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100 Commits

Author SHA1 Message Date
ValueRaider
1ddc38c04f Version 0.2.53 2025-02-15 18:16:37 +00:00
ValueRaider
fcab4ea37e Merge pull request #2264 from ranaroussi/dev
sync dev -> main
2025-02-15 18:14:44 +00:00
ValueRaider
d40ad6282a Merge pull request #2260 from ranaroussi/fix/price-div-repair-tweaks
Improve prices div repair
2025-02-15 17:25:21 +00:00
ValueRaider
c95c02fdfc Improve prices div repair
Extend div-repair to intraday
Increase lookbacks for 'div date wrong' and 'phantom div'
Slightly loosen default 'false threshold' for cluster of mixed False/True
Fix bugs in:
- detect 'phantom div'
- handle div-too-big-and-missing-split

Stop checking for down-changes after negative adj-close
Handle avg-volume=0%
2025-02-15 17:10:07 +00:00
ValueRaider
5fb9cab817 Disable pytest.yml, need to mock all GETs to restore 2025-02-15 17:00:38 +00:00
ValueRaider
1c39ca4762 Merge pull request #2256 from dhruvan2006/fix/multi-bugs
Fix: Interval check and error message formatting in `multi.py`
2025-02-02 17:32:47 +00:00
Dhruvan Gnanadhandayuthapani
27868a4677 Fix interval check and error message formatting in multi.py 2025-02-02 14:15:50 +01:00
ValueRaider
0da75493dc Merge pull request #2233 from dhruvan2006/fix/tests
Add GitHub Actions workflow and fix failing tests
2025-02-01 14:59:14 +00:00
ValueRaider
14c6d05854 Merge pull request #2253 from dhruvan2006/fix/doc-see-also-links
Fix: Broken "See also" links in documentation
2025-02-01 13:31:23 +00:00
ValueRaider
8e369a2736 Merge pull request #2250 from R5dan/fix-market-doc
Fix Market Docs
2025-02-01 13:25:38 +00:00
R5dan
e09f77eb06 Fix 2025-01-31 22:45:08 +00:00
R5dan
7db798e900 Fix docs 2025-01-31 22:45:08 +00:00
ValueRaider
3b7758b3ab Version 0.2.52 2025-01-31 22:42:19 +00:00
Dhruvan Gnanadhandayuthapani
b729bcb1df Fix broken 'See also' links in docs 2025-01-31 15:12:36 +01:00
ValueRaider
6d7c5b6f4c Merge pull request #2249 from ranaroussi/fix/cookie-csrf-exception
Stop CSRF-cookie-fetch fail killing yfinance
2025-01-30 20:25:32 +00:00
ValueRaider
45568fd765 Stop CSRF-cookie-fetch fail killing yfinance 2025-01-30 20:20:43 +00:00
ValueRaider
fc020d953a Merge pull request #2247 from dhruvan2006/refactor/earnings-dates
Refactor: Earnings Dates – Switch to API Fetching
2025-01-29 21:55:27 +00:00
Dhruvan Gnanadhandayuthapani
bc645bb7dd Refactor earnings dates to use API instead of HTML 2025-01-29 21:53:58 +01:00
Dhruvan Gnanadhandayuthapani
74198aeed4 Add new test workflow 2025-01-27 23:53:36 +01:00
Dhruvan Gnanadhandayuthapani
890922f68b Fix tests 2025-01-27 23:53:29 +01:00
ValueRaider
44ef4a73ac Merge pull request #2244 from dhruvan2006/fix/holders-bad-data
Fix: Bad data in Holders
2025-01-26 21:23:19 +00:00
ValueRaider
c745df183a Merge pull request #2212 from ocp1006/ocp1006/fix_pre_post_fetch
Add pre- / post-stock prices (and other useful information)
2025-01-26 21:19:54 +00:00
Dhruvan Gnanadhandayuthapani
0e069dbbff Fix bad data in Holders 2025-01-26 21:27:43 +01:00
ValueRaider
25144351a4 Merge pull request #2230 from ranaroussi/feature/download-warn-autoadjust
Warn user when use download() without specifying auto_adjust
2025-01-25 20:59:14 +00:00
ValueRaider
3dd7e40df2 Merge pull request #2234 from dhruvan2006/fix/holders
Fix: Failed to parse holders JSON data
2025-01-22 21:50:05 +00:00
Dhruvan Gnanadhandayuthapani
5bbcedfe2e Fix failed to parse holders JSON data 2025-01-22 19:31:16 +01:00
ValueRaider
fc049e1e0d Warn user when use download() without specifying auto_adjust 2025-01-19 20:30:35 +00:00
ValueRaider
00a44a8132 Fix dead links in docs API index.rst 2025-01-18 16:28:23 +00:00
ValueRaider
4ec93d90f1 Version 0.2.52 2025-01-18 16:14:36 +00:00
ValueRaider
1081f1e809 Merge pull request #2226 from ranaroussi/dev
sync dev -> main
2025-01-18 16:09:49 +00:00
ValueRaider
fed35b175f Fix typo in screener RST doc file 2025-01-18 16:08:48 +00:00
ValueRaider
3f6a46d77d Merge pull request #2207 from ranaroussi/feature/improve-screener-docs
Improve Screener docs
2025-01-18 11:02:35 +00:00
ValueRaider
dee9a55e43 Simplify Screener & improve its docs
- screener now just a function, not a class
- add 'FundQuery' query class
- add 'IS-IN' operator
- fix 'GTE' & 'LTE' operators
- more exchanges
Predefined tweaks:
- convert predefined query strings to use EquityQuery (better docs)
- send predefined queries to Yahoo's predefined endpoint
- expose PREDEFINED_SCREENER_QUERIES via __init__.py
- screen() argument defaults don't apply to predefineds
2025-01-17 22:15:18 +00:00
ValueRaider
20b3b438e2 Merge pull request #2211 from dhruvan2006/fix/custom-period
Fix: Restore dev branch regression with Ticker.history()
2025-01-11 20:57:26 +00:00
ocp1006
0be2ce1fd5 Add pre- / post-stock prices (and other useful information) 2025-01-08 20:11:26 +02:00
Dhruvan Gnanadhandayuthapani
2d60f9ad2a Fix custom periods 2025-01-07 13:54:50 +01:00
Dhruvan Gnanadhandayuthapani
2919ccb732 Add utils method for validating period 2025-01-07 13:52:40 +01:00
ValueRaider
ffa697cea1 Merge pull request #2202 from dhruvan2006/fix/search-quotes
Fix: Extra key in Search quotes
2025-01-05 15:09:31 +00:00
Dhruvan Gnanadhandayuthapani
e3aae8a8ba Expand Search test suite 2025-01-03 00:35:53 +01:00
Dhruvan Gnanadhandayuthapani
4ded15740e Fix extra row in search quotes 2025-01-03 00:33:50 +01:00
ValueRaider
506f792772 Merge pull request #2199 from dhruvan2006/fix/requirements
Added missing extra dependencies to requirements.txt
2025-01-02 21:23:27 +00:00
Dhruvan Gnanadhandayuthapani
5a342cf8b0 Add missing dependencies to requirements.txt 2025-01-02 15:06:22 +01:00
ValueRaider
52f6462d20 Merge pull request #2194 from dhruvan2006/fix/eps-revisions
Fix: Remove hardcoded keys in Analysis
2025-01-01 21:00:33 +00:00
ValueRaider
508afcae23 Analysis: refactor some fetchers, fix tests
Refactor some fetch functions (duplicate logic).
Fix failing unit tests.
2025-01-01 20:57:55 +00:00
Dhruvan Gnanadhandayuthapani
a9859e2f9f Remove hardcoded keys in Analysis 2024-12-31 17:42:03 +01:00
ValueRaider
d0e59203cc Merge pull request #2191 from R5dan/Update-Search
Update Search class to allow more options
2024-12-30 15:09:08 +00:00
R5dan
b94173bddf Update Search class to allow more options 2024-12-30 15:08:19 +00:00
ValueRaider
a928eb45fd Merge pull request #2192 from R5dan/custom-period
Custom period
2024-12-30 15:03:54 +00:00
R5dan
60c7477a03 Custom period 2024-12-30 15:02:37 +00:00
ValueRaider
42d946cee1 Fix TZ-fetch hiding 429 rate-limit error 2024-12-29 18:34:41 +00:00
ValueRaider
24958d5442 Merge pull request #2175 from R5dan/market-summary-v2
Add market Summary
2024-12-29 17:49:05 +00:00
R5dan
966473f7c7 Add Market summary & status 2024-12-29 17:33:51 +00:00
ValueRaider
ae7f371ada Merge pull request #2180 from dhruvan2006/rate-limit-exception
Raise Exception if Rate Limited
2024-12-22 13:12:11 +00:00
Dhruvan Gnanadhandayuthapani
af7806640f Raise error if rate limited 2024-12-22 11:12:19 +01:00
ValueRaider
64b4726c4e Merge pull request #2184 from ranaroussi/main
sync main -> dev
2024-12-20 21:39:14 +00:00
ValueRaider
5adddf3e88 Version 0.2.51 2024-12-19 22:46:16 +00:00
ValueRaider
5bbe358ad7 Merge pull request #2182 from ranaroussi/dev
dev -> main
2024-12-19 22:42:48 +00:00
ValueRaider
38c1323313 Merge pull request #2169 from hjlgood/main
Fix get_earnings_dates method
2024-12-19 22:42:36 +00:00
ValueRaider
70243657a7 Earnings dates: fix time-shift, remove 'add_cokies' 2024-12-18 21:07:30 +00:00
jeong
e242617237 Fix Ticker.earnings_dates 2024-12-18 21:04:21 +00:00
ValueRaider
59d0974773 Merge pull request #2173 from dhruvan2006/feature/full-news
Feature: Fetch upto 200 news articles
2024-12-14 22:05:59 +00:00
Dhruvan Gnanadhandayuthapani
5bc3ec01d0 Refactor get_news() to fetch more articles 2024-12-14 18:21:15 +01:00
ValueRaider
3f911745c4 Merge pull request #2171 from R5dan/remove-mkdocs
Remove mkdocs
2024-12-08 18:23:22 +00:00
R5dan
f95eef6489 Remove mkdocs 2024-12-08 17:28:41 +00:00
ValueRaider
3ac85397cb Merge pull request #2160 from dhruvan2006/feature/search
Feature: Add search feature
2024-12-06 19:44:02 +00:00
Dhruvan Gnanadhandayuthapani
873ab0f574 Added new search feature
Refactor Search

Added unittest for Search

Documentation for Search

Fix unused import
2024-12-05 23:53:33 +01:00
ValueRaider
f5264649b9 Merge pull request #2168 from ericpien/screener_return_self
Update Screener
2024-12-05 22:36:20 +00:00
Eric Pien
90731511ed Update Screener
- Setting Body to Screener returns the Screener Object to enable method chaining. (i.e. `r = yf.Screener().set_predefined_body("day_gainers").response`)
- Limit query size to 250 and raise error if larger. This also avoids unnecessary network calls and makes the issue clearer.
2024-12-04 12:45:14 -08:00
ValueRaider
a8f0998ab8 Merge pull request #2147 from dhruvan2006/fix/price-auto-adjust
Default yf.download() to auto adjust prices
2024-11-23 19:57:22 +00:00
Dhruvan Gnanadhandayuthapani
02785d61a1 Default yf.download() to auto adjust prices 2024-11-23 19:50:51 +01:00
ValueRaider
0c89fcd8f7 Version 0.2.50 2024-11-19 21:41:42 +00:00
ValueRaider
e797a30012 Merge pull request #2140 from ranaroussi/dev
dev -> main
2024-11-19 21:38:56 +00:00
ValueRaider
2167fb380f Merge pull request #2139 from ranaroussi/fix/price-repair-missing-some
Prices dividend repair: fixes
2024-11-19 21:38:13 +00:00
ValueRaider
006649d800 Prices dividend repair: fixes
Fix blind spot (regresssion)
Improve fixing div-too-big
2024-11-19 21:36:24 +00:00
ValueRaider
b1d9f54291 Merge pull request #2134 from ranaroussi/dev
dev -> main
2024-11-17 21:02:14 +00:00
ValueRaider
d3ec9c63ff Merge branch 'main' into dev 2024-11-17 15:13:14 +00:00
ValueRaider
1d27b56b80 Merge pull request #2132 from ranaroussi/dev-documented
New Sphinx docs
2024-11-17 11:50:20 +00:00
ValueRaider
fffe89e691 README: simplify a little 2024-11-17 11:49:05 +00:00
ValueRaider
a9e70b42c0 Merge pull request #2120 from ValueRaider/dev-documented
Improve Sphinx docs
2024-11-16 19:01:51 +00:00
ValueRaider
ce8f8a0b30 Reorganise documentation
Add minimal quick-start to root
Simplify examples/ticker.py
Separate Ticker API into more groups in reference/index.rst
Fix some duplicate labels
2024-11-16 18:57:07 +00:00
ValueRaider
9f517a77ea Merge pull request #2127 from ericpien/fix_growth_estimate
Fix growth_estimates for new key `LTG`
2024-11-16 16:55:04 +00:00
Eric Pien
0a3f9c74bb Fix growth_esitmates for new key LTG
- LTG (long-term growth ?) is new to the API but its meaning is not shown on yahoo yet.
- Support for 5 year numbers seem to have been removed. so commenting it out.
- Amend unit test
2024-11-15 10:19:05 -08:00
ValueRaider
c535c44fd3 Merge pull request #2099 from DamienDuv/bugfix-get-by-isin
fixed a bug throwing an error when trying to get a ticker from certain isin
2024-11-12 18:54:33 +00:00
DamienDuv
272b6f6453 fixed a bug throwing an error when trying to get a ticker from certain isin 2024-11-12 12:22:12 +01:00
ValueRaider
dfe3ec8df7 Version 0.2.49 2024-11-10 21:37:06 +00:00
ValueRaider
bc52389135 Merge pull request #2122 from ranaroussi/hotfix/prices-missing-latest-day
Fix prices-clean discarding both duplicate last rows instead of 1/2
2024-11-10 21:32:22 +00:00
ValueRaider
e077a2b50c Fix prices-clean discarding both duplicate last rows instead of 1/2 2024-11-10 11:14:49 +00:00
ValueRaider
5d8b444281 Action deploy_doc: enable manual trigger 2024-11-05 22:05:45 +00:00
ValueRaider
e27b90d875 Merge pull request #2113 from ericpien/docs
Add Sphinx Documentation
2024-11-05 18:56:01 +00:00
Eric Pien
deafc88520 Add Sphinx Documentation
- Initial draft of Sphinx documentation using rst
    - update docstrings
    - add deploy_doc.yml for automated deployment through GitHub Actions
2024-11-04 13:59:35 -08:00
ValueRaider
c012ceac01 Merge pull request #2111 from ranaroussi/fix/price-repair-fx
Price repair: when fix currency, update metadata
2024-11-03 18:25:25 +00:00
ValueRaider
13d006827f Merge pull request #2109 from ranaroussi/fix/download-tz
Fix times appearing in output from yf.download(ignore_tz=True)
2024-11-03 18:24:46 +00:00
ValueRaider
2d5d752b87 Price repair: when fix currency, update metadata 2024-11-03 18:23:36 +00:00
ValueRaider
f05f99c2b8 Merge pull request #2110 from dhruvan2006/fix/multi-level-index-typo
Fix typo in multi.py download() docs
2024-11-03 12:04:30 +00:00
Dhruvan Gnanadhandayuthapani
ca7f11bb41 Fix typo in multi.py download() 2024-11-03 12:45:42 +01:00
ValueRaider
4157b9e170 Fix times appearing in output from yf.download(ignore_tz=True) 2024-11-02 12:53:14 +00:00
ValueRaider
0bc22f82bb Merge pull request #2108 from ranaroussi/main
sync main -> dev
2024-11-02 12:38:00 +00:00
Ran Aroussi
5e942fdec4 Refactor multi.py to handle single tickers and rename columns 2024-10-25 19:02:07 +01:00
Ran Aroussi
16072e87df Bump version to 0.2.48 2024-10-25 18:59:19 +01:00
Ran Aroussi
6946f99e30 Refactor multi.py to handle single tickers and rename columns 2024-10-25 18:59:03 +01:00
86 changed files with 7249 additions and 4939 deletions

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@@ -1,18 +0,0 @@
name: ci
on:
push:
branches:
- master
- main
jobs:
deploy:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v4
with:
python-version: 3.x
- run: pip install -r requirements.txt
- run: pip install mkdocstrings==0.14.0
- run: pip install mkdocs-material
- run: mkdocs gh-deploy --force

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@@ -0,0 +1,43 @@
name: Build and Deploy Sphinx Docs
on:
push:
branches:
- dev-documented
workflow_dispatch:
jobs:
build:
runs-on: ubuntu-latest
steps:
- name: Check out the repository
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: '3.x'
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt
pip install Sphinx==8.0.2 pydata-sphinx-theme==0.15.4 Jinja2==3.1.4 sphinx-copybutton==0.5.2
- name: Build Sphinx documentation
run: |
sphinx-build -b html doc/source doc/_build/html -v
- name: List generated HTML files
run: |
ls -l -R doc/_build/html
- name: Deploy to GitHub Pages
uses: peaceiris/actions-gh-pages@v4
with:
github_token: ${{ secrets.GITHUB_TOKEN }}
publish_branch: documentation
publish_dir: doc/_build/html
destination_dir: docs
enable_jekyll: false

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name: Pytest
on:
pull_request:
branches:
- master
- main
- dev
jobs:
test:
runs-on: ubuntu-latest
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: "3.12"
cache: 'pip'
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt pytest
- name: Run non-cache tests
run: pytest tests/ --ignore tests/test_cache.py --ignore tests/test_price_repair.py
- name: Run cache tests
run: |
pytest tests/test_cache.py::TestCache
pytest tests/test_cache.py::TestCacheNoPermission

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env/
venv/
ENV/
# Documentation
/doc/build/
/doc/_build/
/doc/source/reference/api
!yfinance.css
!/doc/source/development/assets/branches.png

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Change Log
===========
0.2.53
------
Fixes:
- Fix: Failed to parse holders JSON data #2234
- Fix: Bad data in Holders #2244
- Stop CSRF-cookie-fetch fail killing yfinance #2249
- Fix Market Docs #2250
- Fix: Broken "See also" links in documentation #2253
- Fix: Interval check and error message formatting in multi.py #2256
Improve:
- Add pre- / post-stock prices (and other useful information) #2212
- Warn user when use download() without specifying auto_adjust #2230
- Refactor: Earnings Dates Switch to API Fetching #2247
- Improve prices div repair #2260
Maintenance:
- Add GitHub Actions workflow and fix failing tests #2233
0.2.52
------
Features:
- Improve Screener & docs #2207
- Add Market summary & status #2175
- Support custom period in Ticker.history() #2192
- raise YfRateLimitError if rate limited #2108
- add more options to Search #2191
Fixes:
- remove hardcoded keys in Analysis #2194
- handle Yahoo changed Search response #2202
Maintenance:
- add optional dependencies to requirements.txt #2199
0.2.51
------
Features:
- Screener tweaks #2168
- Search #2160
- get_news() expose count #2173
Fixes:
- earnings_dates #2169
0.2.50
------
Fixes:
- price repair #2111 #2139
- download() appearance 2109
- isin() error #2099
- growth_estimates #2127
Also new docs #2132
0.2.49
------
Fix prices-clean rarely discarding good data #2122
0.2.47 and 0.2.48
-----------------
Add yf.download(multi_level_index)
0.2.46
------
Fix regression in 0.2.45 #2094

325
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@@ -32,328 +32,33 @@ Yahoo! finance API is intended for personal use only.**
<a target="new" href="https://github.com/ranaroussi/yfinance"><img border=0 src="https://img.shields.io/github/stars/ranaroussi/yfinance.svg?style=social&label=Star&maxAge=60" alt="Star this repo"></a>
<a target="new" href="https://twitter.com/aroussi"><img border=0 src="https://img.shields.io/twitter/follow/aroussi.svg?style=social&label=Follow&maxAge=60" alt="Follow me on twitter"></a>
**yfinance** offers a Pythonic way to fetch financial & market data from [Yahoo!Ⓡ finance](https://finance.yahoo.com).
**yfinance** offers a threaded and Pythonic way to download market data from [Yahoo!Ⓡ finance](https://finance.yahoo.com).
## Main components
→ Check out this [Blog post](https://aroussi.com/#post/python-yahoo-finance) for a detailed tutorial with code examples.
- `Ticker`: single ticker data
- `Tickers`: multiple tickers' data
- `download`: download market data for multiple tickers
- `Market`: get infomation about a market
- `Search`: quotes and news from search
- `Sector` and `Industry`: sector and industry information
- `EquityQuery` and `Screener`: build query to screen market
[Changelog »](https://github.com/ranaroussi/yfinance/blob/main/CHANGELOG.rst)
---
- [Installation](#installation)
- [Quick start](#quick-start)
- [Advanced](#logging)
- [Wiki](https://github.com/ranaroussi/yfinance/wiki)
- [Contribute](#developers-want-to-contribute)
---
## **NEW DOCUMENTATION WEBSITE**: [ranaroussi.github.io/yfinance](https://ranaroussi.github.io/yfinance/index.html)
## Installation
Install `yfinance` using `pip`:
Install `yfinance` from PYPI using `pip`:
``` {.sourceCode .bash}
$ pip install yfinance --upgrade --no-cache-dir
$ pip install yfinance
```
[With Conda](https://anaconda.org/ranaroussi/yfinance).
To install with optional dependencies, replace `optional` with: `nospam` for [caching-requests](#smarter-scraping), `repair` for [price repair](https://github.com/ranaroussi/yfinance/wiki/Price-repair), or `nospam,repair` for both:
``` {.sourceCode .bash}
$ pip install "yfinance[optional]"
```
[Required dependencies](./requirements.txt) , [all dependencies](./setup.py#L62).
---
## Quick Start
### The Ticker module
The `Ticker` module, which allows you to access ticker data in a more Pythonic way:
```python
import yfinance as yf
msft = yf.Ticker("MSFT")
# get all stock info
msft.info
# get historical market data
hist = msft.history(period="1mo")
# show meta information about the history (requires history() to be called first)
msft.history_metadata
# show actions (dividends, splits, capital gains)
msft.actions
msft.dividends
msft.splits
msft.capital_gains # only for mutual funds & etfs
# show share count
msft.get_shares_full(start="2022-01-01", end=None)
# show financials:
msft.calendar
msft.sec_filings
# - income statement
msft.income_stmt
msft.quarterly_income_stmt
# - balance sheet
msft.balance_sheet
msft.quarterly_balance_sheet
# - cash flow statement
msft.cashflow
msft.quarterly_cashflow
# see `Ticker.get_income_stmt()` for more options
# show holders
msft.major_holders
msft.institutional_holders
msft.mutualfund_holders
msft.insider_transactions
msft.insider_purchases
msft.insider_roster_holders
msft.sustainability
# show recommendations
msft.recommendations
msft.recommendations_summary
msft.upgrades_downgrades
# show analysts data
msft.analyst_price_targets
msft.earnings_estimate
msft.revenue_estimate
msft.earnings_history
msft.eps_trend
msft.eps_revisions
msft.growth_estimates
# Show future and historic earnings dates, returns at most next 4 quarters and last 8 quarters by default.
# Note: If more are needed use msft.get_earnings_dates(limit=XX) with increased limit argument.
msft.earnings_dates
# show ISIN code - *experimental*
# ISIN = International Securities Identification Number
msft.isin
# show options expirations
msft.options
# show news
msft.news
# get option chain for specific expiration
opt = msft.option_chain('YYYY-MM-DD')
# data available via: opt.calls, opt.puts
```
For tickers that are ETFs/Mutual Funds, `Ticker.funds_data` provides access to fund related data.
Funds' Top Holdings and other data with category average is returned as `pd.DataFrame`.
```python
import yfinance as yf
spy = yf.Ticker('SPY')
data = spy.funds_data
# show fund description
data.description
# show operational information
data.fund_overview
data.fund_operations
# show holdings related information
data.asset_classes
data.top_holdings
data.equity_holdings
data.bond_holdings
data.bond_ratings
data.sector_weightings
```
If you want to use a proxy server for downloading data, use:
```python
import yfinance as yf
msft = yf.Ticker("MSFT")
msft.history(..., proxy="PROXY_SERVER")
msft.get_actions(proxy="PROXY_SERVER")
msft.get_dividends(proxy="PROXY_SERVER")
msft.get_splits(proxy="PROXY_SERVER")
msft.get_capital_gains(proxy="PROXY_SERVER")
msft.get_balance_sheet(proxy="PROXY_SERVER")
msft.get_cashflow(proxy="PROXY_SERVER")
msft.option_chain(..., proxy="PROXY_SERVER")
...
```
### Multiple tickers
To initialize multiple `Ticker` objects, use
```python
import yfinance as yf
tickers = yf.Tickers('msft aapl goog')
# access each ticker using (example)
tickers.tickers['MSFT'].info
tickers.tickers['AAPL'].history(period="1mo")
tickers.tickers['GOOG'].actions
```
To download price history into one table:
```python
import yfinance as yf
data = yf.download("SPY AAPL", period="1mo")
```
#### `yf.download()` and `Ticker.history()` have many options for configuring fetching and processing. [Review the Wiki](https://github.com/ranaroussi/yfinance/wiki) for more options and detail.
### Sector and Industry
The `Sector` and `Industry` modules allow you to access the US market information.
To initialize, use the relevant sector or industry key as below. (Complete mapping of the keys is available in `const.py`.)
```python
import yfinance as yf
tech = yf.Sector('technology')
software = yf.Industry('software-infrastructure')
# Common information
tech.key
tech.name
tech.symbol
tech.ticker
tech.overview
tech.top_companies
tech.research_reports
# Sector information
tech.top_etfs
tech.top_mutual_funds
tech.industries
# Industry information
software.sector_key
software.sector_name
software.top_performing_companies
software.top_growth_companies
```
The modules can be chained with Ticker as below.
```python
import yfinance as yf
# Ticker to Sector and Industry
msft = yf.Ticker('MSFT')
tech = yf.Sector(msft.info.get('sectorKey'))
software = yf.Industry(msft.info.get('industryKey'))
# Sector and Industry to Ticker
tech_ticker = tech.ticker
tech_ticker.info
software_ticker = software.ticker
software_ticker.history()
```
### Market Screener
The `Screener` module allows you to screen the market based on specified queries.
#### Query Construction
To create a query, you can use the `EquityQuery` class to construct your filters step by step. The queries support operators: `GT` (greater than), `LT` (less than), `BTWN` (between), `EQ` (equals), and logical operators `AND` and `OR` for combining multiple conditions.
#### Screener
The `Screener` class is used to execute the queries and return the filtered results. You can set a custom body for the screener or use predefined configurations.
<!-- TODO: link to Github Pages for more including list of predefined bodies, supported fields, operands, and sample code -->
### Logging
`yfinance` now uses the `logging` module to handle messages, default behaviour is only print errors. If debugging, use `yf.enable_debug_mode()` to switch logging to debug with custom formatting.
### Smarter scraping
Install the `nospam` packages for smarter scraping using `pip` (see [Installation](#installation)). These packages help cache calls such that Yahoo is not spammed with requests.
To use a custom `requests` session, pass a `session=` argument to
the Ticker constructor. This allows for caching calls to the API as well as a custom way to modify requests via the `User-agent` header.
```python
import requests_cache
session = requests_cache.CachedSession('yfinance.cache')
session.headers['User-agent'] = 'my-program/1.0'
ticker = yf.Ticker('msft', session=session)
# The scraped response will be stored in the cache
ticker.actions
```
Combine `requests_cache` with rate-limiting to avoid triggering Yahoo's rate-limiter/blocker that can corrupt data.
```python
from requests import Session
from requests_cache import CacheMixin, SQLiteCache
from requests_ratelimiter import LimiterMixin, MemoryQueueBucket
from pyrate_limiter import Duration, RequestRate, Limiter
class CachedLimiterSession(CacheMixin, LimiterMixin, Session):
pass
session = CachedLimiterSession(
limiter=Limiter(RequestRate(2, Duration.SECOND*5)), # max 2 requests per 5 seconds
bucket_class=MemoryQueueBucket,
backend=SQLiteCache("yfinance.cache"),
)
```
### Managing Multi-Level Columns
The following answer on Stack Overflow is for [How to deal with
multi-level column names downloaded with
yfinance?](https://stackoverflow.com/questions/63107801)
- `yfinance` returns a `pandas.DataFrame` with multi-level column
names, with a level for the ticker and a level for the stock price
data
- The answer discusses:
- How to correctly read the the multi-level columns after
saving the dataframe to a csv with `pandas.DataFrame.to_csv`
- How to download single or multiple tickers into a single
dataframe with single level column names and a ticker column
### Persistent cache store
To reduce Yahoo, yfinance store some data locally: timezones to localize dates, and cookie. Cache location is:
- Windows = C:/Users/\<USER\>/AppData/Local/py-yfinance
- Linux = /home/\<USER\>/.cache/py-yfinance
- MacOS = /Users/\<USER\>/Library/Caches/py-yfinance
You can direct cache to use a different location with `set_tz_cache_location()`:
```python
import yfinance as yf
yf.set_tz_cache_location("custom/cache/location")
...
```
---
The list of changes can be found in the [Changelog](https://github.com/ranaroussi/yfinance/blob/main/CHANGELOG.rst)
## Developers: want to contribute?
`yfinance` relies on community to investigate bugs and contribute code. Developer guide: https://github.com/ranaroussi/yfinance/discussions/1084
`yfinance` relies on community to investigate bugs, review code, and contribute code. Developer guide: https://github.com/ranaroussi/yfinance/discussions/1084
---
@@ -362,7 +67,6 @@ yf.set_tz_cache_location("custom/cache/location")
**yfinance** is distributed under the **Apache Software License**. See
the [LICENSE.txt](./LICENSE.txt) file in the release for details.
AGAIN - yfinance is **not** affiliated, endorsed, or vetted by Yahoo, Inc. It's
an open-source tool that uses Yahoo's publicly available APIs, and is
intended for research and educational purposes. You should refer to Yahoo!'s terms of use
@@ -378,3 +82,4 @@ details on your rights to use the actual data downloaded.
Please drop me a note with any feedback you have.
**Ran Aroussi**

20
doc/Makefile Normal file
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@@ -0,0 +1,20 @@
# Minimal makefile for Sphinx documentation
#
# You can set these variables from the command line, and also
# from the environment for the first two.
SPHINXOPTS ?=
SPHINXBUILD ?= sphinx-build
SOURCEDIR = source
BUILDDIR = build
# Put it first so that "make" without argument is like "make help".
help:
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
.PHONY: help Makefile
# Catch-all target: route all unknown targets to Sphinx using the new
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
%: Makefile
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

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doc/make.bat Normal file
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@@ -0,0 +1,35 @@
@ECHO OFF
pushd %~dp0
REM Command file for Sphinx documentation
if "%SPHINXBUILD%" == "" (
set SPHINXBUILD=sphinx-build
)
set SOURCEDIR=source
set BUILDDIR=build
%SPHINXBUILD% >NUL 2>NUL
if errorlevel 9009 (
echo.
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
echo.installed, then set the SPHINXBUILD environment variable to point
echo.to the full path of the 'sphinx-build' executable. Alternatively you
echo.may add the Sphinx directory to PATH.
echo.
echo.If you don't have Sphinx installed, grab it from
echo.https://www.sphinx-doc.org/
exit /b 1
)
if "%1" == "" goto help
%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
goto end
:help
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
:end
popd

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@@ -0,0 +1,4 @@
/* Hide the "Section Navigation" title */
p.bd-links__title {
display: none;
}

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@@ -0,0 +1,29 @@
:orphan:
{{ objname | escape | underline }}
.. currentmodule:: {{ module }}
.. autoclass:: {{ objname }}
{% block attributes %}
{% if attributes %}
.. rubric:: Attributes
{% for item in attributes %}
.. autoattribute:: {{ item }}
:noindex:
{%- endfor %}
{% endif %}
{% endblock attributes %}
{% block methods %}
{% if methods %}
.. rubric:: Methods
{% for item in methods %}
.. automethod:: {{ item }}
:noindex:
{%- endfor %}
{% endif %}
{% endblock methods %}

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@@ -0,0 +1,59 @@
Caching
=======
Smarter Scraping
----------------
Install the `nospam` package to cache API calls and reduce spam to Yahoo:
.. code-block:: bash
pip install yfinance[nospam]
To use a custom `requests` session, pass a `session=` argument to
the Ticker constructor. This allows for caching calls to the API as well as a custom way to modify requests via the `User-agent` header.
.. code-block:: python
import requests_cache
session = requests_cache.CachedSession('yfinance.cache')
session.headers['User-agent'] = 'my-program/1.0'
ticker = yf.Ticker('MSFT', session=session)
# The scraped response will be stored in the cache
ticker.actions
Combine `requests_cache` with rate-limiting to avoid triggering Yahoo's rate-limiter/blocker that can corrupt data.
.. code-block:: python
from requests import Session
from requests_cache import CacheMixin, SQLiteCache
from requests_ratelimiter import LimiterMixin, MemoryQueueBucket
from pyrate_limiter import Duration, RequestRate, Limiter
class CachedLimiterSession(CacheMixin, LimiterMixin, Session):
pass
session = CachedLimiterSession(
limiter=Limiter(RequestRate(2, Duration.SECOND*5)), # max 2 requests per 5 seconds
bucket_class=MemoryQueueBucket,
backend=SQLiteCache("yfinance.cache"),
)
Persistent Cache
----------------
To reduce Yahoo, yfinance store some data locally: timezones to localize dates, and cookie. Cache location is:
- Windows = C:/Users/\<USER\>/AppData/Local/py-yfinance
- Linux = /home/\<USER\>/.cache/py-yfinance
- MacOS = /Users/\<USER\>/Library/Caches/py-yfinance
You can direct cache to use a different location with :attr:`set_tz_cache_location <yfinance.set_tz_cache_location>`:
.. code-block:: python
import yfinance as yf
yf.set_tz_cache_location("custom/cache/location")

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@@ -0,0 +1,11 @@
========
Advanced
========
.. toctree::
:maxdepth: 2
logging
proxy
caching
multi_level_columns

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@@ -0,0 +1,11 @@
Logging
=======
`yfinance` uses the `logging` module to handle messages. By default, only errors are logged.
If debugging, you can switch to debug mode with custom formatting using:
.. code-block:: python
import yfinance as yf
yf.enable_debug_mode()

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@@ -0,0 +1,13 @@
************************
Multi-Level Column Index
************************
The following answer on Stack Overflow is for `How to deal with
multi-level column names downloaded with yfinance? <https://stackoverflow.com/questions/63107801>`_
- `yfinance` returns a `pandas.DataFrame` with multi-level column names, with a level for the ticker and a level for the stock price data
The answer discusses:
- How to correctly read the the multi-level columns after saving the dataframe to a csv with `pandas.DataFrame.to_csv`
- How to download single or multiple tickers into a singledataframe with single level column names and a ticker column

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@@ -0,0 +1,11 @@
************
Proxy Server
************
You can download data via a proxy:
.. code-block:: python
msft = yf.Ticker("MSFT")
msft.history(..., proxy="PROXY_SERVER")

46
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@@ -0,0 +1,46 @@
import os
import sys
sys.path.insert(0, os.path.abspath('../..'))
# Configuration file for the Sphinx documentation builder.
#
# For the full list of built-in configuration values, see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configuration.html
# -- Project information -----------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
project = 'yfinance - market data downloader'
copyright = '2017-2019 Ran Aroussi'
author = 'Ran Aroussi'
# -- General configuration ---------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
extensions = ['sphinx.ext.autodoc',
'sphinx.ext.napoleon',
"sphinx.ext.githubpages",
"sphinx.ext.autosectionlabel",
"sphinx.ext.autosummary",
"sphinx_copybutton"]
templates_path = ['_templates']
exclude_patterns = []
autoclass_content = 'both'
autosummary_generate = True
autodoc_default_options = {
'exclude-members': '__init__',
'members': True,
}
# -- Options for HTML output -------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
html_title = 'yfinance'
html_theme = 'pydata_sphinx_theme'
html_theme_options = {
"github_url": "https://github.com/ranaroussi/yfinance",
"navbar_align": "left"
}
html_static_path = ['_static']
html_css_files = ['yfinance.css']

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********************************
Contributiong to yfinance
********************************
`yfinance` relies on the community to investigate bugs and contribute code. Heres how you can help:
Contributing
------------
1. Fork the repository on GitHub.
2. Clone your forked repository:
.. code-block:: bash
git clone https://github.com/your-username/yfinance.git
3. Create a new branch for your feature or bug fix:
.. code-block:: bash
git checkout -b feature-branch-name
4. Make your changes, commit them, and push your branch to GitHub. To keep the commit history and `network graph <https://github.com/ranaroussi/yfinance/network>`_ compact:
Use short summaries for commits
.. code-block:: shell
git commit -m "short summary" -m "full commit message"
**Squash** tiny or negligible commits with meaningful ones.
.. code-block:: shell
git rebase -i HEAD~2
git push --force-with-lease origin <branch-name>
5. Open a pull request on the `yfinance` GitHub page.
For more information, see the `Developer Guide <https://github.com/ranaroussi/yfinance/discussions/1084>`_.
Branches
---------
To support rapid development without breaking stable versions, this project uses a two-layer branch model:
.. image:: assets/branches.png
:alt: Branching Model
`Inspiration <https://miro.medium.com/max/700/1*2YagIpX6LuauC3ASpwHekg.png>`_
- **dev**: New features and some bug fixes are merged here. This branch allows collective testing, conflict resolution, and further stabilization before merging into the stable branch.
- **main**: Stable branch where PIP releases are created.
By default, branches target **main**, but most contributions should target **dev**.
**Exceptions**:
Direct merges to **main** are allowed if:
- `yfinance` is massively broken
- Part of `yfinance` is broken, and the fix is simple and isolated
Unit Tests
----------
Tests are written using Pythons `unittest` module. Here are some ways to run tests:
- **Run all price tests**:
.. code-block:: shell
python -m unittest tests.test_prices
- **Run a subset of price tests**:
.. code-block:: shell
python -m unittest tests.test_prices.TestPriceRepair
- **Run a specific test**:
.. code-block:: shell
python -m unittest tests.test_prices.TestPriceRepair.test_ticker_missing
- **Run all tests**:
.. code-block:: shell
python -m unittest discover -s tests
Rebasing
--------------
If asked to move your branch from **main** to **dev**:
1. Ensure all relevant branches are pulled.
2. Run:
.. code-block:: shell
git checkout <your-branch>
git rebase --onto dev main <branch-name>
git push --force-with-lease origin <branch-name>
Running the GitHub Version of yfinance
--------------------------------------
To download and run a GitHub version of `yfinance`, refer to `GitHub discussion <https://github.com/ranaroussi/yfinance/discussions/1080>`_

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@@ -0,0 +1,46 @@
*************************************
Contribution to the documentation
*************************************
.. contents:: Documentation:
:local:
About documentation
------------------------
* yfinance documentation is written in reStructuredText (rst) and built using Sphinx.
* The documentation file is in `doc/source/..`.
* Most of the notes under API References read from class and methods docstrings. These documentations, found in `doc/source/reference/api` is autogenerated by Sphinx and not included in git.
Building documentation locally
-------------------------------
To build the documentation locally, follow these steps:
1. **Install Required Dependencies**:
* Make sure `Sphinx` and any other dependencies are installed. If a `requirements.txt` file is available, you can install dependencies by running:
.. code-block:: console
pip install -r requirements.txt
2. **Build with Sphinx**:
* After dependencies are installed, use the sphinx-build command to generate HTML documentation.
* Go to `doc/` directory Run:
.. code-block:: console
make clean && make html
3. **View Documentation Locally**:
* Open `doc/build/html/index.html` in the browser to view the generated documentation.
Building documentation on main
-------------------------------
The documentation updates are built on merge to `main` branch. This is done via GitHub Actions workflow based on `/yfinance/.github/workflows/deploy_doc.yml`.
1. Reivew the changes locally and push to `dev`.
2. When `dev` gets merged to `main`, GitHub Actions workflow is automated to build documentation.

