788651335,0.9340834915260098,0.9205190971230172,0.9027179243173244,0.8521990763748317,0.7690091490954511,0.8068913588926195,
	85	+ALV,0.8150554973307106,2011.0,2011.0,2018-01-02,2025-12-31,0.7812698250041736,0.8143618942185019,0.8182253677797078,0.7716089732822863,0.8725707103586479,0.8871105077514213,0.7916110396353061,0.7840933806862947,
	86	+AM,0.9462083340116649,2011.0,2011.0,2018-01-02,2025-12-31,0.7372422046218344,0.9537307676693866,0.9906525507200702,0.986654081922624,0.9863680512673733,0.9760402904207223,0.9705529783862168,0.9679891395255815,
	87	+AMAT,0.9997109689510205,2011.0,2011.0,2018-01-02,2025-12-31,1.0,0.9999797020257378,0.9994136853916683,0.9999797020257378,0.9999898105786573,0.9999283887468031,0.9994215077335282,0.9989742669785822,
	88	+AMBA,0.7867447153165318,2011.0,2011.0,2018-01-02,2025-12-31,0.869679329252124,0.7837169073275302,0.7978845914575812,0.7789198033770827,0.8282218576029816,0.724334153525412,0.7246043963295875,0.7865493024326978,
	89	+AMC,0.9863824744803208,2011.0,2011.0,2018-01-02,2025-12-31,0.9452764812557385,0.962632920466765,0.989223941853765,0.9988328664799252,0.9996229914103179,0.9994987212276214,0.9967827710794462,0.9992736572890026,
	90	+AMCX,0.7529476414405198,2011.0,2011.0,2018-01-02,2025-12-31,0.841056810080438,0.8249324731609795,0.9118229396955927,0.7027686821689317,0.6789048699687378,0.6770841565556782,0.764448309717458,0.6203336686828038,
	91	+AMD,0.9999287804543044,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,1.0,
	92	+AME,0.9203932799247416,2011.0,2011.0,2018-01-02,2025-12-31,0.9489434656617224,0.9437004900181104,0.9531066170332203,0.9182296106848536,0.9198730465708228,0.8968758196870341,0.8814758955302707,0.9005788051053926,
	93	+AMG,0.6008091603621205,2011.0,2011.0,2018-01-02,2025-12-31,0.7506242469305334,0.8279061263903872,0.7717556950920658,0.5802956597159091,0.5624229304283213,0.5054153040569205,0.4090197656093827,0.3964181282651119,
	94	+AMGN,0.9896083775450341,2011.0,2011.0,2018-01-02,2025-12-31,0.9970043101252278,0.9970394779245582,0.997472781860639,0.9942252263224131,0.9948849104859335,0.989110871383377,0.9700112341110632,0.9770335389874062,
	95	+AMH,0.970355593417426,2011.0,2011.0,2018-01-02,2025-12-31,0.9594397769221775,0.9579637610934201,0.9771402459464739,0.9578339406371794,0.9897599212971028,0.9849414673761531,0.9696219651402013,0.9662334759578672,
	96	+AMJ,0.6487449535066135,1607.0,2011.0,2018-01-02,2024-05-21,0.9598422832107649,0.9059946940518084,0.9095142360952578,0.7710101830415523,0.8494086586225611,0.5530699506672647,0.2362075264888564,0.0,
	97	+AMKR,0.9134099491137672,2011.0,2011.0,2018-01-02,2025-12-31,0.8911124631544971,0.8574358309846364,0.9342437962064708,0.9382511573212293,0.9124446686653707,0.9001329438431049,0.903273514914586,0.9705584174737274,
	98	+AMLP,0.9820482925779944,2011.0,2011.0,2018-01-02,2025-12-31,0.9979141626727112,0.9949574444792684,0.9952083944077715,0.9875471927901597,0.9955370334518703,0.9613846620040969,0.9583619765647863,0.9652423606986582,
	99	+AMN,0.7418684273019164,2011.0,2011.0,2018-01-02,2025-12-31,0.7254092923949105,0.7018570049078771,0.7665624654304107,0.6340251190798456,0.779256231157116,0.775704052072096,0.776613722623468,0.7760443630986292,
	100	+AMP,0.8043739216373195,2011.0,2011.0,2018-01-02,2025-12-31,0.9269136469720928,0.933459873406056,0.9151386019850857,0.8317623086050135,0.8271420686872273,0.7285182967479182,0.6154124057755528,0.6549936606829008,
	101	+AMRN,0.8346718893047669,2010.0,2011.0,2018-01-02,2025-12-31,0.9247499161062926,0.9937583729143832,0.9917612688656834,0.9556184792757683,0.8801303917552419,0.8616553981163865,0.675740534554367,0.3905647204276312,
	102	+AMSF,0.26836362021463617,2011.0,2011.0,2018-01-02,2025-12-31,0.2820947576586178,0.2881117554515452,0.31757420786802776,0.24671899118875518,0.26244419299807115,0.22998838801953916,0.2670481820037583,0.2523324080920231,
	103	+AMT,0.9841236829394309,2011.0,2011.0,2018-01-02,2025-12-31,0.9853781803731366,0.9860107996766945,0.989881018569999,0.982056590752243,0.9844644162468441,0.9874099465461025,0.9774910376266723,0.9802765057393243,
	104	+AMX,0.9340809521161207,2011.0,2011.0,2018-01-02,2025-12-31,0.9612286240065375,0.9490072559005056,0.9571005319710342,0.9216557836816984,0.9452447057142999,0.910757590817081,0.911174814042658,0.9162120701567253,
	105	+AMZA,0.3235099945535974,2010.0,2011.0,2018-01-02,2025-12-31,0.6863274529426204,0.53681802413939,0.3687448416603215,0.3080831343458464,0.22602121302308495,0.1587285487448637,0.14861060847170104,0.15295814596186713,
	106	+AMZN,0.998318896859385,2011.0,2011.0,2018-01-02,2025-12-31,0.9992357933992929,0.9973424564550732,0.9981601851945452,0.9931798806479112,0.9986651858040981,1.0,1.0,1.0,
	107	+AN,0.8059859087885564,2011.0,2011.0,2018-01-02,2025-12-31,0.8899901297828046,0.8500254830965974,0.9075004145356389,0.8960256951190394,0.8821332166877996,0.793128810559872,0.6336104054919584,0.5939207039914667,
	108	+ANAB,0.5441967519270188,2011.0,2011.0,2018-01-02,2025-12-31,0.6215115779593834,0.5888200393145787,0.6615195417681606,0.46521388966329025,0.4052953891516273,0.42665887686209863,0.526722908409191,0.6570849323038509,
	109	+ANET,0.9282587602828869,2011.0,2011.0,2018-01-02,2025-12-31,0.9140569635012513,0.9056358239428747,0.8845883434734267,0.7730686477489548,0.9880948442928447,0.985856462345911,0.9762818170746559,0.9998670076726343,
	110	+ANF,0.9738710217764428,2011.0,2011.0,2018-01-02,2025-12-31,0.9881191347143395,0.9844896540936589,0.9786536064504764,0.9662444688020136,0.9801000601175859,0.9654222857904753,0.9576921434141347,0.9702130155998109,
	111	+ANGL,0.7532740060935988,2011.0,2011.0,2018-01-02,2025-12-31,0.4796333025252235,0.50613951192126,0.8194450918860584,0.8674983833769787,0.9104283222258178,0.895730330541448,0.833755935233493,0.7136524890607386,
	112	+ANIP,0.33598037064915465,2011.0,2011.0,2018-01-02,2025-12-31,0.31283590381205567,0.35820768310071477,0.3247672695595066,0.2355381743328556,0.2776351231961404,0.30097215791323745,0.382587281770322,0.4960127513605896,
	113	+AOK,0.23880485067549867,2011.0,2011.0,2018-01-02,2025-12-31,0.16850144663222966,0.17490721132192144,0.2610207671216155,0.26440030645131185,0.33130821401126564,0.264172313062872,0.19886608397050695,0.24753299960000483,
	114	+AOM,0.3332082390382068,2011.0,2011.0,2018-01-02,2025-12-31,0.29408355354475724,0.30624275261309963,0.3734897356376517,0.37361297977532937,0.3999880527827479,0.3313890983139598,0.3134509865488884,0.27286529860244113,
	115	+AON,0.8934406780332201,2011.0,2011.0,2018-01-02,2025-12-31,0.9177237064517534,0.9055044643037515,0.9635696834049634,0.9599246319861828,0.9001471960909709,0.8181235621386408,0.8253999518620553,0.8560826656646586,
	116	+AOR,0.38060334588051437,2011.0,2011.0,2018-01-02,2025-12-31,0.26087676059075654,0.24978412960073787,0.33369555994841693,0.34506003101838306,0.49011010418272855,0.4936952521787616,0.40887152305801777,0.4644419340371632,
	117	+AOS,0.9259520269455799,2011.0,2011.0,2018-01-02,2025-12-31,0.9442815397963786,0.9665193572449242,0.9583697943438511,0.9130019684225088,0.9328882214200858,0.911194094617035,0.869628083392159,0.9114727336638344,
	118	+APA,0.998865574379277,2011.0,2011.0,2018-01-02,2025-12-31,0.9970654466532843,0.9971988795518205,0.9980793142140857,0.9998071692445094,1.0,0.9996726342710998,0.9997259773474607,0.999386189258312,
	119	+APAM,0.7385769764579682,2011.0,2011.0,2018-01-02,2025-12-31,0.6604066757418514,0.7571952951796832,0.8092358492432693,0.8126210302789981,0.8037084761160206,0.7718912013187719,0.6340136714071576,0.6588430685688659,
	120	+APD,0.9150122803990424,2011.0,2011.0,2018-01-02,2025-12-31,0.9191184016072048,0.9357278112838652,0.9475518634269279,0.9154081922624121,0.9378253099527805,0.8700938412867724,0.9066889136312537,0.8870834535338965,
	121	+APH,0.9812442880384356,2011.0,2011.0,2018-01-02,2025-12-31,0.9545632454243823,0.9543061815700935,0.968597625813902,0.9850099460073884,0.9947860103204834,0.9950281329923273,0.9980513944708319,0.9998670076726343,
	122	+APLE,0.9534766695804436,2011.0,2011.0,2018-01-02,2025-12-31,0.9357398106631666,0.9324485821528282,0.9748990466183354,0.9565724840660903,0.9666299348490331,0.9598585714112556,0.9405635872042339,0.9611093683712925,
	123	+APO,0.9462648226357558,2011.0,2011.0,2018-01-02,2025-12-31,0.8033377936599682,0.8657341911969129,0.9576294990890757,0.9733487597937726,0.9950931899847549,0.9934424552429667,0.9883388137863842,0.9935248784863214,
	124	+APOG,0.4426685339335368,2011.0,2011.0,2018-01-02,2025-12-31,0.5763604169279417,0.5128374586320551,0.6211545261901964,0.3991836654986192,0.39385986435707093,0.3360411146531558,0.2976172198393747,0.4027595786717737,
	125	+APPN,0.7758833187085942,2011.0,2011.0,2018-01-02,2025-12-31,0.7435647164194702,0.827211858711477,0.9323808411856356,0.8621011905002404,0.7546592577822671,0.6335270602780572,0.7092992427412617,0.7420908837468636,
	126	+AR,0.9970858331322547,2011.0,2011.0,2018-01-02,2025-12-31,0.9931323300149784,0.9966203872853489,0.9951073056821973,0.9989546543254983,0.9994599606688336,0.9993248081841432,0.9956460845207648,0.9984714851941189,
	127	+ARAY,0.6840676662593503,2011.0,2011.0,2018-01-02,2025-12-31,0.764548356796448,0.709798034194102,0.6706534111719713,0.7198186919523633,0.6790061363979121,0.6102254760548357,0.5991549308781828,0.7193830377813603,
	128	+ARCB,0.5781547207381016,2011.0,2011.0,2018-01-02,2025-12-31,0.6201964665308174,0.5853799174728619,0.5299801612178326,0.6335907809102074,0.608300437840884,0.5773828680864473,0.5113773993696661,0.5593520078544503,
	129	+ARCC,0.9791822965471823,2011.0,2011.0,2018-01-02,2025-12-31,0.957783682061852,0.9567201975233394,0.9808035384695061,0.9733487597937724,0.988114933388952,0.9892992327365729,0.9923984086388178,0.9951406649616369,
	130	+ARE,0.8742768399817658,2011.0,2011.0,2018-01-02,2025-12-31,0.8183275431503885,0.8227409172337112,0.8753220526300484,0.8487985619414329,0.8995946010747378,0.9101055744778851,0.8723429614994567,0.9477240760718051,
	131	+ARGX,0.49137896018510957,2011.0,2011.0,2018-01-02,2025-12-31,0.46113670190451866,0.4680778761123242,0.4608839092763662,0.4583639967423194,0.5361467790490624,0.4964137161973794,0.49339185499050225,0.557359110798657,
	132	+ARI,0.8658821856210521,2011.0,2011.0,2018-01-02,2025-12-31,0.8948235373315047,0.8815442448701439,0.9295378525295633,0.8428748723199699,0.8979831754785926,0.8707027551181198,0.8169216996503937,0.7921117562211368,
	133	+ARKK,0.9036476034216024,2011.0,2011.0,2018-01-02,2025-12-31,0.6640934112062676,0.6295033364674945,0.9374766232322109,0.9998071692445095,1.0,0.9999590792838875,0.9991880810295133,0.9999795396419437,
	134	+ARKW,0.6659342332700866,2011.0,2011.0,2018-01-02,2025-12-31,0.48845883843204413,0.2641025226630249,0.7864096317337728,0.9240652782852271,0.945464092165296,0.7601972824571823,0.5811355725750703,0.577614719821578,
	135	+ARLP,0.6307865134989157,2011.0,2011.0,2018-01-02,2025-12-31,0.6013206359299954,0.6758235061316236,0.6751699691938098,0.5813049307916036,0.6987262885283873,0.681467473121538,0.5832758544725671,0.5489325947564271,
	136	+ARMK,0.9577187470584492,2011.0,2011.0,2018-01-02,2025-12-31,0.9276658773808898,0.9633993854427546,0.9732548456832696,0.9468700523687736,0.9666704027878257,0.9856633010508964,0.9570574709724537,0.9411132471121564,
	137	+ARR,0.8952078401340113,2011.0,2011.0,2018-01-02,2025-12-31,0.7269704952507879,0.8098785430787466,0.8855746532333326,0.9099987821215442,0.9688101812698058,0.9890230179028132,0.9039221843006039,0.9684735942594636,
	138	+ARW,0.7378195635812586,2011.0,2011.0,2018-01-02,2025-12-31,0.730515689511623,0.8060470358897044,0.8492203687745454,0.7714835779768325,0.7711646716246492,0.7333208082326275,0.6102838003117999,0.6292847359425947,
	139	+ASB,0.9451553744860354,2011.0,2011.0,2018-01-02,2025-12-31,0.9015213192393514,0.9396331511517995,0.9592073934856604,0.9610380384037672,0.9682428574691669,0.9632441303741773,0.935436857619619,0.9328276748160629,
	140	+ASH,0.7261188419752501,2011.0,2011.0,2018-01-02,2025-12-31,0.8079489655829839,0.8057669527045656,0.7909358195346825,0.6917378875446051,0.6918360666013417,0.7166100774536065,0.5814057472704034,0.7225367934934122,
	141	+ASHR,0.9187671886996279,2011.0,2011.0,2018-01-02,2025-12-31,0.8214141651597027,0.9370935474952395,0.9540385017731011,0.9372488125685056,0.9543849546964324,0.9376361983491109,0.887052739909069,0.9210515266481618,
	142	+ASIX,0.4543811535916106,2011.0,2011.0,2018-01-02,2025-12-31,0.5349154043816733,0.4574812272597754,0.5377618850757253,0.49426158951801064,0.4841375579607848,0.3664602853298748,0.31604330721917173,0.44330909928364504,
	143	+ASMB,0.416495399109458,2011.0,2011.0,2018-01-02,2025-12-31,0.4603780004888025,0.5668474340763161,0.5947433000333019,0.7330365211542409,0.424667265894785,0.27527094217039794,0.10405621826998537,0.16938068629471156,
	144	+ASML,0.8786383560614558,2011.0,2011.0,2018-01-02,2025-12-31,0.8516611002324684,0.7870961833459258,0.8710564916855961,0.8683879348840986,0.9095173106920205,0.8957736754706004,0.9033852018724929,0.9429206918704016,
	145	+ASR,0.22013753629832591,2011.0,2011.0,2018-01-02,2025-12-31,0.25207870231779395,0.2869419764608914,0.3137027971346185,0.16391994671348858,0.20356015484250317,0.21223209415643446,0.1433737311120616,0.1846360650173937,
	146	+ASTE,0.3610501811436235,2011.0,2011.0,2018-01-02,2025-12-31,0.4496349217256862,0.47514012817160656,0.3922972690761013,0.3177634402892278,0.33371325548583236,0.2721295014605883,0.30063502837772244,0.34638484382007495,
	147	+ATHM,0.7777206877549052,2011.0,2011.0,2018-01-02,2025-12-31,0.8626726292005347,0.8709604866742356,0.768709474979175,0.8405417596669824,0.8038685611006237,0.7236559072011247,0.6938342546304874,0.6566087683785651,
	148	+ATI,0.9456972783193845,2011.0,2011.0,2018-01-02,2025-12-31,0.9687091562961135,0.9472774067385042,0.9772805724285628,0.9483924004384362,0.9573898681706188,0.9239972363971346,0.902296807176748,0.9400299632731723,
	149	+ATMP,0.05888331501380894,2005.0,2011.0,2018-01-02,2025-12-31,0.09312242551110451,0.08866347555575564,0.10071532011134324,0.034336428437712056,0.031978605498974765,0.02051150895140665,0.0459274856312468,0.055341729191161315,
	150	+ATO,0.8483160679076439,2011.0,2011.0,2018-01-02,2025-12-31,0.7743033031447982,0.8704433212257361,0.9131783909865651,0.878335721952769,0.9118377944567713,0.8619704488430443,0.7971221801448102,0.7785933746257622,
	151	+ATR,0.5566795986759312,2011.0,2011.0,2018-01-02,2025-12-31,0.6083135247280113,0.578944641940848,0.5883931075119797,0.5499466769330165,0.5437382359870948,0.49954623580320245,0.49009795552261703,0.5943294747942448,
	152	+ATRA,0.7023244857855074,2011.0,2011.0,2018-01-02,2025-12-31,0.7590325960554578,0.7444632224756103,0.8280024680980032,0.7774443041864043,0.8824436318555308,0.8647573241536466,0.5344882784489576,0.22591323741530406,
	153	+ATRO,0.46327808174903246,2011.0,2011.0,2018-01-02,2025-12-31,0.37558718955042486,0.5212085933349918,0.6240722534301058,0.45189457059010163,0.35080714462908114,0.36503625410601087,0.35334853084031886,0.6636482951721798,
	154	+AU,0.9804892439228514,2011.0,2011.0,2018-01-02,2025-12-31,0.9661012922166198,0.9851129269621166,0.9938106870713221,0.981813015061097,0.9892603499047289,0.9824949515763446,0.9617687654772054,0.9835167573726379,
	155	+AUB,0.6465051482190193,2011.0,2011.0,2018-01-02,2025-12-31,0.7250106976851324,0.6354493923402179,0.6370932478336709,0.535383168996701,0.5474342916331184,0.6362946388528624,0.6036429957655155,0.8532482757784754,
	156	+AUPH,0.8739001225794705,2011.0,2011.0,2018-01-02,2025-12-31,0.6432645920843844,0.7474161448355701,0.9370523380408899,0.9777026752730079,0.9639267441452236,0.9556085380783264,0.8827489440724433,0.8833962739845577,
	157	+AVA,0.7189795827919715,2011.0,2011.0,2018-01-02,2025-12-31,0.7108533418235519,0.7132403686112125,0.7481098923558384,0.675051461617685,0.7057612388713772,0.7986206712645908,0.6857868293275138,0.7148115537993478,
	158	+AVAV,0.5725595321656998,2011.0,2011.0,2018-01-02,2025-12-31,0.6571631559602971,0.5670634968734386,0.5482635184731023,0.4743596662512796,0.5394331813242297,0.44611284711700466,0.5630909139533278,0.7859804366007683,
	159	+AVGO,0.9884797502657939,2011.0,2011.0,2018-01-02,2025-12-31,0.9970246889679134,0.9928103324577306,0.989254555927529,0.9741099338286039,0.9843490488175176,0.981391304347826,0.9889477530142492,1.0,
	160	+AVNT,0.7308164147382725,2011.0,2011.0,2018-01-02,2025-12-31,0.6944585628830479,0.8005891414880396,0.8476141599529301,0.704344420644829,0.7357837169280238,0.7024213524684548,0.6391601698719188,0.7212706270227028,
	161	+AVT,0.8334280546460051,2011.0,2011.0,2018-01-02,2025-12-31,0.8882990238775809,0.8728548841062629,0.9045269687232921,0.8339383765045272,0.8800503251173919,0.7817474212433789,0.7446924645261634,0.7604462006521132,
	162	+AVY,0.7525798325088187,2011.0,2011.0,2018-01-02,2025-12-31,0.8425427754081067,0.8249536850250782,0.8148126411499241,0.7350794497344235,0.7651871031286787,0.7029178312990145,0.609416855553266,0.7252775602719967,
	163	+AWI,0.6192803377016765,2011.0,2011.0,2018-01-02,2025-12-31,0.6872531449697264,0.7092935189049174,0.7600842591295934,0.5752134221364898,0.6318606013757844,0.6524920182785663,0.47647705280340036,0.46033168082811116,
	164	+AWK,0.9112107563260795,2011.0,2011.0,2018-01-02,2025-12-31,0.9231570342911695,0.9401501723019038,0.934512615561541,0.8706436554977786,0.9030365489714455,0.9082466879189341,0.8958883230467817,0.9139719033708682,
	165	+AWR,0.46479302805009176,2011.0,2011.0,2018-01-02,2025-12-31,0.5588552325165587,0.532750685273079,0.5658869244512212,0.43515831361736257,0.4172476286777835,0.38608661713191356,0.39759912482061305,0.4235914716185259,
	166	+AX,0.6504490149452613,2011.0,2011.0,2018-01-02,2025-12-31,0.8100192531772281,0.6644520229961618,0.6799611915112491,0.5463897695900943,0.5879132407956809,0.7117335305026606,0.6782647944815677,0.5246139561944704,
	167	+AXDX,0.3871725955481841,1852.0,2011.0,2018-01-02,2025-05-14,0.5572569420986374,0.5098586587598842,0.5765565759341855,0.5040624808203383,0.5736318251074198,0.2012055611447134,0.12859189970376506,0.042670076726342716,
	168	+AXGN,0.5772786709015133,2011.0,2011.0,2018-01-02,2025-12-31,0.7209385509802585,0.7097908192743406,0.609176326668552,0.44664610125937865,0.4816468480811846,0.4662463242869783,0.4827221430505027,0.7012287851056351,
	169	+AXON,0.7653207898370575,2011.0,2011.0,2018-01-02,2025-12-31,0.8647889382096589,0.8509229229159897,0.8597416929142025,0.7153569855718921,0.695585532199996,0.7578029842062519,0.6572218557042983,0.7204731094168557,
	170	+AXP,0.994808453145281,2011.0,2011.0,2018-01-02,2025-12-31,0.9972182879734259,0.9955460857328713,0.9968707050766134,0.9960114480574839,0.9963246129432404,0.9953554987212275,0.9902062274185036,0.9909156010230179,
	171	+AXS,0.7673443808775978,2011.0,2011.0,2018-01-02,2025-12-31,0.8489100047610191,0.818155306631204,0.8610096138252582,0.7132659575266331,0.7381416745835895,0.7217253124204556,0.7195605421232989,0.7170616113744076,
	172	+AXTA,0.9737289322732077,2011.0,2011.0,2018-01-02,2025-12-31,0.9495620263156535,0.9707022310263483,0.9856213025660773,0.9809097552064304,0.987568278177577,0.9816491436467436,0.9640805700671641,0.9696807069005224,
	173	+AYI,0.6298259537393249,2011.0,2011.0,2018-01-02,2025-12-31,0.7966860331670013,0.6731289259985882,0.8072899152306359,0.6771065593625321,0.5981958639545163,0.5646125986351682,0.4238184318304559,0.49602220579144496,
	174	+AZN,0.9963418432352561,2011.0,2011.0,2018-01-02,2025-12-31,0.9907887631061432,0.9901309998551244,0.9969066849974221,0.9976149880241951,0.9996026125676322,0.9987314578005115,0.9984979499045994,0.9984859335038362,
	175	+AZO,0.4526002128955705,2011.0,2011.0,2018-01-02,2025-12-31,0.6913388131815956,0.6211247944469359,0.5644455716981847,0.4478719642263115,0.3980794920703846,0.3169006921128229,0.2623545400026897,0.3168184143222506,
	176	+AZTA,0.7962010206877169,2011.0,2011.0,2018-01-02,2025-12-31,0.8835570313743872,0.8161219498445713,0.7828812040270875,0.8247556114278942,0.8194853704779432,0.8283491836462589,0.689800104395079,0.7248383898376989,
	177	+AZZ,0.37298575366182596,2011.0,2011.0,2018-01-02,2025-12-31,0.41085485333486965,0.3819138892592548,0.458549717902569,0.31241131661126575,0.3550585478838335,0.27978860862292576,0.38214192882318115,0.4024005527205731,
	178	+B,0.5212036939823179,1924.0,2011.0,2018-01-02,2025-12-31,0.5286957043282972,0.5127898882610947,0.5616084758919918,0.4323303536676708,0.4905023727588767,0.4607167428273597,0.5496105097715988,0.63353452685422,
	179	+BA,0.9993793725303669,2011.0,2011.0,2018-01-02,2025-12-31,0.9987365117534975,0.9989445053383671,0.9986656288224175,0.9999289570900826,0.9999898105786573,0.9996930946291559,0.9991779320423821,0.9999079283887468,
	180	+BABA,0.999491288959317,2011.0,2011.0,2018-01-02,2025-12-31,0.9998064009944876,0.9993098688750862,0.9989891127442556,0.9998782121544271,0.9996739385170316,0.9993145780051151,0.9991068891324646,0.9998567774936061,
	181	+BAC,0.9997545469228706,2011.0,2011.0,2018-01-02,2025-12-31,0.9999286740506007,0.9995331465919701,0.9994035765191108,0.9999492550643446,1.0,0.9999590792838875,0.9992692729265619,1.0,
	182	+BAC.L,0.14650489808266626,2011.0,2011.0,2018-01-02,2025-12-31,0.10230517065807869,0.11898475304676442,0.14721081593788804,0.17087108900844492,0.18709728545605941,0.1695908655652659,0.15196299688911902,0.12400373328808136,
	183	+BAH,0.8983051490037844,2011.0,2011.0,2018-01-02,2025-12-31,0.8943841849363554,0.9272215170840642,0.9315818569788086,0.8722489751446976,0.912369769174837,0.8644870243997042,0.8165856286879062,0.9677532151125441,
	184	+BALL,0.9791433536320893,2011.0,2011.0,2018-01-02,2025-12-31,0.9916344850775926,0.9860821311834027,0.9810511818924893,0.9776925262858767,0.9831628746163693,0.9741561435618962,0.9666116120189403,0.9727232882025673,
	185	+BAM,0.9688293518025015,2010.0,2011.0,2018-01-02,2025-12-31,0.9474228756179269,0.9739388921307929,0.9906594017569218,0.9863191653472984,0.9867843205184378,0.968316214348917,0.9288537243319608,0.9682310759869578,
	186	+BANC,0.7311788954642872,2011.0,2011.0,2018-01-02,2025-12-31,0.7256274232773998,0.6908534826802484,0.5901562194503045,0.5301044932019102,0.5765298703852485,0.8269817335547447,0.9530615117123159,0.9586056411437436,
	187	+BANR,0.42966677178621787,2011.0,2011.0,2018-01-02,2025-12-31,0.5007478117734755,0.4842601715457802,0.5069877940873444,0.3953285895716897,0.3877120697462511,0.3995350359389583,0.3742457282384071,0.38775394237645605,
	188	+BAP,0.5632117859716916,2011.0,2011.0,2018-01-02,2025-12-31,0.5080171670984454,0.5653006033789297,0.6637760241785067,0.6838365884165329,0.6082109061481374,0.5275104059344736,0.44169012477578434,0.506176943309778,
	189	+BAX,0.9955327274757623,2011.0,2011.0,2018-01-02,2025-12-31,0.9950071835420465,0.9928700238938903,0.995821154976538,0.9917488734624286,0.9978806003607056,0.9981994884910486,0.9952228092280939,0.9975549872122762,
	190	+BB,0.9862230924181314,2011.0,2011.0,2018-01-02,2025-12-31,0.990358103108348,0.9863394633215604,0.9771539480201772,0.9989546543254983,0.9905136487298885,0.9769357462333791,0.9826147850444525,0.9869156010230179,
	191	+BBAR,0.6696364441698583,2011.0,2011.0,2018-01-02,2025-12-31,0.6078604576614814,0.7348128343995061,0.666378316267145,0.5099988206011165,0.5712038936531543,0.6856882219609459,0.7925622546566535,0.7890389692246155,
	192	+BBD,0.9924083074417596,2011.0,2011.0,2018-01-02,2025-12-31,0.9947116903231066,0.9954478666251857,0.9929862150910328,0.9936061381074169,0.9938150212449434,0.9900869565217392,0.9861872285145943,0.9924194373401535,
	193	+BBDC,0.5465846620450832,2011.0,2011.0,2018-01-02,2025-12-31,0.5722066582701327,0.3945552944716591,0.37279940983348003,0.460546942865339,0.636927689540018,0.671465412540454,0.6281667966314213,0.6388825347571544,
	194	+BBH,0.07864936085550875,2011.0,2011.0,2018-01-02,2025-12-31,0.12410666904387638,0.08420172107581958,0.12773159343187743,0.07551418809161141,0.0903552973956467,0.039407279911758644,0.038851284727092296,0.048508260505933265,
	195	+BBT,0.5716735009845216,2011.0,2011.0,2018-01-02,2025-12-31,0.5303934744048255,0.6031917746836354,0.6915206633260118,0.565712238601052,0.5690658053595486,0.4786949976363923,0.44582845845254787,0.6885202846026109,
	196	+BBVA,0.8983593110584239,2011.0,2011.0,2018-01-02,2025-12-31,0.9314021112191275,0.9348467733820638,0.9052646768732423,0.8631250838133179,0.9096087257375269,0.8601088471654889,0.8588714076193017,0.9236927067550696,
	197	+BBWI,0.9954666733964395,2011.0,2011.0,2018-01-02,2025-12-31,0.996056693940351,0.9963869605813338,0.9943794668580612,0.9922461738318515,0.9967190063276304,0.9958056265984654,0.9944428283024179,0.9977289002557544,
	198	+BBY,0.9961786820045536,2011.0,2011.0,2018-01-02,2025-12-31,0.997340561029539,0.9961550249607363,0.9962799348988607,0.9955547436365849,0.9985734810120133,0.995938618925831,0.9950589343505793,0.9945268542199489,
	199	+BC,0.8444824902172123,2011.0,2011.0,2018-01-02,2025-12-31,0.8590879811139317,0.9005860054029167,0.9166419015258791,0.8276233015357389,0.8777220664861192,0.8076577496030349,0.7617550282699795,0.8040764596792765,
	200	+BCC,0.6138799239785597,2011.0,2011.0,2018-01-02,2025-12-31,0.7391730275296433,0.6316203863233596,0.6564377492513805,0.6675558333780659,0.6093484512151995,0.5513164204070253,0.5040376614963589,0.5508635289269221,
	201	+BCE,0.9686774497213724,2011.0,2011.0,2018-01-02,2025-12-31,0.9625685570586588,0.9490675726297112,0.9728579646393556,0.9488795518207284,0.9842459473266798,0.9719560247754573,0.9824929971988796,0.977467715542842,
	202	+BCO,0.5703093658084496,2011.0,2011.0,2018-01-02,2025-12-31,0.704536769830775,0.6540408456809471,0.7874532889839688,0.5839380398082716,0.5483737466227018,0.40234028678440265,0.4305215732834792,0.4485549023648198,
	203	+BCPC,0.30166224768150873,2011.0,2011.0,2018-01-02,2025-12-31,0.3571773197388746,0.3547518327339178,0.3677782226426959,0.29825439345323945,0.29480849948408205,0.23304929637216518,0.22137855760478517,0.28535663810135636,
	204	+BCRX,0.9384678073097329,2011.0,2011.0,2018-01-02,2025-12-31,0.8012680855588808,0.8544932981091332,0.9836741708197284,0.9844720496894411,0.9857947393707795,0.9668238203173295,0.9569974909395039,0.9741913431352348,
	205	+BCS,0.9576575751585453,2011.0,2011.0,2018-01-02,2025-12-31,0.9320326480649683,0.9337342327548508,0.9367128044872662,0.9412475134981529,0.9735485519407685,0.9683216445861262,0.9808142296687888,0.995276663313172,
	206	+BDC,0.57466922435809,2011.0,2011.0,2018-01-02,2025-12-31,0.7022390794635304,0.6871491504768678,0.6756966366631176,0.5331993089838449,0.5478523476547501,0.5356669131283257,0.4696387518535129,0.4445684294735821,
	207	+BDN,0.9285116993684588,2011.0,2011.0,2018-01-02,2025-12-31,0.9294568009823954,0.912217177550325,0.9500258542799793,0.9404964884504526,0.9435583806276211,0.9528947770330056,0.8971966765963203,0.9022103004812062,
	208	+BDX,0.9477077537766957,2011.0,2011.0,2018-01-02,2025-12-31,0.9359567342682458,0.9479013049000078,0.9795372464763034,0.9570596354483821,0.9451551257304571,0.9259154192070398,0.9239917823025907,0.9659334068677955,
	209	+BEN,0.9924751872724161,2011.0,2011.0,2018-01-02,2025-12-31,0.9919314753205211,0.9926840713619055,0.9960474308300394,0.9891913287053953,0.9970219846665145,0.993381074168798,0.9898193634208954,0.9897117368274324,
	210	+BF.B,0.9313663096746756,2011.0,2011.0,2018-01-02,2025-12-31,0.9154025949027492,0.9409835436338145,0.907353907747579,0.8634489375116762,0.9205200506805399,0.9371634768063417,0.9738027706446271,0.992777493606138,
	211	+BFAM,0.6369584080083269,2011.0,2011.0,2018-01-02,2025-12-31,0.5631578243335068,0.561263086180966,0.7545371710190792,0.6513416479992643,0.7086312753132873,0.6439961212591362,0.5848000784213678,0.6274453885407449,
	212	+BG,0.9343986132295936,2011.0,2011.0,2018-01-02,2025-12-31,0.9333797281993588,0.9198989988192543,0.9470603135101536,0.9254658385093167,0.9650145976740786,0.9309158434443219,0.923501023460418,0.9299568732500213,
	213	+BGC,0.9392743373223491,2011.0,2011.0,2018-01-02,2025-12-31,0.9763146659432017,0.9468064167764777,0.947809040810285,0.9289570900824098,0.8843245700607467,0.9335735566841614,0.9545429752366636,0.941735736536527,
	214	+BGS,0.9050674436621058,2011.0,2011.0,2018-01-02,2025-12-31,0.8977382913286914,0.9193892406883765,0.9451866747045777,0.8914771692041059,0.9034920788838923,0.8883098629107526,0.8675950633017822,0.9271992824329404,
	215	+BHC,0.9590045262685393,2011.0,2011.0,2018-01-02,2025-12-31,0.9956898747720117,0.9917590224495594,0.9930337890742059,0.9760991353062964,0.9917261898696773,0.9529182918994922,0.8995673068320672,0.8706333256566589,
	216	+BHE,0.516998287096392,2011.0,2011.0,2018-01-02,2025-12-31,0.6906092312970152,0.6701267497863903,0.5812628070671846,0.4714021263426725,0.40369960987071946,0.3805736657737482,0.47529717292508045,0.4614758608986558,
	217	+BHP,0.9920866200371117,2011.0,2011.0,2018-01-02,2025-12-31,0.9876722971992468,0.9757883646624389,0.9923389597912646,0.9951183371899485,0.9995312866182329,0.9978020145210361,0.9941237364511021,0.9943926497860631,
	218	+BIB,0.271022702248818,2011.0,2011.0,2018-01-02,2025-12-31,0.482938972947859,0.4185896832804143,0.589979146497829,0.3129718677772641,0.14272114823092086,0.07924902728451777,0.07901409756841814,0.05857567787057126,
	219	+BIDU,0.9935956595038122,2011.0,2011.0,2018-01-02,2025-12-31,0.993407444391233,0.9971075386676409,0.9980489875964134,0.9983761620590265,0.9929998675375226,0.9828644501278772,0.994245524296675,0.9915934594732184,
	220	+BIIB,0.9292357446584241,2009.0,2011.0,2018-01-02,2025-12-31,0.9610452144223678,0.9755880784898614,0.9712886939255211,0.9305910770105142,0.9180692292465754,0.872725954836911,0.8863554900633239,0.9175963927709967,
	221	+BIL,0.8518647011140912,2011.0,2011.0,2018-01-02,2025-12-31,0.5510781446039216,0.7922226724332152,0.8428032948025591,0.7126090150326219,0.9225298295309808,0.9967058823529411,0.9986095887630413,0.9998056265984654,
	222	+BIO,0.4375672290421011,2011.0,2011.0,2018-01-02,2025-12-31,0.4246088819592239,0.47301898986120994,0.4710300553070311,0.3712261881193167,0.45542859772652283,0.4411553314505279,0.4031333049738887,0.4610379025708779,
	223	+BIP,0.7001276255946532,2011.0,2011.0,2018-01-02,2025-12-31,0.6707144585619172,0.6747091858242027,0.7404690698922178,0.6544627741885957,0.6942846183537749,0.7281836583798984,0.6939053937393352,0.7445672173670622,
	224	+BIV,0.8754470320872684,2011.0,2011.0,2018-01-02,2025-12-31,0.7689016542646279,0.7790904121797081,0.883478235956704,0.892422516090714,0.9089667439018365,0.9109748003054507,0.9208515606256238,0.9393578744500066,
	225	+BJRI,0.6776157636918114,2011.0,2011.0,2018-01-02,2025-12-31,0.708841583038158,0.7925705758641117,0.7997621109203946,0.6138802454150147,0.6509567359584342,0.6227582695967322,0.59722873969974,0.6336771675494842,
	226	+BKD,0.9113942479162632,2011.0,2011.0,2018-01-02,2025-12-31,0.9604350564192122,0.9394080456552426,0.9014702085537063,0.8834388827994966,0.9218360313488414,0.8618214567096156,0.89573575154356,0.9270145089150436,
	227	+BKE,0.7331795884806147,2011.0,2011.0,2018-01-02,2025-12-31,0.7492729654707554,0.8315875151489265,0.8224778973813371,0.7658631554826753,0.7756630355464482,0.6729999878789348,0.6150234254014815,0.6311393558865953,
	228	+BKH,0.6970243737262295,2011.0,2011.0,2018-01-02,2025-12-31,0.7587832691246869,0.72204728446774,0.7486506930829872,0.6277314964724814,0.6480773310438204,0.706564526490588,0.6483361529239761,0.7160771384589277,
	229	+BKLN,0.9594712385114558,2011.0,2011.0,2018-01-02,2025-12-31,0.9600493554321761,0.9354303160923687,0.9456276323492161,0.9613222100434375,0.9618543800338337,0.980041502527242,0.9847663703162424,0.9468075780899625,
	230	+BKNG,0.6078325672360038,2011.0,2011.0,2018-01-02,2025-12-31,0.7433298285265261,0.7141256873654056,0.7404582423794313,0.6126498610983647,0.6839626862424606,0.535486406225379,0.386609214741601,0.44448149719397345,
	231	+BKU,0.8454348226003752,2011.0,2011.0,2018-01-02,2025-12-31,0.9091828465582766,0.8589987269033583,0.8986108828097569,0.8113783805987537,0.8372741684985492,0.8616084168676743,0.7979426608200805,0.7881659131404468,
	232	+BL,0.7389800817386533,2011.0,2011.0,2018-01-02,2025-12-31,0.6901113018019195,0.7573404593652832,0.7975893261420762,0.7013633119983347,0.7668661845508958,0.7193989406189016,0.7507522756337923,0.7278593471594285,
	233	+BLDR,0.9613999766414838,2011.0,2011.0,2018-01-02,2025-12-31,0.9403678361788299,0.9293011936555652,0.971774830085902,0.9894856493321965,0.992965387694685,0.9750603265414964,0.9344693849790757,0.9578561229560855,
	234	+BLK,0.7996793927022062,2011.0,2011.0,2018-01-02,2025-12-31,0.8487838201260968,0.817860697407612,0.8712999669952497,0.770937937645008,0.8698330881030972,0.8012257305972049,0.6864790287294256,0.7306684767457365,
	235	+BLKB,0.5327568532222363,2011.0,2011.0,2018-01-02,2025-12-31,0.6239698845132917,0.5880948436796245,0.7244705573816737,0.5291680928158062,0.5994755297183166,0.38483005054484193,0.3740411612134379,0.4359281463254991,
	236	+BLMN,0.9546418710136516,2011.0,2011.0,2018-01-02,2025-12-31,0.9247798565860678,0.9387587990756436,0.9728249550981608,0.9622863638208907,0.977919523950235,0.9645557265972534,0.9423232580345828,0.9536590829202071,
	237	+BLV,0.6366038231527305,2011.0,2011.0,2018-01-02,2025-12-31,0.3709231871679353,0.5616264776396168,0.6556701935772441,0.5687470262505717,0.6015931908781402,0.7039631034775337,0.7947145133209544,0.8364446491557677,