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===========
Development
===========
.. toctree::
:maxdepth: 1
contributing
documentation
reporting_bug

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********************************
Reporting a Bug
********************************
Open a new issue on our `GitHub <https://github.com/ranaroussi/yfinance/issues>`_.

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yfinance documentation
======================
Download Market Data from Yahoo! Finance's API
----------------------------------------------
.. admonition:: IMPORTANT LEGAL DISCLAIMER
**Yahoo!, Y!Finance, and Yahoo! finance are registered trademarks of Yahoo, Inc.**
yfinance is **not** affiliated, endorsed, or vetted by Yahoo, Inc. It's
an open-source tool that uses Yahoo's publicly available APIs, and is
intended for research and educational purposes.
**You should refer to Yahoo!'s terms of use**
(`here <https://policies.yahoo.com/us/en/yahoo/terms/product-atos/apiforydn/index.htm>`__),
(`here <https://legal.yahoo.com/us/en/yahoo/terms/otos/index.html>`__),
and (`here <https://policies.yahoo.com/us/en/yahoo/terms/index.htm>`__)
for details on your rights to use the actual data downloaded.
Remember - the Yahoo! finance API is intended for personal use only.
Install
-------
.. code-block:: bash
$ pip install yfinance
Quick start
-----------
Showing a small sample of yfinance API, the full API is much bigger and covered in :doc:`reference/index`.
.. code-block:: python
import yfinance as yf
dat = yf.Ticker("MSFT")
One ticker symbol
.. code-block:: python
dat = yf.Ticker("MSFT")
dat.info
dat.calendar
dat.analyst_price_targets
dat.quarterly_income_stmt
dat.history(period='1mo')
dat.option_chain(dat.options[0]).calls
Multiple ticker symbols
.. code-block:: python
tickers = yf.Tickers('MSFT AAPL GOOG')
tickers.tickers['MSFT'].info
yf.download(['MSFT', 'AAPL', 'GOOG'], period='1mo')
Funds
.. code-block:: python
spy = yf.Ticker('SPY').funds_data
spy.description
spy.top_holdings
.. toctree::
:maxdepth: 1
:titlesonly:
advanced/index
reference/index
development/index

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@@ -0,0 +1,2 @@
import yfinance as yf
data = yf.download("SPY AAPL", period="1mo")

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@@ -0,0 +1,18 @@
import yfinance as yf
spy = yf.Ticker('SPY')
data = spy.funds_data
# show fund description
data.description
# show operational information
data.fund_overview
data.fund_operations
# show holdings related information
data.asset_classes
data.top_holdings
data.equity_holdings
data.bond_holdings
data.bond_ratings
data.sector_weightings

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@@ -0,0 +1,6 @@
import yfinance as yf
EUROPE = yf.Market("EUROPE")
status = EUROPE.status
summary = EUROPE.summary

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import yfinance as yf
msft = yf.Ticker("MSFT")
msft.history(..., proxy="PROXY_SERVER")
msft.get_actions(proxy="PROXY_SERVER")
msft.get_dividends(proxy="PROXY_SERVER")
msft.get_splits(proxy="PROXY_SERVER")
msft.get_capital_gains(proxy="PROXY_SERVER")
msft.get_balance_sheet(proxy="PROXY_SERVER")
msft.get_cashflow(proxy="PROXY_SERVER")
msft.option_chain(..., proxy="PROXY_SERVER")
...

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@@ -0,0 +1,10 @@
import yfinance as yf
# get list of quotes
quotes = yf.Search("AAPL", max_results=10).quotes
# get list of news
news = yf.Search("Google", news_count=10).news
# get list of related research
research = yf.Search("apple", include_research=True).research

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@@ -0,0 +1,25 @@
import yfinance as yf
tech = yf.Sector('technology')
software = yf.Industry('software-infrastructure')
# Common information
tech.key
tech.name
tech.symbol
tech.ticker
tech.overview
tech.top_companies
tech.research_reports
# Sector information
tech.top_etfs
tech.top_mutual_funds
tech.industries
# Industry information
software.sector_key
software.sector_name
software.top_performing_companies
software.top_growth_companies

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@@ -0,0 +1,11 @@
import yfinance as yf
# Ticker to Sector and Industry
msft = yf.Ticker('MSFT')
tech = yf.Sector(msft.info.get('sectorKey'))
software = yf.Industry(msft.info.get('industryKey'))
# Sector and Industry to Ticker
tech_ticker = tech.ticker
tech_ticker.info
software_ticker = software.ticker
software_ticker.history()

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@@ -0,0 +1,22 @@
import yfinance as yf
dat = yf.Ticker("MSFT")
# get historical market data
dat.history(period='1mo')
# options
dat.option_chain(dat.options[0]).calls
# get financials
dat.balance_sheet
dat.quarterly_income_stmt
# dates
dat.calendar
# general info
dat.info
# analysis
dat.analyst_price_targets

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@@ -0,0 +1,8 @@
import yfinance as yf
tickers = yf.Tickers('msft aapl goog')
# access each ticker using (example)
tickers.tickers['MSFT'].info
tickers.tickers['AAPL'].history(period="1mo")
tickers.tickers['GOOG'].actions

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@@ -0,0 +1,47 @@
=============
API Reference
=============
Overview
--------
The `yfinance` package provides easy access to Yahoo! Finance's API to retrieve market data. It includes classes and functions for downloading historical market data, accessing ticker information, managing cache, and more.
Public API
==========
The following are the publicly available classes, and functions exposed by the `yfinance` package:
- :attr:`Ticker <yfinance.Ticker>`: Class for accessing single ticker data.
- :attr:`Tickers <yfinance.Tickers>`: Class for handling multiple tickers.
- :attr:`Market <yfinance.Market>`: Class for accessing market summary.
- :attr:`download <yfinance.download>`: Function to download market data for multiple tickers.
- :attr:`Search <yfinance.Search>`: Class for accessing search results.
- :attr:`Sector <yfinance.Sector>`: Domain class for accessing sector information.
- :attr:`Industry <yfinance.Industry>`: Domain class for accessing industry information.
- :attr:`Market <yfinance.Market>`: Class for accessing market status & summary.
- :attr:`EquityQuery <yfinance.EquityQuery>`: Class to build equity query filters.
- :attr:`FundQuery <yfinance.FundQuery>`: Class to build fund query filters.
- :attr:`screen <yfinance.screen>`: Run equity/fund queries.
- :attr:`enable_debug_mode <yfinance.enable_debug_mode>`: Function to enable debug mode for logging.
- :attr:`set_tz_cache_location <yfinance.set_tz_cache_location>`: Function to set the timezone cache location.
.. toctree::
:maxdepth: 1
:hidden:
yfinance.ticker_tickers
yfinance.stock
yfinance.market
yfinance.financials
yfinance.analysis
yfinance.market
yfinance.search
yfinance.sector_industry
yfinance.screener
yfinance.functions
yfinance.funds_data
yfinance.price_history

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@@ -0,0 +1,81 @@
===================
Analysis & Holdings
===================
.. currentmodule:: yfinance.Ticker
Analysis
--------
.. autosummary::
:toctree: api/
:recursive:
get_recommendations
recommendations
get_recommendations_summary
recommendations_summary
get_upgrades_downgrades
upgrades_downgrades
get_sustainability
sustainability
get_analyst_price_targets
analyst_price_targets
get_earnings_estimate
earnings_estimate
get_revenue_estimate
revenue_estimate
get_earnings_history
earnings_history
get_eps_trend
eps_trend
get_eps_revisions
eps_revisions
get_growth_estimates
growth_estimates
Holdings
--------
.. autosummary::
:toctree: api/
:recursive:
get_funds_data
funds_data
.. seealso::
:meth:`yfinance.scrapers.funds.FundsData`
.. autosummary::
:toctree: api/
:recursive:
get_insider_purchases
insider_purchases
get_insider_transactions
insider_transactions
get_insider_roster_holders
insider_roster_holders
get_major_holders
major_holders
get_institutional_holders
institutional_holders
get_mutualfund_holders
mutualfund_holders

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@@ -0,0 +1,29 @@
==========
Financials
==========
.. currentmodule:: yfinance.Ticker
.. autosummary::
:toctree: api/
:recursive:
get_income_stmt
income_stmt
get_balance_sheet
balance_sheet
get_cashflow
cashflow
get_earnings
earnings
calendar
get_earnings_dates
earnings_dates
get_sec_filings
sec_filings

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@@ -0,0 +1,32 @@
=========================
Functions and Utilities
=========================
.. currentmodule:: yfinance
Download Market Data
~~~~~~~~~~~~~~~~~~~~~
The `download` function allows you to retrieve market data for multiple tickers at once.
.. autosummary::
:toctree: api/
download
Enable Debug Mode
~~~~~~~~~~~~~~~~~
Enables logging of debug information for the `yfinance` package.
.. autosummary::
:toctree: api/
enable_debug_mode
Set Timezone Cache Location
~~~~~~~~~~~~~~~~~~~~~~~~~~~
Sets the cache location for timezone data.
.. autosummary::
:toctree: api/
set_tz_cache_location

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@@ -0,0 +1,11 @@
====================
`FundsData` class
====================
.. currentmodule:: yfinance.scrapers.funds
.. autosummary::
:toctree: api/
:recursive:
FundsData

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@@ -0,0 +1,41 @@
=====================
Market
=====================
.. currentmodule:: yfinance
Class
------------
The `Market` class, allows you to access market data in a Pythonic way.
.. autosummary::
:toctree: api/
Market
Market Sample Code
------------------
.. literalinclude:: examples/market.py
:language: python
Markets
------------
There are 8 different markets available in Yahoo Finance.
* US
* GB
\
* ASIA
* EUROPE
\
* RATES
* COMMODITIES
* CURRENCIES
* CRYPTOCURRENCIES

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@@ -0,0 +1,9 @@
====================
`PriceHistory` class
====================
.. currentmodule:: yfinance.scrapers.history
.. autoclass:: PriceHistory
:members:
:undoc-members:

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@@ -0,0 +1,27 @@
=========================
Screener & Query
=========================
.. currentmodule:: yfinance
Query Market Data
~~~~~~~~~~~~~~~~~~~~~
The `Sector` and `Industry` modules allow you to access the sector and industry information.
.. autosummary::
:toctree: api/
EquityQuery
FundQuery
screen
.. seealso::
:attr:`EquityQuery.valid_fields <yfinance.EquityQuery.valid_fields>`
supported operand values for query
:attr:`EquityQuery.valid_values <yfinance.EquityQuery.valid_values>`
supported `EQ query operand parameters`
:attr:`FundQuery.valid_fields <yfinance.FundQuery.valid_fields>`
supported operand values for query
:attr:`FundQuery.valid_values <yfinance.FundQuery.valid_values>`
supported `EQ query operand parameters`

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@@ -0,0 +1,22 @@
=====================
Search & News
=====================
.. currentmodule:: yfinance
Class
------------
The `Search` module, allows you to access search data in a Pythonic way.
.. autosummary::
:toctree: api/
Search
Search Sample Code
------------------
The `Search` module, allows you to access search data in a Pythonic way.
.. literalinclude:: examples/search.py
:language: python

View File

@@ -0,0 +1,32 @@
=======================
Sector and Industry
=======================
.. currentmodule:: yfinance
Sector class
--------------
The `Sector` and `Industry` modules provide access to the Sector and Industry information.
.. autosummary::
:toctree: api/
:recursive:
Sector
Industry
.. seealso::
:attr:`Sector.industries <yfinance.Sector.industries>`
Map of sector and industry
Sample Code
---------------------
To initialize, use the relevant sector or industry key as below.
.. literalinclude:: examples/sector_industry.py
:language: python
The modules can be chained with Ticker as below.
.. literalinclude:: examples/sector_industry_ticker.py
:language: python

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@@ -0,0 +1,50 @@
=====
Stock
=====
.. currentmodule:: yfinance.Ticker
Ticker stock methods
--------------------
.. autosummary::
:toctree: api/
:recursive:
get_isin
isin
history
.. seealso::
:meth:`yfinance.scrapers.history.PriceHistory.history`
Documentation for history
.. autosummary::
:toctree: api/
:recursive:
get_history_metadata
get_dividends
dividends
get_splits
splits
get_actions
actions
get_capital_gains
capital_gains
get_shares_full
get_info
info
get_fast_info
fast_info
get_news
news

View File

@@ -0,0 +1,46 @@
=====================
Ticker and Tickers
=====================
.. currentmodule:: yfinance
Class
------------
The `Ticker` module, allows you to access ticker data in a Pythonic way.
.. autosummary::
:toctree: api/
Ticker
Tickers
Ticker Sample Code
------------------
The `Ticker` module, allows you to access ticker data in a Pythonic way.
.. literalinclude:: examples/ticker.py
:language: python
To initialize multiple `Ticker` objects, use
.. literalinclude:: examples/tickers.py
:language: python
For tickers that are ETFs/Mutual Funds, `Ticker.funds_data` provides access to fund related data.
Funds' Top Holdings and other data with category average is returned as `pd.DataFrame`.
.. literalinclude:: examples/funds_data.py
:language: python
If you want to use a proxy server for downloading data, use:
.. literalinclude:: examples/proxy.py
:language: python
To initialize multiple `Ticker` objects, use `Tickers` module
.. literalinclude:: examples/tickers.py
:language: python

View File

@@ -1,5 +1,5 @@
{% set name = "yfinance" %}
{% set version = "0.2.46" %}
{% set version = "0.2.53" %}
package:
name: "{{ name|lower }}"

View File

@@ -1,19 +0,0 @@
# site_name: My Docs
# # mkdocs.yml
# theme:
# name: "material"
# plugins:
# - search
# - mkdocstrings
# nav:
# - Introduction: 'index.md'
# - Installation: 'installation.md'
# - Quick Start: 'quickstart.md'
# # - Ticker: 'Ticker.md'
# - TickerBase: 'TickerBase.md'
# # - Tickers: 'Tickers.md'
# - utils: 'utils.md'
# - multi: 'multi.md'

View File

@@ -2,10 +2,11 @@ pandas>=1.3.0
numpy>=1.16.5
requests>=2.31
multitasking>=0.0.7
lxml>=4.9.1
platformdirs>=2.0.0
pytz>=2022.5
frozendict>=2.3.4
beautifulsoup4>=4.11.1
html5lib>=1.1
peewee>=3.16.2
requests_cache>=1.0
requests_ratelimiter>=0.3.1
scipy>=1.6.3

View File

@@ -61,9 +61,9 @@ setup(
packages=find_packages(exclude=['contrib', 'docs', 'tests', 'examples']),
install_requires=['pandas>=1.3.0', 'numpy>=1.16.5',
'requests>=2.31', 'multitasking>=0.0.7',
'lxml>=4.9.1', 'platformdirs>=2.0.0', 'pytz>=2022.5',
'platformdirs>=2.0.0', 'pytz>=2022.5',
'frozendict>=2.3.4', 'peewee>=3.16.2',
'beautifulsoup4>=4.11.1', 'html5lib>=1.1'],
'beautifulsoup4>=4.11.1'],
extras_require={
'nospam': ['requests_cache>=1.0', 'requests_ratelimiter>=0.3.1'],
'repair': ['scipy>=1.6.3'],

View File

@@ -5,9 +5,7 @@ import datetime as _dt
import sys
import os
import yfinance
from requests import Session
from requests_cache import CacheMixin, SQLiteCache
from requests_ratelimiter import LimiterMixin, MemoryQueueBucket
from requests_ratelimiter import LimiterSession
from pyrate_limiter import Duration, RequestRate, Limiter
_parent_dp = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
@@ -27,19 +25,21 @@ if os.path.isdir(testing_cache_dirpath):
import shutil
shutil.rmtree(testing_cache_dirpath)
# Setup a session to rate-limit and cache persistently:
class CachedLimiterSession(CacheMixin, LimiterMixin, Session):
pass
history_rate = RequestRate(1, Duration.SECOND*2)
# Setup a session to only rate-limit
history_rate = RequestRate(1, Duration.SECOND)
limiter = Limiter(history_rate)
cache_fp = os.path.join(testing_cache_dirpath, "unittests-cache")
session_gbl = CachedLimiterSession(
limiter=limiter,
bucket_class=MemoryQueueBucket,
backend=SQLiteCache(cache_fp, expire_after=_dt.timedelta(hours=1)),
)
# Use this instead if only want rate-limiting:
# from requests_ratelimiter import LimiterSession
# session_gbl = LimiterSession(limiter=limiter)
session_gbl = LimiterSession(limiter=limiter)
# Use this instead if you also want caching:
# from requests_cache import CacheMixin, SQLiteCache
# from requests_ratelimiter import LimiterMixin
# from requests import Session
# from pyrate_limiter import MemoryQueueBucket
# class CachedLimiterSession(CacheMixin, LimiterMixin, Session):
# pass
# cache_fp = os.path.join(testing_cache_dirpath, "unittests-cache")
# session_gbl = CachedLimiterSession(
# limiter=limiter,
# bucket_class=MemoryQueueBucket,
# backend=SQLiteCache(cache_fp, expire_after=_dt.timedelta(hours=1)),
# )