	238	+BMA,0.6141033951935402,2011.0,2011.0,2018-01-02,2025-12-31,0.638872275410304,0.7260088045108833,0.6891265852664475,0.5206224051541077,0.4886718987494103,0.5254934606853251,0.6458319985731775,0.6773008812014399,
	239	+BMI,0.39202666325741864,2011.0,2011.0,2018-01-02,2025-12-31,0.39459978053628325,0.4558882210759158,0.47000814890110565,0.3717519152725999,0.3450444232210441,0.3434667216154956,0.3305054214831066,0.4243340080726294,
	240	+BMO,0.8570097045250166,2011.0,2011.0,2018-01-02,2025-12-31,0.8690335324198172,0.8457066321274027,0.8982924772788715,0.8872346039865221,0.9235691505079427,0.8371430164482854,0.8235182045893431,0.7708868498563656,
	241	+BMRN,0.9399356677026188,2011.0,2011.0,2018-01-02,2025-12-31,0.9254729786928576,0.939593805789367,0.9704853499679701,0.9275159339097957,0.9373455379099352,0.9299358795650963,0.932632129711559,0.9563658622319728,
	242	+BMY,0.9995866722794451,2011.0,2011.0,2018-01-02,2025-12-31,0.9990829520791513,0.9994113587463972,0.9991609635777322,0.9999289570900824,0.999959242314629,0.999918158567775,0.9992388259651687,1.0,
	243	+BN,0.9823652304056276,2011.0,2011.0,2018-01-02,2025-12-31,0.9474228756179269,0.9739388921307929,0.9906594017569218,0.9863191653472984,0.9912676659092531,0.9940475388177111,0.985674103421161,0.9896061381074169,
	244	+BND,0.9923663026166112,2011.0,2011.0,2018-01-02,2025-12-31,0.9660098771711134,0.9805951366053668,0.9973024162169695,0.9985385458531237,0.9990757567057862,0.9990076726342711,0.9990865911582023,0.9993248081841432,
	245	+BNDX,0.9646772993020274,2011.0,2011.0,2018-01-02,2025-12-31,0.8907893957195062,0.9459581346103934,0.9794385532181596,0.9866743798968863,0.9847173650098457,0.9734556914461642,0.9755934656299501,0.9807161125319694,
	246	+BNED,0.5785504786401306,2011.0,2011.0,2018-01-02,2025-12-31,0.5849618338563178,0.6783381942652739,0.6040813111715545,0.6679122504142806,0.5842348113998475,0.4163039478309354,0.5645340903034749,0.5262815723445776,
	247	+BNS,0.9639907985745313,2011.0,2011.0,2018-01-02,2025-12-31,0.9610269603879242,0.9306925187823601,0.9706658244841972,0.964742418706613,0.9913389918586524,0.9695763202870268,0.9625916992251945,0.961385583205052,
	248	+BNY,0.9973910597566644,2011.0,2011.0,2018-01-02,2025-12-31,0.9981760935796455,0.9975642430885396,0.9970482092132263,0.9979296066252588,0.9971877197093976,0.9977391304347825,0.9966567985804117,0.9968286445012787,
	249	+BOH,0.5757931683615173,2011.0,2011.0,2018-01-02,2025-12-31,0.5877450911979771,0.5476894652359192,0.6514399418227198,0.5086889278686955,0.46963323057148987,0.7226208652016339,0.5429097732918293,0.5761118531896583,
	250	+BOIL,0.7763595964067425,2011.0,2011.0,2018-01-02,2025-12-31,0.382319403010013,0.4186266236695928,0.6743628883070671,0.7942597328786587,0.9684331726801235,0.9971969309462915,0.9971481346161654,0.9815140664961638,
	251	+BOKF,0.4637282186914528,2011.0,2011.0,2018-01-02,2025-12-31,0.529814319285566,0.4845446798817062,0.603997709358224,0.44885973484111696,0.4935292103908338,0.4409576611192592,0.3202058830263337,0.3869503642380092,
	252	+BOND,0.48138203481294095,2011.0,2011.0,2018-01-02,2025-12-31,0.3008750201796419,0.38949701042584767,0.4890794233036726,0.48194726066812466,0.5203411997758713,0.5092805662961661,0.544199319950523,0.6165383207476273,
	253	+BOOT,0.8329341589102749,2011.0,2011.0,2018-01-02,2025-12-31,0.8624607278694822,0.8952867911365384,0.8907779917675451,0.755778621634793,0.8441994980526856,0.8636409255645386,0.7999573069147983,0.7508963527714815,
	254	+BOTZ,0.8652246163271495,2011.0,2011.0,2018-01-02,2025-12-31,0.908321816309265,0.7427345277007705,0.8657609755646514,0.8645951958639078,0.8774952432062758,0.9167440394661883,0.863713821265851,0.8832004460551993,
	255	+BOX,0.9564614170913925,2011.0,2011.0,2018-01-02,2025-12-31,0.983341793128573,0.9628660104745241,0.9760797246055658,0.9701619778346121,0.9518079003364488,0.9420231512345306,0.9291745958634845,0.9359693094629155,
	256	+BP,0.999313240095078,2011.0,2011.0,2018-01-02,2025-12-31,0.999133899185865,0.9983964600332886,0.9989992216168131,0.9997868712702472,0.9999694317359719,0.999764705882353,0.9989648033126295,0.9994987212276214,
	257	+BPOP,0.7515392893901062,2011.0,2011.0,2018-01-02,2025-12-31,0.841712603169702,0.80467172788478,0.8488299554926942,0.71412838093545,0.814513126027061,0.7024705639931638,0.6208367748500596,0.6642909540490418,
	258	+BR,0.7682929340922475,2011.0,2011.0,2018-01-02,2025-12-31,0.8828354175207148,0.8786319665581735,0.8373739678709368,0.7603856845987245,0.7830542775987601,0.7334960788354079,0.6162980131265365,0.6533183840195876,
	259	+BRC,0.4824958648693745,2011.0,2011.0,2018-01-02,2025-12-31,0.5130920784202978,0.6051158975850799,0.5372669335951995,0.42054141527481237,0.45856809848640734,0.5358685591689798,0.424672197335559,0.36413507715057997,
	260	+BRK.A,0.6598793061357405,2011.0,2011.0,2018-01-02,2025-12-31,0.34549575180810316,0.2914499545267657,0.40606114583926717,0.8455049510703382,0.949057674104735,0.968345110968352,0.9415363988854007,0.533939273463352,
	261	+BRK.B,0.997680277654486,2011.0,2011.0,2018-01-02,2025-12-31,0.9986549963827553,0.9982848211748467,0.9983118182829068,0.9984675029432063,0.9981557147369599,0.9967365728900255,0.9942759712580683,0.9985575447570333,
	262	+BRKR,0.8546403888804179,2011.0,2011.0,2018-01-02,2025-12-31,0.8054049906240421,0.8434015133630895,0.8267608015099878,0.8042057402671212,0.8743244981070132,0.8454023102750269,0.8685935119978344,0.9698642683118992,
	263	+BRO,0.938923405060244,2011.0,2011.0,2018-01-02,2025-12-31,0.8921023823398302,0.9505445629038071,0.9591690180974211,0.9305985324276012,0.9645021325589631,0.9261181803856923,0.9196918825226361,0.9686300529690549,
	264	+BRSL,0.9404111497863434,2010.0,2011.0,2018-01-02,2025-12-31,0.9681421705331495,0.9631316638201403,0.9711299223442157,0.9703345106158405,0.9696082399290971,0.9174926364528915,0.8540543904903125,0.9090690294663095,
	265	+BRX,0.9765608615409637,2011.0,2011.0,2018-01-02,2025-12-31,0.9828440085067663,0.9760331428402117,0.9867201992952247,0.9749015548248284,0.9855310216932779,0.9770278178446321,0.9633295931189291,0.9660399752730269,
	266	+BRZU,0.5495963881178578,2011.0,2011.0,2018-01-02,2025-12-31,0.8718985948787968,0.9771772848159802,0.8218004591919428,0.612431056631733,0.44239372010992406,0.2839164131343863,0.19122495484903212,0.190745421267621,
	267	+BSAC,0.6000160533292151,2011.0,2011.0,2018-01-02,2025-12-31,0.605140123618446,0.546226039010975,0.6470258139882169,0.6291857837990612,0.6794910755880732,0.6287181973551835,0.4992436840111414,0.5651983369898547,
	268	+BSBR,0.793676825435282,2011.0,2011.0,2018-01-02,2025-12-31,0.9246692216841896,0.8843414211621868,0.8667122635907203,0.8208321380616262,0.8332009110984577,0.7847249851516952,0.5779006911508336,0.6562581302044824,
	269	+BSV,0.9528609363449935,2011.0,2011.0,2018-01-02,2025-12-31,0.9172582285734457,0.91105932722701,0.9639000183636534,0.970817477344671,0.981703372809534,0.9705280178422079,0.9517686942899971,0.9559464248918195,
	270	+BSX,0.9987816370575643,2011.0,2011.0,2018-01-02,2025-12-31,0.9963929448446621,0.9979296066252586,0.9987768264205492,0.999056144196809,0.9998165904158303,0.9997544757033248,0.998680631672959,0.9998567774936061,
	271	+BTG,0.979379319609953,2011.0,2011.0,2018-01-02,2025-12-31,0.9259061015365697,0.9691572281086348,0.9942177248971421,0.9842183250111638,0.9798803839200114,0.989873625774233,0.9930174968538139,0.9987314578005114,
	272	+BTI,0.9866878156249884,2011.0,2011.0,2018-01-02,2025-12-31,0.974954402339491,0.9727428027327423,0.9825740763568658,0.9849794990459954,0.994691311480421,0.9939539641943733,0.9930682417894695,0.9966766948279414,
	273	+BTU,0.9610144291245605,2011.0,2011.0,2018-01-02,2025-12-31,0.9207712126729743,0.8988691911959508,0.9279329372603605,0.9811533308975765,0.9984002608491864,0.9935140664961637,0.9786769780375918,0.989400613325899,
	274	+BUD,0.9739128397527493,2011.0,2011.0,2018-01-02,2025-12-31,0.9731238800389285,0.9583679408984557,0.9810984684195707,0.9674521982706126,0.9771816842881682,0.9839094314008315,0.971105833637803,0.9791656343559472,
	275	+BUFF,0.10044084814402231,1433.0,2011.0,2018-01-02,2025-12-31,0.2916212388298468,0.0,0.014970952801482394,0.033969573817575656,0.08107693587777833,0.08467853722985175,0.13366408449498351,0.16495334602004824,
	276	+BURL,0.87291154754835,2011.0,2011.0,2018-01-02,2025-12-31,0.8960112085566415,0.899920453104657,0.8902487371934118,0.7634474079486867,0.910692715978669,0.918120653082993,0.8428287930324269,0.8624711458042932,
	277	+BVN,0.8648519252160295,2011.0,2011.0,2018-01-02,2025-12-31,0.8746514771208134,0.8567570513334807,0.8954108257784682,0.8257159172481411,0.8869663344899212,0.8931324953636925,0.8533944658294665,0.8327619786426832,
	278	+BW,0.685332446070557,2011.0,2011.0,2018-01-02,2025-12-31,0.8460571116583351,0.5596737836559172,0.3495360195178853,0.790447561674577,0.65005712112339,0.6880659870789444,0.8026417861601678,0.7989338311050775,
	279	+BWA,0.9845035225256012,2011.0,2011.0,2018-01-02,2025-12-31,0.9793622204555194,0.9770349103993544,0.992836067192478,0.987608086712946,0.9922997915128496,0.9891927128156023,0.985018555811637,0.9725960170179755,
	280	+BWX,0.4341091873870932,2011.0,2011.0,2018-01-02,2025-12-31,0.5410111411905619,0.44234778876177167,0.45840287574906863,0.38412136610946324,0.4152237971182868,0.3963502018157356,0.3556810662997255,0.4800530902655725,
	281	+BWXT,0.770705791544404,2011.0,2011.0,2018-01-02,2025-12-31,0.7819219962612067,0.7788517426339998,0.791318998504893,0.6668245291110468,0.7671593115061118,0.7525344904910244,0.7571834627112745,0.87044782487485,
	282	+BX,0.9963567308687926,2011.0,2011.0,2018-01-02,2025-12-31,0.9907072477354011,0.994955953395851,0.9970279914681117,0.9987516745828766,0.999745264466431,0.9990383631713554,0.9946920797304427,0.9959416249500005,
	283	+BXMT,0.9333948250863088,2011.0,2011.0,2018-01-02,2025-12-31,0.9081354609682143,0.8931200064337845,0.9351627933315745,0.9357772094344985,0.9719404101391792,0.9852832814147708,0.944333671376374,0.8935470357935056,
	284	+BXP,0.9048755619561799,2011.0,2011.0,2018-01-02,2025-12-31,0.8442755565295332,0.8326197296694623,0.9469815984503817,0.8879480152525329,0.9276392206956708,0.9704603338141355,0.9081909637266541,0.9212220942776451,
	285	+BYD,0.9137556556356796,2011.0,2011.0,2018-01-02,2025-12-31,0.9236511970807453,0.9175262041075789,0.9641720476450807,0.9499568355400407,0.9532562951911098,0.8936860886534709,0.8725769172975874,0.8344267342214033,
	286	+BZUN,0.7650158464996019,2011.0,2011.0,2018-01-02,2025-12-31,0.9731610641831651,0.9402096232407381,0.9134944968687169,0.8650793650793651,0.7814994491676088,0.6577677361486528,0.5426827438166695,0.44312864086495923,
	287	+C,0.9989991110274562,2011.0,2011.0,2018-01-02,2025-12-31,0.9992561722419784,0.998812568505663,0.9980692053415282,0.9992591239394308,0.9988078377028968,0.998936061381074,0.99915763406812,0.9997033248081841,
	288	+CABO,0.1785362202652746,2011.0,2011.0,2018-01-02,2025-12-31,0.1698107148381299,0.1662014005409843,0.11206758399335247,0.11955300012717499,0.1932571528409821,0.1670872353062387,0.21089518299249088,0.2905028060265936,
	289	+CACC,0.31311813100335156,2011.0,2011.0,2018-01-02,2025-12-31,0.3640757511523101,0.33979285099574547,0.504060772433804,0.36015152678284035,0.27615287628289525,0.23423570623386386,0.15680675732069052,0.2679823517290699,
	290	+CACI,0.42373855227624657,2011.0,2011.0,2018-01-02,2025-12-31,0.4687629767230637,0.49484561322296616,0.4951738278127471,0.449266175321011,0.3710610099570928,0.32404916304044795,0.2762968914470108,0.5100326056653859,
	291	+CAE,0.6862135167163503,2011.0,2011.0,2018-01-02,2025-12-31,0.5976586737980382,0.5970819401323275,0.8284118534819053,0.6736727385507401,0.7090361478655989,0.5869502187852268,0.7652554668409022,0.7303786863189538,
	292	+CAG,0.9961158405198361,2011.0,2011.0,2018-01-02,2025-12-31,0.9950479412274176,0.9967726220923152,0.9947291092842424,0.9934640522875815,0.9960363150976655,0.9964633640804352,0.9969958998091989,0.9994475703324809,
	293	+CAH,0.986315841772326,2011.0,2011.0,2018-01-02,2025-12-31,0.99524154023293,0.995398324176157,0.9935832134841052,0.9922258758575894,0.997209595576072,0.9902316820402177,0.9689336136954954,0.957555520539145,
	294	+CAKE,0.9193970380637189,2011.0,2011.0,2018-01-02,2025-12-31,0.8864610164570745,0.9013687760975673,0.9676542428303541,0.9213757966954899,0.9396267610133037,0.9174426976642707,0.9064280702321453,0.9145228300263027,
	295	+CAL,0.774607014543006,2011.0,2011.0,2018-01-02,2025-12-31,0.7177402799560416,0.8281130021896801,0.8335347043104473,0.773836074714246,0.8228652643157627,0.7375735081999006,0.6900355993760923,0.7927396758827165,
	296	+CALA,0.369931606874545,1701.0,2011.0,2018-01-02,2025-12-30,0.6212000520964348,0.4992000577963173,0.6953668737420502,0.7317586626655608,0.35365414621800306,0.04855664779820851,0.0029184350435001944,0.0009601338165597993,
	297	+CALM,0.7301377616621388,2011.0,2011.0,2018-01-02,2025-12-31,0.6303250893831976,0.6784982211855826,0.7299284861944182,0.5874453566027001,0.8028211272194649,0.8791715979200253,0.7007759213308237,0.834036872280336,
	298	+CALY,0.951064800618935,2011.0,2011.0,2018-01-02,2025-12-31,0.90979087975319,0.9182503896537665,0.946423550357732,0.9675942840904477,0.972153180709967,0.9729267281608708,0.9620905027991,0.9594674003951468,
	299	+CANB,0.06062541526024991,1897.0,2011.0,2018-01-02,2025-09-15,0.13875340687648793,0.13655649772787745,0.06184699258406401,0.06351923968983157,0.015285339291553193,0.017952170276723918,0.026497225719053337,0.024089065587083795,
	300	+CAR,0.8468588639261314,2011.0,2011.0,2018-01-02,2025-12-31,0.9622790519356738,0.9260406271169777,0.9704654196789471,0.9426292668313977,0.8323844535314336,0.6737196397619424,0.7105783999154989,0.7545776172410033,
	301	+CARS,0.7461355907438001,2011.0,2011.0,2018-01-02,2025-12-31,0.8488973524937595,0.8730076961068101,0.8816969663752549,0.6944748914058377,0.7033000831427806,0.6076627434818971,0.6294341694367149,0.7290763021054291,
	302	+CASH,0.4535684515398276,2011.0,2011.0,2018-01-02,2025-12-31,0.34340102891907476,0.5829283839368566,0.6238075063696676,0.47235348566241536,0.4839991073873739,0.4170358662319245,0.33833471571195955,0.36470030666294956,
	303	+CASY,0.582905370627004,2011.0,2011.0,2018-01-02,2025-12-31,0.7192018099889264,0.6777604234907784,0.6578313363838493,0.5076907196699684,0.5874391671022121,0.5251019502793906,0.47227744040812975,0.5152055853868438,
	304	+CAT,0.995039018588874,2011.0,2011.0,2018-01-02,2025-12-31,0.999398824140777,0.9991591251515373,0.9980347106105265,0.9985385458531238,0.9983595031638154,0.9959488491048591,0.9822741927322477,0.9885728900255754,
	305	+CATY,0.6321352366592172,2011.0,2011.0,2018-01-02,2025-12-31,0.7386384933834679,0.7226326068582527,0.7009751420907439,0.6394604548323897,0.6060957078342307,0.5761417679785699,0.507899375149469,0.5643017175549387,
	306	+CB,0.9695234410039336,2011.0,2011.0,2018-01-02,2025-12-31,0.981274837619981,0.9803324173271204,0.9893297736048522,0.9768298623797345,0.9766473433063783,0.9676277863298626,0.9388203663909414,0.9451126653010267,
	307	+CBIO,0.479744298685806,2010.0,2011.0,2018-01-02,2025-12-31,0.6933364226757411,0.5572294169402083,0.563512680861983,0.5660972748189872,0.2819477595611421,0.37330626295438846,0.5456827074534738,0.25393524926970584,
	308	+CBOE,0.8100991931680155,2011.0,2011.0,2018-01-02,2025-12-31,0.9113743930956095,0.8307792517377856,0.8847531037233086,0.7637411032824422,0.7856996155690689,0.7811976582102035,0.7648537882080505,0.7577586695918838,
	309	+CBRE,0.962371885961378,2011.0,2011.0,2018-01-02,2025-12-31,0.9740888810185133,0.9675524375558315,0.9696789877214568,0.9522287175739862,0.9790403602979386,0.9642939115889505,0.9455948393506727,0.9464696427922086,
	310	+CBRL,0.7680854655764732,2011.0,2011.0,2018-01-02,2025-12-31,0.6883047318851767,0.76608066126375,0.7947563984492126,0.6597802662517029,0.7764002474242615,0.7679186918946438,0.8268730460794799,0.864947673361535,
	311	+CBSH,0.7475935782849724,2011.0,2011.0,2018-01-02,2025-12-31,0.7861886112113284,0.7719616385602253,0.7738099521419143,0.6864893701144171,0.7017596937494563,0.7641698888498321,0.7020382436922843,0.7947039187403788,
	312	+CBT,0.633261422848748,2011.0,2011.0,2018-01-02,2025-12-31,0.7262681012534872,0.678797015062636,0.6781105971023564,0.6041035000441554,0.6536749451932274,0.5652607362335003,0.556895462354184,0.6024690609810791,
	313	+CBU,0.49678024185123415,2011.0,2011.0,2018-01-02,2025-12-31,0.5530325335667788,0.5095437034625651,0.5949252597393357,0.4775231680693433,0.45507312696583996,0.5306622707603543,0.4383771779197289,0.4143879468127659,
	314	+CC,0.9618849036328001,2011.0,2011.0,2018-01-02,2025-12-31,0.9783462723692204,0.9883012000046943,0.9662776156072943,0.9543600048715138,0.9783246862491248,0.9329188737106219,0.920269749496062,0.9762782996569739,
	315	+CCI,0.9879029599454368,2011.0,2011.0,2018-01-02,2025-12-31,0.9861831446592147,0.9890187959241666,0.9908473022221841,0.9772271639612642,0.9854291274798503,0.9956930946291559,0.9887346242844964,0.9901416952521787,
	316	+CCJ,0.9839969933972018,2011.0,2011.0,2018-01-02,2025-12-31,0.9619502861513064,0.9559581576981365,0.9672820351009759,0.9935249462103682,0.9995618548822612,0.9978531654161769,0.9976352859984572,0.9984757033248082,
	317	+CCK,0.9039478695106273,2011.0,2011.0,2018-01-02,2025-12-31,0.968423273005359,0.9370946537829364,0.9205700369280468,0.8889441070747964,0.9173016905602158,0.8535145998230325,0.8674567773396878,0.8779138192264336,
	318	+CCL,0.9990321772451008,2011.0,2011.0,2018-01-02,2025-12-31,0.9969227947544858,0.9975743920756708,0.9985948667145154,0.9999492550643446,1.0,0.9999590792838875,0.9992692729265619,1.0,
	319	+CCOI,0.6276172437154613,2011.0,2011.0,2018-01-02,2025-12-31,0.5904233154049418,0.5919795488770411,0.7264944399045014,0.5472527220930271,0.5797512245535499,0.592972739724367,0.63158902547213,0.7605248906073866,
	320	+CCS,0.6178605275980833,2011.0,2011.0,2018-01-02,2025-12-31,0.6133825445361015,0.7126686583693165,0.7178105351028683,0.711277669938777,0.611570372852175,0.5106176167561606,0.5122306357806534,0.551509096859432,
	321	+CCU,0.4402390951535021,2011.0,2011.0,2018-01-02,2025-12-31,0.43204479327571593,0.5277033679053049,0.49583837838736455,0.4376611692826041,0.49207366845390405,0.3778227173003964,0.34668372466096137,0.41131254166616155,
	322	+CDE,0.9873511229865537,2011.0,2011.0,2018-01-02,2025-12-31,0.9719281442006908,0.9786262331019364,0.9920746439149641,0.9868570616652458,0.9883247099117619,0.9891048593350383,0.9927434742012747,0.9991815856777494,
	323	+CDNS,0.9705699271212969,2011.0,2011.0,2018-01-02,2025-12-31,0.9813476605933692,0.9883331380495051,0.9908116097574668,0.9668432590427475,0.9770686831225659,0.9577427182700815,0.954286220292087,0.9478320990048605,
	324	+CDP,0.8351638381961115,2011.0,2011.0,2018-01-02,2025-12-31,0.8905784602103821,0.8135199611818077,0.854120776497475,0.8428799227638029,0.8396181217361558,0.8378428382686272,0.8057239517827874,0.7969066556769009,
	325	+CDW,0.8726065559918382,2011.0,2011.0,2018-01-02,2025-12-31,0.8761259491675363,0.9035257004099805,0.9239964177221855,0.8916452287350822,0.8470938249160905,0.845246481860826,0.7994765046618965,0.8933990133452928,
	326	+CE,0.9019406066479215,2011.0,2011.0,2018-01-02,2025-12-31,0.8987764533193392,0.9263343224507332,0.9110846087241102,0.8799837058252108,0.9138277256665872,0.9102905904170859,0.8139209664221481,0.9618465230724476,
	327	+CENTA,0.4768959026104296,2011.0,2011.0,2018-01-02,2025-12-31,0.547807485226184,0.6027477685215168,0.5561851376289463,0.4305772243645724,0.385290899045483,0.35477504515096786,0.44209897022893235,0.49445810353813896,
	328	+CENX,0.9280958039831725,2011.0,2011.0,2018-01-02,2025-12-31,0.9611977659959305,0.8983873307548171,0.881618107587437,0.9313522510453457,0.9727381790518922,0.9299816002230276,0.9151134868398902,0.9349399401219378,
	329	+CEVA,0.3994388422975944,2011.0,2011.0,2018-01-02,2025-12-31,0.4411755772029517,0.36667280415841047,0.4122080110850735,0.44949551357049444,0.33997883208079915,0.34580885080180845,0.34156680736722195,0.49884665640416476,
	330	+CF,0.9842551100039105,2011.0,2011.0,2018-01-02,2025-12-31,0.99066649005003,0.9875394006768171,0.9907009870715184,0.9866236349612308,0.9930406252228934,0.9903734015345268,0.9669393136745048,0.9681121925794838,
	331	+CFFN,0.7112605316521003,2011.0,2011.0,2018-01-02,2025-12-31,0.7060686117000344,0.5953180365490519,0.7758341221208338,0.6641592415522428,0.7102001564534942,0.7961671252469666,0.7375872596445682,0.7050935625022727,
	332	+CFG,0.9987587450607337,2011.0,2011.0,2018-01-02,2025-12-31,0.9982474195290448,0.9979702025737831,0.9985139957340556,0.9996041895018878,0.9998165904158303,0.9994373401534528,0.9974120082815735,0.9990792838874679,
	333	+CFR,0.6932279186815276,2011.0,2011.0,2018-01-02,2025-12-31,0.7456514712775907,0.6851666829242858,0.7765440428485882,0.6417887094394045,0.6824786042675517,0.7391362044096436,0.6535484514569616,0.6211361316832523,
	334	+CG,0.9111159335524772,2011.0,2011.0,2018-01-02,2025-12-31,0.7334730845469409,0.7653361777433001,0.9233618583998,0.9309913607588787,0.9882515971917953,0.9932029429946304,0.9758146269703705,0.9792405425388783,
	335	+CGBD,0.49300425579579943,2011.0,2011.0,2018-01-02,2025-12-31,0.3778155821943193,0.5944509474921228,0.5571373838419877,0.43283534995150613,0.5007955716678262,0.448726924522127,0.44202735012543376,0.5899825214239827,
	336	+CGNX,0.9088042698166954,2011.0,2011.0,2018-01-02,2025-12-31,0.9680641804124456,0.9314494600642648,0.9148017513549842,0.8321264696551057,0.897095488544362,0.8699945455206604,0.9094589618249938,0.9476081502042399,
	337	+CHCT,0.3723117718067411,2011.0,2011.0,2018-01-02,2025-12-31,0.3889078055844887,0.3698551609667839,0.40912590687007133,0.2893802826440007,0.28546537960592633,0.32600559993212197,0.45741730307068906,0.45217822814268915,
	338	+CHD,0.9639573405770571,2011.0,2011.0,2018-01-02,2025-12-31,0.9775152308910803,0.973265114824005,0.9784505187217037,0.9568061993668956,0.966765101627888,0.9596861613798622,0.9339598673455233,0.9651938764378614,
	339	+CHDN,0.5646504195892663,2011.0,2011.0,2018-01-02,2025-12-31,0.35324391335399,0.5820060766940198,0.6388020305706678,0.5353028428900236,0.48365686838710775,0.5577996872765179,0.6277444352285868,0.7385184664428309,
	340	+CHE,0.2706423443077956,2011.0,2011.0,2018-01-02,2025-12-31,0.36353503574579393,0.34878182332758645,0.2941534353422378,0.2740343888087552,0.20242463800149035,0.19128849347280638,0.18346617443598084,0.30711908946558225,
	341	+CHGG,0.9512252013086819,2011.0,2011.0,2018-01-02,2025-12-31,0.9156827798441268,0.9484176526576013,0.9843704852924768,0.9642857142857143,0.9774834553496418,0.9708939285584418,0.9698676572078108,0.8782081671737312,
	342	+CHH,0.6634121476013511,2011.0,2011.0,2018-01-02,2025-12-31,0.650572821741965,0.699654193705781,0.7151519016202607,0.5285340937666364,0.6942219848017296,0.710245693991588,0.6746243383678082,0.6342987842571605,
	343	+CHRW,0.933722979871841,2011.0,2011.0,2018-01-02,2025-12-31,0.9506478033273628,0.9546674085528158,0.9748654621649573,0.9271681747772946,0.9436497473820311,0.9114279826911189,0.913364878886509,0.8934390128604501,
	344	+CHTR,0.9137360907537121,2011.0,2011.0,2018-01-02,2025-12-31,0.9399905861336656,0.9236855330084504,0.9383025324929587,0.8880485912340073,0.9393360486129083,0.899231766887674,0.8826354774343282,0.8985306844765517,
	345	+CI,0.9616267146975076,2011.0,2011.0,2018-01-02,2025-12-31,0.9749807692781316,0.9871006373563919,0.9866553779465508,0.9723237120935331,0.9713110805707486,0.9559253342383729,0.9085946144375739,0.9358645834595944,
	346	+CIB,0.5642949185716062,2011.0,2011.0,2018-01-02,2025-12-31,0.5818698032442056,0.5467124208018258,0.624520780751825,0.48312420647907495,0.6087970634763765,0.5742546150955745,0.5227221873020105,0.5725098604865395,
	347	+CIEN,0.9725833740779334,2011.0,2011.0,2018-01-02,2025-12-31,0.9835224984113435,0.9885782048240684,0.9872455732121199,0.9426223886078919,0.9751269947180649,0.9680249209100495,0.9598398326292533,0.9756903795105514,
	348	+CIG,0.8732053462564905,2011.0,2011.0,2018-01-02,2025-12-31,0.8711001498907341,0.9021200897420579,0.9135896448350631,0.9412997014177605,0.9315387750219712,0.867483351716949,0.7451614824101217,0.8128883286263198,
	349	+CIM,0.891899211251367,2011.0,2011.0,2018-01-02,2025-12-31,0.8989265903380818,0.9004174648772897,0.9693531562415366,0.9445966792514108,0.9554889857425849,0.9494120556114471,0.8019053352503857,0.7141117319790062,
	350	+CINF,0.7886018602031802,2011.0,2011.0,2018-01-02,2025-12-31,0.8054124757439859,0.8477963614871047,0.9215919433339724,0.792466632920082,0.8153849734816687,0.7741099380613569,0.6931096361891139,0.6574321280954171,
	351	+CL,0.998896097041718,2011.0,2011.0,2018-01-02,2025-12-31,0.9981862830009883,0.998325417123371,0.9985038868614984,0.9992489749522997,0.9996535596743461,0.999621483375959,0.998081841432225,0.9995601023017903,
	352	+CLB,0.7186305190182858,2011.0,2011.0,2018-01-02,2025-12-31,0.7499938066668854,0.8503211024089558,0.8687066818641508,0.7489817824238014,0.7265663953560192,0.6101171622162156,0.5852032481376368,0.6069669458552018,
	353	+CLDT,0.5642505148484224,2011.0,2011.0,2018-01-02,2025-12-31,0.6301974077242863,0.5848779514553263,0.6897819372461313,0.5439549265684707,0.6091648001755477,0.4695733142628574,0.5040527166289278,0.4809301705433874,
	354	+CLF,0.9990537974643297,2011.0,2011.0,2018-01-02,2025-12-31,0.9977685167259349,0.9981021394064871,0.9980692053415283,0.9999391060772135,0.9999898105786573,0.9998158567774936,0.9988734624284497,0.9998874680306906,
	355	+CLH,0.6139964091630647,2011.0,2011.0,2018-01-02,2025-12-31,0.6915551572935178,0.6635094177790629,0.6696132033948756,0.5894062274954627,0.6377365654049056,0.6033484200191512,0.4995685477982662,0.5568771772463363,
	356	+CLLS,0.33719732318420254,2011.0,2011.0,2018-01-02,2025-12-31,0.44156412736467615,0.3847916802547655,0.4651438169176821,0.5334452415487797,0.3472450484845022,0.19002150276966343,0.10916827751775207,0.22407936873492446,
	357	+CLS,0.7920537780380776,2011.0,2011.0,2018-01-02,2025-12-31,0.726628401123811,0.6516032609898139,0.7161944090460899,0.6455564367377558,0.7614730349036938,0.8555184543217659,0.987608086712946,0.993873625774233,
	358	+CLX,0.9513673812226472,2011.0,2011.0,2018-01-02,2025-12-31,0.9490211177447517,0.9416728089683568,0.9764343975133514,0.9666605772743881,0.9594302152850882,0.9462283366262226,0.9163152519748199,0.9550883019599763,
	359	+CM,0.8709881135144807,2011.0,2011.0,2018-01-02,2025-12-31,0.8242704386391355,0.8130576291234949,0.8447709796594631,0.7917123371087565,0.9244070493217733,0.9516801008472624,0.9220252356729489,0.8969582914146494,
	360	+CMBT,0.7505047495438643,2011.0,2011.0,2018-01-02,2025-12-31,0.6534293849679765,0.7241476919086888,0.9218149134424194,0.8532617594053213,0.9033901846704647,0.9257589604974484,0.49756159761796054,0.5238068871892463,
	361	+CMC,0.918363293831901,2011.0,2011.0,2018-01-02,2025-12-31,0.9357817273348515,0.9654056622305491,0.9603707761980415,0.9250195716723394,0.9498934481103235,0.8883766742221306,0.8563708126289186,0.8650541447982448,
	362	+CMCM,0.32411054481379314,2011.0,2011.0,2018-01-02,2025-12-31,0.755339582748508,0.5691918020041317,0.4551215644625316,0.4542565429221349,0.12211572372103567,0.05222297911540466,0.09357414234324817,0.08741542526757251,
	363	+CMCSA,0.9999249651214993,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994237942642256,0.9999797020257379,1.0,1.0,1.0,1.0,
	364	+CME,0.9635396912236092,2011.0,2011.0,2018-01-02,2025-12-31,0.9725673734438859,0.9741842475021466,0.9867300207116904,0.9460378354240248,0.966880179310636,0.9493720076120288,0.9527665657924684,0.9595925867565241,
	365	+CMG,0.7082965966911927,2011.0,2011.0,2018-01-02,2025-12-31,0.8594443211143498,0.7949785793842229,0.7336033248704663,0.5489926240432293,0.5438385848854373,0.46752247851541195,0.7187918645719156,0.9994475703324809,
	366	+CMI,0.9014768116578923,2011.0,2011.0,2018-01-02,2025-12-31,0.9689024655550476,0.9599398314171469,0.9600603715283748,0.9388219055738237,0.9076768887166937,0.8639249948485473,0.802149776731903,0.809368904619338,
	367	+CMP,0.6620071286931827,2011.0,2011.0,2018-01-02,2025-12-31,0.6987849139194304,0.6596261555655987,0.6368594981217859,0.5833971613234895,0.6572801652869016,0.6526141986157744,0.7667769010207285,0.6407013733166871,
	368	+CMS,0.9860874522136347,2011.0,2011.0,2018-01-02,2025-12-31,0.9946403643737072,0.9919506507184233,0.988893606895075,0.9752973653229406,0.9901294447668412,0.9904552429667519,0.9812804577837728,0.976046302469061,
	369	+CMTL,0.4581027666340358,2011.0,2011.0,2018-01-02,2025-12-31,0.4465904578435389,0.432697737381923,0.6185175956425105,0.43310788152062807,0.3481066582266708,0.4197006096895795,0.5735598587260992,0.3905819323402141,
	370	+CNA,0.5193851484499885,2011.0,2011.0,2018-01-02,2025-12-31,0.5562317221218276,0.5365804127819134,0.6080436059392836,0.43961184308877066,0.46460322996929987,0.44800809687155313,0.5144156020812062,0.587134895334602,
	371	+CNC,0.9895168095577112,2011.0,2011.0,2018-01-02,2025-12-31,0.9577171852220939,0.9943383562642721,0.9948646927408187,0.9933828603905329,0.9908397102128571,0.9927323547593362,0.9940222465797912,0.9981892583120203,
	372	+CNDT,0.8607217219753002,2011.0,2011.0,2018-01-02,2025-12-31,0.9438466784731959,0.9515489759335288,0.917105999385898,0.8567312219207347,0.8191128529602272,0.8032621180349329,0.8148271603441845,0.7781685555326603,
	373	+CNH,0.9538219903499082,2011.0,2011.0,2018-01-02,2025-12-31,0.9120169544244568,0.8913051655169933,0.8963203847618951,0.9535683838752893,0.9878338309167422,0.9947227306335681,0.9972902204360004,0.9983938618925832,
	374	+CNI,0.9660365161343883,2011.0,2011.0,2018-01-02,2025-12-31,0.9716578106429811,0.9591073258756074,0.9632916654549595,0.9737344213047537,0.9850113612047972,0.9677426940279511,0.9497460636840764,0.958059514430128,
	375	+CNK,0.971576909777041,2011.0,2011.0,2018-01-02,2025-12-31,0.9256666259894664,0.9428098322232941,0.992691285140968,0.9937076279787277,0.9888935307363894,0.9797875419691883,0.9702959829443146,0.9786871916704039,
	376	+CNO,0.88040929733076,2011.0,2011.0,2018-01-02,2025-12-31,0.9255989218722978,0.9084503641418104,0.9456534075787704,0.9171120196138075,0.918511237652027,0.8605505872656088,0.7948854107203702,0.7715625749990909,
	377	+CNP,0.9959892233061912,2011.0,2011.0,2018-01-02,2025-12-31,0.9959242314628952,0.9963463646328095,0.9966337454383712,0.9941744813867576,0.9972896139228251,0.996257257487788,0.9955896638482303,0.9957006096895794,
	378	+CNQ,0.9960918274299536,2011.0,2011.0,2018-01-02,2025-12-31,0.9942735452053676,0.9927231762270124,0.9954105718589205,0.9977063289083749,0.9993376876127205,0.9950281329923273,0.9959607031218285,0.998312020460358,
	379	+CNS,0.40287654756573904,2011.0,2011.0,2018-01-02,2025-12-31,0.489871884204132,0.4651723798249295,0.4636103344872619,0.3096898969767177,0.3243011759220014,0.38322570635507447,0.3622197075821881,0.4247311911370772,
	380	+CNX,0.9851630868829454,2011.0,2011.0,2018-01-02,2025-12-31,0.9884439889198976,0.991708277513904,0.9942177248971421,0.9852129257500101,0.9959622848468672,0.9873937043187354,0.978766731639424,0.9594324917273731,
	381	+COF,0.9947908652446091,2011.0,2011.0,2018-01-02,2025-12-31,0.9946097961096788,0.9919354031879941,0.996513924157489,0.9986501847115659,0.9977849839898113,0.9948310444721882,0.9873922644131491,0.9966285499569701,
	382	+COHU,0.6166592522836138,2011.0,2011.0,2018-01-02,2025-12-31,0.622750534328909,0.6268434841482441,0.5926249402750082,0.7657383373708023,0.6272803840455683,0.5119230554781153,0.5456323954130041,0.6399965576174834,
	383	+COKE,0.18705365842468188,2011.0,2011.0,2018-01-02,2025-12-31,0.20566704708782715,0.21942961537936145,0.15823451750710604,0.10158813851799392,0.14298969501806352,0.11185624416673737,0.10354097680008881,0.45466348286687436,
	384	+COLB,0.8006147519776609,2011.0,2011.0,2018-01-02,2025-12-31,0.633564166383882,0.6100898151691475,0.6860805088816028,0.6569528834955921,0.9087953588006733,0.9738832256578708,0.9689189914581122,0.9695700173331232,
	385	+COLL,0.6138473459788572,2011.0,2011.0,2018-01-02,2025-12-31,0.7339039377091217,0.6753144213932568,0.6977372366740506,0.562686012656316,0.5246551882915726,0.5779807275063332,0.5812374953415668,0.5563120447024885,
	386	+COLM,0.6838155830620223,2011.0,2011.0,2018-01-02,2025-12-31,0.6149927145637398,0.6617315653509155,0.741144208432879,0.65226337804852,0.7233019655297188,0.6628362807723543,0.6632070164421288,0.7510708961103502,
	387	+COO,0.6828300578861931,2011.0,2011.0,2018-01-02,2025-12-31,0.6950822906842951,0.6514974902661113,0.6413066354974833,0.5694118570568554,0.5982840434965633,0.5269011042290397,0.8240341194517509,0.9569387522575483,
	388	+COP,0.9994925607369187,2011.0,2011.0,2018-01-02,2025-12-31,0.9989403001803527,0.9988734624284497,0.9990396571070428,0.9999391060772135,1.0,0.9999488491048594,0.9992388259651687,0.9999693094629157,
	389	+COR,0.9307336756601012,2011.0,2011.0,2018-01-02,2025-12-31,0.956940084898645,0.9519098181205308,0.9540414242433666,0.9039195388300247,0.9463137257155545,0.9298796378225719,0.9097760334987762,0.8928550684234131,
	390	+CORT,0.841469389901342,2011.0,2011.0,2018-01-02,2025-12-31,0.9356210628570916,0.8613259233221415,0.8925583510713705,0.7751596276947484,0.8174395664695794,0.7904201888461958,0.8466799729026854,0.8119868122810633,
	391	+COST,0.9828579327197222,2011.0,2011.0,2018-01-02,2025-12-31,0.9939984308291131,0.9929189891493378,0.9967146164188309,0.9904498031096496,0.9926839954758969,0.9748617350092725,0.9591112219322786,0.961923273657289,
	392	+COTY,0.994161492043696,2011.0,2011.0,2018-01-02,2025-12-31,0.9962197246818352,0.9928118235411479,0.9964315679872222,0.9972293265132139,0.9965152179007754,0.993709942909783,0.9879764324164998,0.992388746803069,
	393	+CP,0.9226353756174954,2011.0,2011.0,2018-01-02,2025-12-31,0.8509319046766595,0.8160221915540034,0.8086799091619588,0.9311898672512482,0.9977481378832498,0.9956551799372129,0.9916285767002727,0.9908135901383014,
	394	+CPA,0.6397448305419934,2011.0,2011.0,2018-01-02,2025-12-31,0.6653534224938286,0.6408628909356172,0.8015123831532909,0.6503008236744797,0.6360834645925576,0.662081962642877,0.5471300684570826,0.5132521545193393,
	395	+CPAY,0.7527811470675723,2011.0,2011.0,2018-01-02,2025-12-31,0.8041331480178605,0.799296420264651,0.8796772040564077,0.782873146511163,0.7713253361024093,0.7221959006557496,0.6352796493279639,0.6259931879613579,
	396	+CPB,0.9915720744906541,2011.0,2011.0,2018-01-02,2025-12-31,0.994090135621198,0.9860484134583843,0.987052594355905,0.9896683311005561,0.993529717447346,0.9955221876098471,0.9893160987178029,0.997462915601023,
	397	+CPRI,0.9707155064787093,2011.0,2011.0,2018-01-02,2025-12-31,0.9872530339002048,0.9921288592365306,0.994974692605235,0.9719786465310761,0.9880711816556033,0.9611757918085843,0.8932514141723729,0.9769020496721252,
	398	+CPRT,0.9701841023448017,2011.0,2011.0,2018-01-02,2025-12-31,0.9724100410517781,0.965396715730045,0.97655987209737,0.9105208537154816,0.9499393729430106,0.9923989769820972,0.9969988819760338,0.9975447570332481,
	399	+CPS,0.4418834192091615,2011.0,2011.0,2018-01-02,2025-12-31,0.40889172368356175,0.5198378547792494,0.553028390648804,0.34235087674742953,0.5346381169060803,0.4081987854692671,0.31953917634091206,0.4481610162301064,
	400	+CPT,0.8327235019094235,2011.0,2011.0,2018-01-02,2025-12-31,0.7903030609166587,0.7705939302707826,0.8792051532445193,0.8161200258659684,0.8799419116059489,0.8447309972000341,0.8374682519480765,0.8434396189137102,
	401	+CQP,0.4549072355472135,2011.0,2011.0,2018-01-02,2025-12-31,0.5445603919034956,0.4681284286501192,0.538686343866571,0.4184253274082488,0.4930069904742432,0.41011066532526874,0.39912989029666407,0.3663257899904244,
	402	+CQQQ,0.4802201785767423,2011.0,2011.0,2018-01-02,2025-12-31,0.4371369928100835,0.36113251537307006,0.5048782017398472,0.580327068666604,0.4707643046316329,0.3295716657979903,0.4475305542232004,0.7107477485121393,
	403	+CRH,0.8575356177139236,2011.0,2011.0,2018-01-02,2025-12-31,0.8417795346293281,0.7951359127344874,0.7733231452506529,0.6893498934019656,0.8444476177060465,0.9253109659276856,0.9967320261437908,0.9960628840862534,
	404	+CRI,0.8605405448998038,2011.0,2011.0,2018-01-02,2025-12-31,0.8680058495970905,0.8582065768130179,0.8544785156035718,0.8229845891237875,0.8566572487760743,0.849265778596623,0.8788033449522401,0.8961538890437691,
	405	+CRL,0.7149832959244875,2011.0,2011.0,2018-01-02,2025-12-31,0.6632966564065793,0.6702683065121096,0.6967258224154715,0.6760597707040781,0.7813624473270901,0.7207243548563048,0.7143683972661803,0.7978949588489836,
	406	+CRM,0.9992865327654422,2011.0,2011.0,2018-01-02,2025-12-31,0.9982881772144159,0.998812568505663,0.9988779151461238,0.9998274672187716,1.0,0.9998158567774936,0.9988734624284497,0.9998056265984655,
	407	+CROX,0.9518098091434916,2011.0,2011.0,2018-01-02,2025-12-31,0.9045754413407809,0.9560231881749197,0.9591461653381326,0.9578614054317379,0.9859985277976349,0.9645879201464226,0.936618036183496,0.9496713494381887,
	408	+CRS,0.6880647427138761,2011.0,2011.0,2018-01-02,2025-12-31,0.6775356242210948,0.6075500672141925,0.7763698444570297,0.6376682687636493,0.6357765263837681,0.6589228736621375,0.7093879862543273,0.8013750621204592,
	409	+CRSP,0.940452021463676,2010.0,2011.0,2018-01-02,2025-12-31,0.9160945580232251,0.8252869181191262,0.9430769386290347,0.9690455892501929,0.9681289387727328,0.9525921382771118,0.968345309138148,0.9814704306614466,
	410	+CRTO,0.6368006352571312,2011.0,2011.0,2018-01-02,2025-12-31,0.8162764754125158,0.7152507819530037,0.678993518487954,0.6682718420151905,0.5609972806800699,0.517639495278845,0.5307453704745858,0.6052783845044303,
	411	+CRUS,0.7981116103705472,2011.0,2011.0,2018-01-02,2025-12-31,0.9264907135497236,0.8591465365595375,0.8734018938469689,0.7499981722203272,0.7833995106470035,0.7630117937964387,0.720973944904564,0.7076258954436917,
	412	+CSCO,0.9999287804543044,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,1.0,
	413	+CSGP,0.7834566156969748,2011.0,2011.0,2018-01-02,2025-12-31,0.5072322436173778,0.5343819305316742,0.5510268338824303,0.7677114736271594,0.985276286159709,0.9727870934897759,0.9714153536955684,0.9815233754742366,
	414	+CSIQ,0.9073272960222274,2011.0,2011.0,2018-01-02,2025-12-31,0.7881978105686126,0.8379665624062661,0.9302588882261962,0.9625299395120366,0.9379278319504615,0.928885177149368,0.9557566690389323,0.9169002557544756,
	415	+CSL,0.6500539622469262,2011.0,2011.0,2018-01-02,2025-12-31,0.7125304433108164,0.6968347473614076,0.7479417784515536,0.6064549385933369,0.6713173246095147,0.6325633386261985,0.5084250061038221,0.623962085308057,
	416	+CSTE,0.3002075450635256,2011.0,2011.0,2018-01-02,2025-12-31,0.5286607415744955,0.36575573975726694,0.33332301685359855,0.29060292294677337,0.282230552221726,0.23261875613628924,0.17354931532335444,0.19424574247584878,
	417	+CSTM,0.8635925941581493,2011.0,2011.0,2018-01-02,2025-12-31,0.8670492995593774,0.8797335405073493,0.8894768217685516,0.8566586879273999,0.8683232186827049,0.8232483000206058,0.8365023665898806,0.8875482236578951,
	418	+CSX,0.9997316549260398,2011.0,2011.0,2018-01-02,2025-12-31,0.9997350750450882,0.9997564243088539,0.9990396571070428,0.9997158283603296,0.9999898105786572,0.9999488491048594,0.9997564243088539,0.999918158567775,
	419	+CTAS,0.7381442345399958,2011.0,2011.0,2018-01-02,2025-12-31,0.8000732189603786,0.7953941106630167,0.7948990724893836,0.6709023055612794,0.7147472943826686,0.5853663834377765,0.6287344184187859,0.9151571011260469,
	420	+CTMX,0.6745623823820444,2011.0,2011.0,2018-01-02,2025-12-31,0.6784860412895636,0.6520768964224195,0.6846980846273609,0.7679974249470376,0.6790358837133014,0.49809956242954634,0.6267672945955634,0.8089974182131127,
	421	+CTRE,0.8347677307059267,2011.0,2011.0,2018-01-02,2025-12-31,0.792496877135523,0.8585639077390691,0.819779786595472,0.7693140997040343,0.8059552676676476,0.8073626259075648,0.9053892660848941,0.9195124907576878,
	422	+CTSH,0.9959783740185937,2011.0,2011.0,2018-01-02,2025-12-31,0.9980334416808468,0.9986009308593277,0.9964749738570661,0.9946514837819184,0.9986142386973843,0.9972101671494891,0.9901978581115803,0.9940550538781348,
	423	+CUBE,0.9512097531286197,2011.0,2011.0,2018-01-02,2025-12-31,0.9544856416324495,0.9610302462904251,0.9566289602526318,0.9205671484886282,0.9696403052171141,0.9708635289269222,0.9317719188781358,0.9448604986606223,
	424	+CUBI,0.544913178606138,2011.0,2011.0,2018-01-02,2025-12-31,0.5471260012736294,0.4493983526510405,0.48658037586129627,0.5370046500638856,0.6352292916792364,0.665355522963358,0.54427320072888,0.4955004181767494,
	425	+CUZ,0.9209100797120666,2011.0,2011.0,2018-01-02,2025-12-31,0.961454288300067,0.9353759155973674,0.8983328648597528,0.8661249993506572,0.9095173106920205,0.9674117404637519,0.9211130774172435,0.9084256918097962,
	426	+CVBF,0.8030578909969783,2011.0,2011.0,2018-01-02,2025-12-31,0.7887620437390811,0.7901567042092611,0.7855082652489588,0.7210786574400347,0.8357871407667592,0.8952901419376735,0.836363214837415,0.7721464224676063,
	427	+CVCO,0.20419612953955366,2011.0,2011.0,2018-01-02,2025-12-31,0.2141647347411122,0.2969858181613191,0.19888804318242065,0.14187336449793872,0.2108227977050719,0.18515125877262092,0.14101219167521395,0.2449298796378226,
	428	+CVE,0.9924784058944034,2011.0,2011.0,2018-01-02,2025-12-31,0.9863156071366707,0.984592635048387,0.980381648745616,0.9947935696017537,0.9998165904158303,0.9989974424552429,0.9976860309341128,0.9973870862171367,
	429	+CVI,0.866725898553218,2011.0,2011.0,2018-01-02,2025-12-31,0.8218599885617709,0.8213761430116383,0.8783505941933007,0.8559410920079276,0.8664423770596819,0.9128869225827565,0.9213942187906141,0.8556086835311086,
	430	+CVLT,0.6392280548641964,2011.0,2011.0,2018-01-02,2025-12-31,0.6804546761258623,0.7642816450709687,0.7351859622925638,0.6422571020303169,0.562081850414369,0.5393476442709785,0.5360926361065753,0.6529155282966267,
	431	+CVNA,0.9590629918739257,2011.0,2011.0,2018-01-02,2025-12-31,0.8381248161618323,0.9571338529229948,0.9737647927899112,0.9281424775418787,0.9973099927655107,0.9994271099744245,0.9915052977712824,0.9872531969309463,
	432	+CVS,0.9994760276280966,2011.0,2011.0,2018-01-02,2025-12-31,0.9988893530736389,0.9990053992611536,0.9991003103423874,0.9998680631672959,0.9999796211573145,0.9999488491048594,0.9992591239394308,0.9997647058823529,
	433	+CVX,0.9986455568541818,2011.0,2011.0,2018-01-02,2025-12-31,0.9987365117534974,0.9983761620590264,0.9977760480373623,0.9992489749522996,0.9984817762199282,0.9988439897698208,0.9983457150976331,0.9993657289002557,
	434	+CW,0.4806304564420059,2011.0,2011.0,2018-01-02,2025-12-31,0.5427709653259787,0.5453818452994221,0.6419639996698088,0.47222746506391555,0.4425922448072705,0.3488408625349996,0.3827114264896837,0.4668549956970219,
	435	+CWB,0.7948434372758775,2011.0,2011.0,2018-01-02,2025-12-31,0.8997993070324247,0.8483321414285887,0.8654365334558407,0.8404608563667242,0.7274301299064296,0.7557353729045708,0.7141231861932217,0.7062855965382236,
	436	+CWH,0.9110428816826541,2011.0,2011.0,2018-01-02,2025-12-31,0.9016396807166553,0.8232014696118161,0.9522780727582987,0.9311453752460528,0.9255851106187244,0.923550163028327,0.8903959413286573,0.9407389486188046,
	437	+CWI,0.46202515177083486,2011.0,2011.0,2018-01-02,2025-12-31,0.3989354517542731,0.37522027150031656,0.3746067900099234,0.3785134975756907,0.7117884989055547,0.5710560599265464,0.41738402208881364,0.4707186094714003,
	438	+CWT,0.519552245561136,2011.0,2011.0,2018-01-02,2025-12-31,0.5471395227806244,0.5419447537240049,0.5876521894356723,0.455065575924717,0.497566732379581,0.5044717518575532,0.48860509242504613,0.53371707009612,
	439	+CX,0.9769765158309701,2011.0,2011.0,2018-01-02,2025-12-31,0.9843184805534894,0.9732344273652864,0.9611405836115628,0.9896683311005561,0.9606484547742533,0.9813274990606176,0.9829861129148411,0.9825945382480211,
	440	+CXSE,0.17215564573630743,2011.0,2011.0,2018-01-02,2025-12-31,0.12317793467769629,0.06527236899292994,0.1877515150972179,0.3906504355983756,0.27436219413687174,0.12637616513739228,0.11692537444952568,0.09187806208409595,
	441	+CXW,0.8488206743011858,2011.0,2011.0,2018-01-02,2025-12-31,0.8684811788590657,0.8528568581083097,0.9411050856588012,0.8628032983919579,0.8327411798606231,0.8041148107295669,0.8065544852462587,0.8209807396273984,
	442	+CYH,0.9141965043824403,2011.0,2011.0,2018-01-02,2025-12-31,0.9407673001283433,0.9292922471550609,0.9123649381564568,0.9237420017804497,0.9386680378762523,0.8940279511763495,0.8826504363679669,0.8919321705191452,
	443	+CYTK,0.8035081364322748,2010.0,2011.0,2018-01-02,2025-12-31,0.5549667851424329,0.6976432512698739,0.8547901180069538,0.7977372280047399,0.855697366652709,0.8416999551520588,0.8943745366819027,0.9314920303996315,
	444	+CZR,0.9679830892877502,2011.0,2011.0,2018-01-02,2025-12-31,0.8588263882446722,0.9108577904683407,0.9915623492502403,0.992682580278488,0.9979417368887621,0.9967164034375341,0.9970567937319854,0.9982813299232737,
	445	+D,0.9977324205361559,2011.0,2011.0,2018-01-02,2025-12-31,0.9975239706137087,0.9969451548735434,0.9970785358308987,0.9974526042300979,0.9972794245014823,0.9979028132992326,0.9982239272520602,0.9994680306905371,
	446	+DAL,0.9995447036185887,2011.0,2011.0,2018-01-02,2025-12-31,0.9992052251352644,0.9990155482482848,0.9992317256856342,0.9999391060772135,0.9999898105786573,0.9999386189258311,0.9991474850809888,0.9998976982097187,
	447	+DAN,0.9275870929424896,2011.0,2011.0,2018-01-02,2025-12-31,0.9412267899106956,0.9596979873067436,0.9574177876775526,0.9084967320261438,0.9410658356863572,0.9131168349474552,0.8821163880072256,0.9173515472539726,
	448	+DAR,0.9321825136353997,2011.0,2011.0,2018-01-02,2025-12-31,0.8746083048806218,0.8425188881789408,0.9423751624905445,0.9523505054195592,0.9609733089798115,0.9542638755893867,0.9669133399633636,0.9637276639071041,
	449	+DB,0.9519817281602379,2011.0,2011.0,2018-01-02,2025-12-31,0.9757287983615411,0.9699261461573434,0.9547573815490462,0.9441298258433808,0.9749588934114574,0.9266799675155453,0.8977470787751876,0.972058665955564,
	450	+DBA,0.6220785196576223,2011.0,2011.0,2018-01-02,2025-12-31,0.5837458640486839,0.4253313524049636,0.5779092005735899,0.756805785711496,0.892528213227984,0.6263889164979819,0.5892519725109634,0.5250271875492418,
	451	+DBC,0.8036631968615712,2011.0,2011.0,2018-01-02,2025-12-31,0.8768002377467259,0.6809552861600716,0.77228629112796,0.8987943003288271,0.973293526660621,0.8247371062168942,0.7580001916282688,0.6444300069090073,
	452	+DBEF,0.7556585227955979,2011.0,2011.0,2018-01-02,2025-12-31,0.7831126615343211,0.6906720514979808,0.7898707947150047,0.6801519769938335,0.8256636850616949,0.689990812232579,0.777516693881344,0.8084382007490818,
	453	+DBEU,0.2513539624621038,2011.0,2011.0,2018-01-02,2025-12-31,0.5435288457930559,0.3426244665047831,0.27363745453223154,0.19102702555024345,0.2750349856920725,0.12763418625228784,0.11054469181037344,0.14614814365886475,
	454	+DBI,0.9371456829861912,2011.0,2011.0,2018-01-02,2025-12-31,0.9699705680254702,0.9609696409644288,0.9625597064268429,0.9437035683838754,0.9588335304978316,0.9500258663531351,0.932333672530761,0.8180413328323292,
	455	+DBJP,0.13407729228977114,2009.0,2011.0,2018-01-02,2025-12-31,0.39049233303993275,0.26676891650952567,0.14726131239132664,0.03149086408380235,0.03837756210222925,0.06859436855310845,0.07857292927473895,0.05046217621604587,
	456	+DCH,0.9260423412374472,2011.0,2011.0,2018-01-02,2025-12-31,0.9728322983987976,0.9656647259494497,0.9569772133077031,0.9068120001623837,0.9309917817729217,0.8610541932825057,0.8764449319806225,0.9372170519145222,
	457	+DCI,0.7201553200889127,2011.0,2011.0,2018-01-02,2025-12-31,0.7632186131656692,0.7440031991916212,0.7860080555736945,0.7237898799879868,0.6947598993246537,0.6851167379789336,0.6725960801244737,0.6910498054569035,
	458	+DD,0.992288760347199,2011.0,2011.0,2018-01-02,2025-12-31,0.998797648281554,0.9968233670279705,0.9963839940040491,0.9951081882028173,0.9941236979332038,0.9928301475133634,0.9778945921386619,0.9863222506393862,
	459	+DDD,0.9518721021364471,2011.0,2011.0,2018-01-02,2025-12-31,0.9650490775169162,0.9157131909704606,0.9738180200762209,0.992895709008241,0.9581091640516637,0.9385021757312032,0.927302805180043,0.9434033042023733,
	460	+DDM,0.7077783563595701,2011.0,2011.0,2018-01-02,2025-12-31,0.8007691902418568,0.7459621942052459,0.8468088038027374,0.7071829143773727,0.8153534876868086,0.645840947382456,0.5798151941592626,0.5187464879213585,
	461	+DDS,0.5264366489513672,2011.0,2011.0,2018-01-02,2025-12-31,0.7806836193848381,0.723802770644627,0.7556689335613754,0.6219382526003051,0.47610438236387914,0.32143906134471095,0.2561815989532017,0.2719272251245439,
	462	+DE,0.9672711228713102,2011.0,2011.0,2018-01-02,2025-12-31,0.9915325908641648,0.986254663964631,0.9854553924918289,0.9811634798847075,0.9823723010770217,0.9692086641374044,0.9303969956689316,0.9114412188943164,
	463	+DEA,0.8179267733481537,2011.0,2011.0,2018-01-02,2025-12-31,0.7850228641439623,0.7798933846496906,0.815348842579606,0.7985166317368352,0.8697009153722198,0.8765968897346699,0.8417711819943308,0.7767877237851663,
	464	+DECK,0.7576157523603333,2011.0,2011.0,2018-01-02,2025-12-31,0.8318099826485262,0.7949589067030068,0.7425344898202935,0.6599330301527851,0.703368125297624,0.6569120374298493,0.6817562384525209,0.9908439897698209,
	465	+DEI,0.9200973656055199,2011.0,2011.0,2018-01-02,2025-12-31,0.9094022330092727,0.8609885536740969,0.939409717539416,0.9050582936657044,0.9543268122163531,0.9771418528260263,0.9152068960010683,0.8995509872607604,
	466	+DEM,0.5558974192865894,2011.0,2011.0,2018-01-02,2025-12-31,0.5391093412316964,0.520628850482428,0.5748998706591316,0.44923553596175747,0.6335378960274344,0.6059684609883516,0.6086941610904957,0.5153468685228059,
	467	+DEO,0.7881057463908745,2011.0,2011.0,2018-01-02,2025-12-31,0.7803809790836291,0.7417644576891131,0.8121297176275691,0.6769941028131838,0.7328732125473211,0.7599963151961794,0.8696078335173619,0.9316705009636247,
	468	+DES,0.49162714366628446,2011.0,2011.0,2018-01-02,2025-12-31,0.5095960444956094,0.528056802774685,0.7323305651152004,0.5451990192326673,0.4743251452077051,0.404710924716064,0.388134929773819,0.3478805347813966,
	469	+DFE,0.10916221071858863,2010.0,2011.0,2018-01-02,2025-12-31,0.29515073848434825,0.15174236464281432,0.15022115194866725,0.056457372426269775,0.07813668418168636,0.06435117150095152,0.03908408613806123,0.03768317959782306,
	470	+DFIN,0.4564497631482984,2011.0,2011.0,2018-01-02,2025-12-31,0.5319307731679794,0.43450598867199874,0.5562121585015642,0.4764530992697924,0.5121311821839079,0.38323297899419395,0.32721859263658754,0.4292409061708343,
	471	+DG,0.9854936164569854,2011.0,2011.0,2018-01-02,2025-12-31,0.9892094027980151,0.9865830390127065,0.9882249361164769,0.9752466203872854,0.9807216148194943,0.9849718670076726,0.9875167458287663,0.9915032302638754,
	472	+DGRO,0.9544077072230055,2011.0,2011.0,2018-01-02,2025-12-31,0.8074479937488142,0.9287140434853797,0.9789467637546421,0.9792250233426704,0.9924693898434453,0.9823234142616455,0.977665638684899,0.9884314614368309,
	473	+DGRW,0.6967514297598045,2011.0,2011.0,2018-01-02,2025-12-31,0.4771033802753375,0.5623737509290412,0.6761445411633051,0.6162186971086259,0.738356183633848,0.7813761772584573,0.8357602880426845,0.8882450879383281,
	474	+DGS,0.4460956792284199,2011.0,2011.0,2018-01-02,2025-12-31,0.35767582872712733,0.3837978491073605,0.4844881746073458,0.41996912783933543,0.5037501175284559,0.4209194070374905,0.6093985777565372,0.38782967479182073,
	475	+DGX,0.9040253454788375,2011.0,2011.0,2018-01-02,2025-12-31,0.9137812696318398,0.9319873563822122,0.9648502523840529,0.9517923111273495,0.9439878333480057,0.873648804256918,0.8126994324070723,0.8386515072544576,
	476	+DHC,0.8547244588045348,2011.0,2011.0,2018-01-02,2025-12-31,0.9559253440897566,0.9625585586937571,0.8992531076279205,0.7965548950537011,0.8997726503472058,0.8687154337523181,0.7602624537691991,0.6939922667604029,
	477	+DHI,0.9943441036361079,2011.0,2011.0,2018-01-02,2025-12-31,0.99660692269286,0.9969147079121503,0.9976143060764434,0.9971379856290341,0.99805681457151,0.9959052132701421,0.9806879685729638,0.9918320990048605,
	478	+DHR,0.9901372863427943,2011.0,2011.0,2018-01-02,2025-12-31,0.9914525725174114,0.9930580928023381,0.9931996991484544,0.9886229854260544,0.9905762822819337,0.9900679991757675,0.9814709316654746,0.9926640404358735,
	479	+DIN,0.6559763412237409,2011.0,2011.0,2018-01-02,2025-12-31,0.676190958641525,0.6919137872883889,0.8205141410910194,0.6043440935684665,0.5597874921327768,0.5533807832632333,0.6498578757005927,0.6903255475691203,
	480	+DIOD,0.6037251474992292,2011.0,2011.0,2018-01-02,2025-12-31,0.6628652237512418,0.7107452088603833,0.6537110844937417,0.5529773280285395,0.5660285368507667,0.5129278917831299,0.5601565098874222,0.6096021623980316,
	481	+DIS,0.9987256788430893,2011.0,2011.0,2018-01-02,2025-12-31,0.9984715867985856,0.9985385458531236,0.9982410561750047,0.9993504648236106,0.998410450270529,0.9990076726342711,0.9982848211748467,0.9995089514066495,
	482	+DJP,0.30602666895932207,2011.0,2011.0,2018-01-02,2025-12-31,0.5041171781522774,0.3771334758231887,0.3151766803353635,0.3408810532936301,0.3820596934935136,0.23404647216397376,0.14532377962518203,0.14870665810111391,
	483	+DK,0.9337875331330463,2011.0,2011.0,2018-01-02,2025-12-31,0.9669587006334005,0.9543381677143692,0.9545682833500688,0.9021130191206918,0.9533725801512679,0.9451707009612005,0.8920510439219305,0.9016902582998993,
	484	+DKS,0.9591044060156382,2011.0,2011.0,2018-01-02,2025-12-31,0.991467542757299,0.9833296873938806,0.9866678822865388,0.9769617992124386,0.9836969258515809,0.9474668185840173,0.8900574653929159,0.9128442564332554,
	485	+DLB,0.6923760808384276,2011.0,2011.0,2018-01-02,2025-12-31,0.7240379218390254,0.7109007144309747,0.7718119406673378,0.6824474277656662,0.7482622328228691,0.6581965794354009,0.6026005841583835,0.6400972594271584,
	486	+DLR,0.962224251266704,2011.0,2011.0,2018-01-02,2025-12-31,0.9515672658030321,0.9515033295411713,0.9819232278559517,0.948006738927455,0.9754194938890275,0.985198724863941,0.9531164413014329,0.9510846171561556,
	487	+DLTH,0.40403053806842937,2011.0,2011.0,2018-01-02,2025-12-31,0.5553129840126046,0.6574559077013593,0.6201369316256461,0.4516211251311432,0.32096894539633974,0.2478698197597605,0.20931170050271636,0.16585035332905054,
	488	+DLTR,0.9882475393469154,2011.0,2011.0,2018-01-02,2025-12-31,0.9922356609368154,0.9897554873312743,0.9941570716617975,0.9882474729022043,0.9844611324522881,0.976679700852111,0.9890898388340842,0.9912634271099744,
	489	+DLX,0.5616954774823005,2011.0,2011.0,2018-01-02,2025-12-31,0.6749556723953267,0.6601950760385203,0.7088272926910982,0.4933543855072078,0.5161278499050912,0.47054101162410156,0.44537613108297097,0.5228393352807844,
	490	+DMC,0.4728828596209894,2011.0,2011.0,2018-01-02,2025-12-31,0.5026946673252929,0.5526064811528018,0.5223593648619328,0.3821737225695966,0.4046850862751826,0.4089724003345414,0.4726623804271348,0.5365582477788148,
	491	+DNOW,0.8563452157965796,2011.0,2011.0,2018-01-02,2025-12-31,0.946592703379522,0.8966355001372759,0.9193703868387654,0.816201843056063,0.8319966760272517,0.7884962364092556,0.815910937491282,0.8348598441231015,
	492	+DNP,0.5846875228268258,2011.0,2011.0,2018-01-02,2025-12-31,0.46684562703115373,0.47603655790223226,0.5669772454069667,0.7159345158490624,0.5805729458500829,0.6133898013357414,0.6283444279559477,0.6295693870377329,
	493	+DOC,0.9942455740225766,2011.0,2011.0,2018-01-02,2025-12-31,0.9925515329984409,0.9935664079492639,0.9954500970715268,0.988694028335972,0.9960872622043794,0.9964004799941819,0.9943267161937238,0.9969222191246166,
	494	+DOG,0.7417241558863976,2011.0,2011.0,2018-01-02,2025-12-31,0.7260830497720395,0.6543337233237961,0.8091826219569598,0.6227785502551869,0.875676697097623,0.7575513993769774,0.7640092578002421,0.7243676076653617,
	495	+DON,0.533922362051926,2011.0,2011.0,2018-01-02,2025-12-31,0.6008321714897963,0.632036446696269,0.7250271202845164,0.48649636377663913,0.49879236040649705,0.46307622937903786,0.41977470980149734,0.4434307947782451,
	496	+DORM,0.3658288704135835,2011.0,2011.0,2018-01-02,2025-12-31,0.4741594101648219,0.48164649471300297,0.48148013824529995,0.30152799494686267,0.31070848785075694,0.2542360456236894,0.274957417543568,0.3466291560102302,
	497	+DOV,0.896959951861952,2011.0,2011.0,2018-01-02,2025-12-31,0.964889910063145,0.9201064999115931,0.9201766532665816,0.8700786310815279,0.918777369884349,0.8872880086301984,0.8475115645543881,0.8466388528623895,
	498	+DOX,0.8286143824509253,2011.0,2011.0,2018-01-02,2025-12-31,0.8689678565286978,0.858687427165385,0.880546567096348,0.8213425695850151,0.8304575422024344,0.8092278154204191,0.7791979144841534,0.7799083162628331,
	499	+DPZ,0.7986784193463146,2011.0,2011.0,2018-01-02,2025-12-31,0.8103659832494606,0.864175672329513,0.8834505443532052,0.7644798629665478,0.7910997191341542,0.7943648683046266,0.7339819642397792,0.7467422213064084,
	500	+DQ,0.7923602161662691,2011.0,2011.0,2018-01-02,2025-12-31,0.6597124912309406,0.5190727846877469,0.694681722147529,0.971027623907589,0.9431577094006973,0.8749335401995127,0.856789999467058,0.8208469230675992,
	501	+DRH,0.942207357840986,2011.0,2011.0,2018-01-02,2025-12-31,0.9600155033735919,0.9474123738375081,0.952441299909025,0.9309071866949954,0.9570117005946226,0.9537787905601143,0.9112255589783136,0.9249098071538527,
	502	+DRI,0.9466508402884751,2011.0,2011.0,2018-01-02,2025-12-31,0.9549705325315143,0.9649471781294425,0.9869877730072308,0.9610075914423741,0.9609109651743447,0.9353831347498818,0.9150051668445385,0.8934119586429254,
	503	+DRIP,0.9290799609432879,2011.0,2011.0,2018-01-02,2025-12-31,0.9339725496989028,0.8511162827655961,0.8691233973783908,0.9815186944342953,0.9917873263977339,0.9632853904801154,0.9125413679449388,0.9300802656937492,
	504	+DSI,0.36362783927438613,2011.0,2011.0,2018-01-02,2025-12-31,0.23175244863626185,0.21258684117922189,0.27494490065589333,0.42705884469317634,0.6077101274783534,0.43031012957418696,0.3624176368809767,0.36356771433073537,
	505	+DSL,0.5789660606015529,2011.0,2011.0,2018-01-02,2025-12-31,0.5852882816680575,0.5272221808566824,0.6403582699416794,0.5738415772930507,0.6090706808286424,0.5755968048872134,0.5576717396210493,0.5624218373110629,
	506	+DTE,0.9275921137516944,2011.0,2011.0,2018-01-02,2025-12-31,0.9596912286611907,0.9467634158546996,0.9493098969742996,0.908871042063367,0.9303235295807835,0.9395230603265414,0.8967610878405898,0.8893367595544297,
	507	+DUK,0.9966260101869625,2011.0,2011.0,2018-01-02,2025-12-31,0.9977175696192212,0.9965696423496933,0.9967954873992904,0.9963869605813339,0.9956898747720118,0.9972787723785165,0.9966365006061494,0.9959328977830572,
	508	+DUST,0.9655140084163107,2011.0,2011.0,2018-01-02,2025-12-31,0.9640415320813931,0.9925607924329152,0.9926306319056235,0.9456724718873056,0.9869677301026075,0.9737289002557545,0.9241528674111309,0.9442250639386188,
	509	+DVA,0.8649612679528661,2011.0,2011.0,2018-01-02,2025-12-31,0.9555717083907374,0.9717022189052832,0.9351050625664952,0.8526671538180489,0.858519836364654,0.8079912243487958,0.7734902395603478,0.7634404916304046,
	510	+DVN,0.9992407487717807,2011.0,2011.0,2018-01-02,2025-12-31,0.9979621157314474,0.9986095887630413,0.9986150844596302,0.9999289570900826,0.9996943173597171,0.9999590792838875,0.999259123939431,0.9999079283887468,
	511	+DVY,0.8676521926461469,2011.0,2011.0,2018-01-02,2025-12-31,0.8613066672474475,0.8280088187483249,0.9252311374546521,0.8840522952776136,0.9465986914754769,0.8933596441255257,0.8079099762715719,0.7944328432382638,
	512	+DXC,0.9577487393112742,2011.0,2011.0,2018-01-02,2025-12-31,0.96712892674825,0.9886838793488408,0.9919655064188226,0.9668432590427475,0.9676380597777131,0.968577059672004,0.8997973665735269,0.9110115513751349,
	513	+DXCM,0.9382719535590699,2011.0,2011.0,2018-01-02,2025-12-31,0.9126175507905228,0.9143809319867792,0.9359179883937687,0.8225324060526058,0.9467195157986978,0.990312020460358,0.9908936649733732,0.9935946958218689,
	514	+DXD,0.7931733461621739,2011.0,2011.0,2018-01-02,2025-12-31,0.8040243964687426,0.7457723456165899,0.8613144131011371,0.6504181382698008,0.884367694009842,0.7531972703361172,0.8400580714461758,0.8061547375183331,
	515	+DXJ,0.7555104722115661,2011.0,2011.0,2018-01-02,2025-12-31,0.9577923744592061,0.8636574486927816,0.8115579195518675,0.5722341893691332,0.671971186054922,0.697497727300275,0.8117208006906313,0.6566559435643206,
	516	+DY,0.645028891683009,2011.0,2011.0,2018-01-02,2025-12-31,0.7525650660952993,0.7227929704748167,0.7747625816297447,0.6347125566347152,0.5690095945233261,0.5968370807626574,0.5209950798095183,0.5873260202906632,
	517	+EAT,0.929717832752819,2011.0,2011.0,2018-01-02,2025-12-31,0.9324356855556163,0.9115752901888827,0.9703301236784625,0.9092883530223683,0.9285172494106192,0.9213307959903516,0.9380179711145397,0.9259959515642234,
	518	+EBAY,0.9994753163970208,2011.0,2011.0,2018-01-02,2025-12-31,0.9999184846292579,0.9998883611415581,0.9994237942642257,0.9997056793731985,0.9999796211573145,0.9997033248081841,0.9989895745371437,0.9981892583120203,
	519	+EBND,0.42488473731924864,2011.0,2011.0,2018-01-02,2025-12-31,0.2329747445775256,0.2332231470787367,0.3357875216556244,0.38204529699784306,0.4943722763519805,0.512431461436831,0.6161975814434573,0.5939502309062921,
	520	+EBS,0.805105694031007,2011.0,2011.0,2018-01-02,2025-12-31,0.6804795460405141,0.7078468312938199,0.8073152592760523,0.7933158770754678,0.7883447120838957,0.900249403037539,0.9084318939472211,0.8554468430685688,
	521	+EC,0.8970261747079707,2011.0,2011.0,2018-01-02,2025-12-31,0.9357014192415198,0.7958625032539288,0.8719442998247524,0.8281083846410328,0.9335011320157366,0.9511599132131732,0.9408943672255632,0.9200474660913199,
	522	+ECH,0.5810886634461842,2011.0,2011.0,2018-01-02,2025-12-31,0.5649541565378104,0.5555334298016205,0.555419019235268,0.588960297354741,0.6687514254928023,0.6664627580271755,0.484470799103349,0.5650937564393159,
	523	+ECHO,0.7174444447612169,2011.0,2011.0,2018-01-02,2025-12-31,0.5637566822201018,0.6693438828928095,0.7024829930196558,0.7712161449510088,0.5949800149712058,0.5988554320553691,0.8935480435734978,0.94520231269924,
	524	+ECL,0.9206148464870106,2011.0,2011.0,2018-01-02,2025-12-31,0.9392413497728459,0.9376929149295545,0.959314422970463,0.9221978646531076,0.9606954903021578,0.8986462224700307,0.8499719002925024,0.8968752378759045,
	525	+ECPG,0.4934843066350789,2011.0,2011.0,2018-01-02,2025-12-31,0.5766918387226116,0.544082582548783,0.6682985229595731,0.5073645090978214,0.5342449307991003,0.38977239063768926,0.28828371103919276,0.43766810099271525,
	526	+ED,0.9856363810270046,2011.0,2011.0,2018-01-02,2025-12-31,0.9929183521667805,0.9842526199297632,0.9912573104276181,0.9901047375471926,0.9857464965654646,0.9866149986060774,0.9783133941810805,0.9758200264239222,
	527	+EDC,0.3601470442523334,2011.0,2011.0,2018-01-02,2025-12-31,0.5735643624457334,0.5050164856106603,0.6006248433064868,0.28497836389861947,0.2589938907416841,0.26177025733021414,0.19235457078634738,0.2013235233512321,
	528	+EDIT,0.9321442698966185,2011.0,2011.0,2018-01-02,2025-12-31,0.8985543625669442,0.8645750421880408,0.922127186576682,0.9670462387853693,0.9728847425295001,0.9596834462612573,0.95544594649454,0.9170037211670161,
	529	+EDU,0.9324801578132552,2011.0,2011.0,2018-01-02,2025-12-31,0.9364785195649687,0.9208485303593241,0.9326115246992096,0.9808184143222506,0.9754983049583704,0.9484182252336335,0.91674449160116,0.8480658416261622,
	530	+EDV,0.5273649320803555,2011.0,2011.0,2018-01-02,2025-12-31,0.21312889072309202,0.3889713794714946,0.49397321953649337,0.4305178696246683,0.49959379944253723,0.6351230651749675,0.7139348767874483,0.8458344504915093,
	531	+EDZ,0.5233765350559076,2011.0,2011.0,2018-01-02,2025-12-31,0.6571881224571419,0.5497414846150012,0.7783915710591698,0.43053431964172445,0.7476831742858026,0.42294440067393124,0.31666451181063127,0.28155755687809847,
	532	+EEFT,0.6768759507705377,2011.0,2011.0,2018-01-02,2025-12-31,0.7366100258787157,0.7347257262682529,0.792731270283321,0.6637177365623083,0.6740752774166542,0.6188875771202773,0.5095336025748991,0.6840895989139525,
	533	+EEM,0.9993513934231293,2011.0,2011.0,2018-01-02,2025-12-31,1.0,0.9999797020257379,0.9993833587739959,0.9997767222831162,0.9999490528932863,0.9994987212276214,0.9976555839727195,0.9985677749360614,
	534	+EEMV,0.6462315653501023,2011.0,2011.0,2018-01-02,2025-12-31,0.6689373462139853,0.7671130200826811,0.6820705443120032,0.4407303480496533,0.763279315073858,0.7284598732136581,0.5854881412692833,0.5339477582089913,
	535	+EFA,0.9993641111991463,2011.0,2011.0,2018-01-02,2025-12-31,0.9998471586798585,0.9993200178622174,0.9991710724502897,0.9990155482482849,1.0,0.9996010230179027,0.9982543742134535,0.9997135549872123,
	536	+EFAV,0.7897343269247536,2011.0,2011.0,2018-01-02,2025-12-31,0.7855173649712128,0.884247386707963,0.9014065849387477,0.8110694377345691,0.8952634692198105,0.6628777832995963,0.673309250893159,0.7024426370589447,
	537	+EFG,0.7106033963297016,2011.0,2011.0,2018-01-02,2025-12-31,0.40854721500176433,0.37676537061696036,0.6748740810567729,0.8141445808352875,0.9155842177163517,0.8382764330129331,0.7745589615748765,0.8842240942534031,
	538	+EFOR,0.59173222444131,2011.0,2011.0,2018-01-02,2025-12-31,0.6412202368089128,0.6129393236791935,0.6393870037172384,0.5103044446022107,0.5263149049841288,0.5422864692549181,0.5619284941808306,0.6996889734669882,
	539	+EFSC,0.3512215643863841,2011.0,2011.0,2018-01-02,2025-12-31,0.37823774295914603,0.343804346383103,0.38908384533654944,0.37144422299450724,0.3155280841458834,0.3553156446588526,0.3114159943804433,0.34473899710306544,
	540	+EFV,0.8987253238302896,2011.0,2011.0,2018-01-02,2025-12-31,0.7070663540429861,0.7206132470159572,0.8816437390889452,0.964143628465879,0.9936885468634425,0.9749962303487231,0.9676148706615003,0.9809781699615762,
	541	+EFX,0.8555249493803884,2011.0,2011.0,2018-01-02,2025-12-31,0.8866441362946658,0.8682415201124065,0.8950149987402236,0.803808679182917,0.8746224541718702,0.8342445303693289,0.8228110462537923,0.8587111913794985,
	542	+EG,0.5965031203063459,2011.0,2011.0,2018-01-02,2025-12-31,0.6366359147355017,0.6232545906610464,0.6649399818030712,0.5997271221147294,0.5536918036149846,0.5635517145246726,0.522847342110139,0.6069154070859747,
	543	+EGBN,0.45781435037802026,2011.0,2011.0,2018-01-02,2025-12-31,0.45219468787315437,0.5260087275517392,0.4593372996844259,0.30155252567405144,0.34583803909946564,0.5323896680040242,0.5012332702845546,0.544769881577193,