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@@ -1,391 +1,391 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gains,Repaired?
2022-01-04 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880703675715848,14877,0.0,0.0,0.0,True
2022-01-05 00:00:00+00:00,0.6875,0.6751000213623047,0.675,0.6875,0.5880703675715848,15180,0.0,0.0,0.0,True
2022-01-06 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-07 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-10 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-12 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-13 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-01-14 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880703675715848,10268,0.0,0.0,0.0,True
2022-01-17 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880703675715848,1004,0.0,0.0,0.0,True
2022-01-18 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880703675715848,15202,0.0,0.0,0.0,True
2022-01-19 00:00:00+00:00,0.6875,0.675,0.67,0.6875,0.5880703675715848,26258,0.0,0.0,0.0,True
2022-01-20 00:00:00+00:00,0.6875,0.675,0.675,0.6875,0.5880703675715848,11286,0.0,0.0,0.0,True
2022-01-21 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880703675715848,653,0.0,0.0,0.0,True
2022-01-24 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880703675715848,300,0.0,0.0,0.0,True
2022-01-25 00:00:00+00:00,0.6875,0.67,0.67,0.6825,0.5837933928330346,18000,0.0,0.0,0.0,True
2022-01-26 00:00:00+00:00,0.6825,0.6940000152587891,0.6940000152587891,0.6825,0.5837933928330346,1560,0.0,0.0,0.0,True
2022-01-27 00:00:00+00:00,0.6825,0.67,0.67,0.6825,0.5837933928330346,1000,0.0,0.0,0.0,True
2022-01-28 00:00:00+00:00,0.6825,0.67,0.67,0.6825,0.5837933928330346,5588,0.0,0.0,0.0,True
2022-01-31 00:00:00+00:00,0.6825,0.6825,0.6825,0.6825,0.5837933928330346,0,0.0,0.0,0.0,True
2022-02-01 00:00:00+00:00,0.6825,0.66,0.65,0.66,0.564547577937833,30612,0.0,0.0,0.0,True
2022-02-02 00:00:00+00:00,0.66,0.65,0.65,0.66,0.564547577937833,9000,0.0,0.0,0.0,True
2022-02-03 00:00:00+00:00,0.67,0.68,0.67,0.6775,0.5795166024261857,19301,0.0,0.0,0.0,True
2022-02-04 00:00:00+00:00,0.6775,0.67,0.67,0.6775,0.5795166024261857,29455,0.0,0.0,0.0,True
2022-02-07 00:00:00+00:00,0.6775,0.67,0.67,0.6775,0.5795166024261857,3125,0.0,0.0,0.0,True
2022-02-08 00:00:00+00:00,0.6775,0.685,0.67,0.6775,0.5795166024261857,15202,0.0,0.0,0.0,True
2022-02-09 00:00:00+00:00,0.6775,0.6775,0.6775,0.6775,0.5795166024261857,0,0.0,0.0,0.0,True
2022-02-10 00:00:00+00:00,0.6775,0.67,0.67,0.6775,0.5795166024261857,3506,0.0,0.0,0.0,True
2022-02-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-02-14 00:00:00+00:00,0.6875,0.68,0.68,0.6875,0.5880703675715848,2461,0.0,0.0,0.0,True
2022-02-15 00:00:00+00:00,0.6875,0.68,0.68,0.6875,0.5880703675715848,19756,0.0,0.0,0.0,True
2022-02-16 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-02-17 00:00:00+00:00,0.6875,0.6825,0.6825,0.6875,0.5880703675715848,7275,0.0,0.0,0.0,True
2022-02-18 00:00:00+00:00,0.6875,0.68,0.675,0.6875,0.5880703675715848,45627,0.0,0.0,0.0,True
2022-02-21 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-02-22 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-02-23 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-02-24 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880703675715848,14323,0.0,0.0,0.0,True
2022-02-25 00:00:00+00:00,0.6875,0.6827999877929688,0.6827999877929688,0.6875,0.5880703675715848,28473,0.0,0.0,0.0,True
2022-02-28 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-01 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-02 00:00:00+00:00,0.6875,0.6825,0.6825,0.6875,0.5880703675715848,1559,0.0,0.0,0.0,True
2022-03-03 00:00:00+00:00,0.6875,0.67,0.67,0.6875,0.5880703675715848,1524,0.0,0.0,0.0,True
2022-03-04 00:00:00+00:00,0.6875,0.6809999847412109,0.6809999847412109,0.6875,0.5880703675715848,718,0.0,0.0,0.0,True
2022-03-07 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-08 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-09 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-10 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-14 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-15 00:00:00+00:00,0.6875,0.68,0.65,0.6875,0.5880703675715848,1430,0.0,0.0,0.0,True
2022-03-16 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-17 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880703675715848,0,0.0,0.0,0.0,True
2022-03-18 00:00:00+00:00,0.665,0.655,0.655,0.66,0.564547577937833,2500,0.0,0.0,0.0,True
2022-03-21 00:00:00+00:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-03-22 00:00:00+00:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-03-23 00:00:00+00:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-03-24 00:00:00+00:00,0.66,0.65,0.65,0.66,0.564547577937833,24314,0.0,0.0,0.0,True
2022-03-25 00:00:00+00:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-03-28 00:00:00+01:00,0.66,0.6552999877929687,0.6552999877929687,0.66,0.564547577937833,16749,0.0,0.0,0.0,True
2022-03-29 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-03-30 00:00:00+01:00,0.66,0.665,0.65,0.66,0.564547577937833,38438,0.0,0.0,0.0,True
2022-03-31 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-04-01 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-04-04 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-04-05 00:00:00+01:00,0.66,0.66,0.65,0.66,0.564547577937833,16181,0.0,0.0,0.0,True
2022-04-06 00:00:00+01:00,0.66,0.65,0.65,0.66,0.564547577937833,672,0.0,0.0,0.0,True
2022-04-07 00:00:00+01:00,0.66,0.66,0.6501000213623047,0.66,0.564547577937833,55267,0.0,0.0,0.0,True
2022-04-08 00:00:00+01:00,0.66,0.6598000335693359,0.6598000335693359,0.66,0.564547577937833,1496,0.0,0.0,0.0,True
2022-04-11 00:00:00+01:00,0.66,0.659000015258789,0.65,0.66,0.564547577937833,10068,0.0,0.0,0.0,True
2022-04-12 00:00:00+01:00,0.66,0.6588999938964843,0.6588999938964843,0.66,0.564547577937833,7588,0.0,0.0,0.0,True
2022-04-13 00:00:00+01:00,0.66,0.658499984741211,0.658499984741211,0.66,0.564547577937833,1511,0.0,0.0,0.0,True
2022-04-14 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
2022-04-19 00:00:00+01:00,0.66,0.6583999633789063,0.65,0.66,0.564547577937833,12524,0.0,0.0,0.0,True
2022-04-20 00:00:00+01:00,0.66,0.6583999633789063,0.6583999633789063,0.66,0.564547577937833,580,0.0,0.0,0.0,True
2022-04-21 00:00:00+01:00,0.66,0.6583999633789063,0.64,0.66,0.564547577937833,22992,0.0,0.0,0.0,True
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2022-04-25 00:00:00+01:00,0.66,0.66,0.66,0.66,0.564547577937833,0,0.0,0.0,0.0,True
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2022-04-27 00:00:00+01:00,0.66,0.64,0.64,0.66,0.564547577937833,17000,0.0,0.0,0.0,True
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2022-07-01 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517169486529044,0,0.0,0.0,0.0,True
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2022-07-19 00:00:00+01:00,0.6375000000000001,0.65,0.63,0.6375000000000001,0.5453015787109297,38011,0.0,0.0,0.0,True
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2022-10-26 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-10-27 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5298477249811411,171,0.0,0.0,0.0,True
2022-10-28 00:00:00+01:00,0.6,0.6,0.59,0.6,0.5298477249811411,8289,0.0,0.0,0.0,True
2022-10-31 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-01 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-02 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-03 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-04 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-07 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-08 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-09 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-10 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-11 00:00:00+00:00,0.6,0.6,0.5725,0.6,0.5298477249811411,31003,0.0,0.0,0.0,True
2022-11-14 00:00:00+00:00,0.6,0.5725,0.5725,0.6,0.5298477249811411,3249,0.0,0.0,0.0,True
2022-11-15 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-16 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-17 00:00:00+00:00,0.6,0.5990000152587891,0.5990000152587891,0.6,0.5298477249811411,16000,0.0,0.0,0.0,True
2022-11-18 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-21 00:00:00+00:00,0.6025,0.5725,0.5725,0.6,0.5298477249811411,4785,0.0,0.0,0.0,True
2022-11-22 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-23 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-24 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-25 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-11-28 00:00:00+00:00,0.6,0.6040000152587891,0.59,0.6,0.5298477249811411,20750,0.0,0.0,0.0,True
2022-11-29 00:00:00+00:00,0.6,0.59,0.59,0.6,0.5298477249811411,26354,0.0,0.0,0.0,True
2022-11-30 00:00:00+00:00,0.6,0.6038000106811524,0.6038000106811524,0.6,0.5298477249811411,227,0.0,0.0,0.0,True
2022-12-01 00:00:00+00:00,0.6,0.5983000183105469,0.59,0.6,0.5298477249811411,819097,0.0,0.0,0.0,True
2022-12-02 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-12-05 00:00:00+00:00,0.6,0.6,0.59,0.6,0.5298477249811411,67809,0.0,0.0,0.0,True
2022-12-06 00:00:00+00:00,0.6,0.6038000106811524,0.6038000106811524,0.6,0.5298477249811411,18000,0.0,0.0,0.0,True
2022-12-07 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5298477249811411,0,0.0,0.0,0.0,True
2022-12-08 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.02,0.0,0.0,True
2022-12-09 00:00:00+00:00,0.585,0.57125,0.5700000000000001,0.585,0.5344153539467067,18119,0.0,0.0,0.0,True
2022-12-12 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344153539467067,8300,0.0,0.0,0.0,True
2022-12-13 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5344153539467067,4797,0.0,0.0,0.0,True
2022-12-14 00:00:00+00:00,0.585,0.5712799835205078,0.5711999893188476,0.585,0.5344153539467067,7000,0.0,0.0,0.0,True
2022-12-15 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2022-12-16 00:00:00+00:00,0.585,0.5712799835205078,0.5700000000000001,0.585,0.5344153539467067,31125,0.0,0.0,0.0,True
2022-12-19 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5344153539467067,8500,0.0,0.0,0.0,True
2022-12-20 00:00:00+00:00,0.585,0.5793000030517578,0.5793000030517578,0.585,0.5344153539467067,94265,0.0,0.0,0.0,True
2022-12-21 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5344153539467067,8475,0.0,0.0,0.0,True
2022-12-22 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344153539467067,320,0.0,0.0,0.0,True
2022-12-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2022-12-28 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5344153539467067,12452,0.0,0.0,0.0,True
2022-12-29 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344153539467067,1228,0.0,0.0,0.0,True
2022-12-30 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-03 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344153539467067,25461,0.0,0.0,0.0,True
2023-01-04 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-05 00:00:00+00:00,0.585,0.5906999969482422,0.5720000076293945,0.585,0.5344153539467067,9855,0.0,0.0,0.0,True
2023-01-06 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344153539467067,1500,0.0,0.0,0.0,True
2023-01-09 00:00:00+00:00,0.585,0.5702999877929688,0.5702999877929688,0.585,0.5344153539467067,9101,0.0,0.0,0.0,True
2023-01-10 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344153539467067,20891,0.0,0.0,0.0,True
2023-01-11 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-12 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-13 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5344153539467067,8881,0.0,0.0,0.0,True
2023-01-16 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344153539467067,1271,0.0,0.0,0.0,True
2023-01-17 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5344153539467067,20064,0.0,0.0,0.0,True
2023-01-18 00:00:00+00:00,0.585,0.5700000000000001,0.56,0.585,0.5344153539467067,3709,0.0,0.0,0.0,True
2023-01-19 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-20 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344153539467067,1225,0.0,0.0,0.0,True
2023-01-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-24 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344153539467067,10000,0.0,0.0,0.0,True
2023-01-25 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344153539467067,2706,0.0,0.0,0.0,True
2023-01-26 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344153539467067,2076,0.0,0.0,0.0,True
2023-01-27 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344153539467067,0,0.0,0.0,0.0,True
2023-01-30 00:00:00+00:00,0.585,0.555,0.555,0.58,0.5298477618474814,20247,0.0,0.0,0.0,True
2023-01-31 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.5298477618474814,10000,0.0,0.0,0.0,True
2023-02-01 00:00:00+00:00,0.58,0.55,0.55,0.58,0.5298477618474814,10644,0.0,0.0,0.0,True
2023-02-02 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5298477618474814,0,0.0,0.0,0.0,True
2023-02-03 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.5298477618474814,1228,0.0,0.0,0.0,True
2023-02-06 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5298477618474814,0,0.0,0.0,0.0,True
2023-02-07 00:00:00+00:00,0.58,0.555,0.555,0.58,0.5298477618474814,2500,0.0,0.0,0.0,True
2023-02-08 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5298477618474814,0,0.0,0.0,0.0,True
2023-02-09 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5298477618474814,0,0.0,0.0,0.0,True
2023-02-10 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5298477618474814,0,0.0,0.0,0.0,True
2023-02-13 00:00:00+00:00,0.58,0.58,0.58,0.5750000000000001,0.5252800960155755,12276,0.0,0.0,0.0,True
2023-02-14 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5252800960155755,4049,0.0,0.0,0.0,True
2023-02-15 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5252800960155755,5000,0.0,0.0,0.0,True
2023-02-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-02-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-02-20 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5252800960155755,20123,0.0,0.0,0.0,True
2023-02-21 00:00:00+00:00,0.5750000000000001,0.5668999862670898,0.56,0.5750000000000001,0.5252800960155755,413641,0.0,0.0,0.0,True
2023-02-22 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5252800960155755,51462,0.0,0.0,0.0,True
2023-02-23 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-02-24 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-02-27 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-02-28 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5252800960155755,21569,0.0,0.0,0.0,True
2023-03-01 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5252800960155755,10000,0.0,0.0,0.0,True
2023-03-02 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-03 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5252800960155755,7892,0.0,0.0,0.0,True
2023-03-06 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.56,0.5750000000000001,0.5252800960155755,35268,0.0,0.0,0.0,True
2023-03-07 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5252800960155755,13200,0.0,0.0,0.0,True
2023-03-08 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-09 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5252800960155755,7663,0.0,0.0,0.0,True
2023-03-10 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-13 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-14 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-15 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-20 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-21 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-22 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-23 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5252800960155755,17334,0.0,0.0,0.0,True
2023-03-24 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5252800960155755,22500,0.0,0.0,0.0,True
2023-03-27 00:00:00+01:00,0.5750000000000001,0.58,0.56,0.5750000000000001,0.5252800960155755,7206,0.0,0.0,0.0,True
2023-03-28 00:00:00+01:00,0.5750000000000001,0.5718999862670898,0.5668999862670898,0.5750000000000001,0.5252800960155755,182252,0.0,0.0,0.0,True
2023-03-29 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.5252800960155755,8118,0.0,0.0,0.0,True
2023-03-30 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-03-31 00:00:00+01:00,0.5750000000000001,0.564900016784668,0.56,0.5750000000000001,0.5252800960155755,12159,0.0,0.0,0.0,True
2023-04-03 00:00:00+01:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5252800960155755,9477,0.0,0.0,0.0,True
2023-04-04 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-04-05 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-04-06 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5252800960155755,0,0.0,0.0,0.0,True
2023-04-11 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.5252800960155755,16661,0.0,0.0,0.0,True
2023-04-12 00:00:00+01:00,0.5750000000000001,0.535,0.535,0.5725,0.5229962262332822,12000,0.0,0.0,0.0,True
2023-04-13 00:00:00+01:00,0.5725,0.56,0.56,0.5700000000000001,0.5207124301836694,1459,0.0,0.0,0.0,True
2023-04-14 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207124301836694,7500,0.0,0.0,0.0,True
2023-04-17 00:00:00+01:00,0.5700000000000001,0.569900016784668,0.569900016784668,0.5700000000000001,0.5207124301836694,5227,0.0,0.0,0.0,True
2023-04-18 00:00:00+01:00,0.5700000000000001,0.5695000076293946,0.555,0.5700000000000001,0.5207124301836694,9687,0.0,0.0,0.0,True
2023-04-19 00:00:00+01:00,0.5700000000000001,0.5695000076293946,0.5695000076293946,0.5700000000000001,0.5207124301836694,5231,0.0,0.0,0.0,True
2023-04-20 00:00:00+01:00,0.5700000000000001,0.555,0.555,0.5700000000000001,0.5207124301836694,2938,0.0,0.0,0.0,True
2023-04-21 00:00:00+01:00,0.5700000000000001,0.555,0.555,0.5700000000000001,0.5207124301836694,8199,0.0,0.0,0.0,True
2023-04-24 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207124301836694,0,0.0,0.0,0.0,True
2023-04-25 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207124301836694,0,0.0,0.0,0.0,True
2023-04-26 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207124301836694,0,0.0,0.0,0.0,True
2023-04-27 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207124301836694,0,0.0,0.0,0.0,True
2023-04-28 00:00:00+01:00,0.5700000000000001,0.5679999923706055,0.5679999923706055,0.5700000000000001,0.5207124301836694,5141,0.0,0.0,0.0,True
2023-05-02 00:00:00+01:00,0.5700000000000001,0.54,0.54,0.5650000000000001,0.5161447643517635,16905,0.0,0.0,0.0,True
2023-05-03 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-04 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-05 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-09 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-10 00:00:00+01:00,0.5650000000000001,0.55,0.55,0.5650000000000001,0.5161447643517635,486,0.0,0.0,0.0,True
2023-05-11 00:00:00+01:00,0.5650000000000001,0.5629999923706055,0.5629999923706055,0.5650000000000001,0.5161447643517635,4000,0.0,0.0,0.0,True
2023-05-12 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.5161447643517635,5720,0.0,0.0,0.0,True
2023-05-15 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-16 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-17 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-18 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-19 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-22 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-23 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-24 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.5608000183105469,0.5650000000000001,0.5161447643517635,17250,0.0,0.0,0.0,True
2023-05-25 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-26 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-30 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-05-31 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-01 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-02 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-05 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-06 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-07 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-08 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-09 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-12 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.5608000183105469,0.5650000000000001,0.5161447643517635,3750,0.0,0.0,0.0,True
2023-06-13 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.5161447643517635,4006,0.0,0.0,0.0,True
2023-06-14 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.54,0.5650000000000001,0.5161447643517635,3597,0.0,0.0,0.0,True
2023-06-15 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161447643517635,0,0.0,0.0,0.0,True
2023-06-16 00:00:00+01:00,0.5825,0.585,0.585,0.5975,0.5458344816601314,1000,0.0,0.0,0.0,True
2023-06-19 00:00:00+01:00,0.5975,0.585,0.585,0.5975,0.5458344816601314,12038,0.0,0.0,0.0,True
2023-06-20 00:00:00+01:00,0.5975,0.5975,0.5975,0.5975,0.5458344816601314,0,0.0,0.0,0.0,True
2023-06-21 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-06-22 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-06-23 00:00:00+01:00,0.6,0.585,0.585,0.6,0.5481183514424247,6482,0.0,0.0,0.0,True
2023-06-26 00:00:00+01:00,0.6,0.585,0.585,0.6,0.5481183514424247,10884,0.0,0.0,0.0,True
2023-06-27 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-06-28 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-06-29 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-06-30 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-07-03 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-07-04 00:00:00+01:00,0.6,0.6054000091552735,0.6054000091552735,0.6,0.5481183514424247,6557,0.0,0.0,0.0,True
2023-07-05 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481183514424247,0,0.0,0.0,0.0,True
2023-07-06 00:00:00+01:00,0.6,0.585,0.5802999877929688,0.595,0.5435506856105188,7299,0.0,0.0,0.0,True
2023-07-07 00:00:00+01:00,0.595,0.5802999877929688,0.5802999877929688,0.595,0.5435506856105188,13000,0.0,0.0,0.0,True
2023-07-10 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435506856105188,0,0.0,0.0,0.0,True
2023-07-11 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435506856105188,0,0.0,0.0,0.0,True
2023-07-12 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435506856105188,0,0.0,0.0,0.0,True
2023-07-13 00:00:00+01:00,0.595,0.6025,0.585,0.595,0.5435506856105188,372468,0.0,0.0,0.0,True
2023-07-14 00:00:00+01:00,0.595,0.5700000000000001,0.5700000000000001,0.595,0.5435506856105188,1919,0.0,0.0,0.0,True
2023-07-17 00:00:00+01:00,0.595,0.6025,0.6025,0.595,0.5435506856105188,3400,0.0,0.0,0.0,True
2023-07-18 00:00:00+01:00,0.595,0.5650000000000001,0.5650000000000001,0.59,0.5389830197786127,14146,0.0,0.0,0.0,True
2023-07-19 00:00:00+01:00,0.59,0.5970000076293945,0.5970000076293945,0.59,0.5389830197786127,1000,0.0,0.0,0.0,True
2022-01-04 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880744894644663,14877,0.0,0.0,0.0,True
2022-01-05 00:00:00+00:00,0.6875,0.6751000213623047,0.675,0.6875,0.5880744894644663,15180,0.0,0.0,0.0,True
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2022-01-07 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-01-10 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-01-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-01-12 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-01-13 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-01-14 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880744894644663,10268,0.0,0.0,0.0,True
2022-01-17 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880744894644663,1004,0.0,0.0,0.0,True
2022-01-18 00:00:00+00:00,0.6875,0.6940000152587891,0.675,0.6875,0.5880744894644663,15202,0.0,0.0,0.0,True
2022-01-19 00:00:00+00:00,0.6875,0.675,0.67,0.6875,0.5880744894644663,26258,0.0,0.0,0.0,True
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2022-01-24 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.5880744894644663,300,0.0,0.0,0.0,True
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2022-02-01 00:00:00+00:00,0.6825,0.66,0.65,0.66,0.5645514243553786,30612,0.0,0.0,0.0,True
2022-02-02 00:00:00+00:00,0.66,0.65,0.65,0.66,0.5645514243553786,9000,0.0,0.0,0.0,True
2022-02-03 00:00:00+00:00,0.67,0.68,0.67,0.6775,0.5795207380973585,19301,0.0,0.0,0.0,True
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2022-02-07 00:00:00+00:00,0.6775,0.67,0.67,0.6775,0.5795207380973585,3125,0.0,0.0,0.0,True
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2022-02-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-02-14 00:00:00+00:00,0.6875,0.68,0.68,0.6875,0.5880744894644663,2461,0.0,0.0,0.0,True
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2022-02-21 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-02-22 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-02-23 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
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2022-02-25 00:00:00+00:00,0.6875,0.6827999877929688,0.6827999877929688,0.6875,0.5880744894644663,28473,0.0,0.0,0.0,True
2022-02-28 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-01 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-02 00:00:00+00:00,0.6875,0.6825,0.6825,0.6875,0.5880744894644663,1559,0.0,0.0,0.0,True
2022-03-03 00:00:00+00:00,0.6875,0.67,0.67,0.6875,0.5880744894644663,1524,0.0,0.0,0.0,True
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2022-03-07 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-08 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-09 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-10 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-11 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-14 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-15 00:00:00+00:00,0.6875,0.68,0.65,0.6875,0.5880744894644663,1430,0.0,0.0,0.0,True
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2022-03-17 00:00:00+00:00,0.6875,0.6875,0.6875,0.6875,0.5880744894644663,0,0.0,0.0,0.0,True
2022-03-18 00:00:00+00:00,0.665,0.655,0.655,0.66,0.5645514243553786,2500,0.0,0.0,0.0,True
2022-03-21 00:00:00+00:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-03-22 00:00:00+00:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-03-23 00:00:00+00:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-03-24 00:00:00+00:00,0.66,0.65,0.65,0.66,0.5645514243553786,24314,0.0,0.0,0.0,True
2022-03-25 00:00:00+00:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-03-28 00:00:00+01:00,0.66,0.6552999877929687,0.6552999877929687,0.66,0.5645514243553786,16749,0.0,0.0,0.0,True
2022-03-29 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-03-30 00:00:00+01:00,0.66,0.665,0.65,0.66,0.5645514243553786,38438,0.0,0.0,0.0,True
2022-03-31 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-04-01 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-04-04 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-04-05 00:00:00+01:00,0.66,0.66,0.65,0.66,0.5645514243553786,16181,0.0,0.0,0.0,True
2022-04-06 00:00:00+01:00,0.66,0.65,0.65,0.66,0.5645514243553786,672,0.0,0.0,0.0,True
2022-04-07 00:00:00+01:00,0.66,0.66,0.6501000213623047,0.66,0.5645514243553786,55267,0.0,0.0,0.0,True
2022-04-08 00:00:00+01:00,0.66,0.6598000335693359,0.6598000335693359,0.66,0.5645514243553786,1496,0.0,0.0,0.0,True
2022-04-11 00:00:00+01:00,0.66,0.659000015258789,0.65,0.66,0.5645514243553786,10068,0.0,0.0,0.0,True
2022-04-12 00:00:00+01:00,0.66,0.6588999938964843,0.6588999938964843,0.66,0.5645514243553786,7588,0.0,0.0,0.0,True
2022-04-13 00:00:00+01:00,0.66,0.658499984741211,0.658499984741211,0.66,0.5645514243553786,1511,0.0,0.0,0.0,True
2022-04-14 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-04-19 00:00:00+01:00,0.66,0.6583999633789063,0.65,0.66,0.5645514243553786,12524,0.0,0.0,0.0,True
2022-04-20 00:00:00+01:00,0.66,0.6583999633789063,0.6583999633789063,0.66,0.5645514243553786,580,0.0,0.0,0.0,True
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2022-04-22 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
2022-04-25 00:00:00+01:00,0.66,0.66,0.66,0.66,0.5645514243553786,0,0.0,0.0,0.0,True
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2022-06-21 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
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2022-06-29 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
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2022-07-01 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-04 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-05 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-06 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-07 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-08 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-11 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-12 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
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2022-07-14 00:00:00+01:00,0.645,0.645,0.645,0.645,0.5517207420048189,0,0.0,0.0,0.0,True
2022-07-15 00:00:00+01:00,0.6375000000000001,0.6375000000000001,0.6375000000000001,0.6375000000000001,0.5453054376961378,0,0.0,0.0,0.0,True
2022-07-18 00:00:00+01:00,0.6375000000000001,0.64,0.6388000106811523,0.6375000000000001,0.5453054376961378,31351,0.0,0.0,0.0,True
2022-07-19 00:00:00+01:00,0.6375000000000001,0.65,0.63,0.6375000000000001,0.5453054376961378,38011,0.0,0.0,0.0,True
2022-07-20 00:00:00+01:00,0.6375000000000001,0.6375000000000001,0.6375000000000001,0.6375000000000001,0.5453054376961378,0,0.0,0.0,0.0,True
2022-07-21 00:00:00+01:00,0.62,0.62,0.62,0.62,0.5475131570935486,0,0.02,0.0,0.0,True
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2022-10-11 00:00:00+01:00,0.61,0.61,0.61,0.61,0.538682279503905,0,0.0,0.0,0.0,True
2022-10-12 00:00:00+01:00,0.61,0.61,0.61,0.61,0.538682279503905,0,0.0,0.0,0.0,True
2022-10-13 00:00:00+01:00,0.61,0.58,0.58,0.605,0.5342668775756819,1000,0.0,0.0,0.0,True
2022-10-14 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5342668775756819,0,0.0,0.0,0.0,True
2022-10-17 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5342668775756819,0,0.0,0.0,0.0,True
2022-10-18 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5342668775756819,0,0.0,0.0,0.0,True
2022-10-19 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5342668775756819,0,0.0,0.0,0.0,True
2022-10-20 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-10-21 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-10-24 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,315,0.0,0.0,0.0,True
2022-10-25 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-10-26 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-10-27 00:00:00+01:00,0.6,0.6,0.6,0.6,0.52985143878086,171,0.0,0.0,0.0,True
2022-10-28 00:00:00+01:00,0.6,0.6,0.59,0.6,0.52985143878086,8289,0.0,0.0,0.0,True
2022-10-31 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-01 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-02 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-03 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-04 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-07 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-08 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-09 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-10 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-11 00:00:00+00:00,0.6,0.6,0.5725,0.6,0.52985143878086,31003,0.0,0.0,0.0,True
2022-11-14 00:00:00+00:00,0.6,0.5725,0.5725,0.6,0.52985143878086,3249,0.0,0.0,0.0,True
2022-11-15 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-16 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-17 00:00:00+00:00,0.6,0.5990000152587891,0.5990000152587891,0.6,0.52985143878086,16000,0.0,0.0,0.0,True
2022-11-18 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-21 00:00:00+00:00,0.6025,0.5725,0.5725,0.6,0.52985143878086,4785,0.0,0.0,0.0,True
2022-11-22 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-23 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-24 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-25 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-11-28 00:00:00+00:00,0.6,0.6040000152587891,0.59,0.6,0.52985143878086,20750,0.0,0.0,0.0,True
2022-11-29 00:00:00+00:00,0.6,0.59,0.59,0.6,0.52985143878086,26354,0.0,0.0,0.0,True
2022-11-30 00:00:00+00:00,0.6,0.6038000106811524,0.6038000106811524,0.6,0.52985143878086,227,0.0,0.0,0.0,True
2022-12-01 00:00:00+00:00,0.6,0.5983000183105469,0.59,0.6,0.52985143878086,819097,0.0,0.0,0.0,True
2022-12-02 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-12-05 00:00:00+00:00,0.6,0.6,0.59,0.6,0.52985143878086,67809,0.0,0.0,0.0,True
2022-12-06 00:00:00+00:00,0.6,0.6038000106811524,0.6038000106811524,0.6,0.52985143878086,18000,0.0,0.0,0.0,True
2022-12-07 00:00:00+00:00,0.6,0.6,0.6,0.6,0.52985143878086,0,0.0,0.0,0.0,True
2022-12-08 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.02,0.0,0.0,True
2022-12-09 00:00:00+00:00,0.585,0.57125,0.5700000000000001,0.585,0.5344191366283723,18119,0.0,0.0,0.0,True
2022-12-12 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344191366283723,8300,0.0,0.0,0.0,True
2022-12-13 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5344191366283723,4797,0.0,0.0,0.0,True
2022-12-14 00:00:00+00:00,0.585,0.5712799835205078,0.5711999893188476,0.585,0.5344191366283723,7000,0.0,0.0,0.0,True
2022-12-15 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2022-12-16 00:00:00+00:00,0.585,0.5712799835205078,0.5700000000000001,0.585,0.5344191366283723,31125,0.0,0.0,0.0,True
2022-12-19 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5344191366283723,8500,0.0,0.0,0.0,True
2022-12-20 00:00:00+00:00,0.585,0.5793000030517578,0.5793000030517578,0.585,0.5344191366283723,94265,0.0,0.0,0.0,True
2022-12-21 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5344191366283723,8475,0.0,0.0,0.0,True
2022-12-22 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344191366283723,320,0.0,0.0,0.0,True
2022-12-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2022-12-28 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5344191366283723,12452,0.0,0.0,0.0,True
2022-12-29 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344191366283723,1228,0.0,0.0,0.0,True
2022-12-30 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-03 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344191366283723,25461,0.0,0.0,0.0,True
2023-01-04 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-05 00:00:00+00:00,0.585,0.5906999969482422,0.5720000076293945,0.585,0.5344191366283723,9855,0.0,0.0,0.0,True
2023-01-06 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5344191366283723,1500,0.0,0.0,0.0,True
2023-01-09 00:00:00+00:00,0.585,0.5702999877929688,0.5702999877929688,0.585,0.5344191366283723,9101,0.0,0.0,0.0,True
2023-01-10 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344191366283723,20891,0.0,0.0,0.0,True
2023-01-11 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-12 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-13 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5344191366283723,8881,0.0,0.0,0.0,True
2023-01-16 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344191366283723,1271,0.0,0.0,0.0,True
2023-01-17 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5344191366283723,20064,0.0,0.0,0.0,True
2023-01-18 00:00:00+00:00,0.585,0.5700000000000001,0.56,0.585,0.5344191366283723,3709,0.0,0.0,0.0,True
2023-01-19 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-20 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344191366283723,1225,0.0,0.0,0.0,True
2023-01-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-24 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5344191366283723,10000,0.0,0.0,0.0,True
2023-01-25 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344191366283723,2706,0.0,0.0,0.0,True
2023-01-26 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5344191366283723,2076,0.0,0.0,0.0,True
2023-01-27 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5344191366283723,0,0.0,0.0,0.0,True
2023-01-30 00:00:00+00:00,0.585,0.555,0.555,0.58,0.52985143878086,20247,0.0,0.0,0.0,True
2023-01-31 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.52985143878086,10000,0.0,0.0,0.0,True
2023-02-01 00:00:00+00:00,0.58,0.55,0.55,0.58,0.52985143878086,10644,0.0,0.0,0.0,True
2023-02-02 00:00:00+00:00,0.58,0.58,0.58,0.58,0.52985143878086,0,0.0,0.0,0.0,True
2023-02-03 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.52985143878086,1228,0.0,0.0,0.0,True
2023-02-06 00:00:00+00:00,0.58,0.58,0.58,0.58,0.52985143878086,0,0.0,0.0,0.0,True
2023-02-07 00:00:00+00:00,0.58,0.555,0.555,0.58,0.52985143878086,2500,0.0,0.0,0.0,True
2023-02-08 00:00:00+00:00,0.58,0.58,0.58,0.58,0.52985143878086,0,0.0,0.0,0.0,True
2023-02-09 00:00:00+00:00,0.58,0.58,0.58,0.58,0.52985143878086,0,0.0,0.0,0.0,True
2023-02-10 00:00:00+00:00,0.58,0.58,0.58,0.58,0.52985143878086,0,0.0,0.0,0.0,True
2023-02-13 00:00:00+00:00,0.58,0.58,0.58,0.5750000000000001,0.525283740933348,12276,0.0,0.0,0.0,True
2023-02-14 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.525283740933348,4049,0.0,0.0,0.0,True
2023-02-15 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.525283740933348,5000,0.0,0.0,0.0,True
2023-02-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-02-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-02-20 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.525283740933348,20123,0.0,0.0,0.0,True
2023-02-21 00:00:00+00:00,0.5750000000000001,0.5668999862670898,0.56,0.5750000000000001,0.525283740933348,413641,0.0,0.0,0.0,True
2023-02-22 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.525283740933348,51462,0.0,0.0,0.0,True
2023-02-23 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-02-24 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-02-27 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-02-28 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.525283740933348,21569,0.0,0.0,0.0,True
2023-03-01 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.525283740933348,10000,0.0,0.0,0.0,True
2023-03-02 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-03 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.525283740933348,7892,0.0,0.0,0.0,True
2023-03-06 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.56,0.5750000000000001,0.525283740933348,35268,0.0,0.0,0.0,True
2023-03-07 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.525283740933348,13200,0.0,0.0,0.0,True
2023-03-08 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-09 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.525283740933348,7663,0.0,0.0,0.0,True
2023-03-10 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-13 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-14 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-15 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-20 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-21 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-22 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-23 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.525283740933348,17334,0.0,0.0,0.0,True
2023-03-24 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.525283740933348,22500,0.0,0.0,0.0,True
2023-03-27 00:00:00+01:00,0.5750000000000001,0.58,0.56,0.5750000000000001,0.525283740933348,7206,0.0,0.0,0.0,True
2023-03-28 00:00:00+01:00,0.5750000000000001,0.5718999862670898,0.5668999862670898,0.5750000000000001,0.525283740933348,182252,0.0,0.0,0.0,True
2023-03-29 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.525283740933348,8118,0.0,0.0,0.0,True
2023-03-30 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-03-31 00:00:00+01:00,0.5750000000000001,0.564900016784668,0.56,0.5750000000000001,0.525283740933348,12159,0.0,0.0,0.0,True
2023-04-03 00:00:00+01:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.525283740933348,9477,0.0,0.0,0.0,True
2023-04-04 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-04-05 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-04-06 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.525283740933348,0,0.0,0.0,0.0,True
2023-04-11 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.525283740933348,16661,0.0,0.0,0.0,True
2023-04-12 00:00:00+01:00,0.5750000000000001,0.535,0.535,0.5725,0.5229999288761906,12000,0.0,0.0,0.0,True
2023-04-13 00:00:00+01:00,0.5725,0.56,0.56,0.5700000000000001,0.5207160799524346,1459,0.0,0.0,0.0,True
2023-04-14 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207160799524346,7500,0.0,0.0,0.0,True
2023-04-17 00:00:00+01:00,0.5700000000000001,0.569900016784668,0.569900016784668,0.5700000000000001,0.5207160799524346,5227,0.0,0.0,0.0,True
2023-04-18 00:00:00+01:00,0.5700000000000001,0.5695000076293946,0.555,0.5700000000000001,0.5207160799524346,9687,0.0,0.0,0.0,True
2023-04-19 00:00:00+01:00,0.5700000000000001,0.5695000076293946,0.5695000076293946,0.5700000000000001,0.5207160799524346,5231,0.0,0.0,0.0,True
2023-04-20 00:00:00+01:00,0.5700000000000001,0.555,0.555,0.5700000000000001,0.5207160799524346,2938,0.0,0.0,0.0,True
2023-04-21 00:00:00+01:00,0.5700000000000001,0.555,0.555,0.5700000000000001,0.5207160799524346,8199,0.0,0.0,0.0,True
2023-04-24 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207160799524346,0,0.0,0.0,0.0,True
2023-04-25 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207160799524346,0,0.0,0.0,0.0,True
2023-04-26 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207160799524346,0,0.0,0.0,0.0,True
2023-04-27 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5207160799524346,0,0.0,0.0,0.0,True
2023-04-28 00:00:00+01:00,0.5700000000000001,0.5679999923706055,0.5679999923706055,0.5700000000000001,0.5207160799524346,5141,0.0,0.0,0.0,True
2023-05-02 00:00:00+01:00,0.5700000000000001,0.54,0.54,0.5650000000000001,0.5161483821049224,16905,0.0,0.0,0.0,True
2023-05-03 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-04 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-05 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-09 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-10 00:00:00+01:00,0.5650000000000001,0.55,0.55,0.5650000000000001,0.5161483821049224,486,0.0,0.0,0.0,True
2023-05-11 00:00:00+01:00,0.5650000000000001,0.5629999923706055,0.5629999923706055,0.5650000000000001,0.5161483821049224,4000,0.0,0.0,0.0,True
2023-05-12 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.5161483821049224,5720,0.0,0.0,0.0,True
2023-05-15 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-16 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-17 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-18 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-19 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-22 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-23 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-24 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.5608000183105469,0.5650000000000001,0.5161483821049224,17250,0.0,0.0,0.0,True