	544	+EGHT,0.8706936096026465,2011.0,2011.0,2018-01-02,2025-12-31,0.8316211644615584,0.9263660680976834,0.934421012886992,0.87929540247997,0.941809083951222,0.9074035466236774,0.7985255782373393,0.745277269366432,
	545	+EGO,0.9416701855025056,2011.0,2011.0,2018-01-02,2025-12-31,0.9578280132883575,0.9279842784012429,0.9771890176633624,0.9225327812284334,0.9496974828410869,0.9166453739954668,0.923998323829841,0.9573672076702101,
	546	+EGP,0.5329770997878476,2011.0,2011.0,2018-01-02,2025-12-31,0.5329983927274381,0.5308608572902338,0.5767769110284588,0.44817946410654386,0.5615789952274393,0.5522289911637435,0.4948913558142537,0.5666617374334857,
	547	+EGRX,0.342520725047523,1938.0,2011.0,2018-01-02,2025-12-31,0.5296163257902801,0.44691550636327065,0.4593453005456444,0.30903824542386493,0.33977499536284744,0.36275696052169065,0.28091631597346683,0.009588392867965236,
	548	+EHC,0.8062747168244019,2011.0,2011.0,2018-01-02,2025-12-31,0.826856426851955,0.8476106975519104,0.8457925027905999,0.7950683329860552,0.8627571386192542,0.7777425728172991,0.7326444143149395,0.7612911843492806,
	549	+EIDO,0.7338073583979161,2011.0,2011.0,2018-01-02,2025-12-31,0.8823486915599863,0.770455355711898,0.7975432852580586,0.7351108105856534,0.7405865562126954,0.6899429097829117,0.6153894623307116,0.6383394140677082,
	550	+EIX,0.9837045508500112,2011.0,2011.0,2018-01-02,2025-12-31,0.9879662933941981,0.9818043571573832,0.984036269676549,0.9815694393699509,0.9833870418859103,0.9805707567181003,0.9769522274188884,0.9934165646477012,
	551	+EL,0.976516240832028,2011.0,2011.0,2018-01-02,2025-12-31,0.9860332973870509,0.9734051323668419,0.971868157497001,0.9421406243656884,0.9755366963800173,0.9788250324238494,0.9922055778833272,0.9923114144070981,
	552	+ELF,0.837816145452927,2011.0,2011.0,2018-01-02,2025-12-31,0.7010677306289804,0.8117020899987167,0.8289491089172568,0.7239140728068135,0.7959702625359943,0.9107259790790415,0.9646821019774076,0.9664438006812038,
	553	+ELME,0.7331667863212497,2011.0,2011.0,2018-01-02,2025-12-31,0.7254742922106799,0.7302996615914034,0.731934498530213,0.7319168618061965,0.7301186884080265,0.7627923540320722,0.7143242900567055,0.7387150701203622,
	554	+ELS,0.8519190680997185,2011.0,2011.0,2018-01-02,2025-12-31,0.6861997229926128,0.7698399230562477,0.9187317073123992,0.8539031657721128,0.8943820601281133,0.8916283196567314,0.8861572240682797,0.914568550684234,
	555	+ELV,0.9289763803836417,2011.0,2011.0,2018-01-02,2025-12-31,0.943552392531666,0.9720651774687483,0.9627632732491014,0.9244306418219461,0.9124593491586798,0.9149426067562818,0.8534993226633327,0.9479960727748754,
	556	+EMB,0.9834277614138709,2011.0,2011.0,2018-01-02,2025-12-31,0.9610140666651825,0.9750672093825511,0.9848569089089494,0.9880241951853205,0.9972605426827859,0.9937186700767264,0.9881388162105972,0.9793512805905383,
	557	+EMBJ,0.9341514544033583,2011.0,2011.0,2018-01-02,2025-12-31,0.9383938410308295,0.877374742740011,0.9405788493736307,0.9779462509641538,0.9641727872814387,0.9158552259972608,0.9303160442692086,0.928494248554563,
	558	+EME,0.6137807434077724,2011.0,2011.0,2018-01-02,2025-12-31,0.6474798735990208,0.6582866816621559,0.6855346297635008,0.5609324023585669,0.5932866393844508,0.5350211512587727,0.5886014753452723,0.6404574005163574,
	559	+EMLC,0.8390993389161396,2011.0,2011.0,2018-01-02,2025-12-31,0.8890428033445061,0.8356224349757762,0.8563638442902093,0.8550831899488278,0.8277081852104557,0.8433572926388769,0.7696023116987711,0.8361091865553144,
	560	+EMLP,0.6232617791272979,2011.0,2011.0,2018-01-02,2025-12-31,0.7025708392958752,0.6588080798635824,0.7372234989797465,0.5922640091135019,0.7596919143947598,0.5308018569471885,0.46145304058844505,0.5423085780778415,
	561	+EMN,0.9198642445519595,2011.0,2011.0,2018-01-02,2025-12-31,0.9407970474437325,0.9501748704152312,0.9438079394701792,0.8871175779879917,0.9493920899473826,0.8985511933188689,0.8525998626664073,0.9365418116144046,
	562	+EMP,0.06251851348052011,2011.0,2011.0,2018-01-02,2025-12-31,0.0626884107308418,0.07346414079059742,0.07206385281328245,0.06123869975217231,0.0704289905745921,0.05728362080459631,0.04749254602589713,0.05538386201379377,
	563	+EMR,0.9944745301551758,2011.0,2011.0,2018-01-02,2025-12-31,0.9957815795640965,0.9955463743296618,0.995190524220739,0.9959607031218285,0.9967510716156476,0.9962148337595907,0.9916184277131417,0.9887121853068447,
	564	+ENB,0.9976433961040363,2011.0,2011.0,2018-01-02,2025-12-31,0.9971877197093976,0.995808468314862,0.9977356125471326,0.9984269069946818,0.9994497712474909,0.9983938618925832,0.9969147079121502,0.997237851662404,
	565	+ENOV,0.8221892595416064,2011.0,2011.0,2018-01-02,2025-12-31,0.8724244849187146,0.9572306290467283,0.9278608336906972,0.9216892128099264,0.7407989404547118,0.6671253924194859,0.6792908522705737,0.8092171488830439,
	566	+ENR,0.8053995710951134,2011.0,2011.0,2018-01-02,2025-12-31,0.836807917962699,0.8864846371270536,0.8564110829079423,0.7844880379516322,0.8186477131195947,0.7686768402807238,0.7093780777645216,0.7817982812329548,
	567	+ENS,0.5492017211719706,2011.0,2011.0,2018-01-02,2025-12-31,0.5451568352352701,0.6512982141823004,0.6017853035486022,0.580819895785775,0.5244316970973816,0.49031318408261715,0.4374220668417102,0.5616953491472829,
	568	+ENSG,0.5462682847639759,2011.0,2011.0,2018-01-02,2025-12-31,0.5719978475692508,0.5955417471611215,0.6351806108183238,0.5357163539912839,0.5051762984787677,0.5102343486745615,0.4961002877694796,0.5192848571532467,
	569	+ENTA,0.45805421004465496,2011.0,2011.0,2018-01-02,2025-12-31,0.5367000984317418,0.4653848832616363,0.4713564137897861,0.39457289887587704,0.4322123150891663,0.4680024726973006,0.4036588397293116,0.4930592841298893,
	570	+ENTG,0.920969539835483,2011.0,2011.0,2018-01-02,2025-12-31,0.8834458169793523,0.9286246746792679,0.9196854866245961,0.8819165347298339,0.9477971799062099,0.9344296432770512,0.9014440036609466,0.9708785590477691,
	571	+EOG,0.9978875774035643,2011.0,2011.0,2018-01-02,2025-12-31,0.996739385170316,0.9980006495351763,0.9987060643126471,0.9996346364632809,0.9998267798371732,0.9980971867007673,0.9963768115942029,0.9957033248081842,
	572	+EPAC,0.5609007671657835,2011.0,2011.0,2018-01-02,2025-12-31,0.6393710258540389,0.6304591690374892,0.6742776096665352,0.46608170021219564,0.5696703133044241,0.510471194288554,0.48588357659156806,0.5100842898873953,
	573	+EPAM,0.676991730751349,2011.0,2011.0,2018-01-02,2025-12-31,0.6475610992231846,0.664072951111896,0.6449839175503107,0.6267887950564525,0.7365412593574262,0.6890854171464588,0.6690510052499604,0.7386815190118907,
	574	+EPC,0.7307759167586239,2011.0,2011.0,2018-01-02,2025-12-31,0.8221408012874021,0.8016856168939174,0.7951891635952383,0.6976306011105589,0.7031919110868196,0.65764831941431,0.6339914013548272,0.7341735978957831,
	575	+EPD,0.9973082073637116,2011.0,2011.0,2018-01-02,2025-12-31,0.9952924873396439,0.9931843538981635,0.9982410561750048,0.9992185279909065,0.9995720443036039,0.9977595907928388,0.9969654528478056,0.9982404092071611,
	576	+EPHE,0.3558442891197479,2011.0,2011.0,2018-01-02,2025-12-31,0.5227429091647857,0.5266361850736585,0.3592439866461314,0.33239154580714075,0.3678987640907987,0.2813193537048036,0.2075380327280304,0.2482346638222567,
	577	+EPI,0.7835801408636542,2011.0,2011.0,2018-01-02,2025-12-31,0.8974640461921721,0.7798295085600695,0.7972030330642058,0.704660578428775,0.7273307468300154,0.6636456770220968,0.8796938103491964,0.8183121659131405,
	578	+EPOL,0.47809788915597495,2011.0,2011.0,2018-01-02,2025-12-31,0.5997724233790525,0.47923267115761753,0.40360445026106523,0.3700971012761173,0.4896196598075764,0.5034980909322312,0.3856609337876232,0.5952533423837286,
	579	+EPP,0.6504564708167935,2011.0,2011.0,2018-01-02,2025-12-31,0.6499061148649121,0.624044383877598,0.6165770274769217,0.5883215364585287,0.8685147411710717,0.6439590792838875,0.5916734438812958,0.6213706015684658,
	580	+EPR,0.8116106676970437,2011.0,2011.0,2018-01-02,2025-12-31,0.7990249158394844,0.7678152241733289,0.9375012486373983,0.7953152275402915,0.8049917637120516,0.8014119101586646,0.7871608290269883,0.7989066799190314,
	581	+EPU,0.12943723883316127,2010.0,2011.0,2018-01-02,2025-12-31,0.18751679021058346,0.17258838421006154,0.09054459658483957,0.15981499406548802,0.1650668389821763,0.10623473654864792,0.06439181208577943,0.08936376528769348,
	582	+EQIX,0.7012679580497346,2011.0,2011.0,2018-01-02,2025-12-31,0.7991751011493233,0.727160209505878,0.7392417281994379,0.723155303745236,0.7073998523548019,0.6502524817880996,0.6280446720895927,0.6350460236845614,
	583	+EQNR,0.97434385783947,2011.0,2011.0,2018-01-02,2025-12-31,0.9392305808583462,0.9420474557018356,0.9804755989782468,0.9716944748914057,0.9979213580460766,0.9883508321111261,0.9860484134583842,0.9891406407195065,
	584	+EQT,0.9976103298863921,2011.0,2011.0,2018-01-02,2025-12-31,0.9939474837223994,0.9963362156456785,0.9966034188206989,0.998680631672959,0.9990625732364659,0.9975038363171355,0.998924207364105,0.99983631713555,
	585	+ERIC,0.9846594026788493,2011.0,2011.0,2018-01-02,2025-12-31,0.9602612567632284,0.9877940392449307,0.993985220828321,0.9826046360573215,0.9825557106611916,0.9882617665240422,0.991459026085879,0.9902846268530078,
	586	+ERX,0.9048926134198538,2011.0,2011.0,2018-01-02,2025-12-31,0.984073934441263,0.9737738147666513,0.9917511599931259,0.9976657329598507,0.997759824328581,0.8847819056738706,0.7611645592367038,0.646296069138556,
	587	+ERY,0.7740129678279867,2011.0,2011.0,2018-01-02,2025-12-31,0.762130856219007,0.5327970531574124,0.7833311686292651,0.9442211667275605,0.9651027289250291,0.7958985224421522,0.7379391072316007,0.6707111428952376,
	588	+ES,0.9812981969430312,2011.0,2011.0,2018-01-02,2025-12-31,0.9871817079508054,0.9853060463143978,0.9821610977718175,0.963446330520669,0.9746912641551465,0.9925948533957164,0.9842176997181178,0.980866510708961,
	589	+ESE,0.2896532556231812,2011.0,2011.0,2018-01-02,2025-12-31,0.3050656249440125,0.3195181568746738,0.3417344132803181,0.3026297612938987,0.2694404621728357,0.22573927588756498,0.254430153131381,0.29800147876995425,
	590	+ESI,0.9430976624360011,2011.0,2011.0,2018-01-02,2025-12-31,0.9705519445351646,0.9548064641063515,0.942483437618411,0.943806837935394,0.9371132577361974,0.9364540066181015,0.9160880301017996,0.9435155452661179,
	591	+ESNT,0.7802185252658601,2011.0,2011.0,2018-01-02,2025-12-31,0.8519702598316929,0.813265274514229,0.8877996592016395,0.8263164871690828,0.7761361917090851,0.6873432322032461,0.6821462770148241,0.7153605895686114,
	592	+ESRT,0.8854067805672695,2011.0,2011.0,2018-01-02,2025-12-31,0.9017127934366219,0.8750769350943894,0.9390253408354902,0.903706410100272,0.8899497101351084,0.8827130337814088,0.8369175611724187,0.8537497969721579,
	593	+ESS,0.6527009895171109,2011.0,2011.0,2018-01-02,2025-12-31,0.6996563267541706,0.6210137808815401,0.7721686736771138,0.633583565990446,0.6693252685914564,0.6832802996327317,0.5335067607646122,0.6087453000569689,
	594	+ET,0.9966579553115553,2011.0,2011.0,2018-01-02,2025-12-31,0.9792150774847543,0.9966914301952665,0.998746499802877,0.999756424308854,0.9998879163652297,0.9998874680306906,0.9991271871067268,0.9999386189258311,
	595	+ETD,0.5658272056506755,2011.0,2011.0,2018-01-02,2025-12-31,0.5773242589212128,0.6223334378053715,0.6499625133301773,0.603041992949388,0.635942937502001,0.4893530987503182,0.44874107346077385,0.4987691785554115,
	596	+ETN,0.9874684218676287,2011.0,2011.0,2018-01-02,2025-12-31,0.9923069868862148,0.9911458985682329,0.9912736475154954,0.9879835992367961,0.9897494421291815,0.9805454964182252,0.9803184203827832,0.9863734015345269,
	597	+ETR,0.9628819230261005,2011.0,2011.0,2018-01-02,2025-12-31,0.9738065712688935,0.9701186883160434,0.9701419357571087,0.9379693906548127,0.9376029777449034,0.9603848195779445,0.9632827442399448,0.9898567532514758,
	598	+ETSY,0.9948838255571738,2011.0,2011.0,2018-01-02,2025-12-31,0.9859080302829604,0.9916894706230593,0.9980692053415283,0.9934437543133194,0.9984410185345572,0.9975959079283887,0.9968335160151016,0.9970946291560102,
	599	+EUFN,0.7482769327190651,2011.0,2011.0,2018-01-02,2025-12-31,0.8718334501897381,0.6596611719761742,0.7193594443435419,0.7330123752227726,0.8538368555812748,0.6892399849698791,0.5838114901156561,0.8770379995393996,
	600	+EVC,0.541806973320535,2011.0,2011.0,2018-01-02,2025-12-31,0.6828992197172933,0.5836299627344583,0.4377774220774806,0.636433122599957,0.4989325977504752,0.5712547484272917,0.5460183455207759,0.37724056678100876,
	601	+EVH,0.8628787110342336,2011.0,2011.0,2018-01-02,2025-12-31,0.8431879927472568,0.9172224559856225,0.8721235286979153,0.734860068074211,0.8545582762705618,0.859156858704743,0.8955071828855177,0.926742803117538,
	602	+EVR,0.7051087927080925,2011.0,2011.0,2018-01-02,2025-12-31,0.7756896922316673,0.7574582068557899,0.7914771951740146,0.7401569254668006,0.7486295349021725,0.6264441400710293,0.5346532596141691,0.6655330238421353,
	603	+EVRG,0.9591044783442222,2011.0,2011.0,2018-01-02,2025-12-31,0.9372918865018224,0.9761021174731311,0.9731740226121586,0.9367589676161694,0.9418489723968576,0.9657472273063357,0.97142579127949,0.970418491897068,
	604	+EVTC,0.6318179371886642,2011.0,2011.0,2018-01-02,2025-12-31,0.7740222006725888,0.7131907780627189,0.7080662047790246,0.5883757926551346,0.6183751678296692,0.5541424710003514,0.5666178553295073,0.5305411570768839,
	605	+EVV,0.5110680182765411,2011.0,2011.0,2018-01-02,2025-12-31,0.50806985268463,0.4328364562392029,0.555400813682795,0.5580738992485518,0.5554500824353162,0.5330940473448806,0.5134171533851537,0.43173532442031,
	606	+EW,0.983583840470725,2011.0,2011.0,2018-01-02,2025-12-31,0.9520896305929117,0.949963328967826,0.986770743658012,0.9945093979620833,0.9975647282990798,0.9984757033248082,0.9963594957867755,0.993048860013818,
	607	+EWA,0.8973889206387933,2011.0,2011.0,2018-01-02,2025-12-31,0.9124443789187923,0.8557896748918676,0.9287008762092859,0.9081110705151625,0.973826370618422,0.8923059356856281,0.8576191380460418,0.8501373801529678,
	608	+EWBC,0.8822505239015502,2011.0,2011.0,2018-01-02,2025-12-31,0.8992355567729204,0.9185512518078185,0.9385790173438069,0.8489705175290805,0.9066363604623217,0.9090987018339172,0.8387294680218401,0.7976858947164277,
	609	+EWC,0.944535307562928,2011.0,2011.0,2018-01-02,2025-12-31,0.9572919338270969,0.8948452861466037,0.9517684610170972,0.9563796533105996,0.9884382905705211,0.9403345413994982,0.9323199641832144,0.9349913819226432,
	610	+EWD,0.4714740916812178,1921.0,2011.0,2018-01-02,2025-12-31,0.46759061377548916,0.5224058852196692,0.40258216058035085,0.4906419604726292,0.797763552401224,0.3639023526987552,0.4560630145320028,0.26994276433012937,
	611	+EWG,0.9098536792143278,2011.0,2011.0,2018-01-02,2025-12-31,0.9543201963361448,0.8844300684763224,0.9554567143107573,0.9151037226484797,0.9804962402725433,0.8800001939370431,0.7844075675465599,0.924772014884668,
	612	+EWH,0.9043964212515821,2011.0,2011.0,2018-01-02,2025-12-31,0.9481831706398246,0.9080730719377523,0.9236856776870783,0.9214295237979799,0.9314431586510771,0.9330690294663095,0.8322503257776769,0.8369340977685118,
	613	+EWI,0.7102382454734617,2011.0,2011.0,2018-01-02,2025-12-31,0.7697008719102331,0.6331148367032781,0.6722341801294731,0.7599042089533113,0.8779903235266833,0.6632942630998413,0.6160606422663852,0.6901269075526357,
	614	+EWJ,0.9931557389738794,2011.0,2011.0,2018-01-02,2025-12-31,0.9954758969238137,0.9853567912500532,0.9902190669338155,0.9927637721755367,0.9955079622118308,0.9969574186979551,0.9951386351642105,0.9938925831202047,
	615	+EWL,0.7858023642779586,2011.0,2011.0,2018-01-02,2025-12-31,0.7922612648761326,0.7439211415042012,0.8375476392596606,0.8459804623820817,0.9260981552269969,0.7695099938182567,0.6638853150986338,0.7068359413825286,
	616	+EWM,0.5884243972004715,2011.0,2011.0,2018-01-02,2025-12-31,0.834043928768508,0.6726877096054439,0.6279359507583883,0.6043267777610392,0.5796496683777972,0.4927029248130326,0.49384389376328863,0.40073812438637113,
	617	+EWN,0.34527937340494,2011.0,2011.0,2018-01-02,2025-12-31,0.4211784273434619,0.39283982704971543,0.43884958539010166,0.4020911338640821,0.40630805344337007,0.32990387995297027,0.2596273484323326,0.10961641677070581,
	618	+EWP,0.6811168589364356,2011.0,2011.0,2018-01-02,2025-12-31,0.7747614890675478,0.6942708053755192,0.7708198338762501,0.7363743835332058,0.7818377765890656,0.5504636792281306,0.47125345089612186,0.6684311705312663,
	619	+EWQ,0.7667210591682112,2011.0,2011.0,2018-01-02,2025-12-31,0.7843501208798579,0.6829269313330113,0.8391293664041346,0.7886604741491349,0.9047297313938147,0.7921556829614186,0.6917774734043628,0.6496416285863202,
	620	+EWS,0.6812169616966685,2011.0,2011.0,2018-01-02,2025-12-31,0.7079098546240005,0.6270056755444812,0.748432322272007,0.7441693828434596,0.7494303944450558,0.6128398928497836,0.5694237857241942,0.6901625919685823,
	621	+EWT,0.9732574222342203,2011.0,2011.0,2018-01-02,2025-12-31,0.9834844450273715,0.9499726121645856,0.9781853404771284,0.9754090041813827,0.9914034121812649,0.9599623762136217,0.9737606836126854,0.9738739166797977,
	622	+EWU,0.910478772974022,2011.0,2011.0,2018-01-02,2025-12-31,0.9052251497518973,0.8772849410387138,0.9542894509411385,0.9503207079933423,0.9785893214574581,0.9254189403764802,0.8287957259969719,0.8637290699506671,
	623	+EWW,0.9798612027733599,2011.0,2011.0,2018-01-02,2025-12-31,0.9942531663626822,0.9870230048197588,0.9892456447886869,0.9758454106280193,0.9851468177302305,0.9823457170216118,0.9716326670787828,0.9532465303450868,
	624	+EWY,0.986628976321918,2011.0,2011.0,2018-01-02,2025-12-31,0.9882429047944414,0.9675960637706557,0.9914276760712878,0.9900641415986684,0.9937044346341618,0.9915281996581858,0.9815592903828197,0.9889820971867007,
	625	+EWZ,0.999291619875849,2011.0,2011.0,2018-01-02,2025-12-31,0.9999184846292579,0.9999492550643446,0.9993024877935364,0.9997767222831162,0.9998879163652297,0.9997544757033248,0.9977063289083749,0.9980358056265983,
	626	+EXC,0.9989291632593624,2011.0,2011.0,2018-01-02,2025-12-31,0.9982270406863593,0.9983457150976331,0.9991710724502897,0.9986197377501725,0.9999082952079151,0.9996726342710996,0.9986907806600901,0.9988030690537084,
	627	+EXEL,0.9766476859786537,2011.0,2011.0,2018-01-02,2025-12-31,0.9942124086773112,0.9972120107057865,0.9889510022947141,0.961789352048258,0.9697979273558003,0.9674975091211014,0.9531585283333747,0.9805145149755762,
	628	+EXG,0.6747061414700932,2011.0,2011.0,2018-01-02,2025-12-31,0.7084361309926898,0.6678961851929451,0.713758793581278,0.64235055929096,0.6925869448594393,0.6678484382007491,0.6786056753905629,0.6257734572914267,
	629	+EXLS,0.5648374613074473,2011.0,2011.0,2018-01-02,2025-12-31,0.41959988798397274,0.3839923152446637,0.500657867220486,0.3940629483471389,0.47986278181536957,0.6193176325135452,0.8342276947869606,0.8893274020920958,
	630	+EXP,0.6582278697693226,2011.0,2011.0,2018-01-02,2025-12-31,0.7577384912538305,0.7882584107205628,0.7209529092784264,0.6990558844596977,0.6298420818368929,0.5991335377752998,0.516229625307091,0.5533439352250277,
	631	+EXPD,0.9293177652726613,2011.0,2011.0,2018-01-02,2025-12-31,0.9507955740823811,0.939552873144587,0.9612567637819506,0.9209190922745909,0.9599250058589173,0.9245620295511571,0.8886180408010446,0.8886320408237475,
	632	+EXPE,0.9802559661573591,2011.0,2011.0,2018-01-02,2025-12-31,0.9800811782988891,0.9802575264599968,0.9951194746567451,0.990500548045305,0.9967190063276307,0.992306905370844,0.9593950568756935,0.9475094362492577,
	633	+EXPO,0.4877545989512319,2011.0,2011.0,2018-01-02,2025-12-31,0.4471728967573542,0.5436687828507321,0.5892205977812319,0.4562643107933468,0.4647237162548458,0.452266566465861,0.4181251386467081,0.5299932849298795,
	634	+EXR,0.8760879899163828,2011.0,2011.0,2018-01-02,2025-12-31,0.910351297927042,0.8890944179031596,0.9058698677649278,0.8541769479273268,0.8365205859390525,0.9192597423061539,0.8394521143851456,0.8540071029442069,
	635	+EXTR,0.8983538984693892,2011.0,2011.0,2018-01-02,2025-12-31,0.948627593600097,0.9018635752948063,0.8482463717172335,0.8533978808914869,0.915181421681186,0.9573407352638148,0.9023909859293674,0.8604147828511169,
	636	+EZA,0.5368858690687118,2011.0,2011.0,2018-01-02,2025-12-31,0.674660565505158,0.7090228632149337,0.6933072987545056,0.5599034586016561,0.5399584918709908,0.40320645810353817,0.3382905123035546,0.3743243839468612,
	637	+EZPW,0.6414743395874394,2011.0,2011.0,2018-01-02,2025-12-31,0.6630215420303248,0.6567313854589162,0.6806151062104745,0.5625651868000444,0.5892181628029041,0.637495836414104,0.6267641200308683,0.7156634222615484,
	638	+EZU,0.9575504685804299,2011.0,2011.0,2018-01-02,2025-12-31,0.9859634684616403,0.9132264005265545,0.9744364339481235,0.9464031989607438,0.9928850796013532,0.9650618053114507,0.9244971633821465,0.958180773566381,
	639	+F,0.9994149823032146,2011.0,2011.0,2018-01-02,2025-12-31,0.9990421943937803,0.9989445053383672,0.9991508547051747,0.9999188081029514,0.9995109077755475,0.999611253196931,0.9992185279909065,0.9999283887468032,
	640	+FAF,0.7981086087343118,2011.0,2011.0,2018-01-02,2025-12-31,0.8321846249744842,0.818891180347405,0.905463165304548,0.8037024274645637,0.8199995740725297,0.7414103101780586,0.7291730759203882,0.7328728621471255,
	641	+FANG,0.9827291034568838,2011.0,2011.0,2018-01-02,2025-12-31,0.9676851435967141,0.9878256886929508,0.9967954873992904,0.9954938497137985,0.9972488562374543,0.9875426479679034,0.9582431708860479,0.970884280190543,
	642	+FAS,0.8896385873863494,2011.0,2011.0,2018-01-02,2025-12-31,0.9561465173113199,0.8027342333320443,0.9590388483972382,0.9568059107701052,0.942037742292729,0.9018732379001467,0.8050196794151412,0.792978945709749,
	643	+FAST,0.9958669819718774,2011.0,2011.0,2018-01-02,2025-12-31,0.9939780519864275,0.9965929224907905,0.9981473933984654,0.9932001786221736,0.9991338991858651,0.9979948849104858,0.9913387293237234,0.9965686718948861,
	644	+FAZ,0.9209617825948507,2011.0,2011.0,2018-01-02,2025-12-31,0.9042361963884923,0.772992554395204,0.9384571838702829,0.9434092477570738,0.9930813829082645,0.962661640464964,0.9141225416603896,0.9393608804741759,
	645	+FBIN,0.9367185405060955,2011.0,2011.0,2018-01-02,2025-12-31,0.9696100266996642,0.9550885674690235,0.9535237637315978,0.8852600247462129,0.9534607114022183,0.9303862983478988,0.910306474399637,0.9361882643846742,
	646	+FBNC,0.3559211442676122,2011.0,2011.0,2018-01-02,2025-12-31,0.35829448596325114,0.3044884208233744,0.39553392884973054,0.34462752062841756,0.35915170121564627,0.3884960424722124,0.31894803391512516,0.37812884692306753,
	647	+FBP,0.8984636992872578,2011.0,2011.0,2018-01-02,2025-12-31,0.9206465250620408,0.9032540827306951,0.9011306750000828,0.9198940445743514,0.9442347457239563,0.8941410164725275,0.8455600249578504,0.8587581241439498,
	648	+FCF,0.7465325963139028,2011.0,2011.0,2018-01-02,2025-12-31,0.8183030112734117,0.6950584822156076,0.7895500895353862,0.7262412211261317,0.7273285737306769,0.7586569859759276,0.7119775171556362,0.7452689785578357,
	649	+FCFS,0.5120277824217081,2011.0,2011.0,2018-01-02,2025-12-31,0.6192901875244684,0.534612086472064,0.6408647196658724,0.484958527679222,0.5208596529869419,0.43038634683215965,0.4181640030144897,0.44586310468964013,
	650	+FCN,0.5124750985493531,2011.0,2011.0,2018-01-02,2025-12-31,0.6097118417156938,0.5488140307294015,0.6992783366909004,0.5174904084856692,0.5008664629973578,0.42070762778632986,0.3382440001208259,0.4631669434309887,
	651	+FCNCA,0.21991713904816468,2011.0,2011.0,2018-01-02,2025-12-31,0.13725614143225887,0.1723759288728198,0.16838626893155872,0.20035630159749868,0.32969678841512046,0.28350996957612634,0.19163423319736575,0.27739445582477795,
	652	+FCPT,0.6822426051270803,2011.0,2011.0,2018-01-02,2025-12-31,0.6616249152310166,0.6577387806554726,0.753956126439095,0.6456408993984296,0.7095720341624736,0.6797930691749191,0.648585404352001,0.7009003042387366,
	653	+FCX,0.9986519157421901,2011.0,2011.0,2018-01-02,2025-12-31,0.9987263223321545,0.9984269069946817,0.9976648504392304,0.9992083790037751,0.9981760935796454,0.9984143222506393,0.9989851012868916,0.999621483375959,
	654	+FDN,0.777186824449142,2011.0,2011.0,2018-01-02,2025-12-31,0.882541711072342,0.7780117816753737,0.8356979551283916,0.6430746967376826,0.8708025801546483,0.8185659325341511,0.678280090111462,0.7108793832802025,
	655	+FDS,0.56325285655263,2011.0,2011.0,2018-01-02,2025-12-31,0.6416686196390906,0.683052903832046,0.6142531366130763,0.5205241379469572,0.5383467765282671,0.4955922958509594,0.4270479261146041,0.5851840826171804,
	656	+FDX,0.9777603406955976,2011.0,2011.0,2018-01-02,2025-12-31,0.9764786142155177,0.9921243859862786,0.9972706044094902,0.9930276458409452,0.9926405334891268,0.9756993975830597,0.9490162505004751,0.9455296784281403,
	657	+FE,0.9942205181956083,2011.0,2011.0,2018-01-02,2025-12-31,0.9963012400525773,0.9963057686842852,0.9961687373007286,0.9905106970324361,0.9952721084969584,0.995017902813299,0.9895262452807209,0.9946760887746815,
	658	+FELE,0.3881723995919679,2011.0,2011.0,2018-01-02,2025-12-31,0.3613547410339249,0.418292957680359,0.47394040450725405,0.3771571407600061,0.43626403466025837,0.3524389280129938,0.2954035862576366,0.39000239997090935,
	659	+FENY,0.7603863409614895,2011.0,2011.0,2018-01-02,2025-12-31,0.5318155989030388,0.4254734863242639,0.7830768658068248,0.8505561644947833,0.9398991710881591,0.8036036411679859,0.8341418853412649,0.915815759808972,
	660	+FEP,0.18894611171507822,2011.0,2011.0,2018-01-02,2025-12-31,0.3878469467785275,0.24783850623840442,0.20786884221741134,0.17864194238723033,0.18750935338173613,0.11823507593847347,0.07838606285291778,0.10472100944230979,
	661	+FET,0.4228048143665495,2011.0,2011.0,2018-01-02,2025-12-31,0.888849494085572,0.898628260975384,0.7245550215632792,0.1690767865632413,0.12939637916256574,0.1824751699979394,0.13395345087688212,0.25172645180058423,
	662	+FEZ,0.91731578908698,2011.0,2011.0,2018-01-02,2025-12-31,0.9567914449038913,0.8557893381956121,0.9383545620455529,0.8897921487435553,0.9741919825093512,0.9319611641071018,0.853503218720004,0.9387274820911261,
	663	+FFBC,0.6189674382199825,2011.0,2011.0,2018-01-02,2025-12-31,0.6628497223092936,0.6778341599707401,0.725340878608586,0.5952986524646262,0.5702705716328151,0.5430464600429085,0.5670903363749512,0.6088849347280638,
	664	+FFIN,0.6816994174613655,2011.0,2011.0,2018-01-02,2025-12-31,0.5522208085272031,0.6778534959557009,0.7644570411962428,0.6973013602721122,0.693358491706801,0.7417515908898072,0.6646520686714139,0.6615209997454576,
	665	+FFIV,0.7671643791415913,2011.0,2011.0,2018-01-02,2025-12-31,0.8349773956621364,0.856848680814451,0.8928526102905544,0.749660562074957,0.7606024430175927,0.7171453921770645,0.6419206462721087,0.6819785457145975,
	666	+FFTY,0.3299678883388427,2011.0,2011.0,2018-01-02,2025-12-31,0.536675808010247,0.42329789941940094,0.29437142287842905,0.26740623442178574,0.17581281521107725,0.27305690840111024,0.3143870021392719,0.35483046266105867,
	667	+FHB,0.838593575265254,2011.0,2011.0,2018-01-02,2025-12-31,0.825599313030179,0.8810011057105032,0.90394031874952,0.8078295058664995,0.8017365091940694,0.8539980848716985,0.7905626155950395,0.8437874934849275,
	668	+FHI,0.8171329490567905,2011.0,2011.0,2018-01-02,2025-12-31,0.9117952500008331,0.8276095931881924,0.8462341311661189,0.7870100372039743,0.8303681553829773,0.8686209379280251,0.7430577561060828,0.7223366989491037,
	669	+FHN,0.9905059511627394,2011.0,2011.0,2018-01-02,2025-12-31,0.9867291720863363,0.9832866864721024,0.9950005636534864,0.9964783014655136,0.981251464729318,0.992235294117647,0.993577182229441,0.9954725397267911,
	670	+FIBK,0.6767268514220381,2011.0,2011.0,2018-01-02,2025-12-31,0.5164423215249208,0.5553927388662726,0.5926784071080609,0.5278027894996175,0.8417596386976065,0.8248766924037284,0.7550190348823093,0.8023685046241864,
	671	+FICO,0.47389303678919287,2011.0,2011.0,2018-01-02,2025-12-31,0.5190843757006737,0.5603344298087393,0.5532960122701592,0.5250380322470359,0.485349809353995,0.38105749021223984,0.294343810743612,0.4717966085259572,
	672	+FIS,0.9911061518347793,2011.0,2011.0,2018-01-02,2025-12-31,0.9590951233670909,0.9933046506603189,0.9958553622514481,0.9954329557910119,0.9970654466532844,0.9973401534526853,0.9962932147239004,0.994415825262724,
	673	+FISV,0.9921510708328228,2011.0,2011.0,2018-01-02,2025-12-31,0.9640361234785949,0.9976803551972336,0.99865551994986,0.9991271871067267,0.9989723654683698,0.9933708439897697,0.9897832407226232,0.9955089514066495,
	674	+FITB,0.9991114011540906,2011.0,2011.0,2018-01-02,2025-12-31,0.9992154145566072,0.999566575720198,0.998908241763796,0.999279421913693,0.9997350750450882,0.9994373401534526,0.9979905005480452,0.9987621483375959,
	675	+FIVE,0.9083646928475366,2011.0,2011.0,2018-01-02,2025-12-31,0.9306801110366838,0.9295713683508984,0.9433183059273494,0.8431596211532213,0.9271207191935039,0.8520236603192689,0.9195859194010733,0.9211363256202956,
	676	+FIVN,0.877685933267563,2011.0,2011.0,2018-01-02,2025-12-31,0.7824595727464562,0.8360523960940925,0.8808936224177041,0.8742033045102099,0.8904343112875946,0.9162087247427305,0.9038743253328531,0.9378040508599896,
	677	+FIX,0.5320861382081947,2011.0,2011.0,2018-01-02,2025-12-31,0.5321416120949107,0.6063547474075832,0.6135781897098098,0.4404494952730732,0.40597547266238615,0.4759223766984642,0.5514943734207742,0.6302828329353584,
	678	+FIXD,0.5810239112813732,2011.0,2011.0,2018-01-02,2025-12-31,0.13615153089294924,0.30760156250150317,0.673784430831908,0.7062288133881207,0.660604620946041,0.7531477679058436,0.779587087256085,0.6310307511424104,
	679	+FIZZ,0.529078781987369,2011.0,2011.0,2018-01-02,2025-12-31,0.5909252530610398,0.7472395235998102,0.6675147260162567,0.6766922786698305,0.4125406955105844,0.3627100277572394,0.3483118434543266,0.4237733845650356,
	680	+FLEX,0.9881986813884346,2011.0,2011.0,2018-01-02,2025-12-31,0.9848255370658069,0.9841768151728031,0.9830911140471025,0.9762615191003937,0.9924190705209851,0.9959416249500006,0.9930930130139836,0.9959271766402832,
	681	+FLG,0.9942147198541257,2011.0,2011.0,2018-01-02,2025-12-31,0.9919926118485777,0.9891450570199918,0.9904010266398495,0.9958795112247796,0.9983595031638154,0.9992634271099744,0.9952705719969147,0.993462915601023,
	682	+FLO,0.9331652842976556,2011.0,2011.0,2018-01-02,2025-12-31,0.9311551505520808,0.9178892588699742,0.9106829846546836,0.9130351089539464,0.9616038458256524,0.9527651301196348,0.907224164478622,0.9716214833759591,
	683	+FLOT,0.8418760031183504,2011.0,2011.0,2018-01-02,2025-12-31,0.9002371141124886,0.8611193842191042,0.7710362883132857,0.7296332916022374,0.870549679682743,0.8499575035454117,0.8581140815416765,0.8954767093732197,
	684	+FLR,0.9638525364588652,2011.0,2011.0,2018-01-02,2025-12-31,0.9476368534661249,0.9797097697517085,0.981621734325127,0.9734198027036902,0.9583339108143611,0.9477336759554431,0.9346470163036023,0.987621483375959,
	685	+FLRN,0.628808350836499,2011.0,2011.0,2018-01-02,2025-12-31,0.6552134029426951,0.6619381525534177,0.5442238980167111,0.5132206670703172,0.6650987352513558,0.6846012533181417,0.6580911092371559,0.6492692209791397,
	686	+FLS,0.9116713266667396,2011.0,2011.0,2018-01-02,2025-12-31,0.9518909127311797,0.9065351877408702,0.9377013180772081,0.879958646003906,0.9200804085388125,0.8922668088871649,0.8828025749760032,0.9221536223803348,
	687	+FM,0.265710131590949,1764.0,2011.0,2018-01-02,2025-01-06,0.3823750826441751,0.2788735316916794,0.2691059967029744,0.20910140964140314,0.2771618221602143,0.4647176640283148,0.24212905163439097,0.0021994884910485936,
	688	+FMC,0.920552776507189,2011.0,2011.0,2018-01-02,2025-12-31,0.9496201687957326,0.920030647055168,0.892331452396337,0.8867295115037567,0.8903413509270031,0.9105439691640101,0.9414143224430374,0.9738618925831203,
	689	+FMS,0.6214156884592349,2011.0,2011.0,2018-01-02,2025-12-31,0.5238444290739251,0.5484784888610297,0.5689757359750292,0.5683241357536214,0.8202304055133751,0.7509744609156253,0.6205510159280417,0.5711862886510466,
	690	+FMX,0.7386370453469662,2011.0,2011.0,2018-01-02,2025-12-31,0.7406188146650982,0.6824107759732784,0.8055990505900205,0.6830880164415517,0.756367893355488,0.7487702209670186,0.7767148757985234,0.7152339001951492,
	691	+FN,0.5939017926464747,2011.0,2011.0,2018-01-02,2025-12-31,0.7079816151932674,0.6726531260900541,0.5847007819236877,0.39726286146026507,0.4384820447184245,0.5365656658707167,0.6628927826367857,0.7513424079708124,
	692	+FNB,0.9693740463137162,2011.0,2011.0,2018-01-02,2025-12-31,0.9739564185410574,0.9676094835214119,0.9722097990619637,0.9639507977103885,0.9742675097841383,0.967443934012921,0.954546246000289,0.9811123743954618,
	693	+FNCL,0.44182271141767154,2011.0,2011.0,2018-01-02,2025-12-31,0.6079313972821094,0.4553027543870079,0.46200958733138847,0.5306048238376331,0.42199227719127974,0.36946490345571575,0.32763051645550034,0.3589135161998036,
	694	+FND,0.9266185348469865,2011.0,2011.0,2018-01-02,2025-12-31,0.8802412198215054,0.9296471731078584,0.9410250770466168,0.8533497814264108,0.956069493012544,0.9554306978097236,0.9301253779896462,0.9674881516587678,
	695	+FNDA,0.43664324946385985,2011.0,2011.0,2018-01-02,2025-12-31,0.29494579107117913,0.31416632179350207,0.3944748447892811,0.29918752307571844,0.3982967537131386,0.43848258808984125,0.5604467901591572,0.7954606125986352,