2023-05-25 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-26 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-30 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-05-31 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-01 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-02 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-05 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-06 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-07 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-08 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-09 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-12 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.5608000183105469,0.5650000000000001,0.5161483821049224,3750,0.0,0.0,0.0,True
2023-06-13 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.5161483821049224,4006,0.0,0.0,0.0,True
2023-06-14 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.54,0.5650000000000001,0.5161483821049224,3597,0.0,0.0,0.0,True
2023-06-15 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5161483821049224,0,0.0,0.0,0.0,True
2023-06-16 00:00:00+01:00,0.5825,0.585,0.585,0.5975,0.5458383443805539,1000,0.0,0.0,0.0,True
2023-06-19 00:00:00+01:00,0.5975,0.585,0.585,0.5975,0.5458383443805539,12038,0.0,0.0,0.0,True
2023-06-20 00:00:00+01:00,0.5975,0.5975,0.5975,0.5975,0.5458383443805539,0,0.0,0.0,0.0,True
2023-06-21 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-06-22 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-06-23 00:00:00+01:00,0.6,0.585,0.585,0.6,0.5481221933043099,6482,0.0,0.0,0.0,True
2023-06-26 00:00:00+01:00,0.6,0.585,0.585,0.6,0.5481221933043099,10884,0.0,0.0,0.0,True
2023-06-27 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-06-28 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-06-29 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-06-30 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-07-03 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-07-04 00:00:00+01:00,0.6,0.6054000091552735,0.6054000091552735,0.6,0.5481221933043099,6557,0.0,0.0,0.0,True
2023-07-05 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5481221933043099,0,0.0,0.0,0.0,True
2023-07-06 00:00:00+01:00,0.6,0.585,0.5802999877929688,0.595,0.5435545323233965,7299,0.0,0.0,0.0,True
2023-07-07 00:00:00+01:00,0.595,0.5802999877929688,0.5802999877929688,0.595,0.5435545323233965,13000,0.0,0.0,0.0,True
2023-07-10 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435545323233965,0,0.0,0.0,0.0,True
2023-07-11 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435545323233965,0,0.0,0.0,0.0,True
2023-07-12 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5435545323233965,0,0.0,0.0,0.0,True
2023-07-13 00:00:00+01:00,0.595,0.6025,0.585,0.595,0.5435545323233965,372468,0.0,0.0,0.0,True
2023-07-14 00:00:00+01:00,0.595,0.5700000000000001,0.5700000000000001,0.595,0.5435545323233965,1919,0.0,0.0,0.0,True
2023-07-17 00:00:00+01:00,0.595,0.6025,0.6025,0.595,0.5435545323233965,3400,0.0,0.0,0.0,True
2023-07-18 00:00:00+01:00,0.595,0.5650000000000001,0.5650000000000001,0.59,0.5389868344758844,14146,0.0,0.0,0.0,True
2023-07-19 00:00:00+01:00,0.59,0.5970000076293945,0.5970000076293945,0.59,0.5389868344758844,1000,0.0,0.0,0.0,True
2023-07-20 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5389831924438476,0,0.02,0.0,0.0,False
2023-07-21 00:00:00+01:00,0.5700000000000001,0.5770000076293945,0.5770000076293945,0.5700000000000001,0.5389831924438476,344,0.0,0.0,0.0,False
2023-07-24 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5389831924438476,0,0.0,0.0,0.0,False
@@ -396,7 +396,7 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2023-07-31 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0,False
2023-08-01 00:00:00+01:00,0.5650000000000001,0.5720000076293945,0.5720000076293945,0.5650000000000001,0.534255256652832,600,0.0,0.0,0.0,False
2023-08-02 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0,False
2023-08-03 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.54,0.5106156539916993,1731,0.0,0.0,0.0,False
2023-08-03 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.54,0.5106156921386719,1731,0.0,0.0,0.0,False
2023-08-04 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.534255256652832,1800,0.0,0.0,0.0,False
2023-08-07 00:00:00+01:00,0.5650000000000001,0.5720000076293945,0.5720000076293945,0.5650000000000001,0.534255256652832,8612,0.0,0.0,0.0,False
2023-08-08 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0,False
@@ -684,3 +684,43 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2024-09-18 00:00:00+01:00,0.555,0.54,0.54,0.555,0.555,9547,0.0,0.0,0.0,False
2024-09-19 00:00:00+01:00,0.555,0.54,0.54,0.555,0.555,10580,0.0,0.0,0.0,False
2024-09-20 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-09-23 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-09-24 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-09-25 00:00:00+01:00,0.555,0.545099983215332,0.545099983215332,0.555,0.555,223787,0.0,0.0,0.0,False
2024-09-26 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-09-27 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-09-30 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-01 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-02 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-03 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-04 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-07 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-08 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-09 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-10 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-11 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-14 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-15 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-16 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-17 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-18 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0,False
2024-10-21 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-22 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-23 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-24 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-25 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-28 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-29 00:00:00+00:00,0.555,0.5650000000000001,0.54,0.555,0.555,1056,0.0,0.0,0.0,False
2024-10-30 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-10-31 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-01 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-04 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-05 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-06 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-07 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-08 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-11 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-12 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-13 00:00:00+00:00,0.555,0.54,0.54,0.555,0.555,1180,0.0,0.0,0.0,False
2024-11-14 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
2024-11-15 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0,False
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits Capital Gains Repaired?
2 2022-01-04 00:00:00+00:00 0.6875 0.6940000152587891 0.675 0.6875 0.5880703675715848 0.5880744894644663 14877 0.0 0.0 0.0 True
3 2022-01-05 00:00:00+00:00 0.6875 0.6751000213623047 0.675 0.6875 0.5880703675715848 0.5880744894644663 15180 0.0 0.0 0.0 True
4 2022-01-06 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
5 2022-01-07 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
6 2022-01-10 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
7 2022-01-11 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
8 2022-01-12 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
9 2022-01-13 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
10 2022-01-14 00:00:00+00:00 0.6875 0.6940000152587891 0.675 0.6875 0.5880703675715848 0.5880744894644663 10268 0.0 0.0 0.0 True
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12 2022-01-18 00:00:00+00:00 0.6875 0.6940000152587891 0.675 0.6875 0.5880703675715848 0.5880744894644663 15202 0.0 0.0 0.0 True
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14 2022-01-20 00:00:00+00:00 0.6875 0.675 0.675 0.6875 0.5880703675715848 0.5880744894644663 11286 0.0 0.0 0.0 True
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21 2022-01-31 00:00:00+00:00 0.6825 0.6825 0.6825 0.6825 0.5837933928330346 0.5837975584810143 0 0.0 0.0 0.0 True
22 2022-02-01 00:00:00+00:00 0.6825 0.66 0.65 0.66 0.564547577937833 0.5645514243553786 30612 0.0 0.0 0.0 True
23 2022-02-02 00:00:00+00:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 9000 0.0 0.0 0.0 True
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32 2022-02-15 00:00:00+00:00 0.6875 0.68 0.68 0.6875 0.5880703675715848 0.5880744894644663 19756 0.0 0.0 0.0 True
33 2022-02-16 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
34 2022-02-17 00:00:00+00:00 0.6875 0.6825 0.6825 0.6875 0.5880703675715848 0.5880744894644663 7275 0.0 0.0 0.0 True
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36 2022-02-21 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
37 2022-02-22 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
38 2022-02-23 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
39 2022-02-24 00:00:00+00:00 0.6875 0.6940000152587891 0.6940000152587891 0.6875 0.5880703675715848 0.5880744894644663 14323 0.0 0.0 0.0 True
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41 2022-02-28 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
42 2022-03-01 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
43 2022-03-02 00:00:00+00:00 0.6875 0.6825 0.6825 0.6875 0.5880703675715848 0.5880744894644663 1559 0.0 0.0 0.0 True
44 2022-03-03 00:00:00+00:00 0.6875 0.67 0.67 0.6875 0.5880703675715848 0.5880744894644663 1524 0.0 0.0 0.0 True
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46 2022-03-07 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
47 2022-03-08 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
48 2022-03-09 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
49 2022-03-10 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
50 2022-03-11 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
51 2022-03-14 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
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54 2022-03-17 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.5880703675715848 0.5880744894644663 0 0.0 0.0 0.0 True
55 2022-03-18 00:00:00+00:00 0.665 0.655 0.655 0.66 0.564547577937833 0.5645514243553786 2500 0.0 0.0 0.0 True
56 2022-03-21 00:00:00+00:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
57 2022-03-22 00:00:00+00:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
58 2022-03-23 00:00:00+00:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
59 2022-03-24 00:00:00+00:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 24314 0.0 0.0 0.0 True
60 2022-03-25 00:00:00+00:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
61 2022-03-28 00:00:00+01:00 0.66 0.6552999877929687 0.6552999877929687 0.66 0.564547577937833 0.5645514243553786 16749 0.0 0.0 0.0 True
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63 2022-03-30 00:00:00+01:00 0.66 0.665 0.65 0.66 0.564547577937833 0.5645514243553786 38438 0.0 0.0 0.0 True
64 2022-03-31 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
65 2022-04-01 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
66 2022-04-04 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
67 2022-04-05 00:00:00+01:00 0.66 0.66 0.65 0.66 0.564547577937833 0.5645514243553786 16181 0.0 0.0 0.0 True
68 2022-04-06 00:00:00+01:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 672 0.0 0.0 0.0 True
69 2022-04-07 00:00:00+01:00 0.66 0.66 0.6501000213623047 0.66 0.564547577937833 0.5645514243553786 55267 0.0 0.0 0.0 True
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71 2022-04-11 00:00:00+01:00 0.66 0.659000015258789 0.65 0.66 0.564547577937833 0.5645514243553786 10068 0.0 0.0 0.0 True
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74 2022-04-14 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
75 2022-04-19 00:00:00+01:00 0.66 0.6583999633789063 0.65 0.66 0.564547577937833 0.5645514243553786 12524 0.0 0.0 0.0 True
76 2022-04-20 00:00:00+01:00 0.66 0.6583999633789063 0.6583999633789063 0.66 0.564547577937833 0.5645514243553786 580 0.0 0.0 0.0 True
77 2022-04-21 00:00:00+01:00 0.66 0.6583999633789063 0.64 0.66 0.564547577937833 0.5645514243553786 22992 0.0 0.0 0.0 True
78 2022-04-22 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
79 2022-04-25 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
80 2022-04-26 00:00:00+01:00 0.66 0.6580000305175782 0.6580000305175782 0.66 0.564547577937833 0.5645514243553786 1500 0.0 0.0 0.0 True
81 2022-04-27 00:00:00+01:00 0.66 0.64 0.64 0.66 0.564547577937833 0.5645514243553786 17000 0.0 0.0 0.0 True
82 2022-04-28 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
83 2022-04-29 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
84 2022-05-03 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
85 2022-05-04 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
86 2022-05-05 00:00:00+01:00 0.66 0.6576000213623047 0.6576000213623047 0.66 0.564547577937833 0.5645514243553786 5000 0.0 0.0 0.0 True
87 2022-05-06 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
88 2022-05-09 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
89 2022-05-10 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
90 2022-05-11 00:00:00+01:00 0.66 0.6576000213623047 0.6576000213623047 0.66 0.564547577937833 0.5645514243553786 20230 0.0 0.0 0.0 True
91 2022-05-12 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
92 2022-05-13 00:00:00+01:00 0.66 0.6573999786376953 0.6573999786376953 0.66 0.564547577937833 0.5645514243553786 7567 0.0 0.0 0.0 True
93 2022-05-16 00:00:00+01:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 5842 0.0 0.0 0.0 True
94 2022-05-17 00:00:00+01:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 27137 0.0 0.0 0.0 True
95 2022-05-18 00:00:00+01:00 0.66 0.65 0.65 0.66 0.564547577937833 0.5645514243553786 24000 0.0 0.0 0.0 True
96 2022-05-19 00:00:00+01:00 0.66 0.6569999694824219 0.635 0.66 0.564547577937833 0.5645514243553786 10757 0.0 0.0 0.0 True
97 2022-05-20 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
98 2022-05-23 00:00:00+01:00 0.66 0.6558000183105469 0.6558000183105469 0.66 0.564547577937833 0.5645514243553786 1517 0.0 0.0 0.0 True
99 2022-05-24 00:00:00+01:00 0.66 0.635 0.635 0.66 0.564547577937833 0.5645514243553786 13072 0.0 0.0 0.0 True
100 2022-05-25 00:00:00+01:00 0.66 0.66 0.66 0.66 0.564547577937833 0.5645514243553786 0 0.0 0.0 0.0 True
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102 2022-05-27 00:00:00+01:00 0.655 0.655 0.655 0.655 0.5602706400656228 0.5602746039717228 0 0.0 0.0 0.0 True
103 2022-05-30 00:00:00+01:00 0.655 0.65 0.65 0.655 0.5602706400656228 0.5602746039717228 5000 0.0 0.0 0.0 True
104 2022-05-31 00:00:00+01:00 0.655 0.65 0.65 0.655 0.5602706400656228 0.5602746039717228 1518 0.0 0.0 0.0 True
105 2022-06-01 00:00:00+01:00 0.655 0.65 0.65 0.645 0.5517169486529044 0.5517207420048189 1 0.0 0.0 0.0 True
106 2022-06-06 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5517169486529044 0.5517207420048189 15500 0.0 0.0 0.0 True
107 2022-06-07 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5517169486529044 0.5517207420048189 1004 0.0 0.0 0.0 True
108 2022-06-08 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
109 2022-06-09 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5517169486529044 0.5517207420048189 8341 0.0 0.0 0.0 True
110 2022-06-10 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
111 2022-06-13 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
112 2022-06-14 00:00:00+01:00 0.645 0.64 0.64 0.645 0.5517169486529044 0.5517207420048189 31092 0.0 0.0 0.0 True
113 2022-06-15 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
114 2022-06-16 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
115 2022-06-17 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
116 2022-06-20 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
117 2022-06-21 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
118 2022-06-22 00:00:00+01:00 0.645 0.6498000335693359 0.64 0.645 0.5517169486529044 0.5517207420048189 189418 0.0 0.0 0.0 True
119 2022-06-23 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
120 2022-06-24 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
121 2022-06-27 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
122 2022-06-28 00:00:00+01:00 0.645 0.64 0.64 0.645 0.5517169486529044 0.5517207420048189 2500 0.0 0.0 0.0 True
123 2022-06-29 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
124 2022-06-30 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
125 2022-07-01 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
126 2022-07-04 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
127 2022-07-05 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
128 2022-07-06 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
129 2022-07-07 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
130 2022-07-08 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
131 2022-07-11 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
132 2022-07-12 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
133 2022-07-13 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
134 2022-07-14 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5517169486529044 0.5517207420048189 0 0.0 0.0 0.0 True
135 2022-07-15 00:00:00+01:00 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
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137 2022-07-19 00:00:00+01:00 0.6375000000000001 0.65 0.63 0.6375000000000001 0.5453015787109297 0.5453054376961378 38011 0.0 0.0 0.0 True
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140 2022-07-22 00:00:00+01:00 0.62 0.6 0.6 0.6175 0.5453015787109297 0.5453054376961378 3600 0.0 0.0 0.0 True
141 2022-07-25 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
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144 2022-07-28 00:00:00+01:00 0.6175 0.605999984741211 0.605999984741211 0.6175 0.5453015787109297 0.5453054376961378 2288 0.0 0.0 0.0 True
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146 2022-08-01 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
147 2022-08-02 00:00:00+01:00 0.6175 0.62 0.605 0.6175 0.5453015787109297 0.5453054376961378 17150 0.0 0.0 0.0 True
148 2022-08-03 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
149 2022-08-04 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5453015787109297 0.5453054376961378 200 0.0 0.0 0.0 True
150 2022-08-05 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5453015787109297 0.5453054376961378 15000 0.0 0.0 0.0 True
151 2022-08-08 00:00:00+01:00 0.6175 0.605999984741211 0.605999984741211 0.6175 0.5453015787109297 0.5453054376961378 4797 0.0 0.0 0.0 True
152 2022-08-09 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
153 2022-08-10 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5453015787109297 0.5453054376961378 30000 0.0 0.0 0.0 True
154 2022-08-11 00:00:00+01:00 0.6175 0.6197999954223633 0.6075 0.6175 0.5453015787109297 0.5453054376961378 25000 0.0 0.0 0.0 True
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158 2022-08-17 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
159 2022-08-18 00:00:00+01:00 0.6175 0.6086999893188477 0.6086999893188477 0.6175 0.5453015787109297 0.5453054376961378 112147 0.0 0.0 0.0 True
160 2022-08-19 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
161 2022-08-22 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
162 2022-08-23 00:00:00+01:00 0.6175 0.6054999923706055 0.6054999923706055 0.6175 0.5453015787109297 0.5453054376961378 13403 0.0 0.0 0.0 True
163 2022-08-24 00:00:00+01:00 0.6175 0.625 0.625 0.6175 0.5453015787109297 0.5453054376961378 3509 0.0 0.0 0.0 True
164 2022-08-25 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
165 2022-08-26 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
166 2022-08-30 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
167 2022-08-31 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
168 2022-09-01 00:00:00+01:00 0.6175 0.6176200103759766 0.6176200103759766 0.6175 0.5453015787109297 0.5453054376961378 233 0.0 0.0 0.0 True
169 2022-09-02 00:00:00+01:00 0.6175 0.6054999923706055 0.6054999923706055 0.6175 0.5453015787109297 0.5453054376961378 3879 0.0 0.0 0.0 True
170 2022-09-05 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
171 2022-09-06 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
172 2022-09-07 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
173 2022-09-08 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
174 2022-09-09 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
175 2022-09-12 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
176 2022-09-13 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
177 2022-09-14 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
178 2022-09-15 00:00:00+01:00 0.6175 0.625 0.625 0.6175 0.5453015787109297 0.5453054376961378 175 0.0 0.0 0.0 True
179 2022-09-16 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
180 2022-09-20 00:00:00+01:00 0.6175 0.617599983215332 0.617599983215332 0.6175 0.5453015787109297 0.5453054376961378 32400 0.0 0.0 0.0 True
181 2022-09-21 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
182 2022-09-22 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
183 2022-09-23 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
184 2022-09-26 00:00:00+01:00 0.6175 0.617599983215332 0.6054999923706055 0.6054999923706055 0.5347046441191305 0.5347084288284838 12005 0.0 0.0 0.0 True
185 2022-09-27 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
186 2022-09-28 00:00:00+01:00 0.6175 0.6136999893188476 0.6086999893188477 0.6175 0.5453015787109297 0.5453054376961378 58251 0.0 0.0 0.0 True
187 2022-09-29 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
188 2022-09-30 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5453015787109297 0.5453054376961378 0 0.0 0.0 0.0 True
189 2022-10-03 00:00:00+01:00 0.6175 0.6 0.59 0.61 0.5386784669413001 0.538682279503905 22000 0.0 0.0 0.0 True
190 2022-10-04 00:00:00+01:00 0.61 0.595 0.585 0.61 0.5386784669413001 0.538682279503905 38754 0.0 0.0 0.0 True
191 2022-10-05 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
192 2022-10-06 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
193 2022-10-07 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
194 2022-10-10 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
195 2022-10-11 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
196 2022-10-12 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5386784669413001 0.538682279503905 0 0.0 0.0 0.0 True
197 2022-10-13 00:00:00+01:00 0.61 0.58 0.58 0.605 0.5342631328275609 0.5342668775756819 1000 0.0 0.0 0.0 True
198 2022-10-14 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5342631328275609 0.5342668775756819 0 0.0 0.0 0.0 True
199 2022-10-17 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5342631328275609 0.5342668775756819 0 0.0 0.0 0.0 True
200 2022-10-18 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5342631328275609 0.5342668775756819 0 0.0 0.0 0.0 True
201 2022-10-19 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5342631328275609 0.5342668775756819 0 0.0 0.0 0.0 True
202 2022-10-20 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
203 2022-10-21 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
204 2022-10-24 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 315 0.0 0.0 0.0 True
205 2022-10-25 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
206 2022-10-26 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
207 2022-10-27 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 171 0.0 0.0 0.0 True
208 2022-10-28 00:00:00+01:00 0.6 0.6 0.59 0.6 0.5298477249811411 0.52985143878086 8289 0.0 0.0 0.0 True
209 2022-10-31 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
210 2022-11-01 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
211 2022-11-02 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
212 2022-11-03 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
213 2022-11-04 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
214 2022-11-07 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
215 2022-11-08 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
216 2022-11-09 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
217 2022-11-10 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
218 2022-11-11 00:00:00+00:00 0.6 0.6 0.5725 0.6 0.5298477249811411 0.52985143878086 31003 0.0 0.0 0.0 True
219 2022-11-14 00:00:00+00:00 0.6 0.5725 0.5725 0.6 0.5298477249811411 0.52985143878086 3249 0.0 0.0 0.0 True
220 2022-11-15 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
221 2022-11-16 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
222 2022-11-17 00:00:00+00:00 0.6 0.5990000152587891 0.5990000152587891 0.6 0.5298477249811411 0.52985143878086 16000 0.0 0.0 0.0 True
223 2022-11-18 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
224 2022-11-21 00:00:00+00:00 0.6025 0.5725 0.5725 0.6 0.5298477249811411 0.52985143878086 4785 0.0 0.0 0.0 True
225 2022-11-22 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
226 2022-11-23 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
227 2022-11-24 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
228 2022-11-25 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
229 2022-11-28 00:00:00+00:00 0.6 0.6040000152587891 0.59 0.6 0.5298477249811411 0.52985143878086 20750 0.0 0.0 0.0 True
230 2022-11-29 00:00:00+00:00 0.6 0.59 0.59 0.6 0.5298477249811411 0.52985143878086 26354 0.0 0.0 0.0 True
231 2022-11-30 00:00:00+00:00 0.6 0.6038000106811524 0.6038000106811524 0.6 0.5298477249811411 0.52985143878086 227 0.0 0.0 0.0 True
232 2022-12-01 00:00:00+00:00 0.6 0.5983000183105469 0.59 0.6 0.5298477249811411 0.52985143878086 819097 0.0 0.0 0.0 True
233 2022-12-02 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
234 2022-12-05 00:00:00+00:00 0.6 0.6 0.59 0.6 0.5298477249811411 0.52985143878086 67809 0.0 0.0 0.0 True
235 2022-12-06 00:00:00+00:00 0.6 0.6038000106811524 0.6038000106811524 0.6 0.5298477249811411 0.52985143878086 18000 0.0 0.0 0.0 True
236 2022-12-07 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5298477249811411 0.52985143878086 0 0.0 0.0 0.0 True
237 2022-12-08 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.02 0.0 0.0 True
238 2022-12-09 00:00:00+00:00 0.585 0.57125 0.5700000000000001 0.585 0.5344153539467067 0.5344191366283723 18119 0.0 0.0 0.0 True
239 2022-12-12 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5344153539467067 0.5344191366283723 8300 0.0 0.0 0.0 True
240 2022-12-13 00:00:00+00:00 0.585 0.5700000000000001 0.5700000000000001 0.585 0.5344153539467067 0.5344191366283723 4797 0.0 0.0 0.0 True
241 2022-12-14 00:00:00+00:00 0.585 0.5712799835205078 0.5711999893188476 0.585 0.5344153539467067 0.5344191366283723 7000 0.0 0.0 0.0 True
242 2022-12-15 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
243 2022-12-16 00:00:00+00:00 0.585 0.5712799835205078 0.5700000000000001 0.585 0.5344153539467067 0.5344191366283723 31125 0.0 0.0 0.0 True
244 2022-12-19 00:00:00+00:00 0.585 0.5712799835205078 0.5712799835205078 0.585 0.5344153539467067 0.5344191366283723 8500 0.0 0.0 0.0 True
245 2022-12-20 00:00:00+00:00 0.585 0.5793000030517578 0.5793000030517578 0.585 0.5344153539467067 0.5344191366283723 94265 0.0 0.0 0.0 True
246 2022-12-21 00:00:00+00:00 0.585 0.5712799835205078 0.5712799835205078 0.585 0.5344153539467067 0.5344191366283723 8475 0.0 0.0 0.0 True
247 2022-12-22 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5344153539467067 0.5344191366283723 320 0.0 0.0 0.0 True
248 2022-12-23 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
249 2022-12-28 00:00:00+00:00 0.585 0.5700000000000001 0.5700000000000001 0.585 0.5344153539467067 0.5344191366283723 12452 0.0 0.0 0.0 True
250 2022-12-29 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5344153539467067 0.5344191366283723 1228 0.0 0.0 0.0 True
251 2022-12-30 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
252 2023-01-03 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5344153539467067 0.5344191366283723 25461 0.0 0.0 0.0 True
253 2023-01-04 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
254 2023-01-05 00:00:00+00:00 0.585 0.5906999969482422 0.5720000076293945 0.585 0.5344153539467067 0.5344191366283723 9855 0.0 0.0 0.0 True
255 2023-01-06 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5344153539467067 0.5344191366283723 1500 0.0 0.0 0.0 True
256 2023-01-09 00:00:00+00:00 0.585 0.5702999877929688 0.5702999877929688 0.585 0.5344153539467067 0.5344191366283723 9101 0.0 0.0 0.0 True
257 2023-01-10 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5344153539467067 0.5344191366283723 20891 0.0 0.0 0.0 True
258 2023-01-11 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
259 2023-01-12 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
260 2023-01-13 00:00:00+00:00 0.585 0.5906999969482422 0.56 0.585 0.5344153539467067 0.5344191366283723 8881 0.0 0.0 0.0 True
261 2023-01-16 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5344153539467067 0.5344191366283723 1271 0.0 0.0 0.0 True
262 2023-01-17 00:00:00+00:00 0.585 0.5906999969482422 0.56 0.585 0.5344153539467067 0.5344191366283723 20064 0.0 0.0 0.0 True
263 2023-01-18 00:00:00+00:00 0.585 0.5700000000000001 0.56 0.585 0.5344153539467067 0.5344191366283723 3709 0.0 0.0 0.0 True
264 2023-01-19 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
265 2023-01-20 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5344153539467067 0.5344191366283723 1225 0.0 0.0 0.0 True
266 2023-01-23 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
267 2023-01-24 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5344153539467067 0.5344191366283723 10000 0.0 0.0 0.0 True
268 2023-01-25 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5344153539467067 0.5344191366283723 2706 0.0 0.0 0.0 True
269 2023-01-26 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5344153539467067 0.5344191366283723 2076 0.0 0.0 0.0 True
270 2023-01-27 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5344153539467067 0.5344191366283723 0 0.0 0.0 0.0 True
271 2023-01-30 00:00:00+00:00 0.585 0.555 0.555 0.58 0.5298477618474814 0.52985143878086 20247 0.0 0.0 0.0 True
272 2023-01-31 00:00:00+00:00 0.58 0.5856999969482422 0.5856999969482422 0.58 0.5298477618474814 0.52985143878086 10000 0.0 0.0 0.0 True
273 2023-02-01 00:00:00+00:00 0.58 0.55 0.55 0.58 0.5298477618474814 0.52985143878086 10644 0.0 0.0 0.0 True
274 2023-02-02 00:00:00+00:00 0.58 0.58 0.58 0.58 0.5298477618474814 0.52985143878086 0 0.0 0.0 0.0 True
275 2023-02-03 00:00:00+00:00 0.58 0.5856999969482422 0.5856999969482422 0.58 0.5298477618474814 0.52985143878086 1228 0.0 0.0 0.0 True
276 2023-02-06 00:00:00+00:00 0.58 0.58 0.58 0.58 0.5298477618474814 0.52985143878086 0 0.0 0.0 0.0 True
277 2023-02-07 00:00:00+00:00 0.58 0.555 0.555 0.58 0.5298477618474814 0.52985143878086 2500 0.0 0.0 0.0 True
278 2023-02-08 00:00:00+00:00 0.58 0.58 0.58 0.58 0.5298477618474814 0.52985143878086 0 0.0 0.0 0.0 True
279 2023-02-09 00:00:00+00:00 0.58 0.58 0.58 0.58 0.5298477618474814 0.52985143878086 0 0.0 0.0 0.0 True
280 2023-02-10 00:00:00+00:00 0.58 0.58 0.58 0.58 0.5298477618474814 0.52985143878086 0 0.0 0.0 0.0 True
281 2023-02-13 00:00:00+00:00 0.58 0.58 0.58 0.5750000000000001 0.5252800960155755 0.525283740933348 12276 0.0 0.0 0.0 True
282 2023-02-14 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.5252800960155755 0.525283740933348 4049 0.0 0.0 0.0 True
283 2023-02-15 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.5252800960155755 0.525283740933348 5000 0.0 0.0 0.0 True
284 2023-02-16 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
285 2023-02-17 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
286 2023-02-20 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.5252800960155755 0.525283740933348 20123 0.0 0.0 0.0 True
287 2023-02-21 00:00:00+00:00 0.5750000000000001 0.5668999862670898 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 413641 0.0 0.0 0.0 True
288 2023-02-22 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 51462 0.0 0.0 0.0 True
289 2023-02-23 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
290 2023-02-24 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
291 2023-02-27 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
292 2023-02-28 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 21569 0.0 0.0 0.0 True
293 2023-03-01 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 10000 0.0 0.0 0.0 True
294 2023-03-02 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
295 2023-03-03 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 7892 0.0 0.0 0.0 True
296 2023-03-06 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 35268 0.0 0.0 0.0 True
297 2023-03-07 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 13200 0.0 0.0 0.0 True
298 2023-03-08 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
299 2023-03-09 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 7663 0.0 0.0 0.0 True
300 2023-03-10 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
301 2023-03-13 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
302 2023-03-14 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
303 2023-03-15 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
304 2023-03-16 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
305 2023-03-17 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
306 2023-03-20 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
307 2023-03-21 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
308 2023-03-22 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
309 2023-03-23 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 17334 0.0 0.0 0.0 True
310 2023-03-24 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 22500 0.0 0.0 0.0 True
311 2023-03-27 00:00:00+01:00 0.5750000000000001 0.58 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 7206 0.0 0.0 0.0 True
312 2023-03-28 00:00:00+01:00 0.5750000000000001 0.5718999862670898 0.5668999862670898 0.5750000000000001 0.5252800960155755 0.525283740933348 182252 0.0 0.0 0.0 True
313 2023-03-29 00:00:00+01:00 0.5750000000000001 0.54 0.54 0.5750000000000001 0.5252800960155755 0.525283740933348 8118 0.0 0.0 0.0 True
314 2023-03-30 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
315 2023-03-31 00:00:00+01:00 0.5750000000000001 0.564900016784668 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 12159 0.0 0.0 0.0 True
316 2023-04-03 00:00:00+01:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.5252800960155755 0.525283740933348 9477 0.0 0.0 0.0 True
317 2023-04-04 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
318 2023-04-05 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
319 2023-04-06 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5252800960155755 0.525283740933348 0 0.0 0.0 0.0 True
320 2023-04-11 00:00:00+01:00 0.5750000000000001 0.54 0.54 0.5750000000000001 0.5252800960155755 0.525283740933348 16661 0.0 0.0 0.0 True
321 2023-04-12 00:00:00+01:00 0.5750000000000001 0.535 0.535 0.5725 0.5229962262332822 0.5229999288761906 12000 0.0 0.0 0.0 True
322 2023-04-13 00:00:00+01:00 0.5725 0.56 0.56 0.5700000000000001 0.5207124301836694 0.5207160799524346 1459 0.0 0.0 0.0 True
323 2023-04-14 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5207124301836694 0.5207160799524346 7500 0.0 0.0 0.0 True
324 2023-04-17 00:00:00+01:00 0.5700000000000001 0.569900016784668 0.569900016784668 0.5700000000000001 0.5207124301836694 0.5207160799524346 5227 0.0 0.0 0.0 True
325 2023-04-18 00:00:00+01:00 0.5700000000000001 0.5695000076293946 0.555 0.5700000000000001 0.5207124301836694 0.5207160799524346 9687 0.0 0.0 0.0 True
326 2023-04-19 00:00:00+01:00 0.5700000000000001 0.5695000076293946 0.5695000076293946 0.5700000000000001 0.5207124301836694 0.5207160799524346 5231 0.0 0.0 0.0 True
327 2023-04-20 00:00:00+01:00 0.5700000000000001 0.555 0.555 0.5700000000000001 0.5207124301836694 0.5207160799524346 2938 0.0 0.0 0.0 True
328 2023-04-21 00:00:00+01:00 0.5700000000000001 0.555 0.555 0.5700000000000001 0.5207124301836694 0.5207160799524346 8199 0.0 0.0 0.0 True
329 2023-04-24 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5207124301836694 0.5207160799524346 0 0.0 0.0 0.0 True
330 2023-04-25 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5207124301836694 0.5207160799524346 0 0.0 0.0 0.0 True
331 2023-04-26 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5207124301836694 0.5207160799524346 0 0.0 0.0 0.0 True
332 2023-04-27 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5207124301836694 0.5207160799524346 0 0.0 0.0 0.0 True
333 2023-04-28 00:00:00+01:00 0.5700000000000001 0.5679999923706055 0.5679999923706055 0.5700000000000001 0.5207124301836694 0.5207160799524346 5141 0.0 0.0 0.0 True
334 2023-05-02 00:00:00+01:00 0.5700000000000001 0.54 0.54 0.5650000000000001 0.5161447643517635 0.5161483821049224 16905 0.0 0.0 0.0 True
335 2023-05-03 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
336 2023-05-04 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
337 2023-05-05 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
338 2023-05-09 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
339 2023-05-10 00:00:00+01:00 0.5650000000000001 0.55 0.55 0.5650000000000001 0.5161447643517635 0.5161483821049224 486 0.0 0.0 0.0 True
340 2023-05-11 00:00:00+01:00 0.5650000000000001 0.5629999923706055 0.5629999923706055 0.5650000000000001 0.5161447643517635 0.5161483821049224 4000 0.0 0.0 0.0 True
341 2023-05-12 00:00:00+01:00 0.5650000000000001 0.54 0.54 0.5650000000000001 0.5161447643517635 0.5161483821049224 5720 0.0 0.0 0.0 True
342 2023-05-15 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
343 2023-05-16 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
344 2023-05-17 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
345 2023-05-18 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
346 2023-05-19 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
347 2023-05-22 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
348 2023-05-23 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
349 2023-05-24 00:00:00+01:00 0.5650000000000001 0.5608000183105469 0.5608000183105469 0.5650000000000001 0.5161447643517635 0.5161483821049224 17250 0.0 0.0 0.0 True
350 2023-05-25 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
351 2023-05-26 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
352 2023-05-30 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
353 2023-05-31 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
354 2023-06-01 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
355 2023-06-02 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
356 2023-06-05 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
357 2023-06-06 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
358 2023-06-07 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
359 2023-06-08 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
360 2023-06-09 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
361 2023-06-12 00:00:00+01:00 0.5650000000000001 0.5608000183105469 0.5608000183105469 0.5650000000000001 0.5161447643517635 0.5161483821049224 3750 0.0 0.0 0.0 True
362 2023-06-13 00:00:00+01:00 0.5650000000000001 0.54 0.54 0.5650000000000001 0.5161447643517635 0.5161483821049224 4006 0.0 0.0 0.0 True
363 2023-06-14 00:00:00+01:00 0.5650000000000001 0.5608000183105469 0.54 0.5650000000000001 0.5161447643517635 0.5161483821049224 3597 0.0 0.0 0.0 True
364 2023-06-15 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5161447643517635 0.5161483821049224 0 0.0 0.0 0.0 True
365 2023-06-16 00:00:00+01:00 0.5825 0.585 0.585 0.5975 0.5458344816601314 0.5458383443805539 1000 0.0 0.0 0.0 True
366 2023-06-19 00:00:00+01:00 0.5975 0.585 0.585 0.5975 0.5458344816601314 0.5458383443805539 12038 0.0 0.0 0.0 True
367 2023-06-20 00:00:00+01:00 0.5975 0.5975 0.5975 0.5975 0.5458344816601314 0.5458383443805539 0 0.0 0.0 0.0 True
368 2023-06-21 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
369 2023-06-22 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
370 2023-06-23 00:00:00+01:00 0.6 0.585 0.585 0.6 0.5481183514424247 0.5481221933043099 6482 0.0 0.0 0.0 True
371 2023-06-26 00:00:00+01:00 0.6 0.585 0.585 0.6 0.5481183514424247 0.5481221933043099 10884 0.0 0.0 0.0 True
372 2023-06-27 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
373 2023-06-28 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
374 2023-06-29 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
375 2023-06-30 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
376 2023-07-03 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
377 2023-07-04 00:00:00+01:00 0.6 0.6054000091552735 0.6054000091552735 0.6 0.5481183514424247 0.5481221933043099 6557 0.0 0.0 0.0 True
378 2023-07-05 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5481183514424247 0.5481221933043099 0 0.0 0.0 0.0 True
379 2023-07-06 00:00:00+01:00 0.6 0.585 0.5802999877929688 0.595 0.5435506856105188 0.5435545323233965 7299 0.0 0.0 0.0 True
380 2023-07-07 00:00:00+01:00 0.595 0.5802999877929688 0.5802999877929688 0.595 0.5435506856105188 0.5435545323233965 13000 0.0 0.0 0.0 True
381 2023-07-10 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5435506856105188 0.5435545323233965 0 0.0 0.0 0.0 True
382 2023-07-11 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5435506856105188 0.5435545323233965 0 0.0 0.0 0.0 True
383 2023-07-12 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5435506856105188 0.5435545323233965 0 0.0 0.0 0.0 True
384 2023-07-13 00:00:00+01:00 0.595 0.6025 0.585 0.595 0.5435506856105188 0.5435545323233965 372468 0.0 0.0 0.0 True
385 2023-07-14 00:00:00+01:00 0.595 0.5700000000000001 0.5700000000000001 0.595 0.5435506856105188 0.5435545323233965 1919 0.0 0.0 0.0 True
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View File