	696	+FNDE,0.6439530039962568,2011.0,2011.0,2018-01-02,2025-12-31,0.3665279730280705,0.41218802927448883,0.6614212796941544,0.7054913042901066,0.8185097937482443,0.6807333244445521,0.6991061965001675,0.8087685725021514,
	697	+FNDF,0.699342770047704,2011.0,2011.0,2018-01-02,2025-12-31,0.3735347696618527,0.4334235583099233,0.600171764596649,0.7125606750702205,0.8781116790519646,0.8390598901831493,0.8470492805955406,0.9134487097126096,
	698	+FNDX,0.5500421672630932,2011.0,2011.0,2018-01-02,2025-12-31,0.30733231242736114,0.321299616762702,0.4652738907991677,0.4660127736787414,0.6390135268673068,0.5888286929855395,0.712899295304357,0.9025087211064108,
	699	+FNF,0.939648487059913,2011.0,2011.0,2018-01-02,2025-12-31,0.9350127399155997,0.9373693498279868,0.9807523712851869,0.9635421446551009,0.9813233701718742,0.9500300359995637,0.8810564681948059,0.8877558332626271,
	700	+FNV,0.8803938129864056,2011.0,2011.0,2018-01-02,2025-12-31,0.8892556222063902,0.8997142506978753,0.9469907970453154,0.8782778101968172,0.9093569842519355,0.832009793820681,0.8407781204383671,0.8459959515642235,
	701	+FORM,0.7300649328054496,2011.0,2011.0,2018-01-02,2025-12-31,0.734660900645367,0.6944749876047679,0.8253871925758908,0.6895155479596881,0.7063051897813529,0.6906247924267584,0.7176887995393226,0.7815029636004411,
	702	+FOSL,0.7470672371519436,2011.0,2011.0,2018-01-02,2025-12-31,0.9616314200417032,0.9273316648590887,0.9054400729985163,0.7665102856858107,0.8047678861890893,0.6180933564441643,0.5179701525503395,0.4720386419558551,
	703	+FOX,0.937415595179471,2011.0,2011.0,2018-01-02,2025-12-31,0.9906563006286874,0.9670551371864082,0.9676188857310772,0.9202522412907741,0.9374941779046888,0.9316175076665737,0.889521877849292,0.8948162567726453,
	704	+FOXF,0.5769652289554394,2011.0,2011.0,2018-01-02,2025-12-31,0.5624755677234093,0.5441475649261008,0.651793656543533,0.4570084576175411,0.5131075798622459,0.48094272796693377,0.7101461300228586,0.695672343365535,
	705	+FPE,0.8635173422938965,2011.0,2011.0,2018-01-02,2025-12-31,0.7859344551709164,0.8103773826310524,0.8716005981577993,0.875886833887343,0.9179879553313153,0.9338083174749396,0.8660404404910532,0.8468041841917068,
	706	+FR,0.8820753621532886,2011.0,2011.0,2018-01-02,2025-12-31,0.906585075317933,0.8724638354551931,0.9075386941051811,0.875946813920293,0.9142910304455564,0.8665520660355632,0.8586050808811745,0.8544015224057891,
	707	+FRME,0.47941021295638675,2011.0,2011.0,2018-01-02,2025-12-31,0.4768558401151337,0.5315819644706568,0.540134308109716,0.4172549231245489,0.4624664455352974,0.45678471776099683,0.4676208830946349,0.4821061078047539,
	708	+FRT,0.7740876953100054,2011.0,2011.0,2018-01-02,2025-12-31,0.7225319157063458,0.710022562497078,0.878086038770257,0.7738076960298509,0.8140966153205146,0.7819583277778451,0.7405220966056593,0.771257802935722,
	709	+FSLR,0.9771751301225884,2011.0,2011.0,2018-01-02,2025-12-31,0.9759607404976042,0.9548079551897689,0.9835427554764818,0.9809605001420858,0.9852049602103096,0.9766854219948848,0.9794787480209475,0.9807865116786464,
	710	+FSM,0.9356637426289562,2011.0,2011.0,2018-01-02,2025-12-31,0.8206385135691461,0.8771094741901156,0.9697759562430506,0.9666808752486501,0.9451740075491539,0.9425331571738523,0.9721269852813713,0.9912122762148338,
	711	+FTEC,0.6935892662597265,2011.0,2011.0,2018-01-02,2025-12-31,0.821281606100054,0.6275306812057883,0.8011136815541294,0.7056886082958495,0.6352502983061753,0.6138755166604042,0.6567269603081288,0.6864056435679566,
	712	+FTFT,0.3070221634249769,2011.0,2011.0,2018-01-02,2025-12-31,0.19975645834257905,0.14000484457812246,0.2755895688508363,0.8981044578007039,0.4394596013830762,0.12942989781942038,0.16680634751324802,0.20503184203827832,
	713	+FTI,0.9940390216688662,2011.0,2011.0,2018-01-02,2025-12-31,0.9954860863451563,0.9948661035950886,0.9932228872731833,0.9908963585434173,0.997982494574133,0.9970639386189258,0.9918446875968602,0.9909739275887564,
	714	+FTNT,0.9819624747130983,2011.0,2011.0,2018-01-02,2025-12-31,0.9776419950191597,0.9784601937484932,0.9768384649595576,0.9425250833900427,0.9821277549647954,0.9998976982097187,0.9992692729265619,0.9992225063938619,
	715	+FTS,0.8346163590344136,2011.0,2011.0,2018-01-02,2025-12-31,0.7463905182170675,0.8609384821309526,0.8187542869884006,0.7920463397942459,0.9321690221212338,0.9070563023478503,0.8348877637462019,0.7849690064362856,
	716	+FTSL,0.5642591701689724,2011.0,2011.0,2018-01-02,2025-12-31,0.4801050582460645,0.45880093228307184,0.4521258887124281,0.6348596447989182,0.7678384291949425,0.6252486636525617,0.553537302000957,0.5427899783032933,
	717	+FTSM,0.7395407488121643,2011.0,2011.0,2018-01-02,2025-12-31,0.5826152246084086,0.7371467647433999,0.7603574382353876,0.6487678937225003,0.7640396100957559,0.8657718088265597,0.785384515781723,0.7729012254396916,
	718	+FTV,0.9773865043818977,2011.0,2011.0,2018-01-02,2025-12-31,0.9693870667075338,0.9760393957706719,0.9842696840229939,0.9815186944342954,0.9845432273161869,0.9789872122762148,0.9596329568299605,0.984754318129477,
	719	+FUL,0.6367651400045413,2011.0,2011.0,2018-01-02,2025-12-31,0.7160952437567941,0.6913054252541047,0.7251311793897048,0.6407753499091785,0.6194720035024566,0.6033950133937771,0.4911771151210674,0.6061575496054594,
	720	+FULT,0.89767245471539,2011.0,2011.0,2018-01-02,2025-12-31,0.8554408443485726,0.9003899519832659,0.9232364317251299,0.8794097349084562,0.907357732860512,0.9027701967248882,0.8958862547697835,0.9168505593871589,
	721	+FUN,0.6236627687969015,2011.0,2011.0,2018-01-02,2025-12-31,0.44713228394527244,0.5787456544538276,0.7896050415582457,0.5955851809780853,0.5715530382802072,0.34705722354880547,0.7067738765263644,0.9516921734282008,
	722	+FV,0.3990107052994689,2011.0,2011.0,2018-01-02,2025-12-31,0.47907529890619216,0.441645728969519,0.40276589293228354,0.30501005952212606,0.43209211855019886,0.4320564841638283,0.34908273358110337,0.35067002824208193,
	723	+FVD,0.8900391973308872,2011.0,2011.0,2018-01-02,2025-12-31,0.7044550130045507,0.8877989550102616,0.9660641794592212,0.9110515832131326,0.9646603341908062,0.9389109950182422,0.8850327066742625,0.861761239257706,
	724	+FWONA,0.3751332737036395,2011.0,2011.0,2018-01-02,2025-12-31,0.5290689945035557,0.33112109463608236,0.4213023073669295,0.3693445851449997,0.39328577980293467,0.3779812123489413,0.2895175104178631,0.28928565714354976,
	725	+FWONK,0.841639139060569,2011.0,2011.0,2018-01-02,2025-12-31,0.8854819144773376,0.8167425291429851,0.874635176298977,0.793469891562642,0.8535525176056058,0.8232900934534128,0.8492298217453064,0.8366159925334239,
	726	+FWRD,0.5044560887169393,2011.0,2011.0,2018-01-02,2025-12-31,0.46421593537608213,0.4411896017422012,0.43973346496267174,0.3490996645928101,0.3939009600801168,0.4907671907007187,0.7821460749970707,0.675503133295354,
	727	+FXB,0.08587548666815129,2011.0,2011.0,2018-01-02,2025-12-31,0.1309514007581026,0.1314883532917254,0.10304337908851795,0.055849298988776094,0.08304021040237543,0.05117891904340553,0.059857908408229014,0.07130289329826305,
	728	+FXC,0.10634671812154277,2011.0,2011.0,2018-01-02,2025-12-31,0.13115861785280303,0.08193344650175477,0.1003674982404094,0.13318015577685158,0.12836575058295804,0.07813970739748609,0.07153939259610705,0.12623270020969443,
	729	+FXE,0.2937189417669973,2011.0,2011.0,2018-01-02,2025-12-31,0.4732086550586783,0.33376103377679117,0.30659333725647014,0.20583439777449544,0.3055446243293151,0.2196122228821469,0.11767346542985627,0.3883951467254942,
	730	+FXI,0.9985819679740964,2011.0,2011.0,2018-01-02,2025-12-31,0.999398824140777,0.9987009296472211,0.9980692053415283,0.9984979499045993,0.9998165904158304,0.9992838874680305,0.997594690049933,0.9972992327365728,
	731	+FXL,0.2824155090180454,2011.0,2011.0,2018-01-02,2025-12-31,0.4786986283541848,0.46584120288681446,0.4705077954977957,0.2931909146651999,0.23996898552624088,0.13150061211379255,0.09921866266940872,0.07743678258445352,
	732	+FXO,0.4055310668717479,2011.0,2011.0,2018-01-02,2025-12-31,0.46554500293151113,0.4532606915971966,0.4599502997999354,0.5098008432028626,0.4339090710526701,0.4132876934825033,0.21939176110034644,0.28836969248857586,
	733	+FXY,0.271583122199667,2011.0,2011.0,2018-01-02,2025-12-31,0.2939283459608916,0.24014889285613278,0.21758615166863707,0.12726180519601205,0.19178982787652796,0.21887783178385714,0.35100786657131433,0.5337126580283875,
	734	+G,0.8898044910758613,2011.0,2011.0,2018-01-02,2025-12-31,0.8401739522558486,0.8830581755334184,0.9158595897723697,0.8569293917168488,0.8899592717721978,0.9011427255427206,0.9020308171348764,0.9293864074374856,
	735	+GAB,0.5256043759902348,2011.0,2011.0,2018-01-02,2025-12-31,0.5547855486576017,0.5039780181596645,0.5772915053419164,0.5437692626332764,0.5368085119431849,0.4980697930934171,0.4792374811041252,0.5105117271305802,
	736	+GAP,0.9977603996433934,2011.0,2011.0,2018-01-02,2025-12-31,0.9971469620240265,0.9963768115942029,0.9970785358308986,0.998203629277798,0.9975952965631082,0.9987826086956523,0.9975033491657532,0.9994168797953964,
	737	+GATX,0.44717042171259247,2011.0,2011.0,2018-01-02,2025-12-31,0.617698561277852,0.5678576671413121,0.6258054699348955,0.43172434850717534,0.3851254054580818,0.31913964679216006,0.3113532726779839,0.3163260566538587,
	738	+GBCI,0.7002720235851939,2011.0,2011.0,2018-01-02,2025-12-31,0.7105296466043076,0.6418884677299727,0.7035736972501904,0.6496772141097665,0.6255703480305514,0.7829034314735579,0.72416428622414,0.7647679422067611,
	739	+GBIL,0.4616057484492254,2011.0,2011.0,2018-01-02,2025-12-31,0.16525913412808566,0.3534784474954898,0.46252365464201106,0.29426728449467565,0.44568842845367423,0.6608973951830888,0.6188500264450859,0.6940654295099453,
	740	+GBX,0.6356702901740214,2011.0,2011.0,2018-01-02,2025-12-31,0.7368130899391248,0.7404844828239697,0.7634107968412217,0.611345692202288,0.614991314121944,0.5641841917067671,0.5041388146714143,0.5485475327571787,
	741	+GCO,0.5043568418449501,2011.0,2011.0,2018-01-02,2025-12-31,0.6545573683979493,0.669489912868781,0.7105675997794829,0.3674227710178789,0.43981565163691605,0.43754989636489255,0.33846641204733835,0.41526948764257404,
	742	+GD,0.9416284820464572,2011.0,2011.0,2018-01-02,2025-12-31,0.9713809094961592,0.9649552107401101,0.9848830674132923,0.9401123180228887,0.9485341020374447,0.9324702488454685,0.8832044941061803,0.9071147258821105,
	743	+GDDY,0.9368668442401712,2011.0,2011.0,2018-01-02,2025-12-31,0.9595725291462119,0.9596607102213095,0.9595593834699236,0.936353008130926,0.9348589810646265,0.9205198967285245,0.9029314315189639,0.9212169549460006,
	744	+GDOT,0.7146435143190797,2011.0,2011.0,2018-01-02,2025-12-31,0.7059208409450163,0.8434708246922644,0.8170895808521281,0.670269172302481,0.733266640109783,0.6097596392770996,0.6439574181207615,0.6920349086677737,
	745	+GDS,0.8962614265073688,2011.0,2011.0,2018-01-02,2025-12-31,0.8527891319535377,0.8567227083154163,0.9253929273249198,0.9082256915404392,0.926868108468177,0.8749835274723943,0.8887818675790942,0.936309765942231,
	746	+GDX,0.9997252960380313,2011.0,2011.0,2018-01-02,2025-12-31,0.9995924231462895,0.9999391060772135,0.9993429232837662,0.9998477651930336,0.9999898105786573,0.9999079283887469,0.9991880810295133,1.0,
	747	+GDXJ,0.9977731174194105,2011.0,2011.0,2018-01-02,2025-12-31,0.9928775944814094,0.9983152681362399,0.999110419214945,0.9985892907887791,0.9998165904158304,0.9983222506393863,0.9960926399545326,0.9990588235294116,
	748	+GE,0.999600661833064,2011.0,2011.0,2018-01-02,2025-12-31,0.9999796211573145,0.999868063167296,0.9993833587739959,0.9999289570900826,0.9998981057865723,0.9997544757033248,0.998792270531401,0.9992020460358055,
	749	+GEF,0.4550865079699982,2011.0,2011.0,2018-01-02,2025-12-31,0.509194359155661,0.5467357009429228,0.5647855843452946,0.4367218348291305,0.49698284473287324,0.3516950824838487,0.34788914535523663,0.385258408988982,
	750	+GEL,0.6187711444704337,2011.0,2011.0,2018-01-02,2025-12-31,0.3802617676830285,0.664378911809246,0.8369886808893872,0.7449914508010774,0.6141171969858048,0.5789225342723119,0.542906502528204,0.5851884462006521,
	751	+GEN,0.9920148399448903,2011.0,2011.0,2018-01-02,2025-12-31,0.997800582013952,0.9936192692613826,0.9969471204876521,0.9872833191247514,0.9955268440305276,0.9900198543047963,0.9862675065218065,0.9886288408625349,
	752	+GEO,0.9212377643618032,2011.0,2011.0,2018-01-02,2025-12-31,0.8444634571856693,0.8336141380104484,0.9547122509426524,0.952573783136443,0.9183929244658197,0.9466790947988509,0.9599046226087111,0.9596195924897879,
	753	+GFI,0.9835183168010181,2011.0,2011.0,2018-01-02,2025-12-31,0.9618453978899012,0.9712496991378459,0.9939218846694541,0.9864308042057403,0.9963318083166055,0.9923099113950133,0.9777363929980262,0.9883523351232105,
	754	+GGAL,0.8059892298760376,2011.0,2011.0,2018-01-02,2025-12-31,0.7737833046186425,0.8858429421634715,0.8361566871413657,0.7099132805124247,0.6981053616107321,0.7641768705833869,0.8559269988646602,0.923937018945225,
	755	+GGB,0.967211487953816,2011.0,2011.0,2018-01-02,2025-12-31,0.9813563529907232,0.9605606993123508,0.94905176140397,0.974617383185158,0.9876330365378645,0.9775200785445024,0.9513532111106686,0.9557998569714307,
	756	+GGG,0.8234431297913957,2011.0,2011.0,2018-01-02,2025-12-31,0.8637969907982764,0.8148494784959798,0.8709202374981392,0.818273390817966,0.8474280475943525,0.8351453679349341,0.7711312012956841,0.76570184603823,
	757	+GHC,0.0782634275861376,2011.0,2011.0,2018-01-02,2025-12-31,0.0920459203899062,0.11185237196740089,0.12971801084408943,0.07481001192289541,0.05621474780143919,0.043490333450503633,0.02364656282184555,0.09394092192821905,
	758	+GIB,0.5674872913102612,2011.0,2011.0,2018-01-02,2025-12-31,0.6725025329887345,0.5923879614350032,0.6704323574374688,0.5263132452651368,0.5586033461576778,0.47922386395316424,0.44161513770973054,0.5983371837917115,
	759	+GIII,0.7704406349555212,2011.0,2011.0,2018-01-02,2025-12-31,0.8199788571921693,0.8439580241740214,0.9173176149787238,0.7189297176388242,0.7936248605654954,0.7503663228324505,0.6782280945897144,0.6396298226688163,
	760	+GIL,0.843207626595922,2011.0,2011.0,2018-01-02,2025-12-31,0.8310242382188197,0.8617334219902674,0.8896088120239817,0.7735990405503502,0.906839231358345,0.8524993878862075,0.8072454821615437,0.823045150967867,
	761	+GILD,0.9997881736870408,2011.0,2011.0,2018-01-02,2025-12-31,0.9999898105786573,0.999989851012869,0.9993934676465533,0.9998274672187716,0.999959242314629,0.9998874680306906,0.999868063167296,0.9993906982945662,
	762	+GIS,0.9984691534652284,2011.0,2011.0,2018-01-02,2025-12-31,0.9978296532539916,0.9980412454837007,0.9979984432336261,0.998568992814517,0.9991746568712363,0.999161125319693,0.9974048414612771,0.9995907928388746,
	763	+GKOS,0.7019777546086553,2011.0,2011.0,2018-01-02,2025-12-31,0.7271711447563763,0.6982171259876985,0.7880509101985732,0.688525468570559,0.6538001640062215,0.6421198773348202,0.6446014699581324,0.7729916485860777,
	764	+GL,0.7745083282175427,2011.0,2011.0,2018-01-02,2025-12-31,0.8226218288987539,0.8039608177909532,0.8235274474814127,0.724079775464001,0.78477503423718,0.7305080423267598,0.8143515047340456,0.6912694876425739,
	765	+GLD,0.9994900171817155,2011.0,2011.0,2018-01-02,2025-12-31,0.9993274981913777,0.9993910607721349,0.9993934676465533,0.9998071692445095,0.9996739385170316,0.9994578005115089,0.9988937604027117,0.9999795396419437,
	766	+GLNG,0.9047122018218714,2011.0,2011.0,2018-01-02,2025-12-31,0.9522385603342439,0.917559729434737,0.9125843629731066,0.8913667328322908,0.9463679566168243,0.8783204082374759,0.8723521965967512,0.8667193367353123,
	767	+GLOB,,,,,,,,,,,,,,HTTP 400 query_rejected: only a single read-only SELECT statement is allowed (request_id=94ea81f3c1904c2d)
	768	+GLPI,0.9340873471684211,2011.0,2011.0,2018-01-02,2025-12-31,0.9352878542918542,0.9081071263590264,0.9432855359328978,0.9021640526531376,0.9728871087932243,0.9451650283026872,0.9234311830371271,0.9426489860728962,
	769	+GLW,0.9969668104199281,2011.0,2011.0,2018-01-02,2025-12-31,0.9974220764002811,0.996265172735761,0.9964315679872223,0.9967320261437908,0.9969737418611996,0.99616368286445,0.9967827710794462,0.9989769820971865,
	770	+GM,0.999543431840987,2011.0,2011.0,2018-01-02,2025-12-31,0.9991338991858653,0.9991576340681199,0.9990800925972727,0.9999492550643446,1.0,0.9999488491048594,0.9992388259651687,0.9998465473145779,
	771	+GME,0.9908253963812839,2011.0,2011.0,2018-01-02,2025-12-31,0.9893112970114426,0.991464701822758,0.9788118031195981,0.984005196281411,0.9935704751327171,0.9958158567774935,0.9947935696017538,0.9989872122762148,
	772	+GMED,0.8291857963465398,2011.0,2011.0,2018-01-02,2025-12-31,0.8161149416950204,0.7959928047048205,0.8709615832659928,0.728125613869423,0.7784791791247635,0.8997134580186905,0.8412090435459849,0.9036213864074375,
	773	+GNL,0.8290961390393105,2011.0,2011.0,2018-01-02,2025-12-31,0.7852583798211596,0.8029933932498751,0.7487705143638694,0.7999258498646385,0.838769067679054,0.8945900292117671,0.8944235981362804,0.8690584114131952,
	774	+GNR,0.3772545384694672,2011.0,2011.0,2018-01-02,2025-12-31,0.31994015187839564,0.25773905963237004,0.32329568600749503,0.3453922540236645,0.5729818269497252,0.4148240627386335,0.39946466257359464,0.3855257996872765,
	775	+GNRC,0.8583904330837308,2011.0,2011.0,2018-01-02,2025-12-31,0.7324921957966367,0.7490639844096166,0.9016180568035276,0.8708171021688434,0.9438287141853309,0.947340129210555,0.8743318262808936,0.8479222312456818,
	776	+GNTX,0.9583861711219196,2011.0,2011.0,2018-01-02,2025-12-31,0.9801920546562494,0.9674796149657059,0.9782965380752602,0.9433647557518783,0.9380048079581408,0.9526083805044787,0.9457225434304501,0.9613247839420128,
	777	+GNW,0.9453287882935175,2011.0,2011.0,2018-01-02,2025-12-31,0.932704232342759,0.9215945049631913,0.963150764060687,0.9541773231031543,0.9536183335409045,0.9656906461739858,0.9268114210448243,0.9449537823783954,
	778	+GOGO,0.8471912318516809,2011.0,2011.0,2018-01-02,2025-12-31,0.8565574310797922,0.8578531900431029,0.9247049490788302,0.8903103242808216,0.8322233061427096,0.7291783614744064,0.803303827197477,0.882411558647774,
	779	+GOLF,0.5577735082348595,2011.0,2011.0,2018-01-02,2025-12-31,0.5487032367735153,0.4752399826611048,0.6301879775993132,0.5058869416301448,0.6260711749914321,0.5949502672694875,0.5310706190574314,0.5502609665337389,
	780	+GOOG,0.9785996054198484,2011.0,2011.0,2018-01-02,2025-12-31,0.9744958783790668,0.9739543801585473,0.9822910279252574,0.9158141517476556,0.9825659000825343,1.0,1.0,1.0,
	781	+GOOGL,0.9789823743136703,2011.0,2011.0,2018-01-02,2025-12-31,0.9837376835369519,0.9635137659707059,0.974008890921097,0.9315349328137051,0.9794377477303063,1.0,1.0,1.0,
	782	+GOOS,0.9086164083745626,2011.0,2011.0,2018-01-02,2025-12-31,0.8998074199366218,0.9676500794699361,0.9616198687350921,0.9221065237689279,0.9687070797789678,0.9233542381304469,0.8150402890739371,0.8099730185088665,
	783	+GOVT,0.9177882996713792,2011.0,2011.0,2018-01-02,2025-12-31,0.6693006401322866,0.8646524823268135,0.956356116512278,0.9511224779766979,0.9736342686368982,0.9806198227900267,0.9692312531853869,0.9774439582550514,
	784	+GPC,0.8898244477376587,2011.0,2011.0,2018-01-02,2025-12-31,0.8975132548194152,0.8966154426603392,0.9265193719295197,0.8504889695420719,0.8989302121703125,0.9100008484745639,0.8675765450077277,0.8708817590089818,
	785	+GPI,0.43781388759563034,2011.0,2011.0,2018-01-02,2025-12-31,0.5890117666568426,0.4675211729035319,0.6022312916748452,0.45311033266936834,0.45241219097139035,0.33567035551084234,0.2684999681581541,0.33241231015381634,
	786	+GPK,0.9816122476546868,2011.0,2011.0,2018-01-02,2025-12-31,0.979173112521973,0.989719364633002,0.9847127017696226,0.9749537908439012,0.9867444320728019,0.988064678003903,0.9699344673648014,0.9796292893419473,
	787	+GPMT,0.6362469961110306,2011.0,2011.0,2018-01-02,2025-12-31,0.6610594747831379,0.7024107740492996,0.8059490283816418,0.5990773464410148,0.6660158797543974,0.6824017648270929,0.5307017442597617,0.440717615544054,
	788	+GPN,0.9678127434177056,2011.0,2011.0,2018-01-02,2025-12-31,0.9256426736056467,0.9677909628031444,0.9843692875587613,0.9771241830065359,0.9872632233215475,0.9695272542151003,0.967728866393731,0.962874050011515,
	789	+GPRE,0.8272553404126421,2011.0,2011.0,2018-01-02,2025-12-31,0.7688289278734326,0.7897235204267846,0.7495554611315528,0.8547333625393284,0.8861282908028014,0.8387410576841493,0.8258097593045048,0.9055449509702912,
	790	+GPRO,0.9570066118753131,2011.0,2011.0,2018-01-02,2025-12-31,0.9828512038801316,0.9804429017984005,0.9755264195384289,0.976393455933098,0.9539743837947443,0.9236683676561495,0.9118243973185125,0.9510771505799929,
	791	+GREK,0.2733197194463433,2011.0,2011.0,2018-01-02,2025-12-31,0.563190372532488,0.5038284769227425,0.31992660479429813,0.15871212143075514,0.12534398351612397,0.17872530029939032,0.10105115608988291,0.23510381692343124,
	792	+GRFS,0.7804269340532262,2011.0,2011.0,2018-01-02,2025-12-31,0.7856513727637541,0.8151905999023004,0.8004920098465209,0.7367406128602962,0.8298501367917742,0.7610027514818003,0.8032327842875594,0.7106847674573641,
	793	+GRMN,0.8669967570454716,2011.0,2011.0,2018-01-02,2025-12-31,0.9273544963912305,0.9311730324384717,0.9149985629590883,0.859151154108185,0.9174994908911162,0.8330451752099974,0.7855227536443521,0.7664110738051659,
	794	+GROW,0.16019953190025377,2011.0,2011.0,2018-01-02,2025-12-31,0.24603516818412582,0.12385299610605972,0.1787565828043862,0.36561702089998716,0.14620921412470145,0.06707661725312418,0.06774035254599126,0.08518534320796112,
	795	+GRPN,0.907837248703602,2011.0,2011.0,2018-01-02,2025-12-31,0.997340561029539,0.9888710343674526,0.9673937597019426,0.870377136361791,0.8895672929426282,0.841747178822075,0.8489775400509816,0.8575461630768112,
	796	+GS,0.9901516134298051,2011.0,2011.0,2018-01-02,2025-12-31,0.9977583273045925,0.9965278439145422,0.9977356125471325,0.9945702918848699,0.9924496387850132,0.9847091792826753,0.9798542605447976,0.9774731457800512,
	797	+GSAT,0.914762276648504,2011.0,2011.0,2018-01-02,2025-12-31,0.9787244882363131,0.7954854996466613,0.8072805729076562,0.9976860309341128,0.9831059394137007,0.96893094629156,0.9678277107944627,0.8196838826196047,
	798	+GSK,0.9933122821391475,2008.0,2011.0,2018-01-02,2025-12-31,0.9926228589478403,0.9930392859114935,0.9962496082811884,0.9936467340559412,0.9869881089452931,0.9939948849104859,0.9929971988795517,0.9969544126737857,
	799	+GSLC,0.6186831386658719,2011.0,2011.0,2018-01-02,2025-12-31,0.47462681968698583,0.5631143383928198,0.6664358074854813,0.6866081757931554,0.7445537663650679,0.6352716209500492,0.587648384444787,0.5908553350868474,
	800	+GSM,0.7854745229162903,2011.0,2011.0,2018-01-02,2025-12-31,0.7941193131016497,0.6576707199123897,0.5021304568688184,0.8821430832103431,0.9118156288435185,0.8497104762366517,0.8506235037458902,0.8381710767142216,
	801	+GSY,0.5451773045126992,2011.0,2011.0,2018-01-02,2025-12-31,0.3877447628185214,0.5051687685170916,0.6343356815461766,0.5522098529637832,0.5089988767973885,0.5154457764148314,0.5621021813492206,0.6952454879334797,
	802	+GT,0.9901780555546329,2011.0,2011.0,2018-01-02,2025-12-31,0.9920858136646514,0.9900933860734347,0.9912691919460743,0.9925912393943084,0.9967190063276307,0.9867242336456529,0.9799038029938261,0.9920544478248748,
	803	+GTN,0.8376728323911461,2011.0,2011.0,2018-01-02,2025-12-31,0.8360581021087226,0.8713995866909163,0.860025603714086,0.7684242596001241,0.8213463644603414,0.8692904086011078,0.8486859129942245,0.8261520223997285,
	804	+GUNR,0.7410414041905048,2011.0,2011.0,2018-01-02,2025-12-31,0.530825824590995,0.5192551778593161,0.7549690737968299,0.8378714216643455,0.9651725095593432,0.8360449933940196,0.7599132516527458,0.7249048617592514,
	805	+GURE,0.08565961598187098,2007.0,2011.0,2018-01-02,2025-12-31,0.07118363553820982,0.04224431719249964,0.07665596387788425,0.1447212857256372,0.04560036481025873,0.08396906704161161,0.0684913775936915,0.15274927576635433,
	806	+GUSH,0.9212859351987361,2011.0,2011.0,2018-01-02,2025-12-31,0.8979223769882109,0.9861466325660699,0.9937021723967125,0.9840762391913287,0.9389254777112204,0.8268438443170386,0.8482937099559928,0.8930936594707942,
	807	+GVA,0.6434849054554805,2011.0,2011.0,2018-01-02,2025-12-31,0.6881666193494408,0.7462351586695535,0.754735276175596,0.6065353608989444,0.5899670128349525,0.539328929346311,0.5971232575728279,0.6243324565762838,
	808	+GVI,0.25531935296946295,2011.0,2011.0,2018-01-02,2025-12-31,0.20243854583725676,0.21917983485722062,0.2215384812918545,0.20378516816438783,0.27036736147735213,0.2696381862038036,0.326608739518886,0.3296862825905141,
	809	+GWRE,0.7924162587640923,2011.0,2011.0,2018-01-02,2025-12-31,0.8031191798665147,0.8350546207905513,0.8336033104976617,0.7483793847231865,0.8236216960499476,0.7860431267499788,0.7436895425798591,0.7655583326262712,
	810	+GWW,0.5923162235105375,2011.0,2011.0,2018-01-02,2025-12-31,0.8393549352607147,0.7490665817807307,0.6756973073939984,0.5670509910125188,0.5797500172761396,0.5121149561823494,0.39149751527783316,0.42261368953103595,
	811	+GXC,0.21708656594135825,2011.0,2011.0,2018-01-02,2025-12-31,0.28214560818313883,0.2858693583896915,0.23804224579287647,0.20362634373070612,0.27568715694910567,0.18306473860922898,0.1665348741323578,0.10093792802511484,
	812	+GYRE,0.3838511584787927,2011.0,2011.0,2018-01-02,2025-12-31,0.5204572432805474,0.3840879850807003,0.4559617986185147,0.5256130132525572,0.3861494181574812,0.3038264263463473,0.2138244885150983,0.27969217342820085,
	813	+H,0.8384350129270166,2011.0,2011.0,2018-01-02,2025-12-31,0.8699933179609896,0.7867785825780274,0.917224479205019,0.8390952644537449,0.8964577563251557,0.8676270590659507,0.7212060729230219,0.8091395740657689,
	814	+HACK,0.4559228554413617,2011.0,2011.0,2018-01-02,2025-12-31,0.6296678475610412,0.47287906851730327,0.5102486480820235,0.5162376579177587,0.4834917611284779,0.30585335935321994,0.3249691249533675,0.4030076726342711,
	815	+HAE,0.6970843883687898,2011.0,2011.0,2018-01-02,2025-12-31,0.7609901722306783,0.7000830485364007,0.7610470453993299,0.7424177927232436,0.6785212454988472,0.5248234566853736,0.6485166221169422,0.759328686925007,
	816	+HAIN,0.876847217035074,2011.0,2011.0,2018-01-02,2025-12-31,0.9226181539463171,0.908573306374545,0.8531089789641069,0.8048701862776843,0.9071335655909714,0.8740817687058338,0.8629151777477252,0.8818906922340336,
	817	+HAL,0.9994976478473258,2011.0,2011.0,2018-01-02,2025-12-31,0.9992052251352644,0.9992286769780374,0.9988576974010088,0.9997564243088539,0.9999898105786573,0.9998874680306906,0.99915763406812,0.9999079283887469,
	818	+HALO,0.901738508529508,2011.0,2011.0,2018-01-02,2025-12-31,0.8903997348625642,0.8685612853562334,0.9421757158722666,0.8831403775192335,0.9054283586855956,0.8871298044872183,0.9050214975749211,0.9319845820050666,
	819	+HAPN,0.9092907759820954,2011.0,2011.0,2018-01-02,2025-12-31,0.9549249457365022,0.8013056311198152,0.8509509023558129,0.9565724840660903,0.9749942424940304,0.9307136155925383,0.8962871638111938,0.909421607010824,
	820	+HAS,0.9362962380137447,2011.0,2011.0,2018-01-02,2025-12-31,0.9434549893902047,0.9308223392386008,0.9455597448022309,0.8579899849217798,0.9485071556056474,0.976267778572381,0.9504606774367141,0.9376755190846171,
	821	+HASI,0.8019596236408653,2011.0,2011.0,2018-01-02,2025-12-31,0.6618452675039409,0.6708465582812561,0.8542100795232905,0.7644655774254203,0.8491276044414481,0.8850034302614513,0.857773152533216,0.8730524478491171,
	822	+HBAN,0.9995815851690383,2011.0,2011.0,2018-01-02,2025-12-31,0.9993988241407771,0.9994519546949213,0.9989587861265833,0.9998071692445093,0.9999286740506007,0.9997647058823529,0.9995534445662323,0.9997953964194374,
	823	+HCA,0.9467615632957895,2011.0,2011.0,2018-01-02,2025-12-31,0.9721714830355069,0.9701732812089051,0.9778109768270625,0.9733081638452483,0.9821250506633966,0.9224097647301246,0.8771536294990556,0.8984816668888861,
	824	+HCC,0.8320018675722575,2011.0,2011.0,2018-01-02,2025-12-31,0.8901714628498285,0.8857775268909679,0.8510935284866352,0.8084112688965963,0.8244999662203781,0.7872398152749664,0.7931353597830368,0.8153236930461448,
	825	+HCSG,0.770184736425388,2011.0,2011.0,2018-01-02,2025-12-31,0.8607791353102517,0.8408114052681996,0.8201100257354649,0.7612976023571046,0.8004846591018019,0.7619429582671725,0.6352161580340633,0.6803390989200131,
	826	+HD,0.9981495635895158,2011.0,2011.0,2018-01-02,2025-12-31,0.9989912472870667,0.9989039093898429,0.9987566086754344,0.9989546543254983,0.9994599606688336,0.9987314578005114,0.9956359355336338,0.9957544757033249,
	827	+HDB,0.9278577103394633,2011.0,2011.0,2018-01-02,2025-12-31,0.8225547525658387,0.8467167689934686,0.9542543333886048,0.9235070839930175,0.9603559556032908,0.966584308068993,0.9747788530894189,0.9743926497860631,
	828	+HDV,0.8123218746633519,2011.0,2011.0,2018-01-02,2025-12-31,0.7667262369534964,0.7712487082888654,0.829065336996993,0.77136510899435,0.9504188069481809,0.874461448952134,0.7465455445176903,0.7893553290263149,
	829	+HE,0.8040924489253662,2011.0,2011.0,2018-01-02,2025-12-31,0.7990131811030565,0.7251147316540464,0.776916921308847,0.7178897110049459,0.7002393934522393,0.8178663046508527,0.9690634822512012,0.9273993769772488,
	830	+HEDJ,0.4617188763819574,2011.0,2011.0,2018-01-02,2025-12-31,0.9039374193749963,0.6952930633067844,0.7153037263460167,0.3358011244885343,0.25014102207429484,0.17495540660113212,0.3251054388373936,0.2894798850923019,
	831	+HEFA,0.6580843517765537,2011.0,2011.0,2018-01-02,2025-12-31,0.6092647144540226,0.4508186336558114,0.6204947665504402,0.5502583133672454,0.7674976389275687,0.6677855056302349,0.7930874046163559,0.8071172470636719,
	832	+HEI,0.6723261633867391,2011.0,2011.0,2018-01-02,2025-12-31,0.6863846778918677,0.7677790533755916,0.8163919728269673,0.6434797904325545,0.638540032666995,0.5982581059623518,0.588832833772289,0.63742805541751,
	833	+HEI.A,0.4833824385149324,2011.0,2011.0,2018-01-02,2025-12-31,0.45705084052826406,0.5680712768657157,0.6147288764448082,0.44663802054924584,0.4705242495913728,0.4284638974073042,0.4347098342049918,0.4454589398916377,
	834	+HELE,0.558300904159738,2011.0,2011.0,2018-01-02,2025-12-31,0.5233424431267306,0.533776743062085,0.489551234568818,0.44012593017150536,0.5316071262398316,0.6228097113974376,0.5888465421198359,0.738316335559569,
	835	+HEWG,0.12485005154406126,1612.0,2011.0,2018-01-02,2024-08-12,0.310633443486934,0.17262147664203398,0.3141719733855903,0.07323542783415996,0.09857936769666584,0.02110185331086896,0.006524307641869853,0.0,
	836	+HEWJ,0.3129653187875408,2011.0,2011.0,2018-01-02,2025-12-31,0.6659161103492117,0.4309032906383241,0.20149134136737973,0.17671940676813344,0.34283529872461765,0.2515771687615908,0.2857293889463196,0.14872130034787454,
	837	+HEZU,0.346295800968276,2011.0,2011.0,2018-01-02,2025-12-31,0.5842634963111155,0.3532576228513247,0.5524160133548268,0.3811812382072136,0.46641004134152464,0.13877664513157414,0.11790775792424256,0.17374014860425932,
	838	+HGV,0.8380154107018012,2011.0,2011.0,2018-01-02,2025-12-31,0.8797649730286984,0.8800686494805354,0.8260008634222806,0.8148899301461089,0.8201719732867175,0.831987588029236,0.8150037815799444,0.8363167476757858,
	839	+HHH,0.5462649516217307,2011.0,2011.0,2018-01-02,2025-12-31,0.5373678677129157,0.511924963680094,0.6849404101126478,0.5351977936582972,0.603931059437599,0.44205597507908995,0.47449112208933303,0.5792886874098495,
	840	+HIG,0.972050119537752,2011.0,2011.0,2018-01-02,2025-12-31,0.9831104304856669,0.9875764372649259,0.9914380723999368,0.9708115130110015,0.9823114542955437,0.974579799032739,0.9508886664769625,0.9354216312529545,
	841	+HII,0.633951648498319,2011.0,2011.0,2018-01-02,2025-12-31,0.7082736314532659,0.6237916211886224,0.7324538837785318,0.591438141298143,0.6485861743267051,0.5513832317184035,0.5154257870467371,0.7000924594853395,
	842	+HIMX,0.8657450325436737,2011.0,2011.0,2018-01-02,2025-12-31,0.9357856389136608,0.8062488612451643,0.7834391083916912,0.9810213940648724,0.9347336656694394,0.8189735881989308,0.7810713405494075,0.8853493654622369,
	843	+HIW,0.8709453251296726,2011.0,2011.0,2018-01-02,2025-12-31,0.8661863859576059,0.8307508249539256,0.9072857806538506,0.8431237870517394,0.8928056938679627,0.9381856219924607,0.8533741678552045,0.836030545084302,
	844	+HL,0.9928446416794031,2011.0,2011.0,2018-01-02,2025-12-31,0.9800928647442206,0.9820103190668397,0.9953600274961333,0.9959302561604351,0.9967801428556872,0.9966445012787722,0.9964783014655137,0.9994987212276214,
	845	+HLF,0.9075782159348296,2011.0,2011.0,2018-01-02,2025-12-31,0.9121045061822503,0.9205226083839676,0.9133944621488119,0.8629561103925052,0.9078597188077063,0.9196888280142059,0.9176042214399326,0.9065794596429134,
	846	+HLI,0.6323341884842274,2011.0,2011.0,2018-01-02,2025-12-31,0.6011009114413245,0.6111226549827293,0.7344159153322993,0.6660442114891153,0.6527548066422085,0.6599560732597181,0.5494003632086808,0.5832603241172835,
	847	+HLIO,0.3549236547385159,2011.0,2011.0,2018-01-02,2025-12-31,0.43049590464942333,0.3023760847150866,0.3301365660773162,0.2789083557043946,0.3296571897160634,0.3283182506878704,0.3663986853069409,0.474131125683325,
	848	+HLT,0.9760385406717279,2011.0,2011.0,2018-01-02,2025-12-31,0.9886489846241632,0.9831896698510437,0.9911029944157341,0.9807473714123331,0.9888425836296755,0.9716624040920716,0.9501490410024851,0.9537950812717421,