@@ -14,19 +14,19 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
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2022-01-21 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.6084982681274415,653,0.0,0.0,0.0
2022-01-24 00:00:00+00:00,0.6875,0.6940000152587891,0.6940000152587891,0.6875,0.6084982681274415,300,0.0,0.0,0.0
2022-01-25 00:00:00+00:00,0.6875,0.67,0.67,0.6825,0.6040727233886719,18000,0.0,0.0,0.0
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2022-08-04 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438125610352,200,0.0,0.0,0.0
2022-08-05 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438125610352,15000,0.0,0.0,0.0
2022-08-08 00:00:00+01:00,0.6175,0.605999984741211,0.605999984741211,0.6175,0.5642438125610352,4797,0.0,0.0,0.0
2022-08-09 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-10 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438125610352,30000,0.0,0.0,0.0
2022-08-11 00:00:00+01:00,0.6175,0.6197999954223633,0.6075,0.6175,0.5642438125610352,25000,0.0,0.0,0.0
2022-08-12 00:00:00+01:00,0.6175,0.6195000076293945,0.6195000076293945,0.6175,0.5642438125610352,1195,0.0,0.0,0.0
2022-08-15 00:00:00+01:00,0.6175,0.6190999984741211,0.6190999984741211,0.6175,0.5642438125610352,3,0.0,0.0,0.0
2022-08-16 00:00:00+01:00,0.6175,0.6187799835205078,0.6187799835205078,0.6175,0.5642438125610352,148,0.0,0.0,0.0
2022-08-17 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-18 00:00:00+01:00,0.6175,0.6086999893188477,0.6086999893188477,0.6175,0.5642438125610352,112147,0.0,0.0,0.0
2022-08-19 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-22 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-23 00:00:00+01:00,0.6175,0.6054999923706055,0.6054999923706055,0.6175,0.5642438125610352,13403,0.0,0.0,0.0
2022-08-24 00:00:00+01:00,0.6175,0.625,0.625,0.6175,0.5642438125610352,3509,0.0,0.0,0.0
2022-08-25 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-26 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-30 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-08-31 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-01 00:00:00+01:00,0.6175,0.6176200103759766,0.6176200103759766,0.6175,0.5642438125610352,233,0.0,0.0,0.0
2022-09-02 00:00:00+01:00,0.6175,0.6054999923706055,0.6054999923706055,0.6175,0.5642438125610352,3879,0.0,0.0,0.0
2022-09-05 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-06 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-07 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-08 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-09 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-12 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-13 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-14 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-15 00:00:00+01:00,0.6175,0.625,0.625,0.6175,0.5642438125610352,175,0.0,0.0,0.0
2022-09-16 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-20 00:00:00+01:00,0.6175,0.617599983215332,0.617599983215332,0.6175,0.5642438125610352,32400,0.0,0.0,0.0
2022-09-21 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-22 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-23 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-26 00:00:00+01:00,0.6175,0.617599983215332,0.6054999923706055,0.6054999923706055,0.5532787704467773,12005,0.0,0.0,0.0
2022-09-27 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-28 00:00:00+01:00,0.6175,0.6136999893188476,0.6086999893188477,0.6175,0.5642438125610352,58251,0.0,0.0,0.0
2022-09-29 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-09-30 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438125610352,0,0.0,0.0,0.0
2022-10-03 00:00:00+01:00,0.6175,0.6,0.59,0.61,0.5573906326293946,22000,0.0,0.0,0.0
2022-10-04 00:00:00+01:00,0.61,0.595,0.585,0.61,0.5573906326293946,38754,0.0,0.0,0.0
2022-10-05 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-10-06 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-10-07 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-10-10 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-10-11 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-10-12 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906326293946,0,0.0,0.0,0.0
2022-07-22 00:00:00+01:00,0.62,0.6,0.6,0.6175,0.5642438507080079,3600,0.0,0.0,0.0
2022-07-25 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-07-26 00:00:00+01:00,0.6175,0.605999984741211,0.605999984741211,0.6175,0.5642438507080079,5000,0.0,0.0,0.0
2022-07-27 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-07-28 00:00:00+01:00,0.6175,0.605999984741211,0.605999984741211,0.6175,0.5642438507080079,2288,0.0,0.0,0.0
2022-07-29 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438507080079,2909,0.0,0.0,0.0
2022-08-01 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-02 00:00:00+01:00,0.6175,0.62,0.605,0.6175,0.5642438507080079,17150,0.0,0.0,0.0
2022-08-03 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-04 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438507080079,200,0.0,0.0,0.0
2022-08-05 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438507080079,15000,0.0,0.0,0.0
2022-08-08 00:00:00+01:00,0.6175,0.605999984741211,0.605999984741211,0.6175,0.5642438507080079,4797,0.0,0.0,0.0
2022-08-09 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-10 00:00:00+01:00,0.6175,0.605,0.605,0.6175,0.5642438507080079,30000,0.0,0.0,0.0
2022-08-11 00:00:00+01:00,0.6175,0.6197999954223633,0.6075,0.6175,0.5642438507080079,25000,0.0,0.0,0.0
2022-08-12 00:00:00+01:00,0.6175,0.6195000076293945,0.6195000076293945,0.6175,0.5642438507080079,1195,0.0,0.0,0.0
2022-08-15 00:00:00+01:00,0.6175,0.6190999984741211,0.6190999984741211,0.6175,0.5642438507080079,3,0.0,0.0,0.0
2022-08-16 00:00:00+01:00,0.6175,0.6187799835205078,0.6187799835205078,0.6175,0.5642438507080079,148,0.0,0.0,0.0
2022-08-17 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-18 00:00:00+01:00,0.6175,0.6086999893188477,0.6086999893188477,0.6175,0.5642438507080079,112147,0.0,0.0,0.0
2022-08-19 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-22 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-23 00:00:00+01:00,0.6175,0.6054999923706055,0.6054999923706055,0.6175,0.5642438507080079,13403,0.0,0.0,0.0
2022-08-24 00:00:00+01:00,0.6175,0.625,0.625,0.6175,0.5642438507080079,3509,0.0,0.0,0.0
2022-08-25 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-26 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-30 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-08-31 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-01 00:00:00+01:00,0.6175,0.6176200103759766,0.6176200103759766,0.6175,0.5642438507080079,233,0.0,0.0,0.0
2022-09-02 00:00:00+01:00,0.6175,0.6054999923706055,0.6054999923706055,0.6175,0.5642438507080079,3879,0.0,0.0,0.0
2022-09-05 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-06 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-07 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-08 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-09 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-12 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-13 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-14 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-15 00:00:00+01:00,0.6175,0.625,0.625,0.6175,0.5642438507080079,175,0.0,0.0,0.0
2022-09-16 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-20 00:00:00+01:00,0.6175,0.617599983215332,0.617599983215332,0.6175,0.5642438507080079,32400,0.0,0.0,0.0
2022-09-21 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-22 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-23 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-26 00:00:00+01:00,0.6175,0.617599983215332,0.6054999923706055,0.6054999923706055,0.55327880859375,12005,0.0,0.0,0.0
2022-09-27 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-28 00:00:00+01:00,0.6175,0.6136999893188476,0.6086999893188477,0.6175,0.5642438507080079,58251,0.0,0.0,0.0
2022-09-29 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-09-30 00:00:00+01:00,0.6175,0.6175,0.6175,0.6175,0.5642438507080079,0,0.0,0.0,0.0
2022-10-03 00:00:00+01:00,0.6175,0.6,0.59,0.61,0.5573906707763672,22000,0.0,0.0,0.0
2022-10-04 00:00:00+01:00,0.61,0.595,0.585,0.61,0.5573906707763672,38754,0.0,0.0,0.0
2022-10-05 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-06 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-07 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-10 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-11 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-12 00:00:00+01:00,0.61,0.61,0.61,0.61,0.5573906707763672,0,0.0,0.0,0.0
2022-10-13 00:00:00+01:00,0.61,0.58,0.58,0.605,0.5528219223022461,1000,0.0,0.0,0.0
2022-10-14 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5528219223022461,0,0.0,0.0,0.0
2022-10-17 00:00:00+01:00,0.605,0.605,0.605,0.605,0.5528219223022461,0,0.0,0.0,0.0
@@ -234,91 +234,91 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2022-12-05 00:00:00+00:00,0.6,0.6,0.59,0.6,0.5482531356811523,67809,0.0,0.0,0.0
2022-12-06 00:00:00+00:00,0.6,0.6038000106811524,0.6038000106811524,0.6,0.5482531356811523,18000,0.0,0.0,0.0
2022-12-07 00:00:00+00:00,0.6,0.6,0.6,0.6,0.5482531356811523,0,0.0,0.0,0.0
2022-12-08 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.02,0.0,0.0
2022-12-09 00:00:00+00:00,0.585,0.57125,0.5700000000000001,0.585,0.5529794311523437,18119,0.0,0.0,0.0
2022-12-12 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794311523437,8300,0.0,0.0,0.0
2022-12-13 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5529794311523437,4797,0.0,0.0,0.0
2022-12-14 00:00:00+00:00,0.585,0.5712799835205078,0.5711999893188476,0.585,0.5529794311523437,7000,0.0,0.0,0.0
2022-12-15 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2022-12-16 00:00:00+00:00,0.585,0.5712799835205078,0.5700000000000001,0.585,0.5529794311523437,31125,0.0,0.0,0.0
2022-12-19 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5529794311523437,8500,0.0,0.0,0.0
2022-12-20 00:00:00+00:00,0.585,0.5793000030517578,0.5793000030517578,0.585,0.5529794311523437,94265,0.0,0.0,0.0
2022-12-21 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5529794311523437,8475,0.0,0.0,0.0
2022-12-22 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794311523437,320,0.0,0.0,0.0
2022-12-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2022-12-28 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5529794311523437,12452,0.0,0.0,0.0
2022-12-29 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794311523437,1228,0.0,0.0,0.0
2022-12-30 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-03 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794311523437,25461,0.0,0.0,0.0
2023-01-04 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-05 00:00:00+00:00,0.585,0.5906999969482422,0.5720000076293945,0.585,0.5529794311523437,9855,0.0,0.0,0.0
2023-01-06 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794311523437,1500,0.0,0.0,0.0
2023-01-09 00:00:00+00:00,0.585,0.5702999877929688,0.5702999877929688,0.585,0.5529794311523437,9101,0.0,0.0,0.0
2023-01-10 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794311523437,20891,0.0,0.0,0.0
2023-01-11 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-12 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-13 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5529794311523437,8881,0.0,0.0,0.0
2023-01-16 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794311523437,1271,0.0,0.0,0.0
2023-01-17 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5529794311523437,20064,0.0,0.0,0.0
2023-01-18 00:00:00+00:00,0.585,0.5700000000000001,0.56,0.585,0.5529794311523437,3709,0.0,0.0,0.0
2023-01-19 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-20 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794311523437,1225,0.0,0.0,0.0
2023-01-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-24 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794311523437,10000,0.0,0.0,0.0
2023-01-25 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794311523437,2706,0.0,0.0,0.0
2023-01-26 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794311523437,2076,0.0,0.0,0.0
2023-01-27 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794311523437,0,0.0,0.0,0.0
2023-01-30 00:00:00+00:00,0.585,0.555,0.555,0.58,0.548253173828125,20247,0.0,0.0,0.0
2023-01-31 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.548253173828125,10000,0.0,0.0,0.0
2023-02-01 00:00:00+00:00,0.58,0.55,0.55,0.58,0.548253173828125,10644,0.0,0.0,0.0
2023-02-02 00:00:00+00:00,0.58,0.58,0.58,0.58,0.548253173828125,0,0.0,0.0,0.0
2023-02-03 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.548253173828125,1228,0.0,0.0,0.0
2023-02-06 00:00:00+00:00,0.58,0.58,0.58,0.58,0.548253173828125,0,0.0,0.0,0.0
2023-02-07 00:00:00+00:00,0.58,0.555,0.555,0.58,0.548253173828125,2500,0.0,0.0,0.0
2023-02-08 00:00:00+00:00,0.58,0.58,0.58,0.58,0.548253173828125,0,0.0,0.0,0.0
2023-02-09 00:00:00+00:00,0.58,0.58,0.58,0.58,0.548253173828125,0,0.0,0.0,0.0
2023-02-10 00:00:00+00:00,0.58,0.58,0.58,0.58,0.548253173828125,0,0.0,0.0,0.0
2023-02-13 00:00:00+00:00,0.58,0.58,0.58,0.5750000000000001,0.543526840209961,12276,0.0,0.0,0.0
2023-02-14 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.543526840209961,4049,0.0,0.0,0.0
2023-02-15 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.543526840209961,5000,0.0,0.0,0.0
2023-02-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-02-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-02-20 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.543526840209961,20123,0.0,0.0,0.0
2023-02-21 00:00:00+00:00,0.5750000000000001,0.5668999862670898,0.56,0.5750000000000001,0.543526840209961,413641,0.0,0.0,0.0
2023-02-22 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.543526840209961,51462,0.0,0.0,0.0
2023-02-23 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-02-24 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-02-27 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-02-28 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.543526840209961,21569,0.0,0.0,0.0
2023-03-01 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.543526840209961,10000,0.0,0.0,0.0
2023-03-02 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-03 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.543526840209961,7892,0.0,0.0,0.0
2023-03-06 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.56,0.5750000000000001,0.543526840209961,35268,0.0,0.0,0.0
2023-03-07 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.543526840209961,13200,0.0,0.0,0.0
2023-03-08 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-09 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.543526840209961,7663,0.0,0.0,0.0
2023-03-10 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-13 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-14 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-15 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-20 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-21 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-22 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-23 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.543526840209961,17334,0.0,0.0,0.0
2023-03-24 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.543526840209961,22500,0.0,0.0,0.0
2023-03-27 00:00:00+01:00,0.5750000000000001,0.58,0.56,0.5750000000000001,0.543526840209961,7206,0.0,0.0,0.0
2023-03-28 00:00:00+01:00,0.5750000000000001,0.5718999862670898,0.5668999862670898,0.5750000000000001,0.543526840209961,182252,0.0,0.0,0.0
2023-03-29 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.543526840209961,8118,0.0,0.0,0.0
2023-03-30 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-03-31 00:00:00+01:00,0.5750000000000001,0.564900016784668,0.56,0.5750000000000001,0.543526840209961,12159,0.0,0.0,0.0
2023-04-03 00:00:00+01:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.543526840209961,9477,0.0,0.0,0.0
2023-04-04 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-04-05 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-04-06 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.543526840209961,0,0.0,0.0,0.0
2023-04-11 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.543526840209961,16661,0.0,0.0,0.0
2023-04-12 00:00:00+01:00,0.5750000000000001,0.535,0.535,0.5725,0.5411636352539063,12000,0.0,0.0,0.0
2022-12-08 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.02,0.0,0.0
2022-12-09 00:00:00+00:00,0.585,0.57125,0.5700000000000001,0.585,0.5529794692993164,18119,0.0,0.0,0.0
2022-12-12 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794692993164,8300,0.0,0.0,0.0
2022-12-13 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5529794692993164,4797,0.0,0.0,0.0
2022-12-14 00:00:00+00:00,0.585,0.5712799835205078,0.5711999893188476,0.585,0.5529794692993164,7000,0.0,0.0,0.0
2022-12-15 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2022-12-16 00:00:00+00:00,0.585,0.5712799835205078,0.5700000000000001,0.585,0.5529794692993164,31125,0.0,0.0,0.0
2022-12-19 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5529794692993164,8500,0.0,0.0,0.0
2022-12-20 00:00:00+00:00,0.585,0.5793000030517578,0.5793000030517578,0.585,0.5529794692993164,94265,0.0,0.0,0.0
2022-12-21 00:00:00+00:00,0.585,0.5712799835205078,0.5712799835205078,0.585,0.5529794692993164,8475,0.0,0.0,0.0
2022-12-22 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794692993164,320,0.0,0.0,0.0
2022-12-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2022-12-28 00:00:00+00:00,0.585,0.5700000000000001,0.5700000000000001,0.585,0.5529794692993164,12452,0.0,0.0,0.0
2022-12-29 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794692993164,1228,0.0,0.0,0.0
2022-12-30 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-03 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794692993164,25461,0.0,0.0,0.0
2023-01-04 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-05 00:00:00+00:00,0.585,0.5906999969482422,0.5720000076293945,0.585,0.5529794692993164,9855,0.0,0.0,0.0
2023-01-06 00:00:00+00:00,0.585,0.5713100051879882,0.5713100051879882,0.585,0.5529794692993164,1500,0.0,0.0,0.0
2023-01-09 00:00:00+00:00,0.585,0.5702999877929688,0.5702999877929688,0.585,0.5529794692993164,9101,0.0,0.0,0.0
2023-01-10 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794692993164,20891,0.0,0.0,0.0
2023-01-11 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-12 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-13 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5529794692993164,8881,0.0,0.0,0.0
2023-01-16 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794692993164,1271,0.0,0.0,0.0
2023-01-17 00:00:00+00:00,0.585,0.5906999969482422,0.56,0.585,0.5529794692993164,20064,0.0,0.0,0.0
2023-01-18 00:00:00+00:00,0.585,0.5700000000000001,0.56,0.585,0.5529794692993164,3709,0.0,0.0,0.0
2023-01-19 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-20 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794692993164,1225,0.0,0.0,0.0
2023-01-23 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-24 00:00:00+00:00,0.585,0.5906999969482422,0.5906999969482422,0.585,0.5529794692993164,10000,0.0,0.0,0.0
2023-01-25 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794692993164,2706,0.0,0.0,0.0
2023-01-26 00:00:00+00:00,0.585,0.56,0.56,0.585,0.5529794692993164,2076,0.0,0.0,0.0
2023-01-27 00:00:00+00:00,0.585,0.585,0.585,0.585,0.5529794692993164,0,0.0,0.0,0.0
2023-01-30 00:00:00+00:00,0.585,0.555,0.555,0.58,0.5482531356811523,20247,0.0,0.0,0.0
2023-01-31 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.5482531356811523,10000,0.0,0.0,0.0
2023-02-01 00:00:00+00:00,0.58,0.55,0.55,0.58,0.5482531356811523,10644,0.0,0.0,0.0
2023-02-02 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5482531356811523,0,0.0,0.0,0.0
2023-02-03 00:00:00+00:00,0.58,0.5856999969482422,0.5856999969482422,0.58,0.5482531356811523,1228,0.0,0.0,0.0
2023-02-06 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5482531356811523,0,0.0,0.0,0.0
2023-02-07 00:00:00+00:00,0.58,0.555,0.555,0.58,0.5482531356811523,2500,0.0,0.0,0.0
2023-02-08 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5482531356811523,0,0.0,0.0,0.0
2023-02-09 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5482531356811523,0,0.0,0.0,0.0
2023-02-10 00:00:00+00:00,0.58,0.58,0.58,0.58,0.5482531356811523,0,0.0,0.0,0.0
2023-02-13 00:00:00+00:00,0.58,0.58,0.58,0.5750000000000001,0.5435268020629883,12276,0.0,0.0,0.0
2023-02-14 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5435268020629883,4049,0.0,0.0,0.0
2023-02-15 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5435268020629883,5000,0.0,0.0,0.0
2023-02-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-02-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-02-20 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.5602999877929687,0.5750000000000001,0.5435268020629883,20123,0.0,0.0,0.0
2023-02-21 00:00:00+00:00,0.5750000000000001,0.5668999862670898,0.56,0.5750000000000001,0.5435268020629883,413641,0.0,0.0,0.0
2023-02-22 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5435268020629883,51462,0.0,0.0,0.0
2023-02-23 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-02-24 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-02-27 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-02-28 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5435268020629883,21569,0.0,0.0,0.0
2023-03-01 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5435268020629883,10000,0.0,0.0,0.0
2023-03-02 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-03 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5435268020629883,7892,0.0,0.0,0.0
2023-03-06 00:00:00+00:00,0.5750000000000001,0.5602999877929687,0.56,0.5750000000000001,0.5435268020629883,35268,0.0,0.0,0.0
2023-03-07 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5435268020629883,13200,0.0,0.0,0.0
2023-03-08 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-09 00:00:00+00:00,0.5750000000000001,0.56,0.56,0.5750000000000001,0.5435268020629883,7663,0.0,0.0,0.0
2023-03-10 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-13 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-14 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-15 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-16 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-17 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-20 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-21 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-22 00:00:00+00:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-23 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5435268020629883,17334,0.0,0.0,0.0
2023-03-24 00:00:00+00:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5435268020629883,22500,0.0,0.0,0.0
2023-03-27 00:00:00+01:00,0.5750000000000001,0.58,0.56,0.5750000000000001,0.5435268020629883,7206,0.0,0.0,0.0
2023-03-28 00:00:00+01:00,0.5750000000000001,0.5718999862670898,0.5668999862670898,0.5750000000000001,0.5435268020629883,182252,0.0,0.0,0.0
2023-03-29 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.5435268020629883,8118,0.0,0.0,0.0
2023-03-30 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-03-31 00:00:00+01:00,0.5750000000000001,0.564900016784668,0.56,0.5750000000000001,0.5435268020629883,12159,0.0,0.0,0.0
2023-04-03 00:00:00+01:00,0.5750000000000001,0.5806999969482421,0.56,0.5750000000000001,0.5435268020629883,9477,0.0,0.0,0.0
2023-04-04 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-04-05 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-04-06 00:00:00+01:00,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5750000000000001,0.5435268020629883,0,0.0,0.0,0.0
2023-04-11 00:00:00+01:00,0.5750000000000001,0.54,0.54,0.5750000000000001,0.5435268020629883,16661,0.0,0.0,0.0
2023-04-12 00:00:00+01:00,0.5750000000000001,0.535,0.535,0.5725,0.5411636734008789,12000,0.0,0.0,0.0
2023-04-13 00:00:00+01:00,0.5725,0.56,0.56,0.5700000000000001,0.5388005065917969,1459,0.0,0.0,0.0
2023-04-14 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5388005065917969,7500,0.0,0.0,0.0
2023-04-17 00:00:00+01:00,0.5700000000000001,0.569900016784668,0.569900016784668,0.5700000000000001,0.5388005065917969,5227,0.0,0.0,0.0
@@ -362,9 +362,9 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2023-06-13 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.5340741729736328,4006,0.0,0.0,0.0
2023-06-14 00:00:00+01:00,0.5650000000000001,0.5608000183105469,0.54,0.5650000000000001,0.5340741729736328,3597,0.0,0.0,0.0
2023-06-15 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5340741729736328,0,0.0,0.0,0.0
2023-06-16 00:00:00+01:00,0.5825,0.585,0.585,0.5975,0.5647952270507812,1000,0.0,0.0,0.0
2023-06-19 00:00:00+01:00,0.5975,0.585,0.585,0.5975,0.5647952270507812,12038,0.0,0.0,0.0
2023-06-20 00:00:00+01:00,0.5975,0.5975,0.5975,0.5975,0.5647952270507812,0,0.0,0.0,0.0
2023-06-16 00:00:00+01:00,0.5825,0.585,0.585,0.5975,0.5647952651977539,1000,0.0,0.0,0.0
2023-06-19 00:00:00+01:00,0.5975,0.585,0.585,0.5975,0.5647952651977539,12038,0.0,0.0,0.0
2023-06-20 00:00:00+01:00,0.5975,0.5975,0.5975,0.5975,0.5647952651977539,0,0.0,0.0,0.0
2023-06-21 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5671584320068359,0,0.0,0.0,0.0
2023-06-22 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5671584320068359,0,0.0,0.0,0.0
2023-06-23 00:00:00+01:00,0.6,0.585,0.585,0.6,0.5671584320068359,6482,0.0,0.0,0.0
@@ -376,16 +376,16 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2023-07-03 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5671584320068359,0,0.0,0.0,0.0
2023-07-04 00:00:00+01:00,0.6,0.6054000091552735,0.6054000091552735,0.6,0.5671584320068359,6557,0.0,0.0,0.0
2023-07-05 00:00:00+01:00,0.6,0.6,0.6,0.6,0.5671584320068359,0,0.0,0.0,0.0
2023-07-06 00:00:00+01:00,0.6,0.585,0.5802999877929688,0.595,0.5624320983886719,7299,0.0,0.0,0.0
2023-07-07 00:00:00+01:00,0.595,0.5802999877929688,0.5802999877929688,0.595,0.5624320983886719,13000,0.0,0.0,0.0
2023-07-10 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624320983886719,0,0.0,0.0,0.0
2023-07-11 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624320983886719,0,0.0,0.0,0.0
2023-07-12 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624320983886719,0,0.0,0.0,0.0
2023-07-13 00:00:00+01:00,0.595,0.6025,0.585,0.595,0.5624320983886719,372468,0.0,0.0,0.0
2023-07-14 00:00:00+01:00,0.595,0.5700000000000001,0.5700000000000001,0.595,0.5624320983886719,1919,0.0,0.0,0.0
2023-07-17 00:00:00+01:00,0.595,0.6025,0.6025,0.595,0.5624320983886719,3400,0.0,0.0,0.0
2023-07-18 00:00:00+01:00,0.595,0.5650000000000001,0.5650000000000001,0.59,0.5577057647705078,14146,0.0,0.0,0.0
2023-07-19 00:00:00+01:00,0.59,0.5970000076293945,0.5970000076293945,0.59,0.5577057647705078,1000,0.0,0.0,0.0
2023-07-06 00:00:00+01:00,0.6,0.585,0.5802999877929688,0.595,0.5624321365356445,7299,0.0,0.0,0.0
2023-07-07 00:00:00+01:00,0.595,0.5802999877929688,0.5802999877929688,0.595,0.5624321365356445,13000,0.0,0.0,0.0
2023-07-10 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624321365356445,0,0.0,0.0,0.0
2023-07-11 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624321365356445,0,0.0,0.0,0.0
2023-07-12 00:00:00+01:00,0.595,0.595,0.595,0.595,0.5624321365356445,0,0.0,0.0,0.0
2023-07-13 00:00:00+01:00,0.595,0.6025,0.585,0.595,0.5624321365356445,372468,0.0,0.0,0.0
2023-07-14 00:00:00+01:00,0.595,0.5700000000000001,0.5700000000000001,0.595,0.5624321365356445,1919,0.0,0.0,0.0
2023-07-17 00:00:00+01:00,0.595,0.6025,0.6025,0.595,0.5624321365356445,3400,0.0,0.0,0.0
2023-07-18 00:00:00+01:00,0.595,0.5650000000000001,0.5650000000000001,0.59,0.5577058029174805,14146,0.0,0.0,0.0
2023-07-19 00:00:00+01:00,0.59,0.5970000076293945,0.5970000076293945,0.59,0.5577058029174805,1000,0.0,0.0,0.0
2023-07-20 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5389831924438476,0,0.0002,0.0,0.0
2023-07-21 00:00:00+01:00,0.5700000000000001,0.5770000076293945,0.5770000076293945,0.5700000000000001,0.5389831924438476,344,0.0,0.0,0.0
2023-07-24 00:00:00+01:00,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5700000000000001,0.5389831924438476,0,0.0,0.0,0.0
@@ -396,7 +396,7 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2023-07-31 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0
2023-08-01 00:00:00+01:00,0.5650000000000001,0.5720000076293945,0.5720000076293945,0.5650000000000001,0.534255256652832,600,0.0,0.0,0.0
2023-08-02 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0
2023-08-03 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.54,0.5106156539916993,1731,0.0,0.0,0.0
2023-08-03 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.54,0.5106156921386719,1731,0.0,0.0,0.0
2023-08-04 00:00:00+01:00,0.5650000000000001,0.54,0.54,0.5650000000000001,0.534255256652832,1800,0.0,0.0,0.0
2023-08-07 00:00:00+01:00,0.5650000000000001,0.5720000076293945,0.5720000076293945,0.5650000000000001,0.534255256652832,8612,0.0,0.0,0.0
2023-08-08 00:00:00+01:00,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.5650000000000001,0.534255256652832,0,0.0,0.0,0.0
@@ -684,3 +684,43 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Capital Gai
2024-09-18 00:00:00+01:00,0.555,0.54,0.54,0.555,0.555,9547,0.0,0.0,0.0
2024-09-19 00:00:00+01:00,0.555,0.54,0.54,0.555,0.555,10580,0.0,0.0,0.0
2024-09-20 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-09-23 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-09-24 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-09-25 00:00:00+01:00,0.555,0.545099983215332,0.545099983215332,0.555,0.555,223787,0.0,0.0,0.0
2024-09-26 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-09-27 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-09-30 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-01 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-02 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-03 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-04 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-07 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-08 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-09 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-10 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-11 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-14 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-15 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-16 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-17 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-18 00:00:00+01:00,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0.005550000071525574,0,0.0,0.0,0.0
2024-10-21 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-22 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-23 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-24 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-25 00:00:00+01:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-28 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-29 00:00:00+00:00,0.555,0.5650000000000001,0.54,0.555,0.555,1056,0.0,0.0,0.0
2024-10-30 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-10-31 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-01 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-04 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-05 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-06 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-07 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-08 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-11 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-12 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-13 00:00:00+00:00,0.555,0.54,0.54,0.555,0.555,1180,0.0,0.0,0.0
2024-11-14 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
2024-11-15 00:00:00+00:00,0.555,0.555,0.555,0.555,0.555,0,0.0,0.0,0.0
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits Capital Gains
14 2022-01-20 00:00:00+00:00 0.6875 0.675 0.675 0.6875 0.6084982681274415 11286 0.0 0.0 0.0
15 2022-01-21 00:00:00+00:00 0.6875 0.6940000152587891 0.6940000152587891 0.6875 0.6084982681274415 653 0.0 0.0 0.0
16 2022-01-24 00:00:00+00:00 0.6875 0.6940000152587891 0.6940000152587891 0.6875 0.6084982681274415 300 0.0 0.0 0.0
17 2022-01-25 00:00:00+00:00 0.6875 0.67 0.67 0.6825 0.6040727233886719 0.6040727996826172 18000 0.0 0.0 0.0
18 2022-01-26 00:00:00+00:00 0.6825 0.6940000152587891 0.6940000152587891 0.6825 0.6040727233886719 0.6040727996826172 1560 0.0 0.0 0.0
19 2022-01-27 00:00:00+00:00 0.6825 0.67 0.67 0.6825 0.6040727233886719 0.6040727996826172 1000 0.0 0.0 0.0
20 2022-01-28 00:00:00+00:00 0.6825 0.67 0.67 0.6825 0.6040727233886719 0.6040727996826172 5588 0.0 0.0 0.0
21 2022-01-31 00:00:00+00:00 0.6825 0.6825 0.6825 0.6825 0.6040727233886719 0.6040727996826172 0 0.0 0.0 0.0
22 2022-02-01 00:00:00+00:00 0.6825 0.66 0.65 0.66 0.5841583633422852 0.5841582489013672 30612 0.0 0.0 0.0
23 2022-02-02 00:00:00+00:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 9000 0.0 0.0 0.0
24 2022-02-03 00:00:00+00:00 0.67 0.68 0.67 0.6775 0.5996473693847656 0.599647445678711 19301 0.0 0.0 0.0
25 2022-02-04 00:00:00+00:00 0.6775 0.67 0.67 0.6775 0.5996473693847656 0.599647445678711 29455 0.0 0.0 0.0
26 2022-02-07 00:00:00+00:00 0.6775 0.67 0.67 0.6775 0.5996473693847656 0.599647445678711 3125 0.0 0.0 0.0
27 2022-02-08 00:00:00+00:00 0.6775 0.685 0.67 0.6775 0.5996473693847656 0.599647445678711 15202 0.0 0.0 0.0
28 2022-02-09 00:00:00+00:00 0.6775 0.6775 0.6775 0.6775 0.5996473693847656 0.599647445678711 0 0.0 0.0 0.0
29 2022-02-10 00:00:00+00:00 0.6775 0.67 0.67 0.6775 0.5996473693847656 0.599647445678711 3506 0.0 0.0 0.0
30 2022-02-11 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.6084982681274415 0 0.0 0.0 0.0
31 2022-02-14 00:00:00+00:00 0.6875 0.68 0.68 0.6875 0.6084982681274415 2461 0.0 0.0 0.0
32 2022-02-15 00:00:00+00:00 0.6875 0.68 0.68 0.6875 0.6084982681274415 19756 0.0 0.0 0.0
52 2022-03-15 00:00:00+00:00 0.6875 0.68 0.65 0.6875 0.6084982681274415 1430 0.0 0.0 0.0
53 2022-03-16 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.6084982681274415 0 0.0 0.0 0.0
54 2022-03-17 00:00:00+00:00 0.6875 0.6875 0.6875 0.6875 0.6084982681274415 0 0.0 0.0 0.0
55 2022-03-18 00:00:00+00:00 0.665 0.655 0.655 0.66 0.5841583633422852 0.5841582489013672 2500 0.0 0.0 0.0
56 2022-03-21 00:00:00+00:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
57 2022-03-22 00:00:00+00:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
58 2022-03-23 00:00:00+00:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
59 2022-03-24 00:00:00+00:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 24314 0.0 0.0 0.0
60 2022-03-25 00:00:00+00:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
61 2022-03-28 00:00:00+01:00 0.66 0.6552999877929687 0.6552999877929687 0.66 0.5841583633422852 0.5841582489013672 16749 0.0 0.0 0.0
62 2022-03-29 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
63 2022-03-30 00:00:00+01:00 0.66 0.665 0.65 0.66 0.5841583633422852 0.5841582489013672 38438 0.0 0.0 0.0
64 2022-03-31 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
65 2022-04-01 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
66 2022-04-04 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
67 2022-04-05 00:00:00+01:00 0.66 0.66 0.65 0.66 0.5841583633422852 0.5841582489013672 16181 0.0 0.0 0.0
68 2022-04-06 00:00:00+01:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 672 0.0 0.0 0.0
69 2022-04-07 00:00:00+01:00 0.66 0.66 0.6501000213623047 0.66 0.5841583633422852 0.5841582489013672 55267 0.0 0.0 0.0
70 2022-04-08 00:00:00+01:00 0.66 0.6598000335693359 0.6598000335693359 0.66 0.5841583633422852 0.5841582489013672 1496 0.0 0.0 0.0
71 2022-04-11 00:00:00+01:00 0.66 0.659000015258789 0.65 0.66 0.5841583633422852 0.5841582489013672 10068 0.0 0.0 0.0
72 2022-04-12 00:00:00+01:00 0.66 0.6588999938964843 0.6588999938964843 0.66 0.5841583633422852 0.5841582489013672 7588 0.0 0.0 0.0
73 2022-04-13 00:00:00+01:00 0.66 0.658499984741211 0.658499984741211 0.66 0.5841583633422852 0.5841582489013672 1511 0.0 0.0 0.0
74 2022-04-14 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
75 2022-04-19 00:00:00+01:00 0.66 0.6583999633789063 0.65 0.66 0.5841583633422852 0.5841582489013672 12524 0.0 0.0 0.0
76 2022-04-20 00:00:00+01:00 0.66 0.6583999633789063 0.6583999633789063 0.66 0.5841583633422852 0.5841582489013672 580 0.0 0.0 0.0
77 2022-04-21 00:00:00+01:00 0.66 0.6583999633789063 0.64 0.66 0.5841583633422852 0.5841582489013672 22992 0.0 0.0 0.0
78 2022-04-22 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
79 2022-04-25 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
80 2022-04-26 00:00:00+01:00 0.66 0.6580000305175782 0.6580000305175782 0.66 0.5841583633422852 0.5841582489013672 1500 0.0 0.0 0.0
81 2022-04-27 00:00:00+01:00 0.66 0.64 0.64 0.66 0.5841583633422852 0.5841582489013672 17000 0.0 0.0 0.0
82 2022-04-28 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
83 2022-04-29 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
84 2022-05-03 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
85 2022-05-04 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
86 2022-05-05 00:00:00+01:00 0.66 0.6576000213623047 0.6576000213623047 0.66 0.5841583633422852 0.5841582489013672 5000 0.0 0.0 0.0
87 2022-05-06 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
88 2022-05-09 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
89 2022-05-10 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
90 2022-05-11 00:00:00+01:00 0.66 0.6576000213623047 0.6576000213623047 0.66 0.5841583633422852 0.5841582489013672 20230 0.0 0.0 0.0
91 2022-05-12 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
92 2022-05-13 00:00:00+01:00 0.66 0.6573999786376953 0.6573999786376953 0.66 0.5841583633422852 0.5841582489013672 7567 0.0 0.0 0.0
93 2022-05-16 00:00:00+01:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 5842 0.0 0.0 0.0
94 2022-05-17 00:00:00+01:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 27137 0.0 0.0 0.0
95 2022-05-18 00:00:00+01:00 0.66 0.65 0.65 0.66 0.5841583633422852 0.5841582489013672 24000 0.0 0.0 0.0
96 2022-05-19 00:00:00+01:00 0.66 0.6569999694824219 0.635 0.66 0.5841583633422852 0.5841582489013672 10757 0.0 0.0 0.0
97 2022-05-20 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
98 2022-05-23 00:00:00+01:00 0.66 0.6558000183105469 0.6558000183105469 0.66 0.5841583633422852 0.5841582489013672 1517 0.0 0.0 0.0
99 2022-05-24 00:00:00+01:00 0.66 0.635 0.635 0.66 0.5841583633422852 0.5841582489013672 13072 0.0 0.0 0.0
100 2022-05-25 00:00:00+01:00 0.66 0.66 0.66 0.66 0.5841583633422852 0.5841582489013672 0 0.0 0.0 0.0
101 2022-05-26 00:00:00+01:00 0.66 0.64 0.64 0.655 0.5797328567504882 0.5797328948974609 7206 0.0 0.0 0.0
102 2022-05-27 00:00:00+01:00 0.655 0.655 0.655 0.655 0.5797328567504882 0.5797328948974609 0 0.0 0.0 0.0
103 2022-05-30 00:00:00+01:00 0.655 0.65 0.65 0.655 0.5797328567504882 0.5797328948974609 5000 0.0 0.0 0.0
104 2022-05-31 00:00:00+01:00 0.655 0.65 0.65 0.655 0.5797328567504882 0.5797328948974609 1518 0.0 0.0 0.0
105 2022-06-01 00:00:00+01:00 0.655 0.65 0.65 0.645 0.5708820343017579 0.5708819580078125 1 0.0 0.0 0.0
106 2022-06-06 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5708820343017579 0.5708819580078125 15500 0.0 0.0 0.0
107 2022-06-07 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5708820343017579 0.5708819580078125 1004 0.0 0.0 0.0
108 2022-06-08 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
109 2022-06-09 00:00:00+01:00 0.645 0.635 0.635 0.645 0.5708820343017579 0.5708819580078125 8341 0.0 0.0 0.0
110 2022-06-10 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
111 2022-06-13 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
112 2022-06-14 00:00:00+01:00 0.645 0.64 0.64 0.645 0.5708820343017579 0.5708819580078125 31092 0.0 0.0 0.0
113 2022-06-15 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
114 2022-06-16 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
115 2022-06-17 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
116 2022-06-20 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
117 2022-06-21 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
118 2022-06-22 00:00:00+01:00 0.645 0.6498000335693359 0.64 0.645 0.5708820343017579 0.5708819580078125 189418 0.0 0.0 0.0
119 2022-06-23 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
120 2022-06-24 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
121 2022-06-27 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
122 2022-06-28 00:00:00+01:00 0.645 0.64 0.64 0.645 0.5708820343017579 0.5708819580078125 2500 0.0 0.0 0.0
123 2022-06-29 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
124 2022-06-30 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
125 2022-07-01 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
126 2022-07-04 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
127 2022-07-05 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
128 2022-07-06 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
129 2022-07-07 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
130 2022-07-08 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
131 2022-07-11 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
132 2022-07-12 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
133 2022-07-13 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
134 2022-07-14 00:00:00+01:00 0.645 0.645 0.645 0.645 0.5708820343017579 0.5708819580078125 0 0.0 0.0 0.0
135 2022-07-15 00:00:00+01:00 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
136 2022-07-18 00:00:00+01:00 0.6375000000000001 0.64 0.6388000106811523 0.6375000000000001 0.5642438125610352 0.5642438507080079 31351 0.0 0.0 0.0
137 2022-07-19 00:00:00+01:00 0.6375000000000001 0.65 0.63 0.6375000000000001 0.5642438125610352 0.5642438507080079 38011 0.0 0.0 0.0
138 2022-07-20 00:00:00+01:00 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.6375000000000001 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
139 2022-07-21 00:00:00+01:00 0.62 0.62 0.62 0.62 0.5665282440185547 0 0.02 0.0 0.0
140 2022-07-22 00:00:00+01:00 0.62 0.6 0.6 0.6175 0.5642438125610352 0.5642438507080079 3600 0.0 0.0 0.0
141 2022-07-25 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
142 2022-07-26 00:00:00+01:00 0.6175 0.605999984741211 0.605999984741211 0.6175 0.5642438125610352 0.5642438507080079 5000 0.0 0.0 0.0
143 2022-07-27 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
144 2022-07-28 00:00:00+01:00 0.6175 0.605999984741211 0.605999984741211 0.6175 0.5642438125610352 0.5642438507080079 2288 0.0 0.0 0.0
145 2022-07-29 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5642438125610352 0.5642438507080079 2909 0.0 0.0 0.0
146 2022-08-01 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
147 2022-08-02 00:00:00+01:00 0.6175 0.62 0.605 0.6175 0.5642438125610352 0.5642438507080079 17150 0.0 0.0 0.0
148 2022-08-03 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
149 2022-08-04 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5642438125610352 0.5642438507080079 200 0.0 0.0 0.0
150 2022-08-05 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5642438125610352 0.5642438507080079 15000 0.0 0.0 0.0
151 2022-08-08 00:00:00+01:00 0.6175 0.605999984741211 0.605999984741211 0.6175 0.5642438125610352 0.5642438507080079 4797 0.0 0.0 0.0
152 2022-08-09 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
153 2022-08-10 00:00:00+01:00 0.6175 0.605 0.605 0.6175 0.5642438125610352 0.5642438507080079 30000 0.0 0.0 0.0
154 2022-08-11 00:00:00+01:00 0.6175 0.6197999954223633 0.6075 0.6175 0.5642438125610352 0.5642438507080079 25000 0.0 0.0 0.0
155 2022-08-12 00:00:00+01:00 0.6175 0.6195000076293945 0.6195000076293945 0.6175 0.5642438125610352 0.5642438507080079 1195 0.0 0.0 0.0
156 2022-08-15 00:00:00+01:00 0.6175 0.6190999984741211 0.6190999984741211 0.6175 0.5642438125610352 0.5642438507080079 3 0.0 0.0 0.0
157 2022-08-16 00:00:00+01:00 0.6175 0.6187799835205078 0.6187799835205078 0.6175 0.5642438125610352 0.5642438507080079 148 0.0 0.0 0.0
158 2022-08-17 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
159 2022-08-18 00:00:00+01:00 0.6175 0.6086999893188477 0.6086999893188477 0.6175 0.5642438125610352 0.5642438507080079 112147 0.0 0.0 0.0
160 2022-08-19 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
161 2022-08-22 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
162 2022-08-23 00:00:00+01:00 0.6175 0.6054999923706055 0.6054999923706055 0.6175 0.5642438125610352 0.5642438507080079 13403 0.0 0.0 0.0
163 2022-08-24 00:00:00+01:00 0.6175 0.625 0.625 0.6175 0.5642438125610352 0.5642438507080079 3509 0.0 0.0 0.0
164 2022-08-25 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
165 2022-08-26 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
166 2022-08-30 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
167 2022-08-31 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
168 2022-09-01 00:00:00+01:00 0.6175 0.6176200103759766 0.6176200103759766 0.6175 0.5642438125610352 0.5642438507080079 233 0.0 0.0 0.0
169 2022-09-02 00:00:00+01:00 0.6175 0.6054999923706055 0.6054999923706055 0.6175 0.5642438125610352 0.5642438507080079 3879 0.0 0.0 0.0
170 2022-09-05 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
171 2022-09-06 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
172 2022-09-07 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
173 2022-09-08 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
174 2022-09-09 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
175 2022-09-12 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
176 2022-09-13 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
177 2022-09-14 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
178 2022-09-15 00:00:00+01:00 0.6175 0.625 0.625 0.6175 0.5642438125610352 0.5642438507080079 175 0.0 0.0 0.0
179 2022-09-16 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
180 2022-09-20 00:00:00+01:00 0.6175 0.617599983215332 0.617599983215332 0.6175 0.5642438125610352 0.5642438507080079 32400 0.0 0.0 0.0
181 2022-09-21 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
182 2022-09-22 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
183 2022-09-23 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
184 2022-09-26 00:00:00+01:00 0.6175 0.617599983215332 0.6054999923706055 0.6054999923706055 0.5532787704467773 0.55327880859375 12005 0.0 0.0 0.0
185 2022-09-27 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
186 2022-09-28 00:00:00+01:00 0.6175 0.6136999893188476 0.6086999893188477 0.6175 0.5642438125610352 0.5642438507080079 58251 0.0 0.0 0.0
187 2022-09-29 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
188 2022-09-30 00:00:00+01:00 0.6175 0.6175 0.6175 0.6175 0.5642438125610352 0.5642438507080079 0 0.0 0.0 0.0
189 2022-10-03 00:00:00+01:00 0.6175 0.6 0.59 0.61 0.5573906326293946 0.5573906707763672 22000 0.0 0.0 0.0
190 2022-10-04 00:00:00+01:00 0.61 0.595 0.585 0.61 0.5573906326293946 0.5573906707763672 38754 0.0 0.0 0.0
191 2022-10-05 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
192 2022-10-06 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
193 2022-10-07 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
194 2022-10-10 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
195 2022-10-11 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
196 2022-10-12 00:00:00+01:00 0.61 0.61 0.61 0.61 0.5573906326293946 0.5573906707763672 0 0.0 0.0 0.0
197 2022-10-13 00:00:00+01:00 0.61 0.58 0.58 0.605 0.5528219223022461 1000 0.0 0.0 0.0
198 2022-10-14 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5528219223022461 0 0.0 0.0 0.0
199 2022-10-17 00:00:00+01:00 0.605 0.605 0.605 0.605 0.5528219223022461 0 0.0 0.0 0.0
234 2022-12-05 00:00:00+00:00 0.6 0.6 0.59 0.6 0.5482531356811523 67809 0.0 0.0 0.0
235 2022-12-06 00:00:00+00:00 0.6 0.6038000106811524 0.6038000106811524 0.6 0.5482531356811523 18000 0.0 0.0 0.0
236 2022-12-07 00:00:00+00:00 0.6 0.6 0.6 0.6 0.5482531356811523 0 0.0 0.0 0.0
237 2022-12-08 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.02 0.0 0.0
238 2022-12-09 00:00:00+00:00 0.585 0.57125 0.5700000000000001 0.585 0.5529794311523437 0.5529794692993164 18119 0.0 0.0 0.0
239 2022-12-12 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5529794311523437 0.5529794692993164 8300 0.0 0.0 0.0
240 2022-12-13 00:00:00+00:00 0.585 0.5700000000000001 0.5700000000000001 0.585 0.5529794311523437 0.5529794692993164 4797 0.0 0.0 0.0
241 2022-12-14 00:00:00+00:00 0.585 0.5712799835205078 0.5711999893188476 0.585 0.5529794311523437 0.5529794692993164 7000 0.0 0.0 0.0
242 2022-12-15 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
243 2022-12-16 00:00:00+00:00 0.585 0.5712799835205078 0.5700000000000001 0.585 0.5529794311523437 0.5529794692993164 31125 0.0 0.0 0.0
244 2022-12-19 00:00:00+00:00 0.585 0.5712799835205078 0.5712799835205078 0.585 0.5529794311523437 0.5529794692993164 8500 0.0 0.0 0.0
245 2022-12-20 00:00:00+00:00 0.585 0.5793000030517578 0.5793000030517578 0.585 0.5529794311523437 0.5529794692993164 94265 0.0 0.0 0.0
246 2022-12-21 00:00:00+00:00 0.585 0.5712799835205078 0.5712799835205078 0.585 0.5529794311523437 0.5529794692993164 8475 0.0 0.0 0.0
247 2022-12-22 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5529794311523437 0.5529794692993164 320 0.0 0.0 0.0
248 2022-12-23 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
249 2022-12-28 00:00:00+00:00 0.585 0.5700000000000001 0.5700000000000001 0.585 0.5529794311523437 0.5529794692993164 12452 0.0 0.0 0.0
250 2022-12-29 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5529794311523437 0.5529794692993164 1228 0.0 0.0 0.0
251 2022-12-30 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
252 2023-01-03 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5529794311523437 0.5529794692993164 25461 0.0 0.0 0.0
253 2023-01-04 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
254 2023-01-05 00:00:00+00:00 0.585 0.5906999969482422 0.5720000076293945 0.585 0.5529794311523437 0.5529794692993164 9855 0.0 0.0 0.0
255 2023-01-06 00:00:00+00:00 0.585 0.5713100051879882 0.5713100051879882 0.585 0.5529794311523437 0.5529794692993164 1500 0.0 0.0 0.0
256 2023-01-09 00:00:00+00:00 0.585 0.5702999877929688 0.5702999877929688 0.585 0.5529794311523437 0.5529794692993164 9101 0.0 0.0 0.0
257 2023-01-10 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5529794311523437 0.5529794692993164 20891 0.0 0.0 0.0
258 2023-01-11 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
259 2023-01-12 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
260 2023-01-13 00:00:00+00:00 0.585 0.5906999969482422 0.56 0.585 0.5529794311523437 0.5529794692993164 8881 0.0 0.0 0.0
261 2023-01-16 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5529794311523437 0.5529794692993164 1271 0.0 0.0 0.0
262 2023-01-17 00:00:00+00:00 0.585 0.5906999969482422 0.56 0.585 0.5529794311523437 0.5529794692993164 20064 0.0 0.0 0.0
263 2023-01-18 00:00:00+00:00 0.585 0.5700000000000001 0.56 0.585 0.5529794311523437 0.5529794692993164 3709 0.0 0.0 0.0
264 2023-01-19 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
265 2023-01-20 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5529794311523437 0.5529794692993164 1225 0.0 0.0 0.0
266 2023-01-23 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
267 2023-01-24 00:00:00+00:00 0.585 0.5906999969482422 0.5906999969482422 0.585 0.5529794311523437 0.5529794692993164 10000 0.0 0.0 0.0
268 2023-01-25 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5529794311523437 0.5529794692993164 2706 0.0 0.0 0.0
269 2023-01-26 00:00:00+00:00 0.585 0.56 0.56 0.585 0.5529794311523437 0.5529794692993164 2076 0.0 0.0 0.0
270 2023-01-27 00:00:00+00:00 0.585 0.585 0.585 0.585 0.5529794311523437 0.5529794692993164 0 0.0 0.0 0.0
271 2023-01-30 00:00:00+00:00 0.585 0.555 0.555 0.58 0.548253173828125 0.5482531356811523 20247 0.0 0.0 0.0
272 2023-01-31 00:00:00+00:00 0.58 0.5856999969482422 0.5856999969482422 0.58 0.548253173828125 0.5482531356811523 10000 0.0 0.0 0.0
273 2023-02-01 00:00:00+00:00 0.58 0.55 0.55 0.58 0.548253173828125 0.5482531356811523 10644 0.0 0.0 0.0
274 2023-02-02 00:00:00+00:00 0.58 0.58 0.58 0.58 0.548253173828125 0.5482531356811523 0 0.0 0.0 0.0
275 2023-02-03 00:00:00+00:00 0.58 0.5856999969482422 0.5856999969482422 0.58 0.548253173828125 0.5482531356811523 1228 0.0 0.0 0.0
276 2023-02-06 00:00:00+00:00 0.58 0.58 0.58 0.58 0.548253173828125 0.5482531356811523 0 0.0 0.0 0.0
277 2023-02-07 00:00:00+00:00 0.58 0.555 0.555 0.58 0.548253173828125 0.5482531356811523 2500 0.0 0.0 0.0
278 2023-02-08 00:00:00+00:00 0.58 0.58 0.58 0.58 0.548253173828125 0.5482531356811523 0 0.0 0.0 0.0
279 2023-02-09 00:00:00+00:00 0.58 0.58 0.58 0.58 0.548253173828125 0.5482531356811523 0 0.0 0.0 0.0
280 2023-02-10 00:00:00+00:00 0.58 0.58 0.58 0.58 0.548253173828125 0.5482531356811523 0 0.0 0.0 0.0
281 2023-02-13 00:00:00+00:00 0.58 0.58 0.58 0.5750000000000001 0.543526840209961 0.5435268020629883 12276 0.0 0.0 0.0
282 2023-02-14 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.543526840209961 0.5435268020629883 4049 0.0 0.0 0.0
283 2023-02-15 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.543526840209961 0.5435268020629883 5000 0.0 0.0 0.0
284 2023-02-16 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
285 2023-02-17 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
286 2023-02-20 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.5602999877929687 0.5750000000000001 0.543526840209961 0.5435268020629883 20123 0.0 0.0 0.0
287 2023-02-21 00:00:00+00:00 0.5750000000000001 0.5668999862670898 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 413641 0.0 0.0 0.0
288 2023-02-22 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 51462 0.0 0.0 0.0
289 2023-02-23 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
290 2023-02-24 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
291 2023-02-27 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
292 2023-02-28 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 21569 0.0 0.0 0.0
293 2023-03-01 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 10000 0.0 0.0 0.0
294 2023-03-02 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
295 2023-03-03 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 7892 0.0 0.0 0.0
296 2023-03-06 00:00:00+00:00 0.5750000000000001 0.5602999877929687 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 35268 0.0 0.0 0.0
297 2023-03-07 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 13200 0.0 0.0 0.0
298 2023-03-08 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
299 2023-03-09 00:00:00+00:00 0.5750000000000001 0.56 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 7663 0.0 0.0 0.0
300 2023-03-10 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
301 2023-03-13 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
302 2023-03-14 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
303 2023-03-15 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
304 2023-03-16 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
305 2023-03-17 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
306 2023-03-20 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
307 2023-03-21 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
308 2023-03-22 00:00:00+00:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
309 2023-03-23 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 17334 0.0 0.0 0.0
310 2023-03-24 00:00:00+00:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 22500 0.0 0.0 0.0
311 2023-03-27 00:00:00+01:00 0.5750000000000001 0.58 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 7206 0.0 0.0 0.0
312 2023-03-28 00:00:00+01:00 0.5750000000000001 0.5718999862670898 0.5668999862670898 0.5750000000000001 0.543526840209961 0.5435268020629883 182252 0.0 0.0 0.0
313 2023-03-29 00:00:00+01:00 0.5750000000000001 0.54 0.54 0.5750000000000001 0.543526840209961 0.5435268020629883 8118 0.0 0.0 0.0
314 2023-03-30 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
315 2023-03-31 00:00:00+01:00 0.5750000000000001 0.564900016784668 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 12159 0.0 0.0 0.0
316 2023-04-03 00:00:00+01:00 0.5750000000000001 0.5806999969482421 0.56 0.5750000000000001 0.543526840209961 0.5435268020629883 9477 0.0 0.0 0.0
317 2023-04-04 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
318 2023-04-05 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
319 2023-04-06 00:00:00+01:00 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.5750000000000001 0.543526840209961 0.5435268020629883 0 0.0 0.0 0.0
320 2023-04-11 00:00:00+01:00 0.5750000000000001 0.54 0.54 0.5750000000000001 0.543526840209961 0.5435268020629883 16661 0.0 0.0 0.0
321 2023-04-12 00:00:00+01:00 0.5750000000000001 0.535 0.535 0.5725 0.5411636352539063 0.5411636734008789 12000 0.0 0.0 0.0
322 2023-04-13 00:00:00+01:00 0.5725 0.56 0.56 0.5700000000000001 0.5388005065917969 1459 0.0 0.0 0.0
323 2023-04-14 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5388005065917969 7500 0.0 0.0 0.0
324 2023-04-17 00:00:00+01:00 0.5700000000000001 0.569900016784668 0.569900016784668 0.5700000000000001 0.5388005065917969 5227 0.0 0.0 0.0
362 2023-06-13 00:00:00+01:00 0.5650000000000001 0.54 0.54 0.5650000000000001 0.5340741729736328 4006 0.0 0.0 0.0
363 2023-06-14 00:00:00+01:00 0.5650000000000001 0.5608000183105469 0.54 0.5650000000000001 0.5340741729736328 3597 0.0 0.0 0.0
364 2023-06-15 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5340741729736328 0 0.0 0.0 0.0
365 2023-06-16 00:00:00+01:00 0.5825 0.585 0.585 0.5975 0.5647952270507812 0.5647952651977539 1000 0.0 0.0 0.0
366 2023-06-19 00:00:00+01:00 0.5975 0.585 0.585 0.5975 0.5647952270507812 0.5647952651977539 12038 0.0 0.0 0.0
367 2023-06-20 00:00:00+01:00 0.5975 0.5975 0.5975 0.5975 0.5647952270507812 0.5647952651977539 0 0.0 0.0 0.0
368 2023-06-21 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5671584320068359 0 0.0 0.0 0.0
369 2023-06-22 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5671584320068359 0 0.0 0.0 0.0
370 2023-06-23 00:00:00+01:00 0.6 0.585 0.585 0.6 0.5671584320068359 6482 0.0 0.0 0.0
376 2023-07-03 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5671584320068359 0 0.0 0.0 0.0
377 2023-07-04 00:00:00+01:00 0.6 0.6054000091552735 0.6054000091552735 0.6 0.5671584320068359 6557 0.0 0.0 0.0
378 2023-07-05 00:00:00+01:00 0.6 0.6 0.6 0.6 0.5671584320068359 0 0.0 0.0 0.0
379 2023-07-06 00:00:00+01:00 0.6 0.585 0.5802999877929688 0.595 0.5624320983886719 0.5624321365356445 7299 0.0 0.0 0.0
380 2023-07-07 00:00:00+01:00 0.595 0.5802999877929688 0.5802999877929688 0.595 0.5624320983886719 0.5624321365356445 13000 0.0 0.0 0.0
381 2023-07-10 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5624320983886719 0.5624321365356445 0 0.0 0.0 0.0
382 2023-07-11 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5624320983886719 0.5624321365356445 0 0.0 0.0 0.0
383 2023-07-12 00:00:00+01:00 0.595 0.595 0.595 0.595 0.5624320983886719 0.5624321365356445 0 0.0 0.0 0.0
384 2023-07-13 00:00:00+01:00 0.595 0.6025 0.585 0.595 0.5624320983886719 0.5624321365356445 372468 0.0 0.0 0.0
385 2023-07-14 00:00:00+01:00 0.595 0.5700000000000001 0.5700000000000001 0.595 0.5624320983886719 0.5624321365356445 1919 0.0 0.0 0.0
386 2023-07-17 00:00:00+01:00 0.595 0.6025 0.6025 0.595 0.5624320983886719 0.5624321365356445 3400 0.0 0.0 0.0
387 2023-07-18 00:00:00+01:00 0.595 0.5650000000000001 0.5650000000000001 0.59 0.5577057647705078 0.5577058029174805 14146 0.0 0.0 0.0
388 2023-07-19 00:00:00+01:00 0.59 0.5970000076293945 0.5970000076293945 0.59 0.5577057647705078 0.5577058029174805 1000 0.0 0.0 0.0
389 2023-07-20 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5389831924438476 0 0.0002 0.0 0.0
390 2023-07-21 00:00:00+01:00 0.5700000000000001 0.5770000076293945 0.5770000076293945 0.5700000000000001 0.5389831924438476 344 0.0 0.0 0.0
391 2023-07-24 00:00:00+01:00 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5700000000000001 0.5389831924438476 0 0.0 0.0 0.0
396 2023-07-31 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.534255256652832 0 0.0 0.0 0.0
397 2023-08-01 00:00:00+01:00 0.5650000000000001 0.5720000076293945 0.5720000076293945 0.5650000000000001 0.534255256652832 600 0.0 0.0 0.0
398 2023-08-02 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.534255256652832 0 0.0 0.0 0.0
399 2023-08-03 00:00:00+01:00 0.5650000000000001 0.54 0.54 0.54 0.5106156539916993 0.5106156921386719 1731 0.0 0.0 0.0
400 2023-08-04 00:00:00+01:00 0.5650000000000001 0.54 0.54 0.5650000000000001 0.534255256652832 1800 0.0 0.0 0.0
401 2023-08-07 00:00:00+01:00 0.5650000000000001 0.5720000076293945 0.5720000076293945 0.5650000000000001 0.534255256652832 8612 0.0 0.0 0.0
402 2023-08-08 00:00:00+01:00 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.5650000000000001 0.534255256652832 0 0.0 0.0 0.0
684 2024-09-18 00:00:00+01:00 0.555 0.54 0.54 0.555 0.555 9547 0.0 0.0 0.0
685 2024-09-19 00:00:00+01:00 0.555 0.54 0.54 0.555 0.555 10580 0.0 0.0 0.0
686 2024-09-20 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
687 2024-09-23 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
688 2024-09-24 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
689 2024-09-25 00:00:00+01:00 0.555 0.545099983215332 0.545099983215332 0.555 0.555 223787 0.0 0.0 0.0
690 2024-09-26 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
691 2024-09-27 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
692 2024-09-30 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
693 2024-10-01 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
694 2024-10-02 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
695 2024-10-03 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
696 2024-10-04 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
697 2024-10-07 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
698 2024-10-08 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
699 2024-10-09 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
700 2024-10-10 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
701 2024-10-11 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
702 2024-10-14 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
703 2024-10-15 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
704 2024-10-16 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
705 2024-10-17 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
706 2024-10-18 00:00:00+01:00 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0.005550000071525574 0 0.0 0.0 0.0
707 2024-10-21 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
708 2024-10-22 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
709 2024-10-23 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
710 2024-10-24 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
711 2024-10-25 00:00:00+01:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
712 2024-10-28 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
713 2024-10-29 00:00:00+00:00 0.555 0.5650000000000001 0.54 0.555 0.555 1056 0.0 0.0 0.0
714 2024-10-30 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
715 2024-10-31 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
716 2024-11-01 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
717 2024-11-04 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
718 2024-11-05 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
719 2024-11-06 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
720 2024-11-07 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
721 2024-11-08 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
722 2024-11-11 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
723 2024-11-12 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
724 2024-11-13 00:00:00+00:00 0.555 0.54 0.54 0.555 0.555 1180 0.0 0.0 0.0
725 2024-11-14 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0
726 2024-11-15 00:00:00+00:00 0.555 0.555 0.555 0.555 0.555 0 0.0 0.0 0.0

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@@ -1,128 +1,128 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-01-04 00:00:00-05:00,3.8299999237060547,4.269999980926514,3.8299999237060547,4.0,2.2503862380981445,559600,0.0,0.0
2022-01-05 00:00:00-05:00,4.050000190734863,4.199999809265137,4.039999961853027,4.050000190734863,2.2785160541534424,467700,0.0,0.0
2022-01-06 00:00:00-05:00,4.150000095367432,4.179999828338623,4.050000190734863,4.090000152587891,2.3010201454162598,393300,0.0,0.0
2022-01-07 00:00:00-05:00,4.130000114440918,4.230000019073486,4.070000171661377,4.159999847412109,2.3404016494750977,860600,0.0,0.0
2022-01-06 00:00:00-05:00,4.150000095367432,4.179999828338623,4.050000190734863,4.090000152587891,2.3010199069976807,393300,0.0,0.0
2022-01-07 00:00:00-05:00,4.130000114440918,4.230000019073486,4.070000171661377,4.159999847412109,2.3404018878936768,860600,0.0,0.0
2022-01-10 00:00:00-05:00,4.199999809265137,4.199999809265137,4.119999885559082,4.199999809265137,2.362905502319336,281900,0.0,0.0
2022-01-11 00:00:00-05:00,4.199999809265137,4.460000038146973,4.159999847412109,4.420000076293945,2.4866766929626465,695900,0.0,0.0
2022-01-12 00:00:00-05:00,4.449999809265137,4.639999866485596,4.449999809265137,4.579999923706055,2.5766923427581787,452500,0.0,0.0
2022-01-13 00:00:00-05:00,4.590000152587891,4.639999866485596,4.420000076293945,4.46999979019165,2.5148067474365234,373700,0.0,0.0
2022-01-14 00:00:00-05:00,4.480000019073486,4.590000152587891,4.429999828338623,4.559999942779541,2.5654404163360596,339600,0.0,0.0
2022-01-11 00:00:00-05:00,4.199999809265137,4.460000038146973,4.159999847412109,4.420000076293945,2.4866771697998047,695900,0.0,0.0
2022-01-12 00:00:00-05:00,4.449999809265137,4.639999866485596,4.449999809265137,4.579999923706055,2.5766921043395996,452500,0.0,0.0
2022-01-13 00:00:00-05:00,4.590000152587891,4.639999866485596,4.420000076293945,4.46999979019165,2.5148065090179443,373700,0.0,0.0
2022-01-14 00:00:00-05:00,4.480000019073486,4.590000152587891,4.429999828338623,4.559999942779541,2.5654401779174805,339600,0.0,0.0
2022-01-17 00:00:00-05:00,4.570000171661377,4.760000228881836,4.519999980926514,4.679999828338623,2.6329519748687744,317900,0.0,0.0
2022-01-18 00:00:00-05:00,4.75,4.78000020980835,4.650000095367432,4.659999847412109,2.6217000484466553,317400,0.0,0.0
2022-01-19 00:00:00-05:00,4.71999979019165,4.730000019073486,4.489999771118164,4.519999980926514,2.5429365634918213,642600,0.0,0.0
2022-01-20 00:00:00-05:00,4.400000095367432,4.639999866485596,4.320000171661377,4.539999961853027,2.5541882514953613,780900,0.0,0.0
2022-01-21 00:00:00-05:00,4.460000038146973,4.579999923706055,4.369999885559082,4.420000076293945,2.4866766929626465,426200,0.0,0.0
2022-01-18 00:00:00-05:00,4.75,4.78000020980835,4.650000095367432,4.659999847412109,2.621699810028076,317400,0.0,0.0
2022-01-19 00:00:00-05:00,4.71999979019165,4.730000019073486,4.489999771118164,4.519999980926514,2.542936325073242,642600,0.0,0.0
2022-01-20 00:00:00-05:00,4.400000095367432,4.639999866485596,4.320000171661377,4.539999961853027,2.5541887283325195,780900,0.0,0.0
2022-01-21 00:00:00-05:00,4.460000038146973,4.579999923706055,4.369999885559082,4.420000076293945,2.4866771697998047,426200,0.0,0.0
2022-01-24 00:00:00-05:00,4.309999942779541,4.400000095367432,4.070000171661377,4.380000114440918,2.4641730785369873,391900,0.0,0.0
2022-01-25 00:00:00-05:00,4.400000095367432,4.639999866485596,4.309999942779541,4.579999923706055,2.5766923427581787,461500,0.0,0.0
2022-01-25 00:00:00-05:00,4.400000095367432,4.639999866485596,4.309999942779541,4.579999923706055,2.5766921043395996,461500,0.0,0.0
2022-01-26 00:00:00-05:00,4.699999809265137,4.75,4.550000190734863,4.570000171661377,2.571066379547119,229400,0.0,0.0
2022-01-27 00:00:00-05:00,4.590000152587891,4.699999809265137,4.429999828338623,4.480000019073486,2.520432710647583,1782700,0.0,0.0
2022-01-28 00:00:00-05:00,4.539999961853027,4.699999809265137,4.53000020980835,4.690000057220459,2.638578176498413,340300,0.0,0.0
2022-01-31 00:00:00-05:00,4.670000076293945,4.960000038146973,4.670000076293945,4.889999866485596,2.7510972023010254,341600,0.0,0.0
2022-01-28 00:00:00-05:00,4.539999961853027,4.699999809265137,4.53000020980835,4.690000057220459,2.638577699661255,340300,0.0,0.0
2022-01-31 00:00:00-05:00,4.670000076293945,4.960000038146973,4.670000076293945,4.889999866485596,2.7510974407196045,341600,0.0,0.0
2022-02-01 00:00:00-05:00,4.900000095367432,4.900000095367432,4.75,4.809999942779541,2.706089496612549,245000,0.0,0.0
2022-02-02 00:00:00-05:00,4.789999961853027,4.880000114440918,4.659999847412109,4.75,2.6723339557647705,335900,0.0,0.0
2022-02-02 00:00:00-05:00,4.789999961853027,4.880000114440918,4.659999847412109,4.75,2.6723337173461914,335900,0.0,0.0
2022-02-03 00:00:00-05:00,4.71999979019165,4.800000190734863,4.579999923706055,4.730000019073486,2.6610817909240723,567100,0.0,0.0
2022-02-04 00:00:00-05:00,4.760000228881836,4.980000019073486,4.760000228881836,4.880000114440918,2.745471239089966,728600,0.0,0.0
2022-02-07 00:00:00-05:00,4.800000190734863,4.849999904632568,4.639999866485596,4.670000076293945,2.627326011657715,509100,0.0,0.0
2022-02-07 00:00:00-05:00,4.800000190734863,4.849999904632568,4.639999866485596,4.670000076293945,2.627326250076294,509100,0.0,0.0
2022-02-08 00:00:00-05:00,4.650000095367432,4.650000095367432,4.360000133514404,4.460000038146973,2.509180784225464,520500,0.0,0.0
2022-02-09 00:00:00-05:00,4.46999979019165,4.619999885559082,4.449999809265137,4.550000190734863,2.559814453125,225400,0.0,0.0
2022-02-10 00:00:00-05:00,4.519999980926514,4.610000133514404,4.449999809265137,4.510000228881836,2.537310838699341,225300,0.0,0.0
2022-02-11 00:00:00-05:00,4.5,4.630000114440918,4.489999771118164,4.630000114440918,2.6048221588134766,380600,0.0,0.0
2022-02-11 00:00:00-05:00,4.5,4.630000114440918,4.489999771118164,4.630000114440918,2.6048223972320557,380600,0.0,0.0
2022-02-14 00:00:00-05:00,4.5,4.550000190734863,4.400000095367432,4.510000228881836,2.537310838699341,507600,0.0,0.0
2022-02-15 00:00:00-05:00,4.420000076293945,4.71999979019165,4.420000076293945,4.690000057220459,2.638578176498413,342800,0.0,0.0
2022-02-16 00:00:00-05:00,4.699999809265137,4.800000190734863,4.539999961853027,4.579999923706055,2.5766923427581787,508700,0.0,0.0
2022-02-15 00:00:00-05:00,4.420000076293945,4.71999979019165,4.420000076293945,4.690000057220459,2.638577699661255,342800,0.0,0.0
2022-02-16 00:00:00-05:00,4.699999809265137,4.800000190734863,4.539999961853027,4.579999923706055,2.5766921043395996,508700,0.0,0.0
2022-02-17 00:00:00-05:00,4.599999904632568,4.659999847412109,4.519999980926514,4.570000171661377,2.571066379547119,309900,0.0,0.0
2022-02-18 00:00:00-05:00,4.510000228881836,4.559999942779541,4.380000114440918,4.420000076293945,2.4866766929626465,191700,0.0,0.0
2022-02-18 00:00:00-05:00,4.510000228881836,4.559999942779541,4.380000114440918,4.420000076293945,2.4866771697998047,191700,0.0,0.0
2022-02-22 00:00:00-05:00,4.460000038146973,4.599999904632568,4.429999828338623,4.53000020980835,2.548562526702881,1063700,0.0,0.0
2022-02-23 00:00:00-05:00,4.590000152587891,4.739999771118164,4.559999942779541,4.679999828338623,2.6329519748687744,256600,0.0,0.0
2022-02-24 00:00:00-05:00,4.699999809265137,4.820000171661377,4.559999942779541,4.670000076293945,2.627326011657715,392200,0.0,0.0
2022-02-25 00:00:00-05:00,4.659999847412109,4.880000114440918,4.630000114440918,4.849999904632568,2.728593111038208,264400,0.0,0.0
2022-02-24 00:00:00-05:00,4.699999809265137,4.820000171661377,4.559999942779541,4.670000076293945,2.627326250076294,392200,0.0,0.0
2022-02-25 00:00:00-05:00,4.659999847412109,4.880000114440918,4.630000114440918,4.849999904632568,2.728593349456787,264400,0.0,0.0
2022-02-28 00:00:00-05:00,4.880000114440918,5.099999904632568,4.869999885559082,5.079999923706055,2.8579905033111572,543200,0.0,0.0
2022-03-01 00:00:00-05:00,5.159999847412109,5.28000020980835,5.03000020980835,5.179999828338623,2.914250135421753,481700,0.0,0.0
2022-03-02 00:00:00-05:00,5.239999771118164,5.309999942779541,5.079999923706055,5.179999828338623,2.914250135421753,232200,0.0,0.0
2022-03-03 00:00:00-05:00,5.21999979019165,5.230000019073486,4.949999809265137,4.96999979019165,2.796105146408081,234500,0.0,0.0
2022-03-04 00:00:00-05:00,5.03000020980835,5.389999866485596,5.03000020980835,5.360000133514404,3.0155177116394043,1110400,0.0,0.0
2022-03-07 00:00:00-05:00,5.570000171661377,5.849999904632568,5.440000057220459,5.650000095367432,3.1786704063415527,738400,0.0,0.0
2022-03-08 00:00:00-05:00,5.829999923706055,5.889999866485596,5.46999979019165,5.679999828338623,3.1955485343933105,733300,0.0,0.0
2022-03-03 00:00:00-05:00,5.21999979019165,5.230000019073486,4.949999809265137,4.96999979019165,2.796104907989502,234500,0.0,0.0
2022-03-04 00:00:00-05:00,5.03000020980835,5.389999866485596,5.03000020980835,5.360000133514404,3.0155179500579834,1110400,0.0,0.0
2022-03-07 00:00:00-05:00,5.570000171661377,5.849999904632568,5.440000057220459,5.650000095367432,3.178670644760132,738400,0.0,0.0
2022-03-08 00:00:00-05:00,5.829999923706055,5.889999866485596,5.46999979019165,5.679999828338623,3.1955482959747314,733300,0.0,0.0
2022-03-09 00:00:00-05:00,5.300000190734863,5.639999866485596,5.199999809265137,5.21999979019165,2.936753749847412,796500,0.0,0.0
2022-03-10 00:00:00-05:00,5.360000133514404,5.449999809265137,5.239999771118164,5.309999942779541,2.9873881340026855,454800,0.0,0.0
2022-03-11 00:00:00-05:00,5.289999961853027,5.329999923706055,5.110000133514404,5.25,2.95363187789917,222100,0.0,0.0
2022-03-14 00:00:00-04:00,5.050000190734863,5.099999904632568,4.559999942779541,4.789999961853027,2.6948373317718506,642400,0.0,0.0
2022-03-10 00:00:00-05:00,5.360000133514404,5.449999809265137,5.239999771118164,5.309999942779541,2.9873876571655273,454800,0.0,0.0
2022-03-11 00:00:00-05:00,5.289999961853027,5.329999923706055,5.110000133514404,5.25,2.953632116317749,222100,0.0,0.0
2022-03-14 00:00:00-04:00,5.050000190734863,5.099999904632568,4.559999942779541,4.789999961853027,2.6948375701904297,642400,0.0,0.0
2022-03-15 00:00:00-04:00,4.53000020980835,4.889999866485596,4.420000076293945,4.610000133514404,2.5935702323913574,594600,0.0,0.0
2022-03-16 00:00:00-04:00,4.579999923706055,4.829999923706055,4.579999923706055,4.679999828338623,2.6329519748687744,583800,0.0,0.0
2022-03-17 00:00:00-04:00,4.789999961853027,4.960000038146973,4.739999771118164,4.800000190734863,2.7004637718200684,654300,0.0,0.0
2022-03-18 00:00:00-04:00,4.71999979019165,4.920000076293945,4.710000038146973,4.71999979019165,2.6554555892944336,284100,0.0,0.0
2022-03-18 00:00:00-04:00,4.71999979019165,4.920000076293945,4.710000038146973,4.71999979019165,2.6554558277130127,284100,0.0,0.0
2022-03-21 00:00:00-04:00,4.829999923706055,5.010000228881836,4.820000171661377,4.980000019073486,2.8017311096191406,344500,0.0,0.0
2022-03-22 00:00:00-04:00,4.96999979019165,4.96999979019165,4.820000171661377,4.940000057220459,2.7792270183563232,374000,0.0,0.0
2022-03-23 00:00:00-04:00,5.010000228881836,5.099999904632568,4.940000057220459,4.940000057220459,2.7792270183563232,535800,0.0,0.0
2022-03-24 00:00:00-04:00,5.0,5.0,4.840000152587891,4.900000095367432,2.756723165512085,385800,0.0,0.0
2022-03-24 00:00:00-04:00,5.0,5.0,4.840000152587891,4.900000095367432,2.756723403930664,385800,0.0,0.0
2022-03-25 00:00:00-04:00,4.849999904632568,5.21999979019165,4.840000152587891,5.179999828338623,2.914250135421753,821200,0.0,0.0
2022-03-28 00:00:00-04:00,4.900000095367432,5.110000133514404,4.900000095367432,5.070000171661377,2.8523647785186768,338100,0.0,0.0
2022-03-29 00:00:00-04:00,4.940000057220459,5.230000019073486,4.809999942779541,5.210000038146973,2.9311282634735107,628200,0.0,0.0
2022-03-29 00:00:00-04:00,4.940000057220459,5.230000019073486,4.809999942779541,5.210000038146973,2.9311280250549316,628200,0.0,0.0
2022-03-30 00:00:00-04:00,5.269999980926514,5.400000095367432,5.269999980926514,5.369999885559082,3.021143674850464,448200,0.0,0.0
2022-03-31 00:00:00-04:00,5.300000190734863,5.409999847412109,5.260000228881836,5.309999942779541,2.9873881340026855,308000,0.0,0.0
2022-03-31 00:00:00-04:00,5.300000190734863,5.409999847412109,5.260000228881836,5.309999942779541,2.9873876571655273,308000,0.0,0.0
2022-04-01 00:00:00-04:00,5.210000038146973,5.400000095367432,5.210000038146973,5.28000020980835,2.9705100059509277,279000,0.0,0.0
2022-04-04 00:00:00-04:00,5.349999904632568,5.429999828338623,5.260000228881836,5.300000190734863,2.9817616939544678,298100,0.0,0.0
2022-04-04 00:00:00-04:00,5.349999904632568,5.429999828338623,5.260000228881836,5.300000190734863,2.981761932373047,298100,0.0,0.0
2022-04-05 00:00:00-04:00,5.329999923706055,5.420000076293945,5.199999809265137,5.21999979019165,2.936753749847412,308800,0.0,0.0
2022-04-06 00:00:00-04:00,5.179999828338623,5.309999942779541,5.090000152587891,5.119999885559082,2.8804941177368164,395100,0.0,0.0
2022-04-06 00:00:00-04:00,5.179999828338623,5.309999942779541,5.090000152587891,5.119999885559082,2.8804943561553955,395100,0.0,0.0
2022-04-07 00:00:00-04:00,5.159999847412109,5.230000019073486,5.03000020980835,5.179999828338623,2.914250135421753,277200,0.0,0.0
2022-04-08 00:00:00-04:00,5.230000019073486,5.400000095367432,5.190000057220459,5.349999904632568,3.0098917484283447,281000,0.0,0.0
2022-04-11 00:00:00-04:00,5.389999866485596,5.389999866485596,5.210000038146973,5.309999942779541,2.9873881340026855,474300,0.0,0.0
2022-04-08 00:00:00-04:00,5.230000019073486,5.400000095367432,5.190000057220459,5.349999904632568,3.0098915100097656,281000,0.0,0.0
2022-04-11 00:00:00-04:00,5.389999866485596,5.389999866485596,5.210000038146973,5.309999942779541,2.9873876571655273,474300,0.0,0.0
2022-04-12 00:00:00-04:00,5.400000095367432,5.5,5.300000190734863,5.329999923706055,2.9986398220062256,440400,0.0,0.0
2022-04-13 00:00:00-04:00,5.400000095367432,5.46999979019165,5.309999942779541,5.360000133514404,3.0155177116394043,553200,0.0,0.0
2022-04-14 00:00:00-04:00,5.369999885559082,5.510000228881836,5.349999904632568,5.429999828338623,3.0548994541168213,399900,0.0,0.0
2022-04-18 00:00:00-04:00,5.460000038146973,5.639999866485596,5.400000095367432,5.550000190734863,3.1224112510681152,412700,0.0,0.0
2022-04-13 00:00:00-04:00,5.400000095367432,5.46999979019165,5.309999942779541,5.360000133514404,3.0155179500579834,553200,0.0,0.0
2022-04-14 00:00:00-04:00,5.369999885559082,5.510000228881836,5.349999904632568,5.429999828338623,3.054899215698242,399900,0.0,0.0
2022-04-18 00:00:00-04:00,5.460000038146973,5.639999866485596,5.400000095367432,5.550000190734863,3.122411012649536,412700,0.0,0.0
2022-04-19 00:00:00-04:00,5.489999771118164,5.489999771118164,5.21999979019165,5.329999923706055,2.9986398220062256,375600,0.0,0.0
2022-04-20 00:00:00-04:00,5.329999923706055,5.400000095367432,5.25,5.28000020980835,2.9705100059509277,245400,0.0,0.0
2022-04-21 00:00:00-04:00,5.289999961853027,5.389999866485596,5.0,5.059999942779541,2.846738576889038,441300,0.0,0.0
2022-04-21 00:00:00-04:00,5.289999961853027,5.389999866485596,5.0,5.059999942779541,2.846738815307617,441300,0.0,0.0
2022-04-22 00:00:00-04:00,5.059999942779541,5.059999942779541,4.820000171661377,4.829999923706055,2.717341423034668,444800,0.0,0.0
2022-04-25 00:00:00-04:00,4.610000133514404,4.800000190734863,4.5,4.739999771118164,2.666707754135132,598100,0.0,0.0
2022-04-25 00:00:00-04:00,4.610000133514404,4.800000190734863,4.5,4.739999771118164,2.6667075157165527,598100,0.0,0.0
2022-04-26 00:00:00-04:00,4.78000020980835,4.929999828338623,4.730000019073486,4.820000171661377,2.7117154598236084,362000,0.0,0.0
2022-04-27 00:00:00-04:00,4.820000171661377,4.909999847412109,4.710000038146973,4.880000114440918,2.745471239089966,306800,0.0,0.0
2022-04-28 00:00:00-04:00,4.920000076293945,4.989999771118164,4.800000190734863,4.949999809265137,2.784853219985962,337000,0.0,0.0
2022-04-28 00:00:00-04:00,4.920000076293945,4.989999771118164,4.800000190734863,4.949999809265137,2.784852981567383,337000,0.0,0.0
2022-04-29 00:00:00-04:00,4.960000038146973,5.0,4.769999980926514,4.820000171661377,2.7117154598236084,312400,0.0,0.0
2022-05-02 00:00:00-04:00,4.710000038146973,4.829999923706055,4.630000114440918,4.730000019073486,2.6610817909240723,438800,0.0,0.0
2022-05-03 00:00:00-04:00,4.710000038146973,5.03000020980835,4.710000038146973,4.96999979019165,2.796105146408081,675000,0.0,0.0
2022-05-03 00:00:00-04:00,4.710000038146973,5.03000020980835,4.710000038146973,4.96999979019165,2.796104907989502,675000,0.0,0.0
2022-05-04 00:00:00-04:00,5.0,5.079999923706055,4.900000095367432,5.050000190734863,2.8411126136779785,1268500,0.0,0.0
2022-05-05 00:00:00-04:00,5.099999904632568,5.150000095367432,4.860000133514404,5.03000020980835,2.8298609256744385,356000,0.0,0.0
2022-05-05 00:00:00-04:00,5.099999904632568,5.150000095367432,4.860000133514404,5.03000020980835,2.8298606872558594,356000,0.0,0.0
2022-05-06 00:00:00-04:00,4.96999979019165,5.139999866485596,4.880000114440918,4.940000057220459,2.7792270183563232,250600,0.0,0.0
2022-05-09 00:00:00-04:00,4.78000020980835,4.78000020980835,4.460000038146973,4.579999923706055,2.5766923427581787,587200,0.0,0.0
2022-05-10 00:00:00-04:00,4.650000095367432,4.75,4.440000057220459,4.539999961853027,2.5541882514953613,359400,0.0,0.0
2022-05-09 00:00:00-04:00,4.78000020980835,4.78000020980835,4.460000038146973,4.579999923706055,2.5766921043395996,587200,0.0,0.0
2022-05-10 00:00:00-04:00,4.650000095367432,4.75,4.440000057220459,4.539999961853027,2.5541887283325195,359400,0.0,0.0
2022-05-11 00:00:00-04:00,4.670000076293945,4.670000076293945,4.21999979019165,4.329999923706055,2.4360432624816895,709200,0.0,0.0
2022-05-12 00:00:00-04:00,4.349999904632568,4.489999771118164,4.25,4.380000114440918,2.4641730785369873,564300,0.0,0.0
2022-05-13 00:00:00-04:00,4.429999828338623,4.840000152587891,4.429999828338623,4.769999980926514,2.6835856437683105,800600,0.0,0.0
2022-05-16 00:00:00-04:00,4.769999980926514,5.010000228881836,4.760000228881836,4.920000076293945,2.767975330352783,430900,0.0,0.0
2022-05-17 00:00:00-04:00,5.0,5.159999847412109,4.989999771118164,5.130000114440918,2.886120319366455,491800,0.0,0.0
2022-05-18 00:00:00-04:00,5.239999771118164,5.28000020980835,4.949999809265137,5.059999942779541,2.846738576889038,526000,0.0,0.0
2022-05-19 00:00:00-04:00,4.940000057220459,5.28000020980835,4.940000057220459,5.230000019073486,2.94238018989563,440200,0.0,0.0
2022-05-20 00:00:00-04:00,5.179999828338623,5.400000095367432,5.179999828338623,5.349999904632568,3.0098917484283447,510600,0.0,0.0
2022-05-24 00:00:00-04:00,5.320000171661377,5.579999923706055,5.300000190734863,5.570000171661377,3.1336631774902344,522100,0.0,0.0
2022-05-25 00:00:00-04:00,5.599999904632568,5.760000228881836,5.550000190734863,5.690000057220459,3.201174736022949,634300,0.0,0.0
2022-05-26 00:00:00-04:00,5.849999904632568,5.849999904632568,5.610000133514404,5.610000133514404,3.1561667919158936,492900,0.0,0.0
2022-05-27 00:00:00-04:00,5.619999885559082,5.78000020980835,5.590000152587891,5.78000020980835,3.2518081665039062,746000,0.0,0.0
2022-05-16 00:00:00-04:00,4.769999980926514,5.010000228881836,4.760000228881836,4.920000076293945,2.767974853515625,430900,0.0,0.0
2022-05-17 00:00:00-04:00,5.0,5.159999847412109,4.989999771118164,5.130000114440918,2.886120557785034,491800,0.0,0.0
2022-05-18 00:00:00-04:00,5.239999771118164,5.28000020980835,4.949999809265137,5.059999942779541,2.846738815307617,526000,0.0,0.0
2022-05-19 00:00:00-04:00,4.940000057220459,5.28000020980835,4.940000057220459,5.230000019073486,2.942380428314209,440200,0.0,0.0
2022-05-20 00:00:00-04:00,5.179999828338623,5.400000095367432,5.179999828338623,5.349999904632568,3.0098915100097656,510600,0.0,0.0
2022-05-24 00:00:00-04:00,5.320000171661377,5.579999923706055,5.300000190734863,5.570000171661377,3.1336629390716553,522100,0.0,0.0
2022-05-25 00:00:00-04:00,5.599999904632568,5.760000228881836,5.550000190734863,5.690000057220459,3.20117449760437,634300,0.0,0.0
2022-05-26 00:00:00-04:00,5.849999904632568,5.849999904632568,5.610000133514404,5.610000133514404,3.1561665534973145,492900,0.0,0.0
2022-05-27 00:00:00-04:00,5.619999885559082,5.78000020980835,5.590000152587891,5.78000020980835,3.251807928085327,746000,0.0,0.0
2022-05-30 00:00:00-04:00,5.840000152587891,6.139999866485596,5.840000152587891,6.139999866485596,3.454342842102051,430100,0.0,0.0
2022-05-31 00:00:00-04:00,6.150000095367432,6.170000076293945,5.710000038146973,5.840000152587891,3.2855641841888428,3694200,0.0,0.0
2022-06-01 00:00:00-04:00,5.96999979019165,6.099999904632568,5.849999904632568,5.949999809265137,3.347449541091919,478200,0.0,0.0
2022-06-02 00:00:00-04:00,5.949999809265137,6.070000171661377,5.860000133514404,6.0,3.375579357147217,243400,0.0,0.0
2022-06-01 00:00:00-04:00,5.96999979019165,6.099999904632568,5.849999904632568,5.949999809265137,3.347449779510498,478200,0.0,0.0
2022-06-02 00:00:00-04:00,5.949999809265137,6.070000171661377,5.860000133514404,6.0,3.375579833984375,243400,0.0,0.0
2022-06-03 00:00:00-04:00,5.960000038146973,6.210000038146973,5.889999866485596,6.190000057220459,3.4824728965759277,758200,0.0,0.0
2022-06-06 00:00:00-04:00,6.300000190734863,6.369999885559082,6.039999961853027,6.369999885559082,3.583740234375,489200,0.0,0.0
2022-06-06 00:00:00-04:00,6.300000190734863,6.369999885559082,6.039999961853027,6.369999885559082,3.583739995956421,489200,0.0,0.0
2022-06-07 00:00:00-04:00,6.369999885559082,6.679999828338623,6.269999980926514,6.570000171661377,3.6962597370147705,647300,0.0,0.0
2022-06-08 00:00:00-04:00,6.699999809265137,6.71999979019165,6.380000114440918,6.460000038146973,3.634373903274536,727300,0.0,0.0
2022-06-09 00:00:00-04:00,6.46999979019165,6.46999979019165,6.28000020980835,6.28000020980835,3.533106565475464,508200,0.0,0.0
2022-06-10 00:00:00-04:00,6.28000020980835,6.309999942779541,6.050000190734863,6.170000076293945,3.4712207317352295,448700,0.0,0.0
2022-06-13 00:00:00-04:00,6.0,6.079999923706055,5.710000038146973,6.070000171661377,3.414961576461792,462500,0.0,0.0
2022-06-14 00:00:00-04:00,6.199999809265137,6.199999809265137,5.670000076293945,5.690000057220459,3.201174736022949,506000,0.0,0.0
2022-06-15 00:00:00-04:00,5.75,5.789999961853027,5.449999809265137,5.519999980926514,3.1055331230163574,632600,0.0,0.0
2022-06-16 00:00:00-04:00,5.260000228881836,5.409999847412109,5.119999885559082,5.130000114440918,2.886120319366455,745300,0.0,0.0
2022-06-17 00:00:00-04:00,5.150000095367432,5.25,4.5,4.599999904632568,2.5879440307617188,2540000,0.0,0.0
2022-06-20 00:00:00-04:00,4.579999923706055,4.739999771118164,4.519999980926514,4.690000057220459,2.638578176498413,273900,0.0,0.0
2022-06-08 00:00:00-04:00,6.699999809265137,6.71999979019165,6.380000114440918,6.460000038146973,3.634373664855957,727300,0.0,0.0
2022-06-09 00:00:00-04:00,6.46999979019165,6.46999979019165,6.28000020980835,6.28000020980835,3.533106803894043,508200,0.0,0.0
2022-06-10 00:00:00-04:00,6.28000020980835,6.309999942779541,6.050000190734863,6.170000076293945,3.4712209701538086,448700,0.0,0.0
2022-06-13 00:00:00-04:00,6.0,6.079999923706055,5.710000038146973,6.070000171661377,3.414961099624634,462500,0.0,0.0
2022-06-14 00:00:00-04:00,6.199999809265137,6.199999809265137,5.670000076293945,5.690000057220459,3.20117449760437,506000,0.0,0.0
2022-06-15 00:00:00-04:00,5.75,5.789999961853027,5.449999809265137,5.519999980926514,3.1055328845977783,632600,0.0,0.0
2022-06-16 00:00:00-04:00,5.260000228881836,5.409999847412109,5.119999885559082,5.130000114440918,2.886120557785034,745300,0.0,0.0
2022-06-17 00:00:00-04:00,5.150000095367432,5.25,4.5,4.599999904632568,2.587944269180298,2540000,0.0,0.0
2022-06-20 00:00:00-04:00,4.579999923706055,4.739999771118164,4.519999980926514,4.690000057220459,2.638577699661255,273900,0.0,0.0
2022-06-21 00:00:00-04:00,4.800000190734863,4.949999809265137,4.710000038146973,4.769999980926514,2.6835856437683105,592700,0.0,0.0
2022-06-22 00:00:00-04:00,4.449999809265137,4.460000038146973,4.300000190734863,4.309999942779541,2.424791097640991,809900,0.0,0.0
2022-06-23 00:00:00-04:00,4.329999923706055,4.389999866485596,3.740000009536743,3.8499999046325684,2.165996789932251,1175400,0.0,0.0
2022-06-23 00:00:00-04:00,4.329999923706055,4.389999866485596,3.740000009536743,3.8499999046325684,2.165996551513672,1175400,0.0,0.0
2022-06-24 00:00:00-04:00,3.9100000858306885,4.170000076293945,3.880000114440918,3.9700000286102295,2.233508348464966,708700,0.0,0.0
2022-06-27 00:00:00-04:00,4.070000171661377,4.159999847412109,3.930000066757202,4.099999904632568,2.3066458702087402,638900,0.0,0.0
2022-06-27 00:00:00-04:00,4.070000171661377,4.159999847412109,3.930000066757202,4.099999904632568,2.306645631790161,638900,0.0,0.0
2022-06-28 00:00:00-04:00,4.199999809265137,4.400000095367432,4.179999828338623,4.309999942779541,2.424791097640991,998100,0.0,0.0
2022-06-29 00:00:00-04:00,4.349999904632568,4.400000095367432,4.090000152587891,4.099999904632568,2.3066458702087402,623400,0.0,0.0
2022-06-29 00:00:00-04:00,4.349999904632568,4.400000095367432,4.090000152587891,4.099999904632568,2.306645631790161,623400,0.0,0.0
2022-06-30 00:00:00-04:00,4.0,4.110000133514404,3.8499999046325684,3.9800000190734863,2.2391343116760254,788400,0.0,0.0
2022-07-04 00:00:00-04:00,4.019999980926514,4.050000190734863,3.890000104904175,4.03000020980835,2.2672643661499023,501500,0.0,0.0
2022-07-05 00:00:00-04:00,3.9000000953674316,3.930000066757202,3.680000066757202,3.799999952316284,2.137866973876953,1068800,0.0,0.0
@@ -130,57 +130,57 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-07-07 00:00:00-04:00,3.640000104904175,3.7899999618530273,3.640000104904175,3.7300000190734863,2.098485231399536,537500,0.0,0.0
2022-07-08 00:00:00-04:00,3.75,3.880000114440918,3.640000104904175,3.799999952316284,2.137866973876953,380000,0.0,0.0
2022-07-11 00:00:00-04:00,3.740000009536743,3.890000104904175,3.640000104904175,3.8299999237060547,2.154744863510132,1113200,0.0,0.0
2022-07-12 00:00:00-04:00,3.7100000381469727,3.7899999618530273,3.5199999809265137,3.5399999618530273,1.9915920495986938,693900,0.0,0.0
2022-07-12 00:00:00-04:00,3.7100000381469727,3.7899999618530273,3.5199999809265137,3.5399999618530273,1.9915918111801147,693900,0.0,0.0
2022-07-13 00:00:00-04:00,3.4600000381469727,3.5799999237060547,3.440000057220459,3.509999990463257,1.974713921546936,537100,0.0,0.0
2022-07-14 00:00:00-04:00,3.380000114440918,3.4600000381469727,3.259999990463257,3.440000057220459,1.9353322982788086,877700,0.0,0.0
2022-07-15 00:00:00-04:00,3.5199999809265137,3.609999895095825,3.390000104904175,3.5299999713897705,1.9859659671783447,565800,0.0,0.0
2022-07-15 00:00:00-04:00,3.5199999809265137,3.609999895095825,3.390000104904175,3.5299999713897705,1.9859658479690552,565800,0.0,0.0
2022-07-18 00:00:00-04:00,3.5799999237060547,3.809999942779541,3.559999942779541,3.7699999809265137,2.1209890842437744,1215000,0.0,0.0
2022-07-19 00:00:00-04:00,3.759999990463257,3.880000114440918,3.740000009536743,3.8499999046325684,2.165996789932251,861800,0.0,0.0