	849	+HMC,0.8795784468317793,2011.0,2011.0,2018-01-02,2025-12-31,0.8602682155102213,0.8108710274411296,0.8502250757243186,0.8811511760415411,0.9491610653421514,0.9158934315947684,0.8856874365928802,0.8840095029151162,
	850	+HMN,0.43571098826275245,2011.0,2011.0,2018-01-02,2025-12-31,0.3877216796744368,0.4157825984985655,0.48318652551486624,0.4479958684483478,0.4842253994651568,0.45795871565193147,0.4089406419893323,0.39957998084871693,
	851	+HNI,0.49102254903276765,2011.0,2011.0,2018-01-02,2025-12-31,0.49957699414098616,0.5322047082449987,0.52368113588083,0.45537807814931724,0.4240430551825739,0.47278738439534074,0.44678448342040294,0.5738759530187513,
	852	+HOG,0.9715782960749006,2011.0,2011.0,2018-01-02,2025-12-31,0.9837101093209013,0.9784916026991881,0.9870050203727317,0.9646830158672439,0.9752621614969197,0.9682398031539011,0.9569470346006388,0.9581561435618962,
	853	+HOMB,0.8635549531575678,2011.0,2011.0,2018-01-02,2025-12-31,0.8696688017931062,0.8475787595070998,0.860901434516089,0.8016777285816449,0.9096824179506504,0.9134544308553836,0.8701743009175646,0.8356945006727191,
	854	+HON,0.9954328959477193,2011.0,2011.0,2018-01-02,2025-12-31,0.9951905931262162,0.9948604278582096,0.9962698260263031,0.9957171274306824,0.997982494574133,0.9969514066496163,0.9923100499214728,0.9941892583120205,
	855	+HOPE,0.8183695026380977,2011.0,2011.0,2018-01-02,2025-12-31,0.8421187795816165,0.8323622051334443,0.8647101798215118,0.8090163601672553,0.8419235869699224,0.8317690694658246,0.7594200878373192,0.7653249293947951,
	856	+HOS,0.9214594153074201,2011.0,2011.0,2018-01-02,2025-12-31,0.9303933102150977,0.8907019020260073,0.9585598507298008,0.9161998132586368,0.9173101415020878,0.9448030448115781,0.929145928582299,0.8843236324408189,
	857	+HOV,0.38953377422708463,2011.0,2011.0,2018-01-02,2025-12-31,0.8100237925402908,0.5360738292157305,0.44669819069865874,0.3267688145386598,0.2936402895707989,0.23189808608380502,0.22174690330833893,0.24810802293305537,
	858	+HP,0.9539384634796495,2011.0,2011.0,2018-01-02,2025-12-31,0.9662718080780477,0.9754397397395664,0.9819422478673512,0.935716315511712,0.9292614152063158,0.9585454721760949,0.9411229839830705,0.9429973454867213,
	859	+HPE,0.9977731174194105,2011.0,2011.0,2018-01-02,2025-12-31,0.9969737418611996,0.9963666626070717,0.9971594068113583,0.9985385458531238,0.9975851071417652,0.9979028132992327,0.9983355661105021,0.9993350383631714,
	860	+HPP,0.9242280389820449,2011.0,2011.0,2018-01-02,2025-12-31,0.8915769752108764,0.8378554526419401,0.9433721081258422,0.894800072649432,0.9590954614047659,0.9815188664379825,0.9449396284374043,0.9411878643895226,
	861	+HPQ,0.9980427342709723,2011.0,2011.0,2018-01-02,2025-12-31,0.997595296563108,0.9974932001786221,0.9969976648504391,0.9984675029432063,0.9977685167259349,0.9974322250639385,0.9988734624284495,0.9997237851662403,
	862	+HQH,0.4340677310537067,2011.0,2011.0,2018-01-02,2025-12-31,0.4375211001909382,0.4058732910019562,0.4646492008025966,0.40415969945915037,0.41364245687520584,0.4272769542187367,0.4475251670831118,0.4719520490660719,
	863	+HQY,0.8094988056471338,2011.0,2011.0,2018-01-02,2025-12-31,0.7872732775278203,0.9014207235198496,0.8979522729943674,0.7555825201156773,0.8479006242638324,0.7765726960885322,0.7085417723652412,0.8001240227391182,
	864	+HR,0.9341935014201808,2011.0,2011.0,2018-01-02,2025-12-31,0.9124946982412528,0.8529243416578115,0.9186166290570295,0.8872725063650021,0.9783303845985012,0.9849808850801809,0.9752591262482051,0.9644636065017393,
	865	+HRB,0.9537027325696837,2011.0,2011.0,2018-01-02,2025-12-31,0.9905136487298886,0.9885680558369373,0.9915635469839557,0.9572423172167417,0.9792066748339788,0.9490987988024386,0.8759004460359596,0.8971399619398553,
	866	+HRI,0.5392169590566752,2011.0,2011.0,2018-01-02,2025-12-31,0.5391221866633418,0.5624781267682565,0.5779714827267874,0.5397898976885899,0.5242521025098282,0.5325106362347123,0.4449122117423108,0.5928579774790609,
	867	+HRL,0.9859664525200125,2011.0,2011.0,2018-01-02,2025-12-31,0.9893316758541283,0.9879215028273827,0.9862983095713344,0.9828279137742053,0.979539641943734,0.9867344638246809,0.9844176972939049,0.9906905370843989,
	868	+HRTX,0.8921028403248081,2011.0,2011.0,2018-01-02,2025-12-31,0.8575790775154676,0.8915224308007424,0.9231689274529334,0.8969674826452321,0.9636722983582331,0.8726077502090884,0.8871685153215074,0.8436204652064825,
	869	+HSBC,0.9636479008126303,2011.0,2011.0,2018-01-02,2025-12-31,0.9683678348266791,0.973936487157539,0.9827432442668201,0.9581861730199326,0.98435803096145,0.9486845007939297,0.9354843317916492,0.9572784329886911,
	870	+HSIC,0.9090526401467123,2011.0,2011.0,2018-01-02,2025-12-31,0.9591799708234855,0.956868247676844,0.947037700297608,0.855642875324455,0.8954505006362111,0.8721313923467594,0.885771851154089,0.8999676609980485,
	871	+HST,0.9971058802047822,2011.0,2011.0,2018-01-02,2025-12-31,0.9961891564178069,0.9971075386676408,0.9967247252913882,0.9971176876547719,0.9988806606762849,0.9976034229888121,0.9959929297634295,0.9972408576865736,
	872	+HSY,0.9424674755385181,2011.0,2011.0,2018-01-02,2025-12-31,0.9551320662490098,0.9587225301549978,0.9438154133285629,0.9129583903071496,0.9240743719585964,0.9430446661252592,0.9578885335300408,0.9440932352335124,
	873	+HTGC,0.8213604945167972,2011.0,2011.0,2018-01-02,2025-12-31,0.6824129283764325,0.7065132736245814,0.8415513756139403,0.8062489574440945,0.9011793216945674,0.8853578502078763,0.859724788328684,0.8886224409401099,
	874	+HTH,0.6653089044424945,2011.0,2011.0,2018-01-02,2025-12-31,0.7016741702177122,0.7303709449986465,0.7575025201515104,0.7437451936609523,0.7444698364395052,0.5351409558672016,0.4965491519775711,0.6116521254287826,
	875	+HTHT,0.9279202866193729,2011.0,2011.0,2018-01-02,2025-12-31,0.8875207162767216,0.9208387661679136,0.9543260057741306,0.9023058498761823,0.9491841484862359,0.9411707494454613,0.9419071014627433,0.9260183028084508,
	876	+HTLD,0.6125895458760047,2011.0,2011.0,2018-01-02,2025-12-31,0.7369885314923865,0.680739175263484,0.648978646947051,0.5843831041586219,0.5601989322742001,0.4819221100350299,0.546898132836485,0.6600890171028231,
	877	+HUBB,0.6559339084544707,2011.0,2011.0,2018-01-02,2025-12-31,0.7260410365181615,0.612790022939597,0.6785574955062228,0.5500899171400135,0.6743534824230791,0.6549953576320287,0.6284094584327309,0.7230210058059903,
	878	+HUBG,0.5715275419020432,2011.0,2011.0,2018-01-02,2025-12-31,0.6220416693246892,0.585400263546589,0.5957788126942334,0.47114065765051816,0.502831862330197,0.4674698246081866,0.6384572923887598,0.6890383389292252,
	879	+HUBS,0.7815471229976683,2011.0,2011.0,2018-01-02,2025-12-31,0.8024158200472856,0.8250327605456634,0.8237284751081948,0.7529623017556497,0.8266284445857979,0.7688997709118678,0.6867529070835698,0.765825674840305,
	880	+HUM,0.8876774641328429,2011.0,2011.0,2018-01-02,2025-12-31,0.828781986030255,0.9268363846671989,0.889303869020057,0.8541121579478691,0.8761121862050592,0.8905333995951565,0.9140574149846764,0.9216888522563362,
	881	+HUN,0.9795365077050946,2011.0,2011.0,2018-01-02,2025-12-31,0.9894482505608648,0.9827717335989963,0.9707784114534388,0.9793671091625055,0.9897320573344736,0.9788352626028775,0.9553838019856614,0.9901687979539643,
	882	+HWC,0.7395213105052187,2011.0,2011.0,2018-01-02,2025-12-31,0.7322808739587413,0.7678240744749029,0.8024436450716395,0.6712393385130686,0.7106883311471148,0.7716185743203112,0.6750287586701691,0.7852718876134835,
	883	+HWM,0.9882338391076325,2011.0,2011.0,2018-01-02,2025-12-31,0.9913392816052307,0.9902005516816246,0.9907836786072253,0.9863191653472984,0.9908193313701713,0.9904058859892606,0.9866009320137148,0.9793611713797408,
	884	+HXL,0.8214967314321119,2011.0,2011.0,2018-01-02,2025-12-31,0.7900749337772123,0.7717365330636685,0.925710087212741,0.8340583846698925,0.8039481931186057,0.7675069150676961,0.8177315022444172,0.8604803335717143,
	885	+HYD,0.7156204986946167,2011.0,2011.0,2018-01-02,2025-12-31,0.6269135165861324,0.5470524359204496,0.7203021086868607,0.7312362062759027,0.839278876783867,0.8014383825650598,0.7181374232500888,0.741612538029842,
	886	+HYG,0.9983570501874363,2011.0,2011.0,2018-01-02,2025-12-31,0.9966069226928601,0.9968756030470434,0.9984735602438259,0.9976149880241951,0.9998064009944875,0.9996317135549873,0.9987618235700076,0.9990997442455243,
	887	+HYLB,0.7365867108124982,2011.0,2011.0,2018-01-02,2025-12-31,0.28909450379232393,0.49757799953555154,0.8434943392469599,0.8774282774446409,0.9402716886058751,0.9296067199185465,0.8059302022890342,0.7092128822680938,
	888	+HYLS,0.46113416608165403,2011.0,2011.0,2018-01-02,2025-12-31,0.3788259285134345,0.40535511546468994,0.5451141974419954,0.5274916821595044,0.5109857656681308,0.46446064896183076,0.4367649800493039,0.4193074023345172,
	889	+HYMB,0.5166391395126226,2011.0,2011.0,2018-01-02,2025-12-31,0.20500487957383684,0.27992816056294073,0.4093946304064442,0.4512598981484207,0.6414653141231995,0.7137199791517678,0.726462911560668,0.7086496406104168,
	890	+HYS,0.42498573815939944,2011.0,2011.0,2018-01-02,2025-12-31,0.4957041447910013,0.4453668478862113,0.47623765777327026,0.5308805299714501,0.48180717452126987,0.36724941515860415,0.2954480301633669,0.3060930170543388,
	891	+HZO,0.6010092754718565,2011.0,2011.0,2018-01-02,2025-12-31,0.596448064302106,0.5805705962582849,0.6588286173845875,0.7055267054964028,0.6682649892786522,0.6043211112592575,0.4780529836771579,0.5154275463327718,
	892	+IAG,0.9611682780500751,2011.0,2011.0,2018-01-02,2025-12-31,0.9651042259490178,0.9661850659626443,0.9605349136263913,0.9388117565866926,0.9442261016176986,0.9377550332723239,0.9804966289008906,0.9962762148337595,
	893	+IART,0.7434858089600421,2011.0,2011.0,2018-01-02,2025-12-31,0.7825656682852715,0.7297152049912623,0.7863225804473419,0.6299269484564207,0.7017581967254677,0.777593920073696,0.7841826544478634,0.7560109089586794,
	894	+IAT,0.585677176759324,2011.0,2011.0,2018-01-02,2025-12-31,0.5370887934667555,0.6311872025408831,0.5250502892455058,0.4665685629976972,0.5257466636526584,0.7130866777372394,0.633123687004852,0.6549363522866389,
	895	+IAU,0.9846477336673001,2011.0,2011.0,2018-01-02,2025-12-31,0.9515903489471164,0.9760600304411895,0.9979478988708388,0.992185279909065,0.9903029546762466,0.9823734015345268,0.987851662404092,0.9988030690537084,
	896	+IBB,0.9887454372642928,2011.0,2011.0,2018-01-02,2025-12-31,0.986050682181759,0.9890623740395258,0.997492999605754,0.9950472942800308,0.995356617915678,0.9902100095756414,0.9766722404326796,0.9799942788572259,
	897	+IBKR,0.8696895080354977,2011.0,2011.0,2018-01-02,2025-12-31,0.8573380566532793,0.7216542637386022,0.8401676098979374,0.8696553557888573,0.902525870626897,0.9193482260821081,0.8710044976847804,0.9772685421994883,
	898	+IBM,0.9989062712625317,2011.0,2011.0,2018-01-02,2025-12-31,0.9985021550626139,0.9982442252263223,0.9988880240186812,0.9997868712702473,0.9999796211573145,0.9997749360613811,0.9978484147282101,0.9982301790281329,
	899	+IBN,0.9863960541719635,2011.0,2011.0,2018-01-02,2025-12-31,0.9872662173695249,0.9855233596976122,0.9889569430539421,0.9823610603661754,0.9947641344538092,0.9902828329353583,0.9790321925871798,0.9830121816705252,
	900	+IBOC,0.45872820395450387,2011.0,2011.0,2018-01-02,2025-12-31,0.47604933051397036,0.504843471834781,0.5152881845533266,0.4338613596410471,0.5064365029307142,0.43780560235633503,0.38615828225651133,0.4088546320650659,
	901	+IBP,0.5122932524344551,2011.0,2011.0,2018-01-02,2025-12-31,0.5813744331772195,0.48515482159619805,0.591116514433913,0.48907810256460577,0.45522060797427977,0.4706245015211937,0.47561034854219175,0.5498690682537181,
	902	+ICE,0.9913790656642946,2011.0,2011.0,2018-01-02,2025-12-31,0.9923783128356138,0.9923957150687737,0.9960735893343824,0.9902874193155521,0.9941731480159288,0.9887161125319693,0.9879024073397475,0.9890627265124059,
	903	+ICF,0.42140374339359,2011.0,2011.0,2018-01-02,2025-12-31,0.4398232333390526,0.3609218878155012,0.32767541492969326,0.4313455652197001,0.6145121215722558,0.47753602986630467,0.4236083814664681,0.2964726245742476,
	904	+ICHR,0.607154107036094,2011.0,2011.0,2018-01-02,2025-12-31,0.8823636617998739,0.63599339729023,0.6746400438887961,0.5767877657278998,0.50155726713152,0.41369093707955057,0.4985881364016174,0.6730041090411025,
	905	+ICLR,0.7201751682578343,2011.0,2011.0,2018-01-02,2025-12-31,0.6130902385295245,0.5991417997242168,0.6326084058006148,0.7575051038342393,0.7947637094921607,0.7629735397146701,0.7490204543937227,0.8539177464515582,
	906	+ICUI,0.4315443253883136,2011.0,2011.0,2018-01-02,2025-12-31,0.4473571755812594,0.49124887952296103,0.42489895798604044,0.34444358827396604,0.4514876579305981,0.4311517193730985,0.45928029155202155,0.40242033429897817,
	907	+IDA,0.5787982341771835,2011.0,2011.0,2018-01-02,2025-12-31,0.6158446177955298,0.6179341645305694,0.6689778296135637,0.5943779806036021,0.4991598073590898,0.5255047090338298,0.5290931057497523,0.5785417873722742,
	908	+IDCC,0.5414185206054885,2011.0,2011.0,2018-01-02,2025-12-31,0.5712740606162399,0.6562958929021159,0.5445100126466307,0.489286421347851,0.45613104001492,0.5518384504430248,0.5624230528807442,0.499103865407692,
	909	+IDEV,0.5378915558373263,2011.0,2011.0,2018-01-02,2025-12-31,0.11325508018712413,0.18757824580481275,0.30690283164851334,0.41406905505522495,0.7874096998751821,0.7459390795263089,0.8223920037140483,0.9305758718076145,
	910	+IDU,0.26950917840991045,2011.0,2011.0,2018-01-02,2025-12-31,0.2755944863350926,0.21125876684900213,0.2611263114166109,0.25947833628952643,0.3327388860335436,0.2683696440043151,0.25991671481423123,0.28803660561690164,
	911	+IDV,0.8281147968665883,2011.0,2011.0,2018-01-02,2025-12-31,0.8084594507631467,0.7782885459974221,0.8794554795910247,0.8019180335091658,0.9237051382354365,0.8442809178070568,0.7460491099386385,0.8431065805262966,
	912	+IDXX,0.7239101801704424,2011.0,2011.0,2018-01-02,2025-12-31,0.7938456957493839,0.7730263683191526,0.7725358030155389,0.6666060132412055,0.7663957326896582,0.6893128568138569,0.6474209163025056,0.6817822814268918,
	913	+IEF,0.986516083457084,2011.0,2011.0,2018-01-02,2025-12-31,0.9522838090915813,0.9867212287758705,0.9824295817614475,0.9864815491413956,0.9971367726026839,0.9967263427109974,0.9951386351642104,0.9952838874680305,
	914	+IEFA,0.9991033967907964,2011.0,2011.0,2018-01-02,2025-12-31,0.9990116261297521,0.9978382657410789,0.9989082417637959,0.9987313766086144,0.9999796211573145,0.9996317135549871,0.9988633134413185,0.9998772378516624,
	915	+IEI,0.8359476992250311,2011.0,2011.0,2018-01-02,2025-12-31,0.6103700976508749,0.7508669447585339,0.830207064683801,0.8451163073925223,0.9142118813385384,0.9341841189803758,0.8994234894314894,0.9039593217051914,
	916	+IEMG,0.9995040067353342,2011.0,2011.0,2018-01-02,2025-12-31,0.9999388634719434,0.9995940405147566,0.9991710724502896,0.9997158283603297,0.9999184846292579,0.999549872122762,0.9985892907887792,0.9995601023017903,
	917	+IEO,0.45370694872339173,2011.0,2011.0,2018-01-02,2025-12-31,0.3560377947368597,0.36764571203850727,0.5508244168845385,0.4564643564685989,0.6583545455998577,0.5159881698403656,0.4334867610070335,0.29008870195512787,
	918	+IEP,0.5794810220373683,2011.0,2011.0,2018-01-02,2025-12-31,0.3510259515869203,0.3214949005909115,0.4007156602677184,0.5850864145369666,0.6860911646078806,0.7797161731372951,0.784850034525796,0.7298765348298808,
	919	+IEUR,0.7309529349405413,2011.0,2011.0,2018-01-02,2025-12-31,0.5615456743709155,0.6070488226886331,0.5803211488201868,0.7256845179173392,0.9464782534810277,0.8046094471582164,0.7774299705458115,0.846790317693119,
	920	+IEV,0.6153110535055462,2011.0,2011.0,2018-01-02,2025-12-31,0.765851153995429,0.5109775004170224,0.5454899504631708,0.5894027162345122,0.8582040125941247,0.5889614428916013,0.5413632792906984,0.5231360104726005,
	921	+IEX,0.6701092862602674,2011.0,2011.0,2018-01-02,2025-12-31,0.6233738758013847,0.6929775069585494,0.7521129579792374,0.6581202575129922,0.6928256960400964,0.6781108107780511,0.5743959236280541,0.6887479666913129,
	922	+IFF,0.9243201373789837,2011.0,2011.0,2018-01-02,2025-12-31,0.8136329725038706,0.9186223909166662,0.9412605994044005,0.9300274955782162,0.9401215515871327,0.9724386855916898,0.9273985231155446,0.9512104338129235,
	923	+IFLN,0.2982389177194308,2011.0,2011.0,2018-01-02,2025-12-31,0.41537726622268156,0.2911618387309591,0.38809025335565467,0.27669376013335484,0.3949072982382297,0.2539751518163416,0.1948720486889721,0.16995619447037005,
	924	+IGF,0.6061191151362021,2011.0,2011.0,2018-01-02,2025-12-31,0.4896519665510755,0.5021610608664099,0.6168107292794582,0.5346034285683503,0.6741101918793596,0.6414792063126508,0.573381217312806,0.8184864183464442,
	925	+IGIB,0.8250445991610451,2011.0,2011.0,2018-01-02,2025-12-31,0.6137547240161426,0.753641899097712,0.81510268434643,0.8399203145781976,0.8789013350604805,0.8996572162761665,0.914649038405114,0.8852139974060921,
	926	+IGLB,0.5499926884842666,2011.0,2011.0,2018-01-02,2025-12-31,0.19110124513280077,0.34486272701264037,0.48685604625321827,0.6618712461974967,0.5611060805202843,0.6707351910885929,0.7396582302128901,0.7451281802644817,
	927	+IGM,0.3214431329376891,2011.0,2011.0,2018-01-02,2025-12-31,0.27372504141082243,0.1695646113380444,0.2643415078020614,0.21364397122266726,0.2153594564663251,0.12885487448636984,0.5842698299183676,0.7230610053211476,
	928	+IGOV,0.30837154356991625,2011.0,2011.0,2018-01-02,2025-12-31,0.3407962554697514,0.33070498616370786,0.35510045081259767,0.2759549523497839,0.29599646045579747,0.3187752390880111,0.17052140589734074,0.3796651192106762,
	929	+IGSB,0.8976901390541739,2011.0,2011.0,2018-01-02,2025-12-31,0.7155636070764034,0.8345457765495099,0.9307553728058776,0.9381610189236764,0.9488703529417559,0.9482749542429789,0.9363401174742855,0.9290091029199646,
	930	+IGV,0.8825913964630997,2011.0,2011.0,2018-01-02,2025-12-31,0.6602949784358524,0.7576148187140783,0.8872443419418609,0.9017984005196281,0.966970387078732,0.9145649628489351,0.9731153330897576,0.9997457485363813,
	931	+IHG,0.4542041655466033,2011.0,2011.0,2018-01-02,2025-12-31,0.5483038694061948,0.4147171953471271,0.5879911480771128,0.35621920311499833,0.4635951050406198,0.434061938643168,0.39746218564354097,0.4308169840365571,
	932	+IHI,0.751678684653588,2011.0,2011.0,2018-01-02,2025-12-31,0.4431858872554532,0.5258343188913727,0.5938984665798518,0.7014167986034994,0.9788155652441445,0.970755215088302,0.91025476747468,0.8924274857274458,
	933	+IJH,0.9706678539966284,2011.0,2011.0,2018-01-02,2025-12-31,0.9773117322108036,0.9416396684369194,0.9646685801341107,0.9546949214468395,0.9683273668878867,0.9634638125598477,0.9955344456623229,0.999918158567775,
	934	+IJJ,0.4857897206387402,2011.0,2011.0,2018-01-02,2025-12-31,0.35393935343340766,0.34667747173050134,0.4680258996022231,0.5795422777944201,0.6580848398264013,0.5717393970982171,0.43127264643064456,0.477886280166301,
	935	+IJK,0.5072227896567063,2011.0,2011.0,2018-01-02,2025-12-31,0.37665191164409884,0.30538268607807156,0.4107883133576103,0.49120847597229705,0.6364949047339811,0.6487126701494529,0.613933395323924,0.5766615192543121,
	936	+IJR,0.9995866722794452,2011.0,2011.0,2018-01-02,2025-12-31,0.999836969258516,0.9997056793731985,0.9992418345581917,0.9997767222831161,0.9997962115731448,0.9996317135549873,0.9988227174927942,0.9998874680306906,
	937	+IJS,0.6092152305843394,2011.0,2011.0,2018-01-02,2025-12-31,0.43751516038607957,0.43547971424300197,0.5801545201057091,0.710753818664632,0.7344101732728001,0.7289861213803468,0.6447832859361206,0.6024668307050823,
	938	+IJT,0.3879936274418891,2011.0,2011.0,2018-01-02,2025-12-31,0.4557110523494318,0.32834599599850933,0.40913486591826204,0.4244108248423347,0.42125501702237,0.33799837577726327,0.35338604842307836,0.37351193318868864,
	939	+ILF,0.9077999211268847,2011.0,2011.0,2018-01-02,2025-12-31,0.960190510306986,0.9001373816921509,0.9251098788933113,0.9344288852294815,0.9630744062935661,0.8644211827735421,0.8312682308997505,0.8835910352601787,
	940	+ILMN,0.9271759109699261,2011.0,2011.0,2018-01-02,2025-12-31,0.8935405877731483,0.919122625353459,0.9434818205341672,0.8786181139122315,0.9409447699076545,0.9425725748778803,0.9535208616037939,0.9457318577956632,
	941	+IMAX,0.7787543958224312,2011.0,2011.0,2018-01-02,2025-12-31,0.747608805997329,0.6661104925519904,0.8700129302540973,0.8298623797345024,0.7844460269973306,0.7635272299729701,0.7680873228472652,0.7999643155840535,
	942	+IMKTA,0.28998535231654077,2011.0,2011.0,2018-01-02,2025-12-31,0.32378383340614825,0.268453840771146,0.3616343756858522,0.3117433112402871,0.32649788960665016,0.24032091732221425,0.24016048482721614,0.24654392067974934,
	943	+IMO,0.8157516720063144,2011.0,2011.0,2018-01-02,2025-12-31,0.7803009607368759,0.7358532258291048,0.8886667225928464,0.834544044968767,0.8921424639498514,0.862628719651883,0.784650566044125,0.7469255887807419,
	944	+INCY,0.9591788080190291,2011.0,2011.0,2018-01-02,2025-12-31,0.9614189392174939,0.9612762269548247,0.9664943575004217,0.9518430560630049,0.9554148589095938,0.9703553169052496,0.9626794326494936,0.9438804862971357,
	945	+INDA,0.9761988268412171,2011.0,2011.0,2018-01-02,2025-12-31,0.9833199172618986,0.9700927146049024,0.9798562748287204,0.9649048025007105,0.9786735411295991,0.9622334759578672,0.9838225145130516,0.9866833129295401,
	946	+INDB,0.43228771857449444,2011.0,2011.0,2018-01-02,2025-12-31,0.33887649122302077,0.38113842968329587,0.4509135905551127,0.44630820251721814,0.4107869077622191,0.4727199912728331,0.45562545369820434,0.5022791481315378,
	947	+INDY,0.27447793514381463,2011.0,2011.0,2018-01-02,2025-12-31,0.3866556054300634,0.3365830293928134,0.27608054385542724,0.22145277507939778,0.17421008201228613,0.24148323050629691,0.2808507564025679,0.27831696585495935,
	948	+INFY,0.9956847440771492,2011.0,2011.0,2018-01-02,2025-12-31,0.993111951172293,0.993233896347192,0.9960822130171327,0.9942861202451995,0.9967495745916589,0.9980460358056266,0.9956475756041822,0.9983529411764704,
	949	+ING,0.9539817581645454,2011.0,2011.0,2018-01-02,2025-12-31,0.9657362598188474,0.9561238122558591,0.9617027998175419,0.9324686396297649,0.9736399669862749,0.9583661773796681,0.9355592707582382,0.9483411837432273,
	950	+INGN,0.5287284102717896,2011.0,2011.0,2018-01-02,2025-12-31,0.5567544732404789,0.7486773128098688,0.6154658180451809,0.4381755449621294,0.42896271062946423,0.5319960727748755,0.46603994987650943,0.44246784887455914,
	951	+INGR,0.6941618976865045,2011.0,2011.0,2018-01-02,2025-12-31,0.7521953977522716,0.776991688220037,0.8123342905461488,0.7007970850954574,0.6493132450742719,0.6239735760778656,0.5715151023662435,0.6649694427946329,
	952	+INN,0.7885835068249946,2011.0,2011.0,2018-01-02,2025-12-31,0.8060724218675415,0.8144787278191722,0.873337791138524,0.7960880416456713,0.8086071732270684,0.7886485739566793,0.692566304631613,0.7282028581471739,
	953	+INO,0.8573412587539962,2011.0,2011.0,2018-01-02,2025-12-31,0.8144241738274717,0.7648302194701632,0.9887488248435652,0.9879125563268785,0.9818220723245126,0.9250657325365754,0.6321376960702545,0.7633827953600562,
	954	+INSM,0.8915587847160854,2010.0,2011.0,2018-01-02,2025-12-31,0.843804476884042,0.888590576006486,0.8910699513379955,0.8217485290702585,0.8912186069844089,0.9069588974679095,0.9331906126005591,0.9563360444115829,
	955	+INTC,0.9999236933438975,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,0.9999594040514757,1.0,
	956	+INTU,0.9531597739444847,2011.0,2011.0,2018-01-02,2025-12-31,0.9574624496885248,0.9667109855137879,0.9682821906626308,0.9514878415134169,0.9793562323595643,0.9530774657276881,0.9124240533496178,0.9364043587350456,
	957	+INVA,0.7655265465763442,2010.0,2011.0,2018-01-02,2025-12-31,0.8807648401798921,0.815882558806887,0.7988579656933612,0.7144641633011471,0.8047618980931344,0.7531570768839166,0.6460205965757413,0.7102471000351511,
	958	+INVH,0.9870912644664476,2011.0,2011.0,2018-01-02,2025-12-31,0.9578616238914599,0.98702690087643,0.9942884870050442,0.9916372346039866,0.9971062043386555,0.993616368286445,0.9857191726199375,0.9894397401243621,
	959	+INVX,0.6066487773567122,2011.0,2011.0,2018-01-02,2025-12-31,0.7785609359509876,0.7162154648245725,0.6485058774949332,0.5326817587396246,0.59043814077154,0.49657225973018515,0.5414784294100908,0.5478488260748354,
	960	+IONS,0.9068500840798692,2010.0,2011.0,2018-01-02,2025-12-31,0.9073771941723657,0.9331130281633911,0.907563846513203,0.917273200921278,0.8906174311251859,0.8779583762621059,0.8865813651513219,0.9342391486163802,
	961	+IOSP,0.2932011052699685,2011.0,2011.0,2018-01-02,2025-12-31,0.31663593018865255,0.3194025738600956,0.3551546362858795,0.2806306532503791,0.27999100433456053,0.2240651143622502,0.22876673163942413,0.3405842838268627,
	962	+IP,0.9937844792996827,2011.0,2011.0,2018-01-02,2025-12-31,0.9921673290353934,0.994013877272868,0.9936721332351319,0.9934234563390574,0.9962128190550483,0.992640283148083,0.9932437567375326,0.9949056617495545,
	963	+IPGP,0.62714502847278,2011.0,2011.0,2018-01-02,2025-12-31,0.7931108501352947,0.7871578949596185,0.6854254922673594,0.6099931352443443,0.7147052811287908,0.48620065211330776,0.481858517155059,0.4570143392201306,
	964	+IPI,0.5085695900821503,2011.0,2011.0,2018-01-02,2025-12-31,0.7592147017800244,0.6886232066835938,0.5469553057998626,0.3937378921621537,0.639557767523861,0.4166356771433073,0.24793816833004234,0.3754701155137513,
	965	+IQV,0.9126324047811821,2011.0,2011.0,2018-01-02,2025-12-31,0.9227578600882346,0.9412689658595769,0.945059714930752,0.8816051868923955,0.9182654842623904,0.8966627798450928,0.8764458458704589,0.9188498563653774,
	966	+IR,0.9653460011704813,2011.0,2011.0,2018-01-02,2025-12-31,0.9004040081416856,0.9175068200231532,0.9809010339939345,0.9811533308975764,0.9926753030785429,0.9883276566344649,0.9814843514162309,0.9804064435582599,
	967	+IRBT,0.8154363314349109,2004.0,2011.0,2018-01-02,2025-12-19,0.8763470740980033,0.8905857899173131,0.9030287475734514,0.7657735461792382,0.7277777775094939,0.5925577144519462,0.8691974007818664,0.8966445012787724,
	968	+IRDM,0.8553729327790015,2011.0,2011.0,2018-01-02,2025-12-31,0.8597020989869928,0.8770042806599939,0.8570270534030656,0.8864304290299126,0.7866864924153281,0.8057044157040522,0.8602133345954632,0.9099927031187501,
	969	+IRM,0.9639255220274864,2011.0,2011.0,2018-01-02,2025-12-31,0.9730244003803213,0.9857830487095587,0.9923273657289001,0.9766471806113749,0.9742144378691823,0.9441910279875395,0.9356255518211131,0.9291225560902292,
	970	+IRT,0.8606529857109879,2011.0,2011.0,2018-01-02,2025-12-31,0.7741261714031621,0.7444548050692219,0.793145877786222,0.7816671967227719,0.9762721214872633,0.9495425752415123,0.9321309813849298,0.9355675203936923,
	971	+IRTC,0.6290120823754343,2011.0,2011.0,2018-01-02,2025-12-31,0.5851298385807324,0.6682229729586732,0.6801410911152929,0.6939410835424217,0.6255914029485868,0.5999031284469281,0.6103832700055776,0.567675446358226,
	972	+IRWD,0.918827323889828,2011.0,2011.0,2018-01-02,2025-12-31,0.8966426629333143,0.9151063681190589,0.9451586956449876,0.9152096857700426,0.943480149051435,0.9453190627992387,0.9303465393300668,0.8589961333802015,
	973	+ISRG,0.9013253977947051,2011.0,2011.0,2018-01-02,2025-12-31,0.8834347583182741,0.846626822993776,0.8493392797778042,0.8164251207729469,0.9872680041400924,0.963363304687216,0.9091978298290949,0.9563534987454698,
	974	+ISTB,0.5771587681914149,2011.0,2011.0,2018-01-02,2025-12-31,0.3753262727565152,0.4925957607440256,0.630574845589367,0.6735941440248054,0.7401225753583767,0.6284848426079684,0.5384060760783468,0.5378951527860268,
	975	+IT,0.7282210180222882,2011.0,2011.0,2018-01-02,2025-12-31,0.7909314729542576,0.7388526122723283,0.7853970197414784,0.7813767240531765,0.741416342122329,0.6717386213500443,0.5370333173450712,0.7790515024060314,
	976	+ITA,0.7243106032661383,2011.0,2011.0,2018-01-02,2025-12-31,0.6931183400843483,0.5175760736329699,0.6769509034098184,0.5795083195720764,0.8395930103660219,0.876334832305063,0.7712895928341801,0.842782172337305,
	977	+ITB,0.9887120335132564,2011.0,2011.0,2018-01-02,2025-12-31,0.9903479136870054,0.9772668460199521,0.9971406742560504,0.9964580034912515,0.9968733446717609,0.9949318432503849,0.9736750184653846,0.9830121816705252,
	978	+ITGR,0.48444736239382924,2011.0,2011.0,2018-01-02,2025-12-31,0.512276586675202,0.5072100136159966,0.5573014733609888,0.37614012567043437,0.4276057791114062,0.45289681337195914,0.442111427990387,0.6003015236178957,
	979	+ITM,0.3429288812743231,2011.0,2011.0,2018-01-02,2025-12-31,0.3152445188277568,0.24206224147740013,0.2508749564563908,0.24728199542747245,0.46867827413995844,0.4121984945637023,0.3602876963684711,0.44894849759396854,
	980	+ITOT,0.9592668499878827,2011.0,2011.0,2018-01-02,2025-12-31,0.8948667095716961,0.9553903916123767,0.9765262876439922,0.9811634798847074,0.9869883986918714,0.9555417267669483,0.9487213045806275,0.9748163052569059,
	981	+ITRI,0.6158294384943369,2011.0,2011.0,2018-01-02,2025-12-31,0.5740565453003563,0.6085624166556519,0.6357803400442673,0.6479160521960003,0.6352364870526016,0.5512838389837699,0.6136891462402669,0.6597792996448528,
	982	+ITT,0.7109095210340292,2011.0,2011.0,2018-01-02,2025-12-31,0.8099878639645609,0.7762694747519174,0.8030536268981864,0.6953356794328419,0.7272862707302209,0.698386734706246,0.5478480491722755,0.6284471218530684,
	983	+ITUB,0.9942043587844702,2011.0,2011.0,2018-01-02,2025-12-31,0.9966884380636023,0.9968959010213054,0.9959867775946949,0.997594690049933,0.9954249498171,0.9913964194373401,0.9869585515365566,0.992662246518224,
	984	+ITW,0.928380061345609,2011.0,2011.0,2018-01-02,2025-12-31,0.9748443952218664,0.9688383767546445,0.9633288431094834,0.9244915357447326,0.937774652592645,0.9092449788487413,0.868337719042559,0.8797249487884995,
	985	+IUSB,0.7428292643210791,2011.0,2011.0,2018-01-02,2025-12-31,0.3004971423502243,0.4200598915299343,0.5964372308722286,0.8585932484127657,0.9287639203310877,0.9318091659495037,0.9502779956683546,0.958974266978582,
	986	+IUSG,0.7298231082122832,2011.0,2011.0,2018-01-02,2025-12-31,0.6676658416454786,0.7939273174755168,0.7689945356034251,0.635289798315095,0.8096210930873178,0.7189572490030425,0.6988247184305414,0.7452551120592478,
	987	+IUSV,0.7376851770722174,2011.0,2011.0,2018-01-02,2025-12-31,0.6086718446633824,0.7469523216938401,0.7521260851407574,0.6967587021071222,0.7797987333341995,0.7249906789008619,0.7586396259169922,0.8338033720803384,
	988	+IVE,0.8709268873681388,2011.0,2011.0,2018-01-02,2025-12-31,0.9031746615071815,0.8550449508740924,0.908288954504468,0.8909130105782267,0.9119408476565127,0.8320561932582635,0.8200177660184206,0.8456117622816692,
	989	+IVOG,0.07327244789480454,2010.0,2011.0,2018-01-02,2025-12-31,0.0995157320560789,0.06104024135926779,0.08776527945307452,0.04353410434851872,0.038467769870325366,0.052489594065526474,0.10773520205527091,0.09555205391449799,
	990	+IVR,0.9108609692665539,2011.0,2011.0,2018-01-02,2025-12-31,0.8708880071041998,0.8926645525989776,0.9885769740100887,0.9900032476758818,0.9409486814864637,0.8679726063926497,0.8477543706540931,0.8872035490478903,
	991	+IVV,0.9990258183570921,2011.0,2011.0,2018-01-02,2025-12-31,0.9988078377028968,0.9982848211748467,0.9987060643126472,0.9994722526691836,0.9998981057865723,0.9996419437340154,0.9981427353550115,0.9992634271099744,
	992	+IVW,0.9338583669262939,2011.0,2011.0,2018-01-02,2025-12-31,0.8781887033507406,0.772352687211295,0.877723365001253,0.9869179555880322,0.9954818850197686,0.9829977333608078,0.9912811061645621,0.9869814911334408,
	993	+IVZ,0.9933178876044061,2011.0,2011.0,2018-01-02,2025-12-31,0.9958121478281248,0.9957374254049445,0.9957875705231599,0.994824016563147,0.9952109719689017,0.9922689906789008,0.9860764554465234,0.990804862971358,
	994	+IWB,0.8497270478966091,2011.0,2011.0,2018-01-02,2025-12-31,0.9084270426083451,0.8303289926452071,0.8260868607030419,0.7834313408033726,0.8910726229999578,0.8618549108495653,0.837697013003979,0.8595828899043647,
	995	+IWD,0.9797734561462242,2011.0,2011.0,2018-01-02,2025-12-31,0.9697272291906542,0.966822047178649,0.9833319543425822,0.9958896602119107,0.9893724335394992,0.9839256736281984,0.9632307968176624,0.9859539641943734,
	996	+IWF,0.9568500325457532,2011.0,2011.0,2018-01-02,2025-12-31,0.9668145517106131,0.953460304377263,0.9705760423648955,0.962997081516857,0.98012193598426,0.9453774378492381,0.9320808617423203,0.9432504818123415,
	997	+IWM,0.9998130486925491,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,0.9999492550643446,1.0,0.9998567774936061,0.9992692729265619,1.0,
	998	+IWN,0.9210232558638546,2011.0,2011.0,2018-01-02,2025-12-31,0.9202869012670666,0.8653636810174306,0.9416408559043457,0.9637376689806357,0.9371929380452759,0.9448367413728318,0.9228103151419232,0.8720970654901152,
	999	+IWO,0.7860387160082704,2011.0,2011.0,2018-01-02,2025-12-31,0.8702532689329711,0.7731811042983028,0.752596507034793,0.787818108217255,0.8258917156189488,0.763294554005406,0.7530271398345725,0.7625050847868511,
	1000	+IWP,0.7793702074138473,2011.0,2011.0,2018-01-02,2025-12-31,0.6090271705507758,0.6185437771509457,0.6820593814337764,0.8449562804722135,0.9289770289395501,0.837646670949443,0.8318613454036055,0.8834826729372977,
	1001	+IWR,0.920300428105053,2011.0,2011.0,2018-01-02,2025-12-31,0.6121772953518709,0.9457177815834072,0.9788456750290677,0.9748406609020419,0.9850101539273868,0.9621687494697034,0.940074704241199,0.9630416601010896,