2022-07-19 00:00:00-04:00,3.759999990463257,3.880000114440918,3.740000009536743,3.8499999046325684,2.165996551513672,861800,0.0,0.0
2022-07-20 00:00:00-04:00,3.819999933242798,3.890000104904175,3.7300000190734863,3.859999895095825,2.1716225147247314,397100,0.0,0.0
2022-07-21 00:00:00-04:00,3.740000009536743,3.799999952316284,3.619999885559082,3.7100000381469727,2.087233304977417,481600,0.0,0.0
2022-07-22 00:00:00-04:00,3.740000009536743,3.7899999618530273,3.630000114440918,3.630000114440918,2.0422255992889404,547400,0.0,0.0
2022-07-25 00:00:00-04:00,3.6500000953674316,3.890000104904175,3.609999895095825,3.8399999141693115,2.1603708267211914,617400,0.0,0.0
2022-07-26 00:00:00-04:00,3.9000000953674316,3.9800000190734863,3.7899999618530273,3.869999885559082,2.17724871635437,538400,0.0,0.0
2022-07-27 00:00:00-04:00,3.8499999046325684,4.03000020980835,3.8499999046325684,4.0,2.2503862380981445,607300,0.0,0.0
2022-07-28 00:00:00-04:00,4.059999942779541,4.190000057220459,4.019999980926514,4.090000152587891,2.3010201454162598,850200,0.0,0.0
2022-07-29 00:00:00-04:00,4.190000057220459,4.369999885559082,4.130000114440918,4.289999961853027,2.413539171218872,953100,0.0,0.0
2022-08-02 00:00:00-04:00,4.239999771118164,4.239999771118164,4.03000020980835,4.059999942779541,2.284142017364502,471000,0.0,0.0
2022-08-03 00:00:00-04:00,4.090000152587891,4.110000133514404,3.8399999141693115,3.930000066757202,2.2110044956207275,677200,0.0,0.0
2022-07-28 00:00:00-04:00,4.059999942779541,4.190000057220459,4.019999980926514,4.090000152587891,2.3010199069976807,850200,0.0,0.0
2022-07-29 00:00:00-04:00,4.190000057220459,4.369999885559082,4.130000114440918,4.289999961853027,2.413539409637451,953100,0.0,0.0
2022-08-02 00:00:00-04:00,4.239999771118164,4.239999771118164,4.03000020980835,4.059999942779541,2.284141778945923,471000,0.0,0.0
2022-08-03 00:00:00-04:00,4.090000152587891,4.110000133514404,3.8399999141693115,3.930000066757202,2.2110047340393066,677200,0.0,0.0
2022-08-04 00:00:00-04:00,3.859999895095825,3.880000114440918,3.680000066757202,3.680000066757202,2.0703554153442383,809500,0.0,0.0
2022-08-05 00:00:00-04:00,3.609999895095825,3.890000104904175,3.609999895095825,3.8499999046325684,2.165996789932251,380700,0.0,0.0
2022-08-05 00:00:00-04:00,3.609999895095825,3.890000104904175,3.609999895095825,3.8499999046325684,2.165996551513672,380700,0.0,0.0
2022-08-08 00:00:00-04:00,3.799999952316284,3.940000057220459,3.759999990463257,3.940000057220459,2.216630458831787,429300,0.0,0.0
2022-08-09 00:00:00-04:00,4.0,4.03000020980835,3.950000047683716,4.010000228881836,2.256012439727783,328300,0.0,0.0
2022-08-09 00:00:00-04:00,4.0,4.03000020980835,3.950000047683716,4.010000228881836,2.256012201309204,328300,0.0,0.0
2022-08-10 00:00:00-04:00,4.039999961853027,4.039999961853027,3.9000000953674316,3.990000009536743,2.244760513305664,848100,0.0,0.0
2022-08-11 00:00:00-04:00,4.03000020980835,4.190000057220459,3.990000009536743,4.159999847412109,2.3404016494750977,4875600,0.0,0.0
2022-08-11 00:00:00-04:00,4.03000020980835,4.190000057220459,3.990000009536743,4.159999847412109,2.3404018878936768,4875600,0.0,0.0
2022-08-12 00:00:00-04:00,4.150000095367432,4.420000076293945,4.110000133514404,4.300000190734863,2.4191653728485107,1629200,0.0,0.0
2022-08-15 00:00:00-04:00,4.110000133514404,4.369999885559082,4.03000020980835,4.300000190734863,2.4191653728485107,712300,0.0,0.0
2022-08-16 00:00:00-04:00,4.369999885559082,4.489999771118164,4.21999979019165,4.289999961853027,2.413539171218872,596600,0.0,0.0
2022-08-17 00:00:00-04:00,4.269999980926514,4.389999866485596,4.21999979019165,4.28000020980835,2.4079134464263916,404100,0.0,0.0
2022-08-16 00:00:00-04:00,4.369999885559082,4.489999771118164,4.21999979019165,4.289999961853027,2.413539409637451,596600,0.0,0.0
2022-08-17 00:00:00-04:00,4.269999980926514,4.389999866485596,4.21999979019165,4.28000020980835,2.4079136848449707,404100,0.0,0.0
2022-08-18 00:00:00-04:00,4.349999904632568,4.639999866485596,4.349999904632568,4.550000190734863,2.559814453125,1213700,0.0,0.0
2022-08-19 00:00:00-04:00,4.610000133514404,4.650000095367432,4.489999771118164,4.5,2.531684637069702,348900,0.0,0.0
2022-08-22 00:00:00-04:00,4.460000038146973,4.519999980926514,4.349999904632568,4.510000228881836,2.537310838699341,589300,0.0,0.0
2022-08-23 00:00:00-04:00,4.550000190734863,4.78000020980835,4.550000190734863,4.699999809265137,2.6442039012908936,526400,0.0,0.0
2022-08-24 00:00:00-04:00,4.730000019073486,4.960000038146973,4.730000019073486,4.929999828338623,2.7736008167266846,472800,0.0,0.0
2022-08-25 00:00:00-04:00,4.96999979019165,5.090000152587891,4.960000038146973,5.059999942779541,2.846738576889038,453900,0.0,0.0
2022-08-23 00:00:00-04:00,4.550000190734863,4.78000020980835,4.550000190734863,4.699999809265137,2.6442036628723145,526400,0.0,0.0
2022-08-24 00:00:00-04:00,4.730000019073486,4.960000038146973,4.730000019073486,4.929999828338623,2.7736010551452637,472800,0.0,0.0
2022-08-25 00:00:00-04:00,4.96999979019165,5.090000152587891,4.960000038146973,5.059999942779541,2.846738815307617,453900,0.0,0.0
2022-08-26 00:00:00-04:00,5.059999942779541,5.170000076293945,5.010000228881836,5.010000228881836,2.8186089992523193,342300,0.0,0.0
2022-08-29 00:00:00-04:00,4.949999809265137,5.199999809265137,4.909999847412109,5.130000114440918,2.886120319366455,319600,0.0,0.0
2022-08-29 00:00:00-04:00,4.949999809265137,5.199999809265137,4.909999847412109,5.130000114440918,2.886120557785034,319600,0.0,0.0
2022-08-30 00:00:00-04:00,5.070000171661377,5.070000171661377,4.900000095367432,4.940000057220459,2.7792270183563232,335300,0.0,0.0
2022-08-31 00:00:00-04:00,4.849999904632568,5.050000190734863,4.78000020980835,4.880000114440918,2.745471239089966,517200,0.0,0.0
2022-09-01 00:00:00-04:00,4.880000114440918,4.880000114440918,4.570000171661377,4.619999885559082,2.599195957183838,587000,0.0,0.0
2022-09-02 00:00:00-04:00,4.840000152587891,4.869999885559082,4.690000057220459,4.699999809265137,2.6442039012908936,392000,0.0,0.0
2022-09-06 00:00:00-04:00,4.800000190734863,4.860000133514404,4.579999923706055,4.670000076293945,2.627326011657715,545600,0.0,0.0
2022-09-07 00:00:00-04:00,4.539999961853027,4.559999942779541,4.400000095367432,4.449999809265137,2.503554582595825,412100,0.0,0.0
2022-09-02 00:00:00-04:00,4.840000152587891,4.869999885559082,4.690000057220459,4.699999809265137,2.6442036628723145,392000,0.0,0.0
2022-09-06 00:00:00-04:00,4.800000190734863,4.860000133514404,4.579999923706055,4.670000076293945,2.627326250076294,545600,0.0,0.0
2022-09-07 00:00:00-04:00,4.539999961853027,4.559999942779541,4.400000095367432,4.449999809265137,2.503554344177246,412100,0.0,0.0
2022-09-08 00:00:00-04:00,4.449999809265137,4.539999961853027,4.409999847412109,4.480000019073486,2.520432710647583,369200,0.0,0.0
2022-09-09 00:00:00-04:00,4.559999942779541,4.809999942779541,4.559999942779541,4.78000020980835,2.689211845397949,513000,0.0,0.0
2022-09-12 00:00:00-04:00,4.789999961853027,4.880000114440918,4.739999771118164,4.829999923706055,2.717341423034668,285000,0.0,0.0
2022-09-13 00:00:00-04:00,4.800000190734863,4.849999904632568,4.71999979019165,4.760000228881836,2.67795991897583,225800,0.0,0.0
2022-09-14 00:00:00-04:00,4.809999942779541,4.989999771118164,4.78000020980835,4.869999885559082,2.7398452758789062,1021100,0.0,0.0
2022-09-15 00:00:00-04:00,4.809999942779541,4.920000076293945,4.739999771118164,4.75,2.6723339557647705,352500,0.0,0.0
2022-09-16 00:00:00-04:00,4.730000019073486,4.730000019073486,4.550000190734863,4.659999847412109,2.6217000484466553,702500,0.0,0.0
2022-09-14 00:00:00-04:00,4.809999942779541,4.989999771118164,4.78000020980835,4.869999885559082,2.739845037460327,1021100,0.0,0.0
2022-09-15 00:00:00-04:00,4.809999942779541,4.920000076293945,4.739999771118164,4.75,2.6723337173461914,352500,0.0,0.0
2022-09-16 00:00:00-04:00,4.730000019073486,4.730000019073486,4.550000190734863,4.659999847412109,2.621699810028076,702500,0.0,0.0
2022-09-19 00:00:00-04:00,4.5,4.659999847412109,4.389999866485596,4.639999866485596,2.610448122024536,537500,0.0,0.0
2022-09-20 00:00:00-04:00,4.639999866485596,4.639999866485596,4.429999828338623,4.480000019073486,2.520432710647583,400900,0.0,0.0
2022-09-21 00:00:00-04:00,4.519999980926514,4.559999942779541,4.309999942779541,4.320000171661377,2.430417537689209,364600,0.0,0.0
2022-09-22 00:00:00-04:00,4.389999866485596,4.449999809265137,4.099999904632568,4.130000114440918,2.323523759841919,515800,0.0,0.0
2022-09-21 00:00:00-04:00,4.519999980926514,4.559999942779541,4.309999942779541,4.320000171661377,2.430417060852051,364600,0.0,0.0
2022-09-22 00:00:00-04:00,4.389999866485596,4.449999809265137,4.099999904632568,4.130000114440918,2.323523998260498,515800,0.0,0.0
2022-09-23 00:00:00-04:00,4.0,4.0,3.5999999046325684,3.700000047683716,2.0816073417663574,960400,0.0,0.0
2022-09-26 00:00:00-04:00,3.690000057220459,3.75,3.3299999237060547,3.369999885559082,1.895950436592102,683500,0.0,0.0
2022-09-27 00:00:00-04:00,3.440000057220459,3.4700000286102295,3.3399999141693115,3.380000114440918,1.9015765190124512,931200,0.0,0.0
@@ -188,243 +188,243 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-09-29 00:00:00-04:00,3.5899999141693115,3.75,3.4800000190734863,3.740000009536743,2.1041111946105957,640300,0.0,0.0
2022-09-30 00:00:00-04:00,3.6700000762939453,3.7699999809265137,3.569999933242798,3.700000047683716,2.0816073417663574,536300,0.0,0.0
2022-10-03 00:00:00-04:00,3.809999942779541,3.940000057220459,3.7699999809265137,3.9000000953674316,2.194126844406128,656400,0.0,0.0
2022-10-04 00:00:00-04:00,3.9800000190734863,4.119999885559082,3.9800000190734863,4.010000228881836,2.256012439727783,638800,0.0,0.0
2022-10-05 00:00:00-04:00,4.019999980926514,4.269999980926514,3.990000009536743,4.170000076293945,2.3460276126861572,615400,0.0,0.0
2022-10-04 00:00:00-04:00,3.9800000190734863,4.119999885559082,3.9800000190734863,4.010000228881836,2.256012201309204,638800,0.0,0.0
2022-10-05 00:00:00-04:00,4.019999980926514,4.269999980926514,3.990000009536743,4.170000076293945,2.3460278511047363,615400,0.0,0.0
2022-10-06 00:00:00-04:00,4.139999866485596,4.409999847412109,4.139999866485596,4.380000114440918,2.4641730785369873,418100,0.0,0.0
2022-10-07 00:00:00-04:00,4.360000133514404,4.440000057220459,4.21999979019165,4.269999980926514,2.402287483215332,673400,0.0,0.0
2022-10-07 00:00:00-04:00,4.360000133514404,4.440000057220459,4.21999979019165,4.269999980926514,2.402287244796753,673400,0.0,0.0
2022-10-11 00:00:00-04:00,4.090000152587891,4.099999904632568,3.859999895095825,3.990000009536743,2.244760513305664,307800,0.0,0.0
2022-10-12 00:00:00-04:00,3.940000057220459,3.9800000190734863,3.8399999141693115,3.9700000286102295,2.233508348464966,371100,0.0,0.0
2022-10-13 00:00:00-04:00,3.9100000858306885,4.099999904632568,3.9100000858306885,4.039999961853027,2.272890090942383,625900,0.0,0.0
2022-10-13 00:00:00-04:00,3.9100000858306885,4.099999904632568,3.9100000858306885,4.039999961853027,2.272890329360962,625900,0.0,0.0
2022-10-14 00:00:00-04:00,4.010000228881836,4.070000171661377,3.8299999237060547,3.8399999141693115,2.1603708267211914,353500,0.0,0.0
2022-10-17 00:00:00-04:00,3.890000104904175,3.9700000286102295,3.8499999046325684,3.9000000953674316,2.194126844406128,546400,0.0,0.0
2022-10-18 00:00:00-04:00,3.930000066757202,3.990000009536743,3.8299999237060547,3.9100000858306885,2.1997525691986084,377200,0.0,0.0
2022-10-18 00:00:00-04:00,3.930000066757202,3.990000009536743,3.8299999237060547,3.9100000858306885,2.1997528076171875,377200,0.0,0.0
2022-10-19 00:00:00-04:00,3.9000000953674316,4.0,3.869999885559082,3.990000009536743,2.244760513305664,379500,0.0,0.0
2022-10-20 00:00:00-04:00,4.0,4.130000114440918,3.9600000381469727,3.990000009536743,2.244760513305664,453900,0.0,0.0
2022-10-21 00:00:00-04:00,3.9800000190734863,4.039999961853027,3.930000066757202,3.950000047683716,2.2222564220428467,396900,0.0,0.0
2022-10-21 00:00:00-04:00,3.9800000190734863,4.039999961853027,3.930000066757202,3.950000047683716,2.222256660461426,396900,0.0,0.0
2022-10-24 00:00:00-04:00,3.9800000190734863,4.059999942779541,3.9100000858306885,4.0,2.2503862380981445,496100,0.0,0.0
2022-10-25 00:00:00-04:00,3.9700000286102295,4.079999923706055,3.9700000286102295,4.059999942779541,2.284142017364502,532500,0.0,0.0
2022-10-25 00:00:00-04:00,3.9700000286102295,4.079999923706055,3.9700000286102295,4.059999942779541,2.284141778945923,532500,0.0,0.0
2022-10-26 00:00:00-04:00,4.050000190734863,4.230000019073486,4.050000190734863,4.210000038146973,2.3685317039489746,877200,0.0,0.0
2022-10-27 00:00:00-04:00,4.21999979019165,4.300000190734863,4.130000114440918,4.170000076293945,2.3460276126861572,474000,0.0,0.0
2022-10-28 00:00:00-04:00,4.119999885559082,4.199999809265137,4.03000020980835,4.070000171661377,2.2897682189941406,363900,0.0,0.0
2022-10-31 00:00:00-04:00,4.010000228881836,4.230000019073486,4.010000228881836,4.110000133514404,2.3122718334198,628500,0.0,0.0
2022-10-27 00:00:00-04:00,4.21999979019165,4.300000190734863,4.130000114440918,4.170000076293945,2.3460278511047363,474000,0.0,0.0
2022-10-28 00:00:00-04:00,4.119999885559082,4.199999809265137,4.03000020980835,4.070000171661377,2.2897684574127197,363900,0.0,0.0
2022-10-31 00:00:00-04:00,4.010000228881836,4.230000019073486,4.010000228881836,4.110000133514404,2.312272071838379,628500,0.0,0.0
2022-11-01 00:00:00-04:00,4.230000019073486,4.25,4.139999866485596,4.179999828338623,2.351653575897217,319700,0.0,0.0
2022-11-02 00:00:00-04:00,4.170000076293945,4.340000152587891,4.110000133514404,4.21999979019165,2.374157428741455,481300,0.0,0.0
2022-11-03 00:00:00-04:00,4.190000057220459,4.340000152587891,4.179999828338623,4.289999961853027,2.413539171218872,279400,0.0,0.0
2022-11-03 00:00:00-04:00,4.190000057220459,4.340000152587891,4.179999828338623,4.289999961853027,2.413539409637451,279400,0.0,0.0
2022-11-04 00:00:00-04:00,4.360000133514404,4.590000152587891,4.340000152587891,4.550000190734863,2.559814453125,741800,0.0,0.0
2022-11-07 00:00:00-05:00,4.559999942779541,4.599999904632568,4.5,4.579999923706055,2.5766923427581787,366700,0.0,0.0
2022-11-07 00:00:00-05:00,4.559999942779541,4.599999904632568,4.5,4.579999923706055,2.5766921043395996,366700,0.0,0.0
2022-11-08 00:00:00-05:00,4.590000152587891,4.599999904632568,4.460000038146973,4.510000228881836,2.537310838699341,426500,0.0,0.0
2022-11-09 00:00:00-05:00,4.099999904632568,4.130000114440918,3.509999990463257,3.5799999237060547,2.0140955448150635,3261400,0.0,0.0
2022-11-10 00:00:00-05:00,3.609999895095825,3.609999895095825,3.240000009536743,3.5199999809265137,1.9803398847579956,2489900,0.0,0.0
2022-11-11 00:00:00-05:00,3.549999952316284,3.549999952316284,3.369999885559082,3.4800000190734863,1.9578360319137573,1531900,0.0,0.0
2022-11-14 00:00:00-05:00,3.4100000858306885,3.619999885559082,3.380000114440918,3.5199999809265137,1.9803398847579956,1636500,0.0,0.0
2022-11-15 00:00:00-05:00,3.549999952316284,3.6500000953674316,3.509999990463257,3.619999885559082,2.036599636077881,613200,0.0,0.0
2022-11-16 00:00:00-05:00,3.619999885559082,3.619999885559082,3.440000057220459,3.450000047683716,1.9409581422805786,1095300,0.0,0.0
2022-11-17 00:00:00-05:00,3.4200000762939453,3.4200000762939453,3.2200000286102295,3.359999895095825,1.890324592590332,1058500,0.0,0.0
2022-11-10 00:00:00-05:00,3.609999895095825,3.609999895095825,3.240000009536743,3.5199999809265137,1.9803401231765747,2489900,0.0,0.0
2022-11-11 00:00:00-05:00,3.549999952316284,3.549999952316284,3.369999885559082,3.4800000190734863,1.9578361511230469,1531900,0.0,0.0
2022-11-14 00:00:00-05:00,3.4100000858306885,3.619999885559082,3.380000114440918,3.5199999809265137,1.9803401231765747,1636500,0.0,0.0
2022-11-15 00:00:00-05:00,3.549999952316284,3.6500000953674316,3.509999990463257,3.619999885559082,2.0365993976593018,613200,0.0,0.0
2022-11-16 00:00:00-05:00,3.619999885559082,3.619999885559082,3.440000057220459,3.450000047683716,1.940958023071289,1095300,0.0,0.0
2022-11-17 00:00:00-05:00,3.4200000762939453,3.4200000762939453,3.2200000286102295,3.359999895095825,1.890324354171753,1058500,0.0,0.0
2022-11-18 00:00:00-05:00,3.299999952316284,3.3499999046325684,3.2300000190734863,3.3299999237060547,1.8734464645385742,1005000,0.0,0.0
2022-11-21 00:00:00-05:00,3.2899999618530273,3.3299999237060547,3.130000114440918,3.2899999618530273,1.8509427309036255,1701700,0.0,0.0
2022-11-22 00:00:00-05:00,3.309999942779541,3.450000047683716,3.309999942779541,3.4100000858306885,1.9184544086456299,668000,0.0,0.0
2022-11-23 00:00:00-05:00,3.3399999141693115,3.559999942779541,3.299999952316284,3.4600000381469727,1.9465841054916382,626600,0.0,0.0
2022-11-22 00:00:00-05:00,3.309999942779541,3.450000047683716,3.309999942779541,3.4100000858306885,1.9184542894363403,668000,0.0,0.0
2022-11-23 00:00:00-05:00,3.3399999141693115,3.559999942779541,3.299999952316284,3.4600000381469727,1.9465842247009277,626600,0.0,0.0
2022-11-24 00:00:00-05:00,3.450000047683716,3.4600000381469727,3.380000114440918,3.430000066757202,1.9297062158584595,213400,0.0,0.0
2022-11-25 00:00:00-05:00,3.450000047683716,3.4800000190734863,3.369999885559082,3.380000114440918,1.9015765190124512,404100,0.0,0.0
2022-11-28 00:00:00-05:00,3.309999942779541,3.359999895095825,3.259999990463257,3.299999952316284,1.8565688133239746,472800,0.0,0.0
2022-11-28 00:00:00-05:00,3.309999942779541,3.359999895095825,3.259999990463257,3.299999952316284,1.8565685749053955,472800,0.0,0.0
2022-11-29 00:00:00-05:00,3.3299999237060547,3.4800000190734863,3.309999942779541,3.4000000953674316,1.9128283262252808,782700,0.0,0.0
2022-11-30 00:00:00-05:00,3.5899999141693115,3.5899999141693115,3.4000000953674316,3.4000000953674316,1.9128283262252808,1510300,0.0,0.0
2022-12-01 00:00:00-05:00,3.4600000381469727,3.549999952316284,3.359999895095825,3.369999885559082,1.895950436592102,570700,0.0,0.0
2022-12-02 00:00:00-05:00,3.369999885559082,3.450000047683716,3.3299999237060547,3.3499999046325684,1.8846986293792725,319600,0.0,0.0
2022-12-05 00:00:00-05:00,3.4000000953674316,3.4700000286102295,3.259999990463257,3.299999952316284,1.8565688133239746,1100300,0.0,0.0
2022-12-05 00:00:00-05:00,3.4000000953674316,3.4700000286102295,3.259999990463257,3.299999952316284,1.8565685749053955,1100300,0.0,0.0
2022-12-06 00:00:00-05:00,3.2899999618530273,3.3499999046325684,3.0799999237060547,3.0799999237060547,1.732797384262085,1268000,0.0,0.0
2022-12-07 00:00:00-05:00,3.0799999237060547,3.180000066757202,2.9800000190734863,3.0899999141693115,1.738423466682434,769100,0.0,0.0
2022-12-08 00:00:00-05:00,3.190000057220459,3.190000057220459,2.990000009536743,3.0299999713897705,1.7046674489974976,618300,0.0,0.0
2022-12-08 00:00:00-05:00,3.190000057220459,3.190000057220459,2.990000009536743,3.0299999713897705,1.7046676874160767,618300,0.0,0.0
2022-12-09 00:00:00-05:00,3.0199999809265137,3.059999942779541,2.950000047683716,3.059999942779541,1.7215455770492554,779100,0.0,0.0
2022-12-12 00:00:00-05:00,3.059999942779541,3.0899999141693115,2.950000047683716,2.9700000286102295,1.6709117889404297,1015200,0.0,0.0
2022-12-13 00:00:00-05:00,3.059999942779541,3.130000114440918,2.930000066757202,3.049999952316284,1.7159194946289062,1585100,0.0,0.0
2022-12-12 00:00:00-05:00,3.059999942779541,3.0899999141693115,2.950000047683716,2.9700000286102295,1.6709119081497192,1015200,0.0,0.0
2022-12-13 00:00:00-05:00,3.059999942779541,3.130000114440918,2.930000066757202,3.049999952316284,1.7159196138381958,1585100,0.0,0.0
2022-12-14 00:00:00-05:00,3.0799999237060547,3.119999885559082,3.009999990463257,3.0999999046325684,1.744049310684204,508600,0.0,0.0
2022-12-15 00:00:00-05:00,3.049999952316284,3.0799999237060547,2.9700000286102295,3.0799999237060547,1.732797384262085,802900,0.0,0.0
2022-12-16 00:00:00-05:00,3.009999990463257,3.0299999713897705,2.890000104904175,2.940000057220459,1.6540340185165405,1059300,0.0,0.0
2022-12-19 00:00:00-05:00,2.9100000858306885,2.930000066757202,2.680000066757202,2.740000009536743,1.5415146350860596,2117800,0.0,0.0
2022-12-20 00:00:00-05:00,2.740000009536743,2.859999895095825,2.7100000381469727,2.8299999237060547,1.5921483039855957,988400,0.0,0.0
2022-12-21 00:00:00-05:00,2.8399999141693115,3.059999942779541,2.8399999141693115,3.0299999713897705,1.7046674489974976,796100,0.0,0.0
2022-12-20 00:00:00-05:00,2.740000009536743,2.859999895095825,2.7100000381469727,2.8299999237060547,1.5921484231948853,988400,0.0,0.0
2022-12-21 00:00:00-05:00,2.8399999141693115,3.059999942779541,2.8399999141693115,3.0299999713897705,1.7046676874160767,796100,0.0,0.0
2022-12-22 00:00:00-05:00,3.049999952316284,3.059999942779541,2.890000104904175,2.9200000762939453,1.6427820920944214,1115000,0.0,0.0
2022-12-23 00:00:00-05:00,2.9700000286102295,3.190000057220459,2.950000047683716,3.1700000762939453,1.7834311723709106,1357700,0.0,0.0
2022-12-28 00:00:00-05:00,3.109999895095825,3.119999885559082,2.9200000762939453,2.940000057220459,1.6540340185165405,1075500,0.0,0.0
2022-12-29 00:00:00-05:00,2.9200000762939453,3.009999990463257,2.9200000762939453,2.990000009536743,1.6821637153625488,471300,0.0,0.0
2022-12-30 00:00:00-05:00,2.9600000381469727,3.0299999713897705,2.9600000381469727,3.0,1.6877896785736084,573100,0.0,0.0
2022-12-30 00:00:00-05:00,2.9600000381469727,3.0299999713897705,2.9600000381469727,3.0,1.6877899169921875,573100,0.0,0.0
2023-01-03 00:00:00-05:00,2.9700000286102295,3.0,2.75,2.7699999809265137,1.5583925247192383,766300,0.0,0.0
2023-01-04 00:00:00-05:00,2.7699999809265137,2.7799999713897705,2.680000066757202,2.7100000381469727,1.5246367454528809,735100,0.0,0.0
2023-01-05 00:00:00-05:00,2.690000057220459,2.7699999809265137,2.680000066757202,2.7100000381469727,1.5246367454528809,716200,0.0,0.0
2023-01-06 00:00:00-05:00,2.7300000190734863,2.809999942779541,2.7300000190734863,2.799999952316284,1.5752702951431274,333100,0.0,0.0
2023-01-06 00:00:00-05:00,2.7300000190734863,2.809999942779541,2.7300000190734863,2.799999952316284,1.575270414352417,333100,0.0,0.0
2023-01-09 00:00:00-05:00,2.859999895095825,2.950000047683716,2.819999933242798,2.880000114440918,1.620278239250183,491400,0.0,0.0
2023-01-10 00:00:00-05:00,2.859999895095825,2.9100000858306885,2.809999942779541,2.890000104904175,1.6259040832519531,418900,0.0,0.0
2023-01-10 00:00:00-05:00,2.859999895095825,2.9100000858306885,2.809999942779541,2.890000104904175,1.6259039640426636,418900,0.0,0.0
2023-01-11 00:00:00-05:00,2.890000104904175,2.990000009536743,2.890000104904175,2.9200000762939453,1.6427820920944214,808900,0.0,0.0
2023-01-12 00:00:00-05:00,2.9700000286102295,3.0799999237060547,2.950000047683716,3.0399999618530273,1.7102934122085571,900700,0.0,0.0
2023-01-13 00:00:00-05:00,3.0399999618530273,3.0999999046325684,2.9800000190734863,3.0299999713897705,1.7046674489974976,625000,0.0,0.0
2023-01-16 00:00:00-05:00,3.0299999713897705,3.0399999618530273,3.0,3.009999990463257,1.6934157609939575,360400,0.0,0.0
2023-01-13 00:00:00-05:00,3.0399999618530273,3.0999999046325684,2.9800000190734863,3.0299999713897705,1.7046676874160767,625000,0.0,0.0
2023-01-16 00:00:00-05:00,3.0299999713897705,3.0399999618530273,3.0,3.009999990463257,1.693415641784668,360400,0.0,0.0
2023-01-17 00:00:00-05:00,3.059999942779541,3.1700000762939453,3.0,3.1500000953674316,1.7721792459487915,699200,0.0,0.0
2023-01-18 00:00:00-05:00,3.190000057220459,3.2899999618530273,3.130000114440918,3.130000114440918,1.760927438735962,707500,0.0,0.0
2023-01-19 00:00:00-05:00,3.130000114440918,3.140000104904175,3.0299999713897705,3.119999885559082,1.7553013563156128,291600,0.0,0.0
2023-01-20 00:00:00-05:00,3.109999895095825,3.1600000858306885,3.0799999237060547,3.119999885559082,1.7553013563156128,191000,0.0,0.0
2023-01-23 00:00:00-05:00,3.140000104904175,3.180000066757202,3.069999933242798,3.109999895095825,1.7496753931045532,329700,0.0,0.0
2023-01-24 00:00:00-05:00,3.059999942779541,3.0899999141693115,3.009999990463257,3.0199999809265137,1.6990416049957275,496300,0.0,0.0
2023-01-25 00:00:00-05:00,3.009999990463257,3.049999952316284,2.930000066757202,3.049999952316284,1.7159194946289062,415700,0.0,0.0
2023-01-19 00:00:00-05:00,3.130000114440918,3.140000104904175,3.0299999713897705,3.119999885559082,1.7553012371063232,291600,0.0,0.0
2023-01-20 00:00:00-05:00,3.109999895095825,3.1600000858306885,3.0799999237060547,3.119999885559082,1.7553012371063232,191000,0.0,0.0
2023-01-23 00:00:00-05:00,3.140000104904175,3.180000066757202,3.069999933242798,3.109999895095825,1.7496752738952637,329700,0.0,0.0
2023-01-24 00:00:00-05:00,3.059999942779541,3.0899999141693115,3.009999990463257,3.0199999809265137,1.699041724205017,496300,0.0,0.0
2023-01-25 00:00:00-05:00,3.009999990463257,3.049999952316284,2.930000066757202,3.049999952316284,1.7159196138381958,415700,0.0,0.0
2023-01-26 00:00:00-05:00,3.049999952316284,3.0899999141693115,2.990000009536743,3.0399999618530273,1.7102934122085571,243700,0.0,0.0
2023-01-27 00:00:00-05:00,3.0299999713897705,3.069999933242798,2.9600000381469727,3.0199999809265137,1.6990416049957275,432400,0.0,0.0
2023-01-30 00:00:00-05:00,2.9800000190734863,2.9800000190734863,2.869999885559082,2.890000104904175,1.6259040832519531,427200,0.0,0.0
2023-01-31 00:00:00-05:00,2.859999895095825,2.9600000381469727,2.809999942779541,2.9600000381469727,1.6652858257293701,428900,0.0,0.0
2023-01-27 00:00:00-05:00,3.0299999713897705,3.069999933242798,2.9600000381469727,3.0199999809265137,1.699041724205017,432400,0.0,0.0
2023-01-30 00:00:00-05:00,2.9800000190734863,2.9800000190734863,2.869999885559082,2.890000104904175,1.6259039640426636,427200,0.0,0.0
2023-01-31 00:00:00-05:00,2.859999895095825,2.9600000381469727,2.809999942779541,2.9600000381469727,1.6652859449386597,428900,0.0,0.0
2023-02-01 00:00:00-05:00,2.9600000381469727,3.0,2.880000114440918,2.940000057220459,1.6540340185165405,800000,0.0,0.0
2023-02-02 00:00:00-05:00,2.9700000286102295,2.9700000286102295,2.8499999046325684,2.880000114440918,1.620278239250183,552400,0.0,0.0
2023-02-03 00:00:00-05:00,2.869999885559082,2.950000047683716,2.859999895095825,2.9000000953674316,1.6315300464630127,468600,0.0,0.0
2023-02-06 00:00:00-05:00,2.9000000953674316,2.9200000762939453,2.8299999237060547,2.8399999141693115,1.5977742671966553,214400,0.0,0.0
2023-02-06 00:00:00-05:00,2.9000000953674316,2.9200000762939453,2.8299999237060547,2.8399999141693115,1.5977741479873657,214400,0.0,0.0
2023-02-07 00:00:00-05:00,2.869999885559082,3.0899999141693115,2.859999895095825,3.0899999141693115,1.738423466682434,736000,0.0,0.0
2023-02-08 00:00:00-05:00,3.0999999046325684,3.109999895095825,3.0,3.0,1.6877896785736084,293100,0.0,0.0
2023-02-09 00:00:00-05:00,2.9700000286102295,3.0399999618530273,2.9700000286102295,3.0199999809265137,1.6990416049957275,290000,0.0,0.0
2023-02-10 00:00:00-05:00,3.009999990463257,3.0899999141693115,3.009999990463257,3.049999952316284,1.7159194946289062,319600,0.0,0.0
2023-02-13 00:00:00-05:00,3.0899999141693115,3.0899999141693115,2.9700000286102295,3.0,1.6877896785736084,494600,0.0,0.0
2023-02-14 00:00:00-05:00,2.990000009536743,3.009999990463257,2.950000047683716,3.0,1.6877896785736084,354700,0.0,0.0