	1002	+IWS,0.729724536407078,2011.0,2011.0,2018-01-02,2025-12-31,0.7980398740548889,0.7472399083955307,0.8157144388188755,0.6870878717583606,0.7701520556240029,0.6820775020908837,0.6472811873564592,0.6895971200349087,
	1003	+IWV,0.4621789645320575,2011.0,2011.0,2018-01-02,2025-12-31,0.6024738756033913,0.47988749727516533,0.5329331497383215,0.32354417830048426,0.5090306523388272,0.4146440891625556,0.37898020668532545,0.4559734306250834,
	1004	+IWY,0.4875960245582304,2011.0,2011.0,2018-01-02,2025-12-31,0.265969636200474,0.2360683266369258,0.4524273343339041,0.35853134440121265,0.7246316608694011,0.5605140301329682,0.6581686936743238,0.64649771517921,
	1005	+IXC,0.7440109566714351,2011.0,2011.0,2018-01-02,2025-12-31,0.46862529880719545,0.4447465090851232,0.8083847875744996,0.8910912190963342,0.951611548738441,0.8302770148240628,0.8039804904721694,0.7536071562768936,
	1006	+IXJ,0.3619309564476988,2011.0,2011.0,2018-01-02,2025-12-31,0.21884259666827172,0.3277887155961361,0.3658241919501467,0.33686027470951285,0.3736084618749762,0.38978237839541346,0.38684365153438255,0.49665070726415433,
	1007	+IXN,0.4305766714001104,2011.0,2011.0,2018-01-02,2025-12-31,0.27898935041279954,0.25852866045106143,0.31693533670426705,0.4550865472914903,0.6824553279590815,0.49473063356807795,0.4774822354245634,0.48217287063187114,
	1008	+IXUS,0.9012231432590987,2011.0,2011.0,2018-01-02,2025-12-31,0.7516869890892546,0.8090657583178885,0.920838856283117,0.9319611902732108,0.9871181568679283,0.9467735421388832,0.9208784482266015,0.9418154931455376,
	1009	+IYC,0.2494737809214566,2011.0,2011.0,2018-01-02,2025-12-31,0.1654473728218965,0.12182921111297738,0.1689057020892261,0.28505724702134444,0.32960537336961415,0.24144357038096506,0.2759560586374807,0.4090527387546818,
	1010	+IYE,0.8817490216097376,2011.0,2011.0,2018-01-02,2025-12-31,0.8825687057952356,0.7589195167042708,0.9490789260046338,0.9812243738074938,0.9776212781387993,0.8856599556369014,0.7823428018092325,0.8363639713458018,
	1011	+IYF,0.5975870967397403,2011.0,2011.0,2018-01-02,2025-12-31,0.6117776865290683,0.4653801214145938,0.5622432747611203,0.8581186509908586,0.6825270885283486,0.4897376759069587,0.4458374530525171,0.6652898267899784,
	1012	+IYG,0.2985957688706587,2011.0,2011.0,2018-01-02,2025-12-31,0.42087626995321703,0.2884228627916583,0.3513497237283458,0.28794302252805787,0.36917475973127156,0.179196712767118,0.20847505840718047,0.28281082653543593,
	1013	+IYH,0.3316135504733059,2011.0,2011.0,2018-01-02,2025-12-31,0.3018176623815884,0.24400868253063984,0.2482501948832528,0.1572129573032592,0.21373634442484843,0.19032084459582307,0.510188621090307,0.7896315923443353,
	1014	+IYJ,0.2157004368483733,2011.0,2011.0,2018-01-02,2025-12-31,0.2427635912755567,0.16268335756584384,0.18529965836322593,0.29825588453665697,0.2806358836360356,0.19093164931334167,0.1870241399671346,0.17799924849395765,
	1015	+IYM,0.2182175197900499,2011.0,2011.0,2018-01-02,2025-12-31,0.3259299380217582,0.18974825317172683,0.21037589052100603,0.26786019717317516,0.38849119829574924,0.17682457182337183,0.08410023120450873,0.10229558429594793,
	1016	+IYR,0.9995892158346484,2011.0,2011.0,2018-01-02,2025-12-31,0.9996433702530033,0.9998579141801648,0.9993328144112087,0.9997970202573783,0.9999898105786573,0.9998158567774935,0.9986907806600901,0.9995907928388748,
	1017	+IYT,0.5825649380643403,2011.0,2011.0,2018-01-02,2025-12-31,0.5765213228611838,0.4730754105337444,0.5365940467939232,0.5477494452688693,0.6165748757554599,0.4515395449752125,0.6902703247656643,0.7689271160349572,
	1018	+IYW,0.6950997703802526,2011.0,2011.0,2018-01-02,2025-12-31,0.5539379433333923,0.36498369524332847,0.5114883982960944,0.7683072336015937,0.7633173201667338,0.843972557908389,0.8948047382975445,0.8629390189209828,
	1019	+IYZ,0.6638282298354794,2011.0,2011.0,2018-01-02,2025-12-31,0.5945302316992318,0.6262317070519396,0.6101907113067453,0.5144745239259245,0.8561120905886882,0.720524793638865,0.6323986837677581,0.7580618416746463,
	1020	+J,0.8348617638924872,2011.0,2011.0,2018-01-02,2025-12-31,0.939660033578731,0.9346497098736465,0.9056983522968916,0.8130386298347899,0.7902438077413622,0.7770798414564672,0.7390541971304628,0.7785215209512613,
	1021	+JACK,0.7509171731571195,2011.0,2011.0,2018-01-02,2025-12-31,0.8242188637481684,0.7948407263173146,0.8331541124450618,0.6853545113354086,0.718252262160193,0.6137224033648078,0.7054015506882745,0.8317808026569375,
	1022	+JAZZ,0.7779245277867162,2011.0,2011.0,2018-01-02,2025-12-31,0.7513252887771347,0.8098409292970572,0.836848258588601,0.8111678973395802,0.7661903989477177,0.7279050678173599,0.7347702182734486,0.7846183682622029,
	1023	+JBHT,0.8629821348819477,2011.0,2011.0,2018-01-02,2025-12-31,0.8984892661689817,0.9255426533550436,0.9047864936647313,0.8038904963730118,0.8760186463513107,0.8309949212736816,0.8057296756191316,0.8581393680076604,
	1024	+JBL,0.9270706547980845,2011.0,2011.0,2018-01-02,2025-12-31,0.9625050059757818,0.9297349546316225,0.951024812107919,0.90426041973902,0.9322294825739404,0.932715482236579,0.907284769804618,0.8966799432734149,
	1025	+JBLU,0.998810176711328,2011.0,2011.0,2018-01-02,2025-12-31,0.9971673408667121,0.9964827747157659,0.9992216168130769,0.9993098688750863,0.9995312866182329,0.9994987212276214,0.9996244874761497,0.9996521739130435,
	1026	+JBTM,0.4598121924426623,2010.0,2011.0,2018-01-02,2025-12-31,0.5251261713548709,0.4760474764808046,0.5135116100880416,0.38894040341598557,0.40291376885882,0.3237249003042388,0.4508723607583015,0.5971914037405608,
	1027	+JCI,0.9978614306204543,2011.0,2011.0,2018-01-02,2025-12-31,0.9970654466532844,0.9968335160151016,0.9978078598448417,0.9985994397759103,0.9997962115731448,0.999324808184143,0.9965102395103241,0.9969631398407292,
	1028	+JD,0.999821951135761,2011.0,2011.0,2018-01-02,2025-12-31,0.9999898105786573,0.9999594040514755,0.9994339031367832,0.9999695530386067,0.999959242314629,0.9998158567774935,0.9997970202573783,0.9996521739130434,
	1029	+JDST,0.925646866622372,2011.0,2011.0,2018-01-02,2025-12-31,0.8055422822111392,0.9178236511996103,0.9931057489158234,0.958845857183453,0.9789180872418255,0.9457391304347826,0.8880352676821811,0.9167206215682234,
	1030	+JELD,0.7803779856840154,2011.0,2011.0,2018-01-02,2025-12-31,0.8099215602891884,0.7127129098771868,0.8090309409592495,0.7668300028301724,0.8840694964895028,0.706678367534939,0.7257544545395601,0.8282360698658198,
	1031	+JJSF,0.26709363877276454,2011.0,2011.0,2018-01-02,2025-12-31,0.24579545118154064,0.29256807469192775,0.38595661051515334,0.24492805570610687,0.24596133109771312,0.19277846329135406,0.19550455665472452,0.33254617519787644,
	1032	+JKHY,0.7341891990749102,2011.0,2011.0,2018-01-02,2025-12-31,0.6883629226563522,0.7380835018257595,0.8301827267347053,0.7538428586628003,0.7583251314930337,0.7383540078302082,0.6271011529826575,0.7388644501278772,
	1033	+JKS,0.8433824990298477,2011.0,2011.0,2018-01-02,2025-12-31,0.6930051457543603,0.8122304626225791,0.9354043043579349,0.9577802135346892,0.9039097002856564,0.826229209342917,0.8687998106035463,0.7480869807638695,
	1034	+JLL,0.6158311924624984,2011.0,2011.0,2018-01-02,2025-12-31,0.6128582963934616,0.6205908903845899,0.7421516462155232,0.6367444223379304,0.6530242226690866,0.5747092035248058,0.473372376631125,0.6124800426661494,
	1035	+JNJ,0.9996210102746912,2011.0,2011.0,2018-01-02,2025-12-31,0.999439581826148,0.9992591239394308,0.9992216168130769,0.9999289570900823,1.0,0.9998772378516625,0.9992692729265619,0.9999795396419437,
	1036	+JNK,0.9809025957529343,2011.0,2011.0,2018-01-02,2025-12-31,0.9900799946841161,0.9701031521888238,0.9838567054379457,0.9839240043843623,0.9979111686247338,0.9965948533957163,0.9743301812791878,0.950395316420407,
	1037	+JNUG,0.9261038084790689,2011.0,2011.0,2018-01-02,2025-12-31,0.9964031342660051,0.9937279259529899,0.9771286518841094,0.9094710347907279,0.9648917451248086,0.9430281329923275,0.8969390558613721,0.7260175270602781,
	1038	+JOE,0.45536969848582093,2011.0,2011.0,2018-01-02,2025-12-31,0.5312816925411167,0.43460136991124493,0.5366527836553233,0.4419518820647292,0.4636442653767664,0.4094661640464964,0.3791020426303635,0.44582887480151756,
	1039	+JPM,0.9997876131405149,2011.0,2011.0,2018-01-02,2025-12-31,0.9999694317359719,0.9999695530386068,0.9993024877935364,0.9999492550643446,1.0,0.9998670076726344,0.9992692729265619,0.9999795396419437,
	1040	+JRVR,0.46175323245934946,2011.0,2011.0,2018-01-02,2025-12-31,0.4506083253560466,0.4240620556210671,0.4646411520320295,0.5116691707248184,0.42787818918626175,0.45470833080811146,0.5592057758607255,0.4005208664137404,
	1041	+KAI,0.2100506341676819,2011.0,2011.0,2018-01-02,2025-12-31,0.23568513065470026,0.2560507684081944,0.21974494691716037,0.13866392769072736,0.156145155502401,0.19643635834717157,0.198680612433173,0.2792889783154144,
	1042	+KALU,0.3478632156296332,2011.0,2011.0,2018-01-02,2025-12-31,0.3670895501882363,0.38139167336692215,0.42936693592838476,0.33280005456403317,0.3857364809920691,0.2862164579823275,0.30450506323829074,0.29479220857929,
	1043	+KB,0.49261514609611495,2011.0,2011.0,2018-01-02,2025-12-31,0.4997244268583295,0.45391479622276826,0.5085164376735546,0.4845017751588581,0.5944827132603632,0.5004459097465485,0.4925454487035559,0.4065380055999321,
	1044	+KBE,0.9895986071588142,2011.0,2011.0,2018-01-02,2025-12-31,0.9931964605910124,0.986211085849272,0.9919447137615244,0.9976758819469816,0.9934562666897048,0.991117489484976,0.9780698184899345,0.9851138774075466,
	1045	+KBH,0.9539796726903739,2011.0,2011.0,2018-01-02,2025-12-31,0.9720956660141413,0.9761146233340507,0.9763282783061725,0.9617398095992294,0.9820923575911261,0.9672074277887541,0.8981150877824858,0.8978987891055866,
	1046	+KBR,0.9198240780783206,2011.0,2011.0,2018-01-02,2025-12-31,0.9492905337716299,0.9184387471590052,0.9600784812621507,0.906568424471238,0.935134433478556,0.9148114083465655,0.8831271501663377,0.8908919891880098,
	1047	+KBWB,0.8397745141928602,2011.0,2011.0,2018-01-02,2025-12-31,0.634846488157985,0.6875898377758962,0.7789708909026041,0.9122214103032517,0.8709859414477216,0.9322258881710525,0.9259568378488148,0.9767717724633641,
	1048	+KDP,0.9893464998519584,2011.0,2011.0,2018-01-02,2025-12-31,0.9474066981006289,0.9835962065298679,0.992620523033066,0.994113587463971,0.9991237097645225,0.9994475703324809,0.9989140583769739,0.9995703324808184,
	1049	+KEP,0.4711922452715806,2011.0,2011.0,2018-01-02,2025-12-31,0.6745886117715053,0.517191855105941,0.40898016663158904,0.3908501926768372,0.47520597480624527,0.40495116422831234,0.3332659940822266,0.5657990569811274,
	1050	+KEX,0.7138866499341319,2011.0,2011.0,2018-01-02,2025-12-31,0.7456044357496862,0.7480856412899661,0.818758215554987,0.6923910301808751,0.6922497281331997,0.6478448018811893,0.6431512229866189,0.7221735978957833,
	1051	+KEY,0.9987983570152286,2011.0,2011.0,2018-01-02,2025-12-31,0.9976156754057935,0.9973932013907285,0.9982309473024473,0.9994316567206593,0.9996739385170317,0.9996726342710996,0.9988024195185321,0.9995805626598465,
	1052	+KEYS,0.9122811048487751,2011.0,2011.0,2018-01-02,2025-12-31,0.9094313042493123,0.9764328493949952,0.9698112654329786,0.8996280083569934,0.9152308717639112,0.9313521533072325,0.8749019492404421,0.8206567193124933,
	1053	+KFY,0.6044242213455743,2011.0,2011.0,2018-01-02,2025-12-31,0.7164446298393291,0.6596656933258913,0.7066588197541551,0.5614899713577304,0.5989520542332192,0.5214436188652258,0.5129977741491542,0.5567211548950921,
	1054	+KGC,0.9954590427308292,2011.0,2011.0,2018-01-02,2025-12-31,0.9907932541781095,0.9857711200422198,0.9979377899982815,0.9972699224617383,0.997768516725935,0.997473145780051,0.9970770917062475,0.9996112531969309,
	1055	+KHC,0.9996044771658691,2011.0,2011.0,2018-01-02,2025-12-31,0.9999592423146291,0.9999188081029514,0.9991205280875023,0.9984979499045994,0.9998064009944875,0.9997953964194374,0.9997767222831162,0.9999693094629157,
	1056	+KIE,0.8001040579283004,2011.0,2011.0,2018-01-02,2025-12-31,0.5228967163068553,0.592053333456468,0.7065841290796667,0.8295883570819632,0.9747784778752652,0.944466321620344,0.9091629096174496,0.9233906498103054,
	1057	+KIM,0.9917762339737111,2011.0,2011.0,2018-01-02,2025-12-31,0.9926375394411493,0.9905411439938295,0.9945976939409957,0.9922766207932449,0.9947218797444491,0.9927877237851663,0.987447194002266,0.9891915007090825,
	1058	+KKR,0.9913965330173264,2011.0,2011.0,2018-01-02,2025-12-31,0.97033859447122,0.9913578248113586,0.9937024598528041,0.9886940283359719,0.998196472422331,0.9975549872122763,0.9945296959363455,0.9968244263705893,
	1059	+KLAC,0.914362486427918,2011.0,2011.0,2018-01-02,2025-12-31,0.9661027892406087,0.9762946115323663,0.9598329458505067,0.9300125847440425,0.962908091757526,0.8828126204530854,0.8047330547027521,0.8315127816632526,
	1060	+KLIC,0.7614068309802926,2011.0,2011.0,2018-01-02,2025-12-31,0.8258471429369612,0.7104839806655542,0.7278703484873318,0.8820992164981935,0.8640229448383844,0.7153324686973491,0.6952795954565629,0.670024023951225,
	1061	+KMB,0.983857881420674,2011.0,2011.0,2018-01-02,2025-12-31,0.9885893451200952,0.9804189963642576,0.9868210005647073,0.9864916981285268,0.9789429571564773,0.9799052132701422,0.9865949676800454,0.9830485933503835,
	1062	+KMI,0.999456950964071,2011.0,2011.0,2018-01-02,2025-12-31,0.9992459828206355,0.9986704826858278,0.9987869352931069,0.9999391060772135,1.0,0.9998567774936061,0.9992286769780375,0.9999386189258311,
	1063	+KMPR,0.596389232923482,2011.0,2011.0,2018-01-02,2025-12-31,0.6109022172422297,0.6032578152491851,0.5744915871902475,0.5305393604656645,0.57702731696938,0.6157861359256251,0.5510289629966968,0.7091973673046387,
	1064	+KMT,0.8430221158327686,2011.0,2011.0,2018-01-02,2025-12-31,0.8975422777683584,0.8716286844430746,0.8700788056084408,0.8031362005616863,0.8733795862235354,0.857595810959867,0.7846749524729185,0.7860334298978193,
	1065	+KMX,0.9720410061361703,2011.0,2011.0,2018-01-02,2025-12-31,0.9815049929854768,0.9739263381704079,0.9770156816400788,0.9358312251337791,0.9780756490649322,0.9747654452673301,0.9707682234924329,0.9846035805626598,
	1066	+KN,0.8066022929812625,2011.0,2011.0,2018-01-02,2025-12-31,0.8791281100492273,0.8282248815454474,0.8295755715597267,0.810061705841757,0.8860252376030598,0.7739869334917152,0.7131269500725629,0.7323526260287755,
	1067	+KNX,0.9751294185901133,2011.0,2011.0,2018-01-02,2025-12-31,0.9824457035435669,0.9682091395525173,0.9854253533302484,0.9642248203629278,0.9769622978371721,0.9775703082386881,0.9668566306940387,0.97938972860935,
	1068	+KO,0.9996413587163187,2011.0,2011.0,2018-01-02,2025-12-31,0.9993784452980914,0.9994925506434457,0.999181181322847,0.9999492550643446,1.0,0.9998772378516625,0.9992692729265619,0.9999897698209719,
	1069	+KOF,0.4437856911048337,2011.0,2011.0,2018-01-02,2025-12-31,0.3914285042349601,0.36426893719229575,0.4892642575706233,0.4605164959039457,0.45339641180734697,0.4848048387292275,0.4418666979120791,0.4648822680937201,
	1070	+KOP,0.35477131868588296,2011.0,2011.0,2018-01-02,2025-12-31,0.43337366766675917,0.40941499891391403,0.5072776935558045,0.333848045709114,0.2885425848514404,0.24213767105853265,0.29624980014672264,0.32564492551605434,
	1071	+KOS,0.9883874348831032,2011.0,2011.0,2018-01-02,2025-12-31,0.9707491653729078,0.9821479316364228,0.9959362332319076,0.9893029675638371,0.9975749177204227,0.9923962618634925,0.98858238947753,0.990393861892583,
	1072	+KR,0.9991542678948646,2011.0,2011.0,2018-01-02,2025-12-31,0.9994599606688336,0.9994215077335282,0.9991003103423876,0.9994316567206594,0.9999082952079151,0.9990792838874679,0.9972293265132139,0.999611253196931,
	1073	+KRC,0.8516208332384272,2011.0,2011.0,2018-01-02,2025-12-31,0.7702326051728167,0.7477406719264393,0.866499114898739,0.8524918793673112,0.8784658942441407,0.9258118568259778,0.8784135468872623,0.8939604610853201,
	1074	+KRE,0.9996985887083953,2011.0,2011.0,2018-01-02,2025-12-31,0.999786022151802,0.9995737425404945,0.9993328144112088,0.9999086591158203,0.9999184846292579,0.9999283887468031,0.9991880810295133,0.9999590792838875,
	1075	+KRG,0.8721023293233624,2011.0,2011.0,2018-01-02,2025-12-31,0.8582770770229949,0.7898283291611857,0.7841991422980954,0.7972856221271392,0.9564254949752872,0.9556422346395801,0.9198554688033603,0.9169528126931794,
	1076	+KRNY,0.589603678598028,2011.0,2011.0,2018-01-02,2025-12-31,0.6282228330831292,0.6092183009614314,0.6330411230372917,0.607869062866578,0.5773057634312871,0.49930405692052215,0.6078105258175802,0.552982533545048,
	1077	+KRO,0.5289625981719637,2011.0,2011.0,2018-01-02,2025-12-31,0.7595816658216529,0.6194037474870433,0.5655167768238334,0.3870389353625921,0.539646000186114,0.45404574490006183,0.44398615274119807,0.46216957370213696,
	1078	+KSS,0.9973178210379995,2011.0,2011.0,2018-01-02,2025-12-31,0.9963929448446622,0.997361263345918,0.997402019752737,0.9984776519303374,0.9944060076828236,0.9986496163682865,0.9983152681362399,0.99753452685422,
	1079	+KT,0.789302043087813,2011.0,2011.0,2018-01-02,2025-12-31,0.8470320606037808,0.8105355817716879,0.7313965723639809,0.6730941981848033,0.7962067440351199,0.8372197185488661,0.7683175749865849,0.8519778911770766,
	1080	+KTOS,0.907545975468519,2011.0,2011.0,2018-01-02,2025-12-31,0.9307988105516625,0.9206052913644337,0.9150660193219361,0.8993930905695612,0.8812689026442322,0.8621849916970704,0.8657231283199452,0.9855447570332482,
	1081	+KWEB,0.9640229968491679,2011.0,2011.0,2018-01-02,2025-12-31,0.8449007330636726,0.929336402464001,0.9552224375960372,0.9889680509885114,0.9998471586798585,0.9993145780051151,0.9967929200665774,0.9980562659846546,
	1082	+KWR,0.25443640780786825,2011.0,2011.0,2018-01-02,2025-12-31,0.19058694495602152,0.3294255884921453,0.36626126893754746,0.20176551972530204,0.23458032695100497,0.21424176676646342,0.20671904313617745,0.2911069199161222,
	1083	+KYN,0.6636910767581009,2011.0,2011.0,2018-01-02,2025-12-31,0.6603573222413193,0.6713370766261034,0.7831901235069471,0.6418926042839692,0.6948698098600857,0.6464379340856475,0.6391858549862695,0.5710217815541629,
	1084	+KYNB,0.7571756570363227,2010.0,2011.0,2018-01-02,2025-12-31,0.7515822939922351,0.8104120142459071,0.853672201266407,0.8506463028923363,0.8062201926225596,0.8747602574514247,0.7849035211309607,0.32248123053053906,
	1085	+L,0.8747160974996786,2011.0,2011.0,2018-01-02,2025-12-31,0.9706358744607273,0.9442145290013799,0.9364178266278531,0.8718158875611512,0.8840934971644193,0.8430079150555752,0.784176834412589,0.7623963345898837,
	1086	+LABD,0.9732409011801619,2011.0,2011.0,2018-01-02,2025-12-31,0.9266565451747996,0.9642755652985833,0.954341193037641,0.9584906426338651,0.9986448069614127,0.9985063938618925,0.9949356554215887,0.9904040920716112,
	1087	+LABU,0.9681748745555642,2011.0,2011.0,2018-01-02,2025-12-31,0.9215084728418841,0.9729225023342669,0.9702513607093419,0.9812751187431493,1.0,0.9989565217391304,0.9606935500348913,0.9397429849335159,
	1088	+LAD,0.5776222798944901,2011.0,2011.0,2018-01-02,2025-12-31,0.6407773108726293,0.5670903363749511,0.6498929010466421,0.6513679103071959,0.6319144942393794,0.535165925261512,0.4486977839422052,0.4952602271487618,
	1089	+LADR,0.7895120250218808,2011.0,2011.0,2018-01-02,2025-12-31,0.8439258807004197,0.7962290211778097,0.8841451340894035,0.8088844233345514,0.7854775248166737,0.782347123065175,0.6953470790060648,0.7189475036666222,
	1090	+LAMR,0.7110249032076287,2011.0,2011.0,2018-01-02,2025-12-31,0.7683616149334613,0.663571802785267,0.8238353608649516,0.6846775113644608,0.7730677271520214,0.70734895334602,0.5947999091112509,0.6722253063599228,
	1091	+LAUR,0.7846949111916797,2011.0,2011.0,2018-01-02,2025-12-31,0.7189558151438077,0.8351728492757086,0.832005198355962,0.7695633511320593,0.8630125019370766,0.7785706839917093,0.6994723296283277,0.7805875322723361,
	1092	+LAZ,0.8291233526690341,2011.0,2011.0,2018-01-02,2025-12-31,0.8442780193754502,0.863477219997141,0.785775599414222,0.7922645189678316,0.8933436083908871,0.7962742269790669,0.8119113226717982,0.8460227148761833,
	1093	+LBTYA,0.9361772514657102,2011.0,2011.0,2018-01-02,2025-12-31,0.9582689109985918,0.9676521477469344,0.9532850793568055,0.8920822123752997,0.9490067269980212,0.9381793190385571,0.9284653692509355,0.9022959236857734,
	1094	+LBTYK,0.9416103275718775,2011.0,2011.0,2018-01-02,2025-12-31,0.9862544706086143,0.9869301728521616,0.979750730533725,0.9406314074499913,0.9624852066262533,0.9546628525714841,0.9279680688815124,0.7932343607956266,
	1095	+LCII,0.4396800795826588,2011.0,2011.0,2018-01-02,2025-12-31,0.5383440722268681,0.4904138728092377,0.3874571792230761,0.38357428279368616,0.4276320977589503,0.4121292590392844,0.3955364754597491,0.48302973297293367,
	1096	+LDOS,0.8658352443700469,2011.0,2011.0,2018-01-02,2025-12-31,0.8841179807502998,0.9171871509782565,0.9299774687124406,0.8331819643167384,0.8611280384818225,0.8289657095065516,0.8328165526805544,0.8385976412407121,
	1097	+LE,0.45911020737081193,2011.0,2011.0,2018-01-02,2025-12-31,0.5332408140314223,0.5290707394984919,0.581775532916046,0.5070800488613605,0.4964220885213465,0.34446690343147357,0.2741943195301337,0.40524934243221294,
	1098	+LEA,0.7906653042934952,2011.0,2011.0,2018-01-02,2025-12-31,0.8402741079898054,0.8394588964097214,0.8143199893181318,0.7320192174678787,0.7838139448364044,0.7800979382068096,0.7699419420216744,0.7651861189561339,
	1099	+LECO,0.61011583597519,2011.0,2011.0,2018-01-02,2025-12-31,0.7241933708783731,0.7001968037713058,0.678555627041627,0.5482729117472939,0.5935243281609867,0.6048752863601654,0.5064062234551077,0.5242946873371233,
	1100	+LEN,0.9912195690818473,2011.0,2011.0,2018-01-02,2025-12-31,0.9958325266708102,0.9953329570031185,0.9964794294264873,0.9927333252141435,0.9958996512948218,0.9913864801638769,0.9699736203293736,0.992143222506394,
	1101	+LEN.B,0.2443237386191802,2011.0,2011.0,2018-01-02,2025-12-31,0.31595000345522795,0.20217099821589465,0.3300664267909461,0.22101603193650562,0.28472184159448316,0.2518283172325184,0.15585934215708402,0.19273133658985955,
	1102	+LFUS,0.3492101486574812,2011.0,2011.0,2018-01-02,2025-12-31,0.45251659632183133,0.4456485183536977,0.38566608822516124,0.2967075627558531,0.3148103335799238,0.2524279220857929,0.26221745652722245,0.3833180688718924,
	1103	+LGIH,0.5802933745009953,2011.0,2011.0,2018-01-02,2025-12-31,0.700188398054429,0.6262013562894764,0.696651515015772,0.5861173303719456,0.6000035445664766,0.4638021842159489,0.40243634372493414,0.56600060605326,
	1104	+LGND,0.468119449764396,2011.0,2011.0,2018-01-02,2025-12-31,0.699465190594575,0.6972458053899491,0.6886250702051617,0.4377307211091044,0.3435025368037311,0.28881249924243335,0.2965476801339397,0.2897357850207876,
	1105	+LH,0.8293089960345914,2011.0,2011.0,2018-01-02,2025-12-31,0.8674325859915931,0.8623401486427389,0.9056344412258411,0.8356114682977388,0.8722635306943762,0.8207939782548089,0.7299898048373824,0.7396456770220967,
	1106	+LHX,0.919271095916858,2011.0,2011.0,2018-01-02,2025-12-31,0.8766402010532193,0.941045688142693,0.9766526245962858,0.9422116672756058,0.9344571025602926,0.9307299063041661,0.834138855074965,0.9180372601544224,
	1107	+LII,0.6001702518428855,2011.0,2011.0,2018-01-02,2025-12-31,0.6299229211322851,0.6511694519142914,0.6700282420819141,0.5883315892467297,0.6471422222529138,0.5694346492769785,0.46141840897359016,0.5835660658658682,
	1108	+LILA,0.5276775904667695,2011.0,2011.0,2018-01-02,2025-12-31,0.5624474623052982,0.5618289282881227,0.554876014678083,0.45907562832812226,0.496822276837306,0.5024034617762209,0.5443235127693499,0.5394438370443994,
	1109	+LILAK,0.7816279501902696,2011.0,2011.0,2018-01-02,2025-12-31,0.7557819291916346,0.7448907305212077,0.8420715753211856,0.6999762196244664,0.8513839576301647,0.82368664622247,0.7921041553512674,0.7430907261730161,
	1110	+LIT,0.7094748956254835,2011.0,2011.0,2018-01-02,2025-12-31,0.6847569781962318,0.40170859881833076,0.7034232139861953,0.9254658385093166,0.8754331168073249,0.777502527242094,0.7156660246350067,0.5920351995733386,
	1111	+LITE,0.9330051910043904,2011.0,2011.0,2018-01-02,2025-12-31,0.9771526130481286,0.9639053918153566,0.9628840527169559,0.872639735198977,0.8810741446524057,0.9120041211621678,0.9126288127724473,0.981823977891177,
	1112	+LIVN,0.6668550002537226,2011.0,2011.0,2018-01-02,2025-12-31,0.6775140863920954,0.7100908637374862,0.7630359061883212,0.5814076712490065,0.5970180924041436,0.6501394164919213,0.66920213376923,0.6858332868692502,
	1113	+LKFT,0.44530097493928483,2011.0,2011.0,2018-01-02,2025-12-31,0.3860464615399326,0.4275668231438465,0.4702064456950169,0.5514731615566758,0.540249783764543,0.4144442855238118,0.34322469972946934,0.42886360165331333,
	1114	+LKQ,0.9717445252430404,2011.0,2011.0,2018-01-02,2025-12-31,0.9760695403378183,0.9814380797308278,0.9850807413856716,0.9667056464731645,0.9786840202975204,0.951378334808063,0.9567049980923752,0.9777728269960363,
	1115	+LLY,0.9926289638693466,2011.0,2011.0,2018-01-02,2025-12-31,0.9960363150976655,0.9957272764178133,0.9958063030784677,0.9936467340559412,0.9908295207915142,0.9921125319693094,0.9853854585312386,0.991468030690537,
	1116	+LMBS,0.6927704343604508,2011.0,2011.0,2018-01-02,2025-12-31,0.4665889598537282,0.6484435590294912,0.789836443712049,0.7859521375690877,0.7481866089658891,0.7227414940424964,0.689845510290111,0.6897195912776815,
	1117	+LMT,0.9451807377094855,2011.0,2011.0,2018-01-02,2025-12-31,0.9670479908706648,0.9524435778844816,0.9742642956585553,0.9676044330775789,0.9593876225380535,0.9253746742463727,0.8761879365387202,0.9389565217391305,
	1118	+LNC,0.9741150704735667,2011.0,2011.0,2018-01-02,2025-12-31,0.9752370018356894,0.9789521550772929,0.9886322613983884,0.9751349815288434,0.981072835963693,0.9947332517181608,0.9479305493747743,0.9511836220167028,
	1119	+LNG,0.97274609530975,2011.0,2011.0,2018-01-02,2025-12-31,0.9820564290153962,0.9795847111425104,0.977706055353599,0.9589169000933708,0.9930523116682252,0.9765012787723786,0.9557456061619648,0.9584194130980229,
	1120	+LNN,0.24227801503194113,2011.0,2011.0,2018-01-02,2025-12-31,0.2980910384715366,0.32804474904873687,0.25417135918774103,0.18507611163154733,0.2075684607179215,0.23886425619083407,0.20470107817836936,0.22155202967236762,
	1121	+LNT,0.9718178784819634,2011.0,2011.0,2018-01-02,2025-12-31,0.9853637896264059,0.9709828433056031,0.9735947146023334,0.9631606677975812,0.9737658135835223,0.9823062993175841,0.9610815684196612,0.964365862231973,
	1122	+LNTH,0.7443265021738266,2011.0,2011.0,2018-01-02,2025-12-31,0.5794195130123015,0.6275945091959443,0.6825742152939768,0.6644959378077765,0.8724454432545574,0.8782333305050848,0.8180759425138282,0.833643810378056,
	1123	+LOGI,0.7563476514616452,2011.0,2011.0,2018-01-02,2025-12-31,0.6430226054002678,0.532161995920011,0.7832142698186484,0.8929078877927983,0.8909239830052043,0.8027066823432443,0.7280110409436115,0.7783530381449922,
	1124	+LOPE,0.5475623275147861,2011.0,2011.0,2018-01-02,2025-12-31,0.6403707481319434,0.6877888252629164,0.7198760029402925,0.6069167896569989,0.5954776547197231,0.40771651252712093,0.33860816117091797,0.3811882522636089,
	1125	+LOW,0.9937721050844396,2011.0,2011.0,2018-01-02,2025-12-31,0.9975035917710232,0.996650834246742,0.9970886447034562,0.996884260950757,0.9970552572319417,0.994005115089514,0.983984898307149,0.9869667519181585,
	1126	+LPL,0.5808619494996884,2011.0,2011.0,2018-01-02,2025-12-31,0.7986200432871731,0.6290387918337882,0.6026965872685792,0.7084437456554158,0.5964588815077021,0.37229429946303677,0.4253791632732494,0.512606441134047,
	1127	+LPLA,0.8181675069851783,2011.0,2011.0,2018-01-02,2025-12-31,0.8663359917742878,0.8620228364716311,0.8570647580604245,0.7671780024599991,0.8772383828644648,0.8091239621337923,0.7286628848943246,0.7775906231439619,
	1128	+LPX,0.9062423009612751,2011.0,2011.0,2018-01-02,2025-12-31,0.9693765875396125,0.9691422691749961,0.9625415487837182,0.9722034153313774,0.9547616252484394,0.8508640137695299,0.8127384410732491,0.756905443570381,
	1129	+LQD,0.9964879469749024,2011.0,2011.0,2018-01-02,2025-12-31,0.9855007431758283,0.9942702955211893,0.9979580077433964,0.9987618235700076,0.9997758327304592,0.9994578005115089,0.9976758819469815,0.9985063938618925,
	1130	+LRCX,0.9613537586763184,2011.0,2011.0,2018-01-02,2025-12-31,0.9974730235069951,0.988023281295484,0.9857860149066104,0.9522388665611172,0.9626869185359626,0.9177212882268094,0.8869635154013525,0.9999488491048593,
	1131	+LRGF,0.34130308539092735,2011.0,2011.0,2018-01-02,2025-12-31,0.3299358293423559,0.3671965592336255,0.36491880108004926,0.2956986283764141,0.4076764782423741,0.28733818984012316,0.2681168078193569,0.4097831541435862,
	1132	+LSAK,0.2707863565458884,2011.0,2011.0,2018-01-02,2025-12-31,0.5743252369607882,0.4435381062240131,0.41886592535253975,0.3201056918405799,0.14679242569605944,0.086168846438225,0.06860811499543151,0.10523222748815167,
	1133	+LSTR,0.6081079944838123,2011.0,2011.0,2018-01-02,2025-12-31,0.6758810263847581,0.6807909302879062,0.6936327948689854,0.6181323343266835,0.6578079386795795,0.513225488175901,0.4459098427474569,0.5786233378989345,
	1134	+LTC,0.577162921057612,2011.0,2011.0,2018-01-02,2025-12-31,0.5944948826166588,0.5551650359986017,0.6642463023444968,0.6105919735845433,0.5795966447539378,0.5336398346686708,0.506713675235875,0.5722031005684779,
	1135	+LULU,0.9660994841941279,2011.0,2011.0,2018-01-02,2025-12-31,0.9755861464627424,0.9843836909720958,0.9822589286616863,0.9274093454951868,0.9656442652801842,0.9503703470260967,0.9642979315498437,0.9787928388746803,
	1136	+LUMN,0.9988337799392344,2011.0,2011.0,2018-01-02,2025-12-31,0.9983798820065007,0.9991068891324645,0.9985139957340556,0.9993809117850038,0.9998064009944876,0.9991304347826088,0.9976758819469816,0.9986803069053708,
	1137	+LUV,0.9991593550052714,2011.0,2011.0,2018-01-02,2025-12-31,0.9983493137424725,0.9974932001786222,0.998817261910779,0.9999289570900824,0.9998471586798585,0.9998363171355499,0.9991170381195956,0.9998976982097186,
	1138	+LVS,0.9981461219543947,2011.0,2011.0,2018-01-02,2025-12-31,0.9961687775751215,0.9963159176714163,0.9985241046066131,0.9998579141801648,0.9998777269438869,0.998936061381074,0.9976078212038988,0.9978823529411764,
	1139	+LW,0.9338770638652535,2011.0,2011.0,2018-01-02,2025-12-31,0.8898250225241747,0.9426933834183444,0.9376344366265437,0.8927860999472252,0.9431172414619048,0.945141222530636,0.9648704594826459,0.9550530539023768,
	1140	+LXP,0.9247264974459481,2011.0,2011.0,2018-01-02,2025-12-31,0.9051786937171497,0.9258750206587203,0.943559433678921,0.9192140624365687,0.9429086722165048,0.9323414746487922,0.9184832872636657,0.9101156592041308,
	1141	+LXRX,0.805805292259586,2009.0,2011.0,2018-01-02,2025-12-31,0.7343310241657822,0.7880566334645679,0.8290892916713,0.8071363925747509,0.675598330306367,0.7881405073877892,0.925873577674768,0.897914691943128,
	1142	+LYB,0.987584448971102,2011.0,2011.0,2018-01-02,2025-12-31,0.9860419897844049,0.9922234708843354,0.9889334195637729,0.9830714894653512,0.9924220645689625,0.9832008339292856,0.9771880590961571,0.9976470588235294,
	1143	+LYG,0.9383576749858541,2011.0,2011.0,2018-01-02,2025-12-31,0.9596034354479152,0.966976686958869,0.9279659468015552,0.834977469248569,0.9459816761366312,0.9484190979503279,0.9467186833521788,0.9767588271657313,
	1144	+LYV,0.9632165994389555,2011.0,2011.0,2018-01-02,2025-12-31,0.9476349701133648,0.9351562934398293,0.981048211512875,0.9797730686477489,0.9766590297517098,0.9698964618610683,0.9616582810059253,0.9538055538720742,
	1145	+LZB,0.6758786661724293,2011.0,2011.0,2018-01-02,2025-12-31,0.6617970246986262,0.7057384393416682,0.6997597777351171,0.6690304186789078,0.7229842584064294,0.6387532272336092,0.6541878857456851,0.654349062435607,
	1146	+M,0.9987625603935388,2011.0,2011.0,2018-01-02,2025-12-31,0.9986651858040981,0.9986197377501725,0.9990194393619279,0.9999289570900824,0.9999388634719434,0.9997647058823529,0.9964985994397758,0.9976675191815855,
	1147	+MA,0.994465260041662,2011.0,2011.0,2018-01-02,2025-12-31,0.9975341600350516,0.997448419576636,0.9984836691163834,0.9991068891324646,0.9981353358942744,0.9931969309462915,0.9880083704613104,0.9837237851662404,
	1148	+MAA,0.805175195772833,2011.0,2011.0,2018-01-02,2025-12-31,0.835210255329031,0.8086719679973097,0.8424750678552082,0.7777944682921591,0.8072190456607287,0.8033968557956873,0.7602559122419489,0.8063525048181234,
	1149	+MAC,0.9533084453488625,2011.0,2011.0,2018-01-02,2025-12-31,0.923216625504141,0.9600395416082498,0.9914984381791898,0.9862278244631186,0.977033334039993,0.9438296747918207,0.9274412354405324,0.9166378104507825,
	1150	+MAIN,0.6998669111863032,2011.0,2011.0,2018-01-02,2025-12-31,0.6364915243572322,0.6202126842906953,0.7747212837712399,0.6781991868112037,0.7153907732423478,0.7020296481254773,0.7016178062680529,0.7703621047017611,
	1151	+MAN,0.7279450543374816,2011.0,2011.0,2018-01-02,2025-12-31,0.8277225759571863,0.7668389012312116,0.8092925260026792,0.678499135075419,0.6942989125183125,0.6060671264590732,0.6273895573752544,0.8130998654561763,
	1152	+MANH,0.6858792019464152,2011.0,2011.0,2018-01-02,2025-12-31,0.7873992689983572,0.7529895260528828,0.7578927897053158,0.6593243314222454,0.6545179628632777,0.6148906801129682,0.5836012954532729,0.6757667422213064,
	1153	+MAR,0.9744294346090864,2011.0,2011.0,2018-01-02,2025-12-31,0.9865355730808237,0.9841201059034783,0.995169444107349,0.9892623716153126,0.9920726301953312,0.9801143258869589,0.9285283795501853,0.9394357886571072,
	1154	+MARA,0.8161049971390729,2011.0,2011.0,2018-01-02,2025-12-31,0.5555396141280625,0.2781326075316451,0.6983108073956512,0.9999492550643446,0.9999898105786573,1.0,1.0,1.0,
	1155	+MARK,0.5003662809903647,2011.0,2011.0,2018-01-02,2025-12-31,0.6059364437982667,0.38562457059202554,0.8335473044691326,0.8635265700483091,0.6564698406891217,0.3802977903298142,0.22753476004042666,0.04514340432237185,
	1156	+MAS,0.98246747288647,2011.0,2011.0,2018-01-02,2025-12-31,0.9933972549698903,0.9940935780864993,0.9909400547210997,0.98084020337993,0.9878433925538317,0.9804458612622877,0.9629698572196239,0.9691186773493654,
	1157	+MAT,0.984634527673341,2011.0,2011.0,2018-01-02,2025-12-31,0.9939067260370282,0.9951923622667007,0.9831342324608546,0.9719279015954209,0.9929285415881233,0.9821293802499363,0.9763182283697187,0.981570308238688,
	1158	+MATV,0.5516078098741428,2011.0,2011.0,2018-01-02,2025-12-31,0.48906136644196657,0.5117510841138432,0.54370978279674,0.3934420804519349,0.609197831285493,0.6643996557617483,0.570150568641496,0.6327005490842535,
	1159	+MATW,0.36983763396180463,2011.0,2011.0,2018-01-02,2025-12-31,0.3953319218489733,0.38184472222847515,0.4814283961487974,0.3058897506389052,0.341339143975606,0.3054249039405584,0.3220433787911758,0.42486966218591293,
	1160	+MATX,0.537097960586479,2011.0,2011.0,2018-01-02,2025-12-31,0.5375373211702228,0.4273443150184038,0.5261417600256181,0.6102833193171492,0.6903840982055464,0.49327091792826755,0.4635798065362556,0.5486394104313885,
	1161	+MBB,0.9164004588019068,2011.0,2011.0,2018-01-02,2025-12-31,0.7634803509082179,0.8701702605624981,0.9019290363853776,0.925634475233874,0.9569949435841681,0.9716175561508347,0.9726198124005423,0.9692264093768559,
	1162	+MBI,0.6494091770302427,2011.0,2011.0,2018-01-02,2025-12-31,0.8578083153501315,0.7931174186825634,0.7368914392845065,0.591542276640033,0.5831125746103475,0.604514030132968,0.5699560544047277,0.45666200409692004,
	1163	+MBUU,0.4620080340059588,2011.0,2011.0,2018-01-02,2025-12-31,0.5274126581877481,0.521457363768366,0.5586878740911656,0.46511898941869484,0.42338460608300726,0.3657149852729058,0.4488419380390387,0.3837834208070205,
	1164	+MC,0.7664645578998783,2011.0,2011.0,2018-01-02,2025-12-31,0.7024815490586109,0.7827385642078797,0.8084053406850548,0.7107869591960694,0.7964042063283453,0.7945625386358953,0.7194267775109219,0.8172349426067563,
	1165	+MCD,0.9971537617273791,2011.0,2011.0,2018-01-02,2025-12-31,0.998583670433356,0.9986197377501724,0.9984230158810387,0.9964783014655137,0.9983085560571013,0.996235294117647,0.995057443267162,0.9955089514066496,
	1166	+MCHB,0.40434432357527716,2011.0,2011.0,2018-01-02,2025-12-31,0.3920611175979468,0.4290857080520236,0.4391914185924588,0.3506679476516205,0.3981610074411267,0.5434244433400808,0.30849169120220377,0.3743252566635556,
	1167	+MCHI,0.9870355292651064,2011.0,2011.0,2018-01-02,2025-12-31,0.9948543422219053,0.9803067322127696,0.9948849104859335,0.9984878009174682,0.9992154145566073,0.9922966751918157,0.9681930743311817,0.967984048678198,
	1168	+MCHP,0.9955442819670536,2011.0,2011.0,2018-01-02,2025-12-31,0.9932851713351197,0.9914121291074297,0.9928494339007413,0.9876689806357325,0.9999082952079152,0.9996624040920716,0.9997158283603297,0.9999386189258311,
	1169	+MCK,0.8884905338549277,2011.0,2011.0,2018-01-02,2025-12-31,0.9691146566326782,0.9643089463273461,0.9591847802731149,0.9142571720631382,0.9315881768136,0.8442372819723397,0.7720541819310319,0.751954667216155,
	1170	+MCO,0.8406648670069313,2011.0,2011.0,2018-01-02,2025-12-31,0.8936658548772389,0.8965228992895323,0.8993009690671854,0.8187288927522379,0.8734347829467334,0.8197784269281584,0.7399709729348158,0.7834035951079379,
	1171	+MCY,0.5359581103219574,2011.0,2011.0,2018-01-02,2025-12-31,0.6265451038116114,0.5777339784048794,0.6171061862323576,0.5157567594659267,0.6202997611860408,0.4056066229500248,0.43623463534737333,0.48733353535108664,
	1172	+MD,0.785688157443849,2011.0,2011.0,2018-01-02,2025-12-31,0.8112087594640287,0.8896905626733145,0.8887493662192045,0.7555338434570202,0.7543260975081263,0.7162750996957612,0.7446619213658401,0.7235836656525376,
	1173	+MDGL,0.5161791176637245,2011.0,2011.0,2018-01-02,2025-12-31,0.5580940199638289,0.48511951658883207,0.46821346470204483,0.37793885326642507,0.49781779778982266,0.6401789069223403,0.5828615737798657,0.5205111210773203,
	1174	+MDLZ,0.9997698082540911,2011.0,2011.0,2018-01-02,2025-12-31,0.9998777269438869,0.9998680631672959,0.9993125966660938,0.9994925506434459,0.9999694317359717,0.9999079283887468,0.9998071692445095,0.9999283887468031,
	1175	+MDRX,0.7369171077841342,2007.0,2011.0,2018-01-02,2025-12-31,0.9446746776122622,0.965960874355924,0.9435885625628779,0.9300531806925669,0.9172843540566042,0.84059567762815,0.3107754538040231,0.03840321935491691,
	1176	+MDT,0.9993335885367053,2011.0,2011.0,2018-01-02,2025-12-31,0.9984613973772428,0.9985994397759103,0.9988576974010088,0.9997361263345917,1.0,0.9999386189258311,0.9992286769780376,0.9998567774936061,
	1177	+MDU,0.9153208582478434,2011.0,2011.0,2018-01-02,2025-12-31,0.8827136756666621,0.9039445505518644,0.95549082576697,0.8992178642182884,0.940768797152332,0.921151743615229,0.9043232857398746,0.9148105356298711,
	1178	+MDXG,0.6365377570186438,2011.0,2011.0,2018-01-02,2025-12-31,0.9058417787619718,0.31164047458395405,0.3424733191639839,0.7196428403080445,0.6585825761571115,0.7377477606332045,0.7315755480020155,0.6883351716948886,
	1179	+MDY,0.9014902045006932,2011.0,2011.0,2018-01-02,2025-12-31,0.9366022896450706,0.9024114282020246,0.9346130814655834,0.8702046035805626,0.9068926413109757,0.9065539084374735,0.8607329050172167,0.8939202191488588,
	1180	+MDYG,0.2876866233425279,2011.0,2011.0,2018-01-02,2025-12-31,0.23594604744860995,0.27105938879432534,0.3464482140903981,0.24308570189529208,0.2982899977887507,0.2674369522793663,0.33919146338389744,0.29957241730403267,
	1181	+MED,0.4874968078231513,2011.0,2011.0,2018-01-02,2025-12-31,0.5274539470751797,0.6123119623562042,0.575896241382246,0.36381983248687894,0.37860750788436665,0.4549668004024193,0.5753647430536195,0.4100563144689155,
	1182	+MEDP,0.5868633233449768,2011.0,2011.0,2018-01-02,2025-12-31,0.6575588532042905,0.7267360203233708,0.6443850027832936,0.4600456983397796,0.616707966017169,0.5534692185549267,0.4608835429219425,0.5749312614392553,
	1183	+MEI,0.5150562706438211,2011.0,2011.0,2018-01-02,2025-12-31,0.534578670566398,0.5431533489829754,0.5601114524758665,0.46166328335029316,0.40965737901716126,0.43776162713179245,0.6100280073565246,0.5627418334323221,
	1184	+MELI,0.7225149376758756,2011.0,2011.0,2018-01-02,2025-12-31,0.8439470804917443,0.7809332469851736,0.7975705456774197,0.719553615800328,0.8112076004777148,0.6658716379195404,0.5522457351647301,0.6079673700924837,
	1185	+MEOH,0.7512573766792671,2011.0,2011.0,2018-01-02,2025-12-31,0.8246612584823915,0.808512037275931,0.8237923382698967,0.6951802219617155,0.8439762000228803,0.6808735894110374,0.6184948118954979,0.7140863262263488,
	1186	+MET,0.9975144945126141,2011.0,2011.0,2018-01-02,2025-12-31,0.9987161329108118,0.9980731835285113,0.9985139957340555,0.9995534445662323,0.9996433702530034,0.9992531969309463,0.9934831477752168,0.9928656379922668,
	1187	+META,0.9999275086767028,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,0.9999897698209719,
	1188	+MFA,0.9094990099753836,2011.0,2011.0,2018-01-02,2025-12-31,0.9615879580549331,0.9555366620856736,0.9879505113676187,0.9569581455770715,0.9341313308239027,0.8708360868353112,0.7726777914957451,0.8354118859165344,
	1189	+MFC,0.9682038602355956,2011.0,2011.0,2018-01-02,2025-12-31,0.9710737298318876,0.9574515498898234,0.9719487410213689,0.9731457800511508,0.9841979942679434,0.971142749784851,0.9612881556221637,0.9553635955927807,
	1190	+MFIC,0.6085828436924269,2011.0,2011.0,2018-01-02,2025-12-31,0.7929298068148493,0.6058808714776521,0.7266279153497386,0.5713691204897371,0.5445455665368972,0.4498799772123974,0.5450387518150334,0.6313206385377148,
	1191	+MGA,0.9636015743545889,2011.0,2011.0,2018-01-02,2025-12-31,0.9746798674563935,0.9561953842598926,0.9559606727488222,0.9776417813502213,0.9833660352589714,0.9525689143161902,0.9646647861699802,0.9436418952497546,
	1192	+MGEE,0.28387315299844385,2011.0,2011.0,2018-01-02,2025-12-31,0.2598670420558949,0.3342650680713249,0.33708792510504004,0.23569392040077244,0.2700244946928327,0.2521460830777809,0.33494971585722,0.24603750257572637,
	1193	+MGK,0.6315893969454229,2011.0,2011.0,2018-01-02,2025-12-31,0.4967554902509693,0.4334666073311666,0.7485409806746623,0.5936637516466852,0.7368014517848895,0.6673317899176979,0.6714561709016322,0.7049834547460031,
	1194	+MGM,0.9986154078894247,2011.0,2011.0,2018-01-02,2025-12-31,0.9982066618436738,0.9970496269116892,0.998493777988941,0.9997970202573783,0.9997248856237454,0.9994475703324809,0.9975439451142777,0.9986700767263428,
	1195	+MGPI,0.41650407251215393,2011.0,2011.0,2018-01-02,2025-12-31,0.4729873369638257,0.4645242876324923,0.4365360429455568,0.34518119357091004,0.34694477444701743,0.3074781154167828,0.450323064867131,0.5077855541144956,
	1196	+MGV,0.4614269521896186,2011.0,2011.0,2018-01-02,2025-12-31,0.28592786343625637,0.3098927324209443,0.4456599951142046,0.4413035493749667,0.6145004351269242,0.46523688197718815,0.5337099329050943,0.5962581302044824,
	1197	+MHK,0.8302076184167645,2011.0,2011.0,2018-01-02,2025-12-31,0.8749694256995846,0.8805339637056827,0.8919998717945831,0.7814827352742044,0.8328537946974541,0.8170219997333366,0.7695003889322746,0.7928404746609131,
	1198	+MHO,0.5585093129471042,2011.0,2011.0,2018-01-02,2025-12-31,0.5838070005767405,0.5383715887618871,0.6451158598963921,0.5804912802403741,0.5796349395933919,0.6011737554696307,0.4895729017618449,0.44921894280069335,
	1199	+MIDD,0.7104336712800027,2011.0,2011.0,2018-01-02,2025-12-31,0.7444566046790885,0.667198165755759,0.8335179839477809,0.6976893786568821,0.7053292750139791,0.6561562162882874,0.6098385435635892,0.7689431158410202,
	1200	+MINT,0.8470175046203349,2011.0,2011.0,2018-01-02,2025-12-31,0.7973472831501597,0.8449565690690041,0.9192053870421405,0.8429524567571379,0.815149989006532,0.792057987175913,0.8556228178475183,0.9082876086350468,
	1201	+MJ,0.7449137982210073,2011.0,2011.0,2018-01-02,2025-12-31,0.7333773715938539,0.8499528048048671,0.8619000090692396,0.9332501116388585,0.8443900547191243,0.7050710173210022,0.7195448616976842,0.3079245100059393,
	1202	+MKC,0.9365407689014285,2011.0,2011.0,2018-01-02,2025-12-31,0.921902576479696,0.8893505475546906,0.8834021080017571,0.9470425851500021,0.949473653609221,0.9603071962764087,0.9647393884403133,0.9768204991454649,
	1203	+MKL,0.6704414854191211,2011.0,2011.0,2018-01-02,2025-12-31,0.6313755656034302,0.6824978841045313,0.7732738944402782,0.7192264432388795,0.7056799649561172,0.6197868631895371,0.5985021730376332,0.6320591992824329,
	1204	+MKSI,0.7630841850893044,2011.0,2011.0,2018-01-02,2025-12-31,0.8339410687331521,0.7707137460382877,0.7055594918408702,0.6899809102843004,0.7762015778536259,0.752817347668513,0.7470291846390319,0.8294367825844534,
	1205	+MKTX,0.5924761781740168,2011.0,2011.0,2018-01-02,2025-12-31,0.5270618716634172,0.6547749397169406,0.5900939372971069,0.54500830485364,0.6151507230311973,0.6004832911116229,0.5687739619510144,0.6387329123283354,
	1206	+MLCO,0.9686433226844963,2011.0,2011.0,2018-01-02,2025-12-31,0.9784289950173728,0.9664652934461785,0.9809705983681212,0.9604595461372955,0.9819443453806257,0.9743183234142617,0.9555101111809515,0.9509970545811566,
	1207	+MLI,0.616814602027246,2011.0,2011.0,2018-01-02,2025-12-31,0.5559126145567426,0.507248781784848,0.5337740067158367,0.5141825601729119,0.570730930654903,0.6835472539726792,0.7803264241337718,0.7906081623253051,
	1208	+MLKN,0.7347776945711086,2011.0,2011.0,2018-01-02,2025-12-31,0.6541802149349777,0.7083937703112017,0.8400474532516149,0.766519232186315,0.7754202279136927,0.7905501266651312,0.7084942981932109,0.6336802220579144,
	1209	+MLM,0.7133399121404198,2011.0,2011.0,2018-01-02,2025-12-31,0.8232280753231,0.8142172591270178,0.8381543153411531,0.6772095884167252,0.6899012838236273,0.6266181015987686,0.6186659978917042,0.6171205197512758,
	1210	+MLPA,0.4979312970188912,2011.0,2011.0,2018-01-02,2025-12-31,0.6306947094351288,0.6355935464370513,0.6623336653291495,0.5552121734743763,0.44369753142192986,0.287135137755906,0.31874207200566884,0.4476285620780354,
	1211	+MMM,0.9954096664174966,2011.0,2011.0,2018-01-02,2025-12-31,0.9951294565981597,0.9951589331384726,0.9961211633175555,0.9944586530264279,0.9973507504508817,0.997626598465473,0.9973105184102625,0.9901004836305013,
	1212	+MMS,0.6410119851417078,2011.0,2011.0,2018-01-02,2025-12-31,0.71245100445722,0.6710178404763926,0.7363250070558494,0.615633951911694,0.6615720364804464,0.5409736124410613,0.5330895941040061,0.6563474382128702,
	1213	+MMSI,0.6326802988407337,2011.0,2011.0,2018-01-02,2025-12-31,0.6515456941702652,0.7875390832203477,0.7593422870476166,0.5584178104238467,0.5755582535254553,0.5255239572853663,0.5617725557150534,0.640298323656683,
	1214	+MMYT,0.6628424635643704,2011.0,2011.0,2018-01-02,2025-12-31,0.6498708140734357,0.5479114923667111,0.6627737606055127,0.6693862585215417,0.6039684850373177,0.6123981527496637,0.7608529709019402,0.7959489945576418,
	1215	+MNKD,0.9228570988916964,2011.0,2011.0,2018-01-02,2025-12-31,0.8717102113116969,0.8728778756505692,0.8939377091273011,0.9383753501400561,0.9582719050465693,0.9543372322759723,0.94184510125226,0.9520351510890777,
	1216	+MNRO,0.6403991751865268,2011.0,2011.0,2018-01-02,2025-12-31,0.6320671906862315,0.6624234280565718,0.7175287323143237,0.4775506328639018,0.6185501747630633,0.6253396201258167,0.6440752618101984,0.7459507157488999,
	1217	+MNST,0.9947552614991433,2011.0,2011.0,2018-01-02,2025-12-31,0.9945894172669932,0.9958275638024974,0.9928244731301137,0.9843299638696058,0.9948135845365341,0.9976163682864448,0.9992185279909065,0.9988849104859334,
	1218	+MO,0.9984903999867735,2011.0,2011.0,2018-01-02,2025-12-31,0.9984817762199284,0.9980716924450939,0.9975233262234261,0.998822717492794,0.9979417368887619,0.9983120204603579,0.9988430154670564,0.9999386189258311,
	1219	+MOD,0.6663150372373771,2011.0,2011.0,2018-01-02,2025-12-31,0.5534934237909275,0.5360721938339179,0.6461627749822939,0.5902178578691589,0.5741776110790592,0.7547442576453618,0.8230703985694835,0.8540401207258094,
	1220	+MODV,0.30880208549345917,1924.0,2011.0,2018-01-02,2025-08-27,0.2751092573983529,0.2530111708121672,0.29320976490259815,0.2270991712846963,0.25520970384471015,0.35743542502515124,0.39449088928792203,0.41580199027890574,
	1221	+MOG.A,0.32415835400780607,2011.0,2011.0,2018-01-02,2025-12-31,0.342753010696333,0.35049132641586067,0.4538495712568438,0.28343773803222777,0.3144581949048933,0.2959815274966364,0.24628869337418324,0.30515295572174883,
	1222	+MOH,0.7239404496828395,2011.0,2011.0,2018-01-02,2025-12-31,0.9049400874097818,0.82414715319468,0.7596157536095023,0.584226588499264,0.6542057126338827,0.643990448600623,0.624085412721308,0.7965541751009079,
	1223	+MOMO,0.9309689786259451,2011.0,2011.0,2018-01-02,2025-12-31,0.9970960149173128,0.9913053001954955,0.9933281441120871,0.9701010839118257,0.944874313004826,0.8928992860692597,0.8693970616613979,0.7873790135877142,
	1224	+MORN,0.30331948841679124,2011.0,2011.0,2018-01-02,2025-12-31,0.26344092122799817,0.2954555336799189,0.29897278044731335,0.2849215103308993,0.332226758956103,0.3307157973842741,0.227370933262377,0.39436540163149536,
	1225	+MOS,0.9966305367508435,2011.0,2011.0,2018-01-02,2025-12-31,0.9961819610444417,0.9960027901537699,0.9955636901370891,0.9977773718182924,0.9973711292935673,0.9966854219948849,0.995909958186173,0.9975652173913043,
	1226	+MPC,0.9938444818874789,2011.0,2011.0,2018-01-02,2025-12-31,0.9977583273045921,0.997970202573783,0.9986049755870727,0.9996853813989364,0.9998981057865723,0.9991508951406648,0.9872370474393479,0.970327050581205,
	1227	+MPLX,0.9642592883056595,2011.0,2011.0,2018-01-02,2025-12-31,0.929327332552917,0.9501311480014768,0.985105462609556,0.9766776275727683,0.9796052695437568,0.9721871492466758,0.9654160998144707,0.955456830826293,
	1228	+MPWR,0.6867633827213198,2011.0,2011.0,2018-01-02,2025-12-31,0.6724601816971819,0.6549589682703221,0.6910845924349318,0.6491049266742894,0.7471332352798716,0.7136011442285548,0.671158868107996,0.6950495630355995,
	1229	+MRCY,0.6636550932875692,2011.0,2011.0,2018-01-02,2025-12-31,0.6985303232591507,0.6977315137882889,0.6851725788160287,0.6722452426262079,0.6364490764834867,0.6098261596829131,0.6335847203776077,0.6753114750124242,
	1230	+MRK,0.9985705219756809,2011.0,2011.0,2018-01-02,2025-12-31,0.9991950357139219,0.9985080988917305,0.997492999605754,0.9990865911582023,0.9977888955686205,0.9981074168797953,0.998812568505663,0.9995805626598465,
	1231	+MRSH,0.9714464410662991,2011.0,2011.0,2018-01-02,2025-12-31,0.9814960108415443,0.9809482347784914,0.9836881124401748,0.9799151544675841,0.9818939777670689,0.9588006448406686,0.9367484819327828,0.9679858425958472,
	1232	+MRVL,0.9997647211436841,2011.0,2011.0,2018-01-02,2025-12-31,0.999011626129752,0.9998173182316406,0.9994136853916683,0.9998782121544271,1.0,1.0,1.0,1.0,
	1233	+MS,0.9984586055467307,2011.0,2011.0,2018-01-02,2025-12-31,0.9991644674498935,0.9984573539560752,0.997674959311788,0.9988430154670564,0.997890789782048,0.9982813299232736,0.9984979499045994,0.9988644501278771,
	1234	+MS.A,0.2000325828216081,2011.0,2011.0,2018-01-02,2025-12-31,0.20789838548860282,0.231796035949925,0.22294356666799056,0.18805303562458023,0.21552997232775303,0.16887383183234145,0.17812213146815153,0.1866923310020485,
	1235	+MSA,0.3627921548150425,2011.0,2011.0,2018-01-02,2025-12-31,0.4624107176100388,0.44650117757110397,0.49953664473488474,0.27413111683302344,0.29454144972092816,0.28795660658658684,0.2914809786817399,0.34462224700306665,
	1236	+MSCI,0.7298535284092303,2011.0,2011.0,2018-01-02,2025-12-31,0.834216569438178,0.8142198564981319,0.7995485789536245,0.6355596363141727,0.7482105613497091,0.6500105938109841,0.6589009118311794,0.6974813396201258,
	1237	+MSFT,0.9999287804543044,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,1.0,
	1238	+MSI,0.8378542324797763,2011.0,2011.0,2018-01-02,2025-12-31,0.9118263494669219,0.9229678889895129,0.9329920686552464,0.8190674167874445,0.8413158435215875,0.7949922061550768,0.6946951869558868,0.7841401679979637,
	1239	+MSM,0.7155762818202749,2011.0,2011.0,2018-01-02,2025-12-31,0.7625568802715467,0.7521696225711935,0.8049523222930871,0.6685976196921519,0.6772481956152554,0.668879892364941,0.7173021279395748,0.6718657470818536,
	1240	+MSTR,0.6780411341215996,2011.0,2011.0,2018-01-02,2025-12-31,0.2880579354078576,0.31368782831492376,0.36877579109952585,0.8321393122122811,0.7974189471372337,0.8601432225063939,0.9682599325876377,1.0,
	1241	+MT,0.9716019354670993,2011.0,2011.0,2018-01-02,2025-12-31,0.9802660849070476,0.9789862094985669,0.9780435288052325,0.9934133073519262,0.993486255460576,0.9666556284166253,0.9407319834314659,0.9410463873165175,
	1242	+MTB,0.9006051075637249,2011.0,2011.0,2018-01-02,2025-12-31,0.8868554098414646,0.8808062066780143,0.9281743524680237,0.9143425486136484,0.9412351925614713,0.9249597459424733,0.8616441012836208,0.8667451303620562,
	1243	+MTCH,0.9904552307432212,2011.0,2011.0,2018-01-02,2025-12-31,0.9800709888775463,0.9863167603740445,0.9864541107730254,0.9861466325660699,0.996740882194305,0.9993248081841432,0.9957069784435513,0.9929706549011527,
	1244	+MTD,0.3617195158871874,2011.0,2011.0,2018-01-02,2025-12-31,0.5042645142874279,0.4637487799570683,0.40388265984846367,0.2911354321246322,0.3035662829826377,0.29938788620743984,0.26286819419023877,0.3645981018411898,
	1245	+MTDR,0.9700754527568947,2011.0,2011.0,2018-01-02,2025-12-31,0.9773039573442813,0.994357163155117,0.9941065272990104,0.9710855356635407,0.9662106232588946,0.9522190034060194,0.9528698353439873,0.9520844595823081,
	1246	+MTG,0.9660334843612431,2011.0,2011.0,2018-01-02,2025-12-31,0.976807959493042,0.9748973701713668,0.9867662880885908,0.969421101774043,0.974636115723045,0.9601254287826814,0.9367845565315899,0.9486387316517375,
	1247	+MTH,0.7095750948238283,2011.0,2011.0,2018-01-02,2025-12-31,0.7082532526105805,0.7696955765615539,0.7885498860643827,0.6856240126382307,0.6648379633307354,0.6470687143186143,0.5929735724223064,0.8194777760269573,
	1248	+MTN,0.673369792525035,2011.0,2011.0,2018-01-02,2025-12-31,0.6531089252521918,0.645743303159577,0.7504191229590079,0.6325621257500871,0.684373305435245,0.6235156907189003,0.6636136493198832,0.7333601774523945,
	1249	+MTRN,0.311365717906311,2011.0,2011.0,2018-01-02,2025-12-31,0.3633096129077465,0.3583162916928568,0.36804038259830896,0.30827827387566054,0.3099439432123749,0.24905288420746416,0.2312562156533745,0.3021359256251439,
	1250	+MTSI,0.7543251332951009,2011.0,2011.0,2018-01-02,2025-12-31,0.8806487483841194,0.8092247751494306,0.7955991238913238,0.7075085477559385,0.7262883352228834,0.676063950739991,0.6926778953905898,0.7461297681240228,
	1251	+MTUM,0.8997344401792614,2011.0,2011.0,2018-01-02,2025-12-31,0.9192194265808973,0.9122239114754357,0.9211769046469337,0.9364774895465431,0.916904882621005,0.7896493375837869,0.8737399623631306,0.9278937709845941,
	1252	+MTUS,0.6250408091432443,2011.0,2011.0,2018-01-02,2025-12-31,0.6611959937126924,0.6088964674406063,0.566147120123541,0.7907183135634912,0.800517062427494,0.5494445885504419,0.5037370879390975,0.5193042023733047,
	1253	+MTW,0.6067441727316043,2011.0,2011.0,2018-01-02,2025-12-31,0.7923744592061204,0.7250814949236786,0.6864232044522347,0.5612278773725301,0.5417176882221542,0.5700463267111914,0.49435615306635056,0.4816041502527242,
	1254	+MTX,0.3922149586710554,2011.0,2011.0,2018-01-02,2025-12-31,0.4149165691629187,0.44021299020329335,0.4725530934994535,0.37209457586180295,0.39649085987174565,0.34206998703046027,0.30709935598664223,0.39166817371910645,
	1255	+MTZ,0.8551670735742207,2011.0,2011.0,2018-01-02,2025-12-31,0.9010732261557519,0.9099201875956098,0.9097282471555141,0.8580302441740485,0.8250706703977656,0.8180916594950364,0.8112841056472042,0.8073104083586865,
	1256	+MU,0.9999287804543044,2011.0,2011.0,2018-01-02,2025-12-31,1.0,1.0,0.9994339031367832,1.0,1.0,1.0,1.0,1.0,
	1257	+MUB,0.9026255101191878,2011.0,2011.0,2018-01-02,2025-12-31,0.739951962914756,0.7582631995033056,0.8912517194066352,0.9104689062931992,0.9781538806411183,0.9782055005393875,0.9809622798222936,0.9846971551859978,
	1258	+MUR,0.9831032531944476,2011.0,2011.0,2018-01-02,2025-12-31,0.9871250624947151,0.9900080095229246,0.9949152371036057,0.9942252263224131,0.9814171514811049,0.9738636865007697,0.9642361237372208,0.9788911649555762,
	1259	+MUSA,0.5836329419354385,2011.0,2011.0,2018-01-02,2025-12-31,0.7111065803331322,0.6979248736378952,0.6954146393626178,0.5883130709526753,0.6261796367939715,0.4867723300323633,0.3724085210703555,0.48966044047950935,
	1260	+MUX,0.8265860116964603,2011.0,2011.0,2018-01-02,2025-12-31,0.9151862024997306,0.941427501696468,0.937324654778409,0.9099480371858889,0.7288858167166486,0.6457810693203719,0.7216004885366467,0.8104961151986037,
	1261	+MWA,0.8461817478324074,2011.0,2011.0,2018-01-02,2025-12-31,0.8368247232642501,0.8151491381634047,0.8583835107903591,0.8372424730590086,0.8490424672384751,0.8457149852729058,0.8596691853470559,0.8675189391643738,
	1262	+MXL,0.8117379539500903,2011.0,2011.0,2018-01-02,2025-12-31,0.8375397212377144,0.7397121497132407,0.7800548878243324,0.770454057026341,0.8221040517630331,0.833165561629556,0.8335062990097475,0.8783347595786718,
	1263	+MYGN,0.7976433310083109,2011.0,2011.0,2018-01-02,2025-12-31,0.8332644138902384,0.874981409556748,0.8549461108460393,0.7102765276726803,0.7403971102414743,0.7362618634925637,0.7642018480584073,0.8665639931637192,
	1264	+MYO,0.3320643444003641,2011.0,2011.0,2018-01-02,2025-12-31,0.3562682398489338,0.13582884902020426,0.3412035776976808,0.25919979228726997,0.1649594878748542,0.36872803966012535,0.3995118000493692,0.6328901225439691,
	1265	+MZTI,0.32342066875237796,2010.0,2011.0,2018-01-02,2025-12-31,0.3085435014164503,0.3877480176767458,0.4073928340933273,0.26426658993839997,0.35898359990903883,0.31265487691058297,0.26499544113270007,0.2821160955624781,
	1266	+NAC,0.39695864693374927,2011.0,2011.0,2018-01-02,2025-12-31,0.44397863389413944,0.3301312557442786,0.3306917396090492,0.2939765232282899,0.4371898232695574,0.41404535702597545,0.46558468843956297,0.46132682028096633,
	1267	+NAD,0.5715618678425253,2011.0,2011.0,2018-01-02,2025-12-31,0.5247342408163977,0.4931566005068145,0.5096468587540895,0.489344573601128,0.6838508923542687,0.6437087550453935,0.6110407896931698,0.6184625156058714,
	1268	+NAIL,0.6039505655585954,2011.0,2011.0,2018-01-02,2025-12-31,0.222856890639645,0.2101430516570939,0.7889493063037731,0.7523384035941459,0.7733802671279947,0.5955155937503788,0.63514155576373,0.8536199561217439,
	1269	+NAK,0.7543533173333263,2011.0,2011.0,2018-01-02,2025-12-31,0.629458167620424,0.6858570545465249,0.9053910617348848,0.9740794868672107,0.7089951004336493,0.6060260602901782,0.5767944515535454,0.9473043478260869,
	1270	+NAT,0.9153925539567168,2011.0,2011.0,2018-01-02,2025-12-31,0.8202815457844747,0.8209364658013765,0.9612137411868956,0.9202797060853326,0.9608843084891255,0.9634884910485934,0.9450450143653861,0.9311391134652913,
	1271	+NAVI,0.8999832565355459,2011.0,2011.0,2018-01-02,2025-12-31,0.9799490055680118,0.958335377560599,0.9751386891801,0.9562071205293712,0.956110250697915,0.8770141937673482,0.7887149708430662,0.7069237463788318,
	1272	+NBIX,0.8500614229403641,2011.0,2011.0,2018-01-02,2025-12-31,0.8612223992842101,0.8630264799099117,0.9059861916633614,0.8388313907883368,0.8393583156374635,0.8229957939903759,0.827171503260278,0.8413956194470371,
	1273	+NBR,0.6717689500031134,2011.0,2011.0,2018-01-02,2025-12-31,0.9967597640130015,0.9956607067581478,0.8565884912258578,0.4569273138199576,0.4291335645285671,0.48443689167404036,0.534483420402985,0.6178400746657615,
	1274	+NBTB,0.37035011211623664,2011.0,2011.0,2018-01-02,2025-12-31,0.3201866779255748,0.31769076199749763,0.4041009827500953,0.32672090747144383,0.3791202627460606,0.4001653798135779,0.40070485918112003,0.4143990981927491,
	1275	+NCLH,0.9950620612702548,2011.0,2011.0,2018-01-02,2025-12-31,0.97982644276532,0.986371401366371,0.9954004629863632,0.9999492550643446,0.999959242314629,0.9998465473145779,0.9991982300166443,0.9999795396419437,
	1276	+NCMI,0.671831942172381,2011.0,2011.0,2018-01-02,2025-12-31,0.7562062147647034,0.6090037292477262,0.7334247188188353,0.6829697879563943,0.6922031755162597,0.6491206167197973,0.6391662304045184,0.6120778172385789,
	1277	+NDAQ,0.9369113082371753,2011.0,2011.0,2018-01-02,2025-12-31,0.9116678580885003,0.8773992253677347,0.9110873395569813,0.8862256696070832,0.9388607676420292,0.994312020460358,0.9855842536203985,0.9910485933503836,
	1278	+NDSN,0.5027736474975205,2011.0,2011.0,2018-01-02,2025-12-31,0.554925447963905,0.5167372670615056,0.5857862161258747,0.4735984441169833,0.5138930828364703,0.4464184434128071,0.4012224575248054,0.5292926873613653,
	1279	+NEA,0.623309166404571,2011.0,2011.0,2018-01-02,2025-12-31,0.5855863826062039,0.5599003321364263,0.5713815039156549,0.5306987139934619,0.7259050487906678,0.7006969612489545,0.660036540201629,0.6535858232021431,
	1280	+NEAR,0.6352437685142716,2011.0,2011.0,2018-01-02,2025-12-31,0.6244932634161963,0.7567946266355983,0.7726422575881582,0.6637317816061103,0.5837386203842223,0.5876492163731348,0.5042050957342893,0.5871435255330238,
	1281	+NEE,0.9964771760432709,2011.0,2011.0,2018-01-02,2025-12-31,0.9888222047869901,0.9905715909552226,0.9933382529846447,0.9999391060772135,1.0,0.9999488491048594,0.9992489749522998,1.0,
	1282	+NEM,0.9990448950211178,2011.0,2011.0,2018-01-02,2025-12-31,0.9964948390580898,0.9987719725571388,0.9988981328912387,0.999878212154427,0.9999898105786573,0.9991099744245524,0.9992286769780376,0.9999897698209719,
	1283	+NEOG,0.7275204011661514,2011.0,2011.0,2018-01-02,2025-12-31,0.5242007690743432,0.5122664217826701,0.5213073713850781,0.5238369405046174,0.8711113051340051,0.9551412467727662,0.942534847581453,0.974109162313184,
	1284	+NEU,0.14185916683221372,2011.0,2011.0,2018-01-02,2025-12-31,0.1507750889992834,0.19394344041621045,0.16769464957497462,0.14084052468435687,0.12962117421635982,0.10758245354601761,0.07747477038758356,0.16675104544187344,
	1285	+NEWT,0.40804013942274836,2011.0,2011.0,2018-01-02,2025-12-31,0.36224518056065097,0.35936904468498027,0.45642623184397385,0.470594103428857,0.43774372214539375,0.41843681894764917,0.3423300977785166,0.41707426576647555,
	1286	+NFG,0.7629471947512401,2011.0,2011.0,2018-01-02,2025-12-31,0.7900225379376061,0.8115829957231878,0.8386375290312685,0.6767108450633499,0.7812296951030557,0.7492033308687166,0.7298682574891349,0.7257980872959117,
	1287	+NFLX,0.997158848837786,2011.0,2011.0,2018-01-02,2025-12-31,0.9999286740506007,0.9998985101286892,0.9991407458326172,0.995554743636585,0.999959242314629,0.9994987212276215,0.9930377948280762,0.9902301790281329,
	1288	+NG,0.8727067612175652,2011.0,2011.0,2018-01-02,2025-12-31,0.8209109236440019,0.8756035280380439,0.96110786152646,0.8250983201165623,0.8804846552385144,0.836138664985879,0.8433723650872534,0.9386453982375972,
	1289	+NGG,0.7995853715704098,2011.0,2011.0,2018-01-02,2025-12-31,0.9121851523132571,0.8730402113452015,0.7928176029295226,0.676941241501065,0.7897619108902748,0.721065344662489,0.7826841156134134,0.8483862256215076,
	1290	+NGL,0.6311180255362214,2011.0,2011.0,2018-01-02,2025-12-31,0.7295830435666335,0.7276215314754241,0.7929425505107064,0.7776774422936288,0.5107400605695906,0.5535514963454989,0.4244608001865489,0.5302217912510151,
	1291	+NGVT,0.5393892517711056,2011.0,2011.0,2018-01-02,2025-12-31,0.5717975843924334,0.6080384210831115,0.7092837250553389,0.5380947282409082,0.4560617905826664,0.5331337074702125,0.4540958907087803,0.44291661919249464,
	1292	+NHI,0.5211831767739945,2011.0,2011.0,2018-01-02,2025-12-31,0.5381116954709375,0.5264923195736155,0.6908252591308871,0.6352381875890682,0.5766503566707945,0.42926694221888223,0.3740138407172746,0.39676396649737583,
	1293	+NI,0.9915781742012365,2011.0,2011.0,2018-01-02,2025-12-31,0.9911657716958253,0.9885462667792579,0.9912558252378111,0.98783136442983,0.9937233164528586,0.9947109974424552,0.9910226196392425,0.9944248433352323,
	1294	+NICE,0.6054403535671924,2011.0,2011.0,2018-01-02,2025-12-31,0.5271442562738947,0.518605305986671,0.6178225268128262,0.5637820551670081,0.5508345643136234,0.6488212748936377,0.7011275284205308,0.716030787505606,
	1295	+NJR,0.7340091430924657,2011.0,2011.0,2018-01-02,2025-12-31,0.7260201264734157,0.7710192738404518,0.8342116634063557,0.7290655736159427,0.7433634874207247,0.7174085647446697,0.655161515117758,0.694989297099429,
	1296	+NKE,0.9995726827258264,2011.0,2011.0,2018-01-02,2025-12-31,0.9991848462925791,0.9992997198879552,0.9990598748521577,0.9999086591158202,1.0,0.9998670076726343,0.9992692729265619,1.0,
	1297	+NKTR,0.9131515130558127,2011.0,2011.0,2018-01-02,2025-12-31,0.9911759611171682,0.9822727016488304,0.9434300784376646,0.8946567843429699,0.9575598045388899,0.8756400043635836,0.8261677636230672,0.8337467909479885,
	1298	+NLY,0.9974945981246366,2011.0,2011.0,2018-01-02,2025-12-31,0.9979111686247337,0.9985385458531237,0.9979478988708388,0.9997868712702471,0.9999082952079151,0.996,0.991941704217919,0.9979232736572888,
	1299	+NMFC,0.6142717098358514,2011.0,2011.0,2018-01-02,2025-12-31,0.5626717744481281,0.6463350708784097,0.7420537674163059,0.5755280407375534,0.5891093629626897,0.5685762839238312,0.6024543136850866,0.6263667107065367,
	1300	+NMIH,0.7081916840801249,2011.0,2011.0,2018-01-02,2025-12-31,0.6590217836789712,0.7269364988938084,0.8784623667036159,0.7276518822378871,0.7658801769443722,0.6523225657870814,0.645453119086772,0.6079240251633314,
	1301	+NNI,0.23717576986891364,2011.0,2011.0,2018-01-02,2025-12-31,0.26793802958129065,0.2581349663294124,0.35218190911376185,0.2234638618137,0.2573683641453869,0.15334868668258567,0.2047022325655312,0.17888602562393183,
	1302	+NNN,0.9284464529583237,2011.0,2011.0,2018-01-02,2025-12-31,0.9374189403764803,0.9053812334742263,0.9511202954397056,0.920571910335671,0.9394205580316278,0.9598001963612562,0.9085781163210528,0.9053349656367802,
	1303	+NOAH,0.46109490371531503,2011.0,2011.0,2018-01-02,2025-12-31,0.6471988194179078,0.6119342853564257,0.6058015921522188,0.42231474635324284,0.4315971348119842,0.21272517908873828,0.41819858652987946,0.33607267790693446,
	1304	+NOBL,0.7978053952554895,2011.0,2011.0,2018-01-02,2025-12-31,0.6150125139132685,0.7916169558695104,0.8596200989874215,0.7718000243575691,0.8483822313683412,0.7964280675385753,0.8350728985872802,0.8642568696137016,
	1305	+NOC,0.876716483119524,2011.0,2011.0,2018-01-02,2025-12-31,0.9392215504233172,0.9056334189696209,0.9291209932872775,0.9055027808224738,0.8904192927566108,0.849267475545751,0.7780399679619083,0.8159204858122933,
	1306	+NOK,0.9972359028892561,2011.0,2011.0,2018-01-02,2025-12-31,0.9939678625650847,0.9975337961271463,0.9985241046066133,0.9991170381195957,0.9987059434894693,0.9971764705882352,0.9945458092571461,0.9983120204603579,
	1307	+NOMD,0.7991452280273431,2011.0,2011.0,2018-01-02,2025-12-31,0.8745765776302795,0.8608517587954202,0.9008597955430221,0.7852551763201332,0.8002821745345499,0.6895719567035551,0.6753506883899243,0.8054946727918451,

Diff truncated — file too large.