2023-02-15 00:00:00-05:00,2.9700000286102295,2.990000009536743,2.890000104904175,2.9700000286102295,1.6709117889404297,301400,0.0,0.0
2023-02-08 00:00:00-05:00,3.0999999046325684,3.109999895095825,3.0,3.0,1.6877899169921875,293100,0.0,0.0
2023-02-09 00:00:00-05:00,2.9700000286102295,3.0399999618530273,2.9700000286102295,3.0199999809265137,1.699041724205017,290000,0.0,0.0
2023-02-10 00:00:00-05:00,3.009999990463257,3.0899999141693115,3.009999990463257,3.049999952316284,1.7159196138381958,319600,0.0,0.0
2023-02-13 00:00:00-05:00,3.0899999141693115,3.0899999141693115,2.9700000286102295,3.0,1.6877899169921875,494600,0.0,0.0
2023-02-14 00:00:00-05:00,2.990000009536743,3.009999990463257,2.950000047683716,3.0,1.6877899169921875,354700,0.0,0.0
2023-02-15 00:00:00-05:00,2.9700000286102295,2.990000009536743,2.890000104904175,2.9700000286102295,1.6709119081497192,301400,0.0,0.0
2023-02-16 00:00:00-05:00,2.940000057220459,3.0,2.9200000762939453,2.990000009536743,1.6821637153625488,212600,0.0,0.0
2023-02-17 00:00:00-05:00,2.930000066757202,2.930000066757202,2.759999990463257,2.7799999713897705,1.5640184879302979,823900,0.0,0.0
2023-02-17 00:00:00-05:00,2.930000066757202,2.930000066757202,2.759999990463257,2.7799999713897705,1.5640183687210083,823900,0.0,0.0
2023-02-21 00:00:00-05:00,2.809999942779541,2.8299999237060547,2.7100000381469727,2.7200000286102295,1.5302625894546509,352700,0.0,0.0
2023-02-22 00:00:00-05:00,2.740000009536743,2.740000009536743,2.640000104904175,2.6600000858306885,1.496506929397583,343700,0.0,0.0
2023-02-23 00:00:00-05:00,2.700000047683716,2.7799999713897705,2.6600000858306885,2.75,1.5471407175064087,292200,0.0,0.0
2023-02-24 00:00:00-05:00,2.700000047683716,2.799999952316284,2.700000047683716,2.7799999713897705,1.5640184879302979,322100,0.0,0.0
2023-02-23 00:00:00-05:00,2.700000047683716,2.7799999713897705,2.6600000858306885,2.75,1.5471405982971191,292200,0.0,0.0
2023-02-24 00:00:00-05:00,2.700000047683716,2.799999952316284,2.700000047683716,2.7799999713897705,1.5640183687210083,322100,0.0,0.0
2023-02-27 00:00:00-05:00,2.809999942779541,2.9100000858306885,2.75,2.880000114440918,1.620278239250183,268200,0.0,0.0
2023-02-28 00:00:00-05:00,2.880000114440918,2.9200000762939453,2.819999933242798,2.8499999046325684,1.6034001111984253,917800,0.0,0.0
2023-03-01 00:00:00-05:00,2.859999895095825,2.9800000190734863,2.859999895095825,2.9800000190734863,1.6765376329421997,327600,0.0,0.0
2023-03-02 00:00:00-05:00,3.0,3.0299999713897705,2.9200000762939453,2.9600000381469727,1.6652858257293701,287600,0.0,0.0
2023-03-03 00:00:00-05:00,2.9100000858306885,3.0799999237060547,2.9100000858306885,3.049999952316284,1.7159194946289062,289700,0.0,0.0
2023-03-06 00:00:00-05:00,3.059999942779541,3.059999942779541,2.9700000286102295,3.009999990463257,1.6934157609939575,232100,0.0,0.0
2023-03-07 00:00:00-05:00,2.9800000190734863,3.0,2.880000114440918,2.9100000858306885,1.6371560096740723,279700,0.0,0.0
2023-03-08 00:00:00-05:00,2.9700000286102295,3.059999942779541,2.9000000953674316,2.9600000381469727,1.6652858257293701,455000,0.0,0.0
2023-03-09 00:00:00-05:00,3.0,3.180000066757202,2.990000009536743,3.009999990463257,1.6934157609939575,336300,0.0,0.0
2023-03-10 00:00:00-05:00,3.009999990463257,3.059999942779541,2.9100000858306885,2.950000047683716,1.6596599817276,350400,0.0,0.0
2023-02-28 00:00:00-05:00,2.880000114440918,2.9200000762939453,2.819999933242798,2.8499999046325684,1.6034003496170044,917800,0.0,0.0
2023-03-01 00:00:00-05:00,2.859999895095825,2.9800000190734863,2.859999895095825,2.9800000190734863,1.6765377521514893,327600,0.0,0.0
2023-03-02 00:00:00-05:00,3.0,3.0299999713897705,2.9200000762939453,2.9600000381469727,1.6652859449386597,287600,0.0,0.0
2023-03-03 00:00:00-05:00,2.9100000858306885,3.0799999237060547,2.9100000858306885,3.049999952316284,1.7159196138381958,289700,0.0,0.0
2023-03-06 00:00:00-05:00,3.059999942779541,3.059999942779541,2.9700000286102295,3.009999990463257,1.693415641784668,232100,0.0,0.0
2023-03-07 00:00:00-05:00,2.9800000190734863,3.0,2.880000114440918,2.9100000858306885,1.6371561288833618,279700,0.0,0.0
2023-03-08 00:00:00-05:00,2.9700000286102295,3.059999942779541,2.9000000953674316,2.9600000381469727,1.6652859449386597,455000,0.0,0.0
2023-03-09 00:00:00-05:00,3.0,3.180000066757202,2.990000009536743,3.009999990463257,1.693415641784668,336300,0.0,0.0
2023-03-10 00:00:00-05:00,3.009999990463257,3.059999942779541,2.9100000858306885,2.950000047683716,1.6596598625183105,350400,0.0,0.0
2023-03-13 00:00:00-04:00,2.8299999237060547,2.9100000858306885,2.75,2.9000000953674316,1.6315300464630127,435800,0.0,0.0
2023-03-14 00:00:00-04:00,2.869999885559082,2.950000047683716,2.8399999141693115,2.880000114440918,1.9108608961105347,231900,0.441,0.0
2023-03-15 00:00:00-04:00,2.75,2.759999990463257,2.4700000286102295,2.630000114440918,1.7449876070022583,1133800,0.0,0.0
2023-03-16 00:00:00-04:00,2.6500000953674316,2.7300000190734863,2.569999933242798,2.7200000286102295,1.804701805114746,420000,0.0,0.0
2023-03-17 00:00:00-04:00,2.680000066757202,2.75,2.619999885559082,2.630000114440918,1.7449876070022583,403800,0.0,0.0
2023-03-20 00:00:00-04:00,2.640000104904175,2.7300000190734863,2.619999885559082,2.7200000286102295,1.804701805114746,251300,0.0,0.0
2023-03-21 00:00:00-04:00,2.7699999809265137,2.8399999141693115,2.7200000286102295,2.7699999809265137,1.837876558303833,311100,0.0,0.0
2023-03-14 00:00:00-04:00,2.869999885559082,2.950000047683716,2.8399999141693115,2.880000114440918,1.9108607769012451,231900,0.441,0.0
2023-03-15 00:00:00-04:00,2.75,2.759999990463257,2.4700000286102295,2.630000114440918,1.7449873685836792,1133800,0.0,0.0
2023-03-16 00:00:00-04:00,2.6500000953674316,2.7300000190734863,2.569999933242798,2.7200000286102295,1.8047016859054565,420000,0.0,0.0
2023-03-17 00:00:00-04:00,2.680000066757202,2.75,2.619999885559082,2.630000114440918,1.7449873685836792,403800,0.0,0.0
2023-03-20 00:00:00-04:00,2.640000104904175,2.7300000190734863,2.619999885559082,2.7200000286102295,1.8047016859054565,251300,0.0,0.0
2023-03-21 00:00:00-04:00,2.7699999809265137,2.8399999141693115,2.7200000286102295,2.7699999809265137,1.8378764390945435,311100,0.0,0.0
2023-03-22 00:00:00-04:00,2.759999990463257,2.7899999618530273,2.6600000858306885,2.6600000858306885,1.764892339706421,162000,0.0,0.0
2023-03-23 00:00:00-04:00,2.690000057220459,2.740000009536743,2.5899999141693115,2.640000104904175,1.7516224384307861,190900,0.0,0.0
2023-03-24 00:00:00-04:00,2.569999933242798,2.6600000858306885,2.569999933242798,2.630000114440918,1.7449876070022583,301600,0.0,0.0
2023-03-24 00:00:00-04:00,2.569999933242798,2.6600000858306885,2.569999933242798,2.630000114440918,1.7449873685836792,301600,0.0,0.0
2023-03-27 00:00:00-04:00,2.630000114440918,2.7200000286102295,2.559999942779541,2.7100000381469727,1.7980668544769287,226600,0.0,0.0
2023-03-28 00:00:00-04:00,2.740000009536743,2.740000009536743,2.6600000858306885,2.7100000381469727,1.7980668544769287,161900,0.0,0.0
2023-03-29 00:00:00-04:00,2.700000047683716,2.759999990463257,2.690000057220459,2.7200000286102295,1.804701805114746,202700,0.0,0.0
2023-03-30 00:00:00-04:00,2.700000047683716,2.75,2.6700000762939453,2.7200000286102295,1.804701805114746,118100,0.0,0.0
2023-03-31 00:00:00-04:00,2.75,2.799999952316284,2.75,2.7699999809265137,1.837876558303833,201700,0.0,0.0
2023-03-29 00:00:00-04:00,2.700000047683716,2.759999990463257,2.690000057220459,2.7200000286102295,1.8047016859054565,202700,0.0,0.0
2023-03-30 00:00:00-04:00,2.700000047683716,2.75,2.6700000762939453,2.7200000286102295,1.8047016859054565,118100,0.0,0.0
2023-03-31 00:00:00-04:00,2.75,2.799999952316284,2.75,2.7699999809265137,1.8378764390945435,201700,0.0,0.0
2023-04-03 00:00:00-04:00,2.7699999809265137,2.9600000381469727,2.7699999809265137,2.9600000381469727,1.9639402627944946,876600,0.0,0.0
2023-04-04 00:00:00-04:00,2.990000009536743,2.990000009536743,2.880000114440918,2.9200000762939453,1.9374005794525146,151100,0.0,0.0
2023-04-05 00:00:00-04:00,2.940000057220459,2.940000057220459,2.819999933242798,2.8399999141693115,1.8843209743499756,90400,0.0,0.0
2023-04-06 00:00:00-04:00,2.880000114440918,2.880000114440918,2.7799999713897705,2.799999952316284,1.857781171798706,123900,0.0,0.0
2023-04-10 00:00:00-04:00,2.7899999618530273,2.9000000953674316,2.7799999713897705,2.7899999618530273,1.8511462211608887,205200,0.0,0.0
2023-04-10 00:00:00-04:00,2.7899999618530273,2.9000000953674316,2.7799999713897705,2.7899999618530273,1.8511464595794678,205200,0.0,0.0
2023-04-11 00:00:00-04:00,2.7699999809265137,2.8299999237060547,2.7699999809265137,2.809999942779541,1.864416241645813,345000,0.0,0.0
2023-04-12 00:00:00-04:00,2.8299999237060547,2.8499999046325684,2.799999952316284,2.809999942779541,1.864416241645813,210200,0.0,0.0
2023-04-13 00:00:00-04:00,2.7899999618530273,2.809999942779541,2.7699999809265137,2.7899999618530273,1.8511462211608887,234700,0.0,0.0
2023-04-14 00:00:00-04:00,2.799999952316284,2.8299999237060547,2.740000009536743,2.75,1.8246067762374878,545200,0.0,0.0
2023-04-17 00:00:00-04:00,2.7899999618530273,2.7899999618530273,2.7200000286102295,2.75,1.8246067762374878,171800,0.0,0.0
2023-04-13 00:00:00-04:00,2.7899999618530273,2.809999942779541,2.7699999809265137,2.7899999618530273,1.8511464595794678,234700,0.0,0.0
2023-04-14 00:00:00-04:00,2.799999952316284,2.8299999237060547,2.740000009536743,2.75,1.8246066570281982,545200,0.0,0.0
2023-04-17 00:00:00-04:00,2.7899999618530273,2.7899999618530273,2.7200000286102295,2.75,1.8246066570281982,171800,0.0,0.0
2023-04-18 00:00:00-04:00,2.75,2.75,2.680000066757202,2.7100000381469727,1.7980668544769287,194200,0.0,0.0
2023-04-19 00:00:00-04:00,2.7100000381469727,2.7100000381469727,2.619999885559082,2.6600000858306885,1.764892339706421,269500,0.0,0.0
2023-04-20 00:00:00-04:00,2.640000104904175,2.640000104904175,2.569999933242798,2.619999885559082,1.7383522987365723,833900,0.0,0.0
2023-04-21 00:00:00-04:00,2.619999885559082,2.6500000953674316,2.5999999046325684,2.6500000953674316,1.758257269859314,174500,0.0,0.0
2023-04-20 00:00:00-04:00,2.640000104904175,2.640000104904175,2.569999933242798,2.619999885559082,1.7383525371551514,833900,0.0,0.0
2023-04-21 00:00:00-04:00,2.619999885559082,2.6500000953674316,2.5999999046325684,2.6500000953674316,1.7582573890686035,174500,0.0,0.0
2023-04-24 00:00:00-04:00,2.609999895095825,2.6600000858306885,2.569999933242798,2.6600000858306885,1.764892339706421,255300,0.0,0.0
2023-04-25 00:00:00-04:00,2.619999885559082,2.6500000953674316,2.569999933242798,2.5899999141693115,1.7184476852416992,406500,0.0,0.0
2023-04-25 00:00:00-04:00,2.619999885559082,2.6500000953674316,2.569999933242798,2.5899999141693115,1.7184475660324097,406500,0.0,0.0
2023-04-26 00:00:00-04:00,2.569999933242798,2.619999885559082,2.4800000190734863,2.4800000190734863,1.645463466644287,293400,0.0,0.0
2023-04-27 00:00:00-04:00,2.5,2.5299999713897705,2.450000047683716,2.4800000190734863,1.645463466644287,251700,0.0,0.0
2023-04-28 00:00:00-04:00,2.5299999713897705,2.549999952316284,2.4800000190734863,2.5,1.6587332487106323,405600,0.0,0.0
2023-05-01 00:00:00-04:00,2.4800000190734863,2.5799999237060547,2.4800000190734863,2.5399999618530273,1.6852729320526123,138100,0.0,0.0
2023-05-02 00:00:00-04:00,2.549999952316284,2.549999952316284,2.299999952316284,2.3299999237060547,1.5459394454956055,846200,0.0,0.0
2023-05-03 00:00:00-04:00,2.309999942779541,2.3499999046325684,2.240000009536743,2.3499999046325684,1.5592092275619507,555600,0.0,0.0
2023-05-04 00:00:00-04:00,2.3499999046325684,2.380000114440918,2.299999952316284,2.3499999046325684,1.5592092275619507,359300,0.0,0.0
2023-05-05 00:00:00-04:00,2.4200000762939453,2.5199999809265137,2.4100000858306885,2.5199999809265137,1.672003149986267,321700,0.0,0.0
2023-05-08 00:00:00-04:00,2.509999990463257,2.549999952316284,2.5,2.5199999809265137,1.672003149986267,226500,0.0,0.0
2023-05-01 00:00:00-04:00,2.4800000190734863,2.5799999237060547,2.4800000190734863,2.5399999618530273,1.6852730512619019,138100,0.0,0.0
2023-05-02 00:00:00-04:00,2.549999952316284,2.549999952316284,2.299999952316284,2.3299999237060547,1.545939326286316,846200,0.0,0.0
2023-05-03 00:00:00-04:00,2.309999942779541,2.3499999046325684,2.240000009536743,2.3499999046325684,1.5592091083526611,555600,0.0,0.0
2023-05-04 00:00:00-04:00,2.3499999046325684,2.380000114440918,2.299999952316284,2.3499999046325684,1.5592091083526611,359300,0.0,0.0
2023-05-05 00:00:00-04:00,2.4200000762939453,2.5199999809265137,2.4100000858306885,2.5199999809265137,1.6720030307769775,321700,0.0,0.0
2023-05-08 00:00:00-04:00,2.509999990463257,2.549999952316284,2.5,2.5199999809265137,1.6720030307769775,226500,0.0,0.0
2023-05-09 00:00:00-04:00,2.549999952316284,2.549999952316284,2.490000009536743,2.5299999713897705,1.6786381006240845,120400,0.0,0.0
2023-05-10 00:00:00-04:00,2.549999952316284,2.549999952316284,2.430000066757202,2.4800000190734863,1.645463466644287,236300,0.0,0.0
2023-05-11 00:00:00-04:00,2.4800000190734863,2.5199999809265137,2.380000114440918,2.380000114440918,1.5791141986846924,433000,0.0,0.0
2023-05-11 00:00:00-04:00,2.4800000190734863,2.5199999809265137,2.380000114440918,2.380000114440918,1.579114317893982,433000,0.0,0.0
2023-05-12 00:00:00-04:00,2.430000066757202,2.549999952316284,2.4000000953674316,2.5299999713897705,1.6786381006240845,510700,0.0,0.0
2023-05-15 00:00:00-04:00,2.5399999618530273,2.630000114440918,2.5299999713897705,2.619999885559082,1.7383522987365723,230800,0.0,0.0
2023-05-15 00:00:00-04:00,2.5399999618530273,2.630000114440918,2.5299999713897705,2.619999885559082,1.7383525371551514,230800,0.0,0.0
2023-05-16 00:00:00-04:00,2.619999885559082,2.6700000762939453,2.440000057220459,2.4800000190734863,1.645463466644287,579000,0.0,0.0
2023-05-17 00:00:00-04:00,2.4800000190734863,2.509999990463257,2.4100000858306885,2.4800000190734863,1.645463466644287,196000,0.0,0.0
2023-05-18 00:00:00-04:00,2.4600000381469727,2.5399999618530273,2.440000057220459,2.5,1.6587332487106323,233000,0.0,0.0
2023-05-19 00:00:00-04:00,2.559999942779541,2.5799999237060547,2.4700000286102295,2.509999990463257,1.6653683185577393,229000,0.0,0.0
2023-05-23 00:00:00-04:00,2.4600000381469727,2.609999895095825,2.4600000381469727,2.559999942779541,1.6985427141189575,240100,0.0,0.0
2023-05-23 00:00:00-04:00,2.4600000381469727,2.609999895095825,2.4600000381469727,2.559999942779541,1.698542833328247,240100,0.0,0.0
2023-05-24 00:00:00-04:00,2.5199999809265137,2.559999942779541,2.440000057220459,2.4700000286102295,1.6388285160064697,199100,0.0,0.0
2023-05-25 00:00:00-04:00,2.5,2.5,2.380000114440918,2.4000000953674316,1.5923840999603271,287100,0.0,0.0
2023-05-26 00:00:00-04:00,2.4000000953674316,2.4700000286102295,2.369999885559082,2.4000000953674316,1.5923840999603271,150100,0.0,0.0
2023-05-29 00:00:00-04:00,2.4000000953674316,2.4800000190734863,2.4000000953674316,2.4600000381469727,1.6321935653686523,58700,0.0,0.0
2023-05-30 00:00:00-04:00,2.440000057220459,2.440000057220459,2.3299999237060547,2.390000104904175,1.5857491493225098,281300,0.0,0.0
2023-05-30 00:00:00-04:00,2.440000057220459,2.440000057220459,2.3299999237060547,2.390000104904175,1.5857490301132202,281300,0.0,0.0
2023-05-31 00:00:00-04:00,2.3299999237060547,2.4600000381469727,2.259999990463257,2.430000066757202,1.6122888326644897,708800,0.0,0.0
2023-06-01 00:00:00-04:00,2.390000104904175,2.4100000858306885,2.299999952316284,2.3299999237060547,1.5459394454956055,490100,0.0,0.0
2023-06-02 00:00:00-04:00,2.3299999237060547,2.549999952316284,2.3299999237060547,2.549999952316284,1.6919077634811401,1196900,0.0,0.0
2023-06-05 00:00:00-04:00,2.509999990463257,2.619999885559082,2.509999990463257,2.549999952316284,1.6919077634811401,317400,0.0,0.0
2023-06-06 00:00:00-04:00,2.569999933242798,2.5799999237060547,2.4700000286102295,2.490000009536743,1.6520984172821045,401600,0.0,0.0
2023-06-01 00:00:00-04:00,2.390000104904175,2.4100000858306885,2.299999952316284,2.3299999237060547,1.545939326286316,490100,0.0,0.0
2023-06-02 00:00:00-04:00,2.3299999237060547,2.549999952316284,2.3299999237060547,2.549999952316284,1.6919080018997192,1196900,0.0,0.0
2023-06-05 00:00:00-04:00,2.509999990463257,2.619999885559082,2.509999990463257,2.549999952316284,1.6919080018997192,317400,0.0,0.0
2023-06-06 00:00:00-04:00,2.569999933242798,2.5799999237060547,2.4700000286102295,2.490000009536743,1.652098298072815,401600,0.0,0.0
2023-06-07 00:00:00-04:00,2.4800000190734863,2.5199999809265137,2.4600000381469727,2.4800000190734863,1.645463466644287,176900,0.0,0.0
2023-06-08 00:00:00-04:00,2.5,2.609999895095825,2.430000066757202,2.559999942779541,1.6985427141189575,510900,0.0,0.0
2023-06-08 00:00:00-04:00,2.5,2.609999895095825,2.430000066757202,2.559999942779541,1.698542833328247,510900,0.0,0.0
2023-06-09 00:00:00-04:00,2.549999952316284,2.5999999046325684,2.5,2.5,1.6587332487106323,178700,0.0,0.0
2023-06-12 00:00:00-04:00,2.4800000190734863,2.4800000190734863,2.390000104904175,2.4100000858306885,1.599018931388855,205900,0.0,0.0
2023-06-13 00:00:00-04:00,2.4200000762939453,2.5299999713897705,2.4200000762939453,2.4200000762939453,1.6056538820266724,201500,0.0,0.0
2023-06-13 00:00:00-04:00,2.4200000762939453,2.5299999713897705,2.4200000762939453,2.4200000762939453,1.605654001235962,201500,0.0,0.0
2023-06-14 00:00:00-04:00,2.4200000762939453,2.440000057220459,2.3499999046325684,2.3499999046325684,1.906663179397583,158000,0.441,0.0
2023-06-15 00:00:00-04:00,2.430000066757202,2.430000066757202,2.3399999141693115,2.4100000858306885,1.9553440809249878,92600,0.0,0.0
2023-06-16 00:00:00-04:00,2.4100000858306885,2.440000057220459,2.3399999141693115,2.369999885559082,1.9228901863098145,407100,0.0,0.0
2023-06-19 00:00:00-04:00,2.4100000858306885,2.4100000858306885,2.359999895095825,2.369999885559082,1.9228901863098145,69900,0.0,0.0
2023-06-20 00:00:00-04:00,2.359999895095825,2.359999895095825,2.2699999809265137,2.2899999618530273,1.8579825162887573,404500,0.0,0.0
2023-06-16 00:00:00-04:00,2.4100000858306885,2.440000057220459,2.3399999141693115,2.369999885559082,1.922890067100525,407100,0.0,0.0
2023-06-19 00:00:00-04:00,2.4100000858306885,2.4100000858306885,2.359999895095825,2.369999885559082,1.922890067100525,69900,0.0,0.0
2023-06-20 00:00:00-04:00,2.359999895095825,2.359999895095825,2.2699999809265137,2.2899999618530273,1.8579823970794678,404500,0.0,0.0
2023-06-21 00:00:00-04:00,2.2899999618530273,2.2899999618530273,2.2100000381469727,2.259999990463257,1.8336421251296997,234900,0.0,0.0
2023-06-22 00:00:00-04:00,2.25,2.259999990463257,2.119999885559082,2.130000114440918,1.7281672954559326,366900,0.0,0.0
2023-06-23 00:00:00-04:00,2.1600000858306885,2.200000047683716,2.0799999237060547,2.0999999046325684,1.703826665878296,175300,0.0,0.0
2023-06-26 00:00:00-04:00,2.1600000858306885,2.1600000858306885,2.0899999141693115,2.0999999046325684,1.703826665878296,109500,0.0,0.0
2023-06-27 00:00:00-04:00,2.0899999141693115,2.130000114440918,2.059999942779541,2.059999942779541,1.6713727712631226,165900,0.0,0.0
2023-06-28 00:00:00-04:00,2.0999999046325684,2.1600000858306885,2.0199999809265137,2.1600000858306885,1.7525076866149902,287900,0.0,0.0
2023-06-22 00:00:00-04:00,2.25,2.259999990463257,2.119999885559082,2.130000114440918,1.728167176246643,366900,0.0,0.0
2023-06-23 00:00:00-04:00,2.1600000858306885,2.200000047683716,2.0799999237060547,2.0999999046325684,1.7038267850875854,175300,0.0,0.0
2023-06-26 00:00:00-04:00,2.1600000858306885,2.1600000858306885,2.0899999141693115,2.0999999046325684,1.7038267850875854,109500,0.0,0.0
2023-06-27 00:00:00-04:00,2.0899999141693115,2.130000114440918,2.059999942779541,2.059999942779541,1.671372890472412,165900,0.0,0.0
2023-06-28 00:00:00-04:00,2.0999999046325684,2.1600000858306885,2.0199999809265137,2.1600000858306885,1.7525074481964111,287900,0.0,0.0
2023-06-29 00:00:00-04:00,2.1600000858306885,2.2100000381469727,2.1500000953674316,2.2100000381469727,1.7930748462677002,113900,0.0,0.0
2023-06-30 00:00:00-04:00,2.190000057220459,2.299999952316284,2.180000066757202,2.2699999809265137,1.8417555093765259,354000,0.0,0.0
2023-07-04 00:00:00-04:00,2.319999933242798,2.380000114440918,2.25,2.359999895095825,1.9147765636444092,245600,0.0,0.0
2023-06-30 00:00:00-04:00,2.190000057220459,2.299999952316284,2.180000066757202,2.2699999809265137,1.8417556285858154,354000,0.0,0.0
2023-07-04 00:00:00-04:00,2.319999933242798,2.380000114440918,2.25,2.359999895095825,1.9147766828536987,245600,0.0,0.0
2023-07-05 00:00:00-04:00,2.4600000381469727,2.4600000381469727,2.2100000381469727,2.2100000381469727,1.7930748462677002,475400,0.0,0.0
2023-07-06 00:00:00-04:00,2.2100000381469727,2.2699999809265137,2.190000057220459,2.200000047683716,1.784961462020874,240200,0.0,0.0
2023-07-07 00:00:00-04:00,2.2100000381469727,2.380000114440918,2.2100000381469727,2.3299999237060547,1.8904362916946411,222100,0.0,0.0
2023-07-06 00:00:00-04:00,2.2100000381469727,2.2699999809265137,2.190000057220459,2.200000047683716,1.7849613428115845,240200,0.0,0.0
2023-07-07 00:00:00-04:00,2.2100000381469727,2.380000114440918,2.2100000381469727,2.3299999237060547,1.8904361724853516,222100,0.0,0.0
2023-07-10 00:00:00-04:00,2.309999942779541,2.3499999046325684,2.299999952316284,2.299999952316284,1.8660959005355835,55700,0.0,0.0
2023-07-11 00:00:00-04:00,2.2899999618530273,2.4000000953674316,2.2799999713897705,2.4000000953674316,1.9472306966781616,238500,0.0,0.0
2023-07-12 00:00:00-04:00,2.450000047683716,2.4600000381469727,2.390000104904175,2.440000057220459,1.9796844720840454,241500,0.0,0.0
2023-07-13 00:00:00-04:00,2.4000000953674316,2.4600000381469727,2.390000104904175,2.440000057220459,1.9796844720840454,153200,0.0,0.0
2023-07-14 00:00:00-04:00,2.3499999046325684,2.390000104904175,2.2799999713897705,2.2899999618530273,1.8579825162887573,232100,0.0,0.0
2023-07-12 00:00:00-04:00,2.450000047683716,2.4600000381469727,2.390000104904175,2.440000057220459,1.9796843528747559,241500,0.0,0.0
2023-07-13 00:00:00-04:00,2.4000000953674316,2.4600000381469727,2.390000104904175,2.440000057220459,1.9796843528747559,153200,0.0,0.0
2023-07-14 00:00:00-04:00,2.3499999046325684,2.390000104904175,2.2799999713897705,2.2899999618530273,1.8579823970794678,232100,0.0,0.0
2023-07-17 00:00:00-04:00,2.2899999618530273,2.309999942779541,2.2200000286102295,2.240000009536743,1.8174152374267578,144600,0.0,0.0
2023-07-18 00:00:00-04:00,2.2300000190734863,2.3499999046325684,2.2300000190734863,2.309999942779541,1.8742094039916992,146700,0.0,0.0
2023-07-19 00:00:00-04:00,2.299999952316284,2.4700000286102295,2.299999952316284,2.450000047683716,1.9877978563308716,443000,0.0,0.0
2023-07-18 00:00:00-04:00,2.2300000190734863,2.3499999046325684,2.2300000190734863,2.309999942779541,1.8742092847824097,146700,0.0,0.0
2023-07-19 00:00:00-04:00,2.299999952316284,2.4700000286102295,2.299999952316284,2.450000047683716,1.9877979755401611,443000,0.0,0.0
2023-07-20 00:00:00-04:00,2.4800000190734863,2.569999933242798,2.4800000190734863,2.5199999809265137,2.0445921421051025,270100,0.0,0.0
2023-07-21 00:00:00-04:00,2.5799999237060547,2.5799999237060547,2.450000047683716,2.4800000190734863,2.0121383666992188,222600,0.0,0.0
2023-07-21 00:00:00-04:00,2.5799999237060547,2.5799999237060547,2.450000047683716,2.4800000190734863,2.0121381282806396,222600,0.0,0.0
2023-07-24 00:00:00-04:00,2.5,2.5299999713897705,2.4700000286102295,2.490000009536743,2.020251750946045,197200,0.0,0.0
2023-07-25 00:00:00-04:00,2.4700000286102295,2.490000009536743,2.4100000858306885,2.440000057220459,1.9796844720840454,188700,0.0,0.0
2023-07-26 00:00:00-04:00,2.4000000953674316,2.450000047683716,2.4000000953674316,2.450000047683716,1.9877978563308716,128100,0.0,0.0
2023-07-25 00:00:00-04:00,2.4700000286102295,2.490000009536743,2.4100000858306885,2.440000057220459,1.9796843528747559,188700,0.0,0.0
2023-07-26 00:00:00-04:00,2.4000000953674316,2.450000047683716,2.4000000953674316,2.450000047683716,1.9877979755401611,128100,0.0,0.0
2023-07-27 00:00:00-04:00,2.4800000190734863,2.4800000190734863,2.4000000953674316,2.4100000858306885,1.9553440809249878,381600,0.0,0.0
2023-07-28 00:00:00-04:00,2.450000047683716,2.549999952316284,2.380000114440918,2.5299999713897705,2.0527055263519287,424500,0.0,0.0
2023-07-31 00:00:00-04:00,2.5,2.7300000190734863,2.5,2.7200000286102295,2.2068612575531006,516500,0.0,0.0
2023-08-01 00:00:00-04:00,2.740000009536743,2.759999990463257,2.3399999141693115,2.450000047683716,1.9877978563308716,3980500,0.0,0.0
2023-08-02 00:00:00-04:00,2.4600000381469727,2.4600000381469727,2.3299999237060547,2.369999885559082,1.9228901863098145,2111700,0.0,0.0
2023-08-03 00:00:00-04:00,2.359999895095825,2.450000047683716,2.359999895095825,2.440000057220459,1.9796844720840454,814300,0.0,0.0
2023-08-01 00:00:00-04:00,2.740000009536743,2.759999990463257,2.3399999141693115,2.450000047683716,1.9877979755401611,3980500,0.0,0.0
2023-08-02 00:00:00-04:00,2.4600000381469727,2.4600000381469727,2.3299999237060547,2.369999885559082,1.922890067100525,2111700,0.0,0.0
2023-08-03 00:00:00-04:00,2.359999895095825,2.450000047683716,2.359999895095825,2.440000057220459,1.9796843528747559,814300,0.0,0.0
2023-08-04 00:00:00-04:00,2.4700000286102295,2.5399999618530273,2.4200000762939453,2.5399999618530273,2.060818910598755,1363900,0.0,0.0
2023-08-08 00:00:00-04:00,2.509999990463257,2.549999952316284,2.4700000286102295,2.5299999713897705,2.0527055263519287,776900,0.0,0.0
2023-08-09 00:00:00-04:00,2.549999952316284,2.559999942779541,2.5,2.5199999809265137,2.0445921421051025,932100,0.0,0.0
2023-08-10 00:00:00-04:00,2.5199999809265137,2.5299999713897705,2.4700000286102295,2.490000009536743,2.020251750946045,389700,0.0,0.0
2023-08-11 00:00:00-04:00,2.4800000190734863,2.509999990463257,2.4800000190734863,2.509999990463257,2.0364787578582764,280800,0.0,0.0
2023-08-14 00:00:00-04:00,2.509999990463257,2.509999990463257,2.4000000953674316,2.430000066757202,1.9715710878372192,361600,0.0,0.0
2023-08-15 00:00:00-04:00,2.4200000762939453,2.440000057220459,2.2699999809265137,2.319999933242798,1.8823227882385254,1139100,0.0,0.0
2023-08-14 00:00:00-04:00,2.509999990463257,2.509999990463257,2.4000000953674316,2.430000066757202,1.9715709686279297,361600,0.0,0.0
2023-08-15 00:00:00-04:00,2.4200000762939453,2.440000057220459,2.2699999809265137,2.319999933242798,1.882322907447815,1139100,0.0,0.0
2023-08-16 00:00:00-04:00,2.2899999618530273,2.359999895095825,2.2300000190734863,2.259999990463257,1.8336421251296997,474700,0.0,0.0
2023-08-17 00:00:00-04:00,2.259999990463257,2.309999942779541,2.25,2.309999942779541,1.8742094039916992,1188900,0.0,0.0
2023-08-18 00:00:00-04:00,2.2699999809265137,2.390000104904175,2.240000009536743,2.359999895095825,1.9147765636444092,554900,0.0,0.0
2023-08-21 00:00:00-04:00,2.380000114440918,2.4000000953674316,2.3299999237060547,2.3299999237060547,1.8904362916946411,211200,0.0,0.0
2023-08-22 00:00:00-04:00,2.3499999046325684,2.369999885559082,2.25,2.2699999809265137,1.8417555093765259,336200,0.0,0.0
2023-08-23 00:00:00-04:00,2.240000009536743,2.259999990463257,2.200000047683716,2.2200000286102295,1.801188349723816,368100,0.0,0.0
2023-08-24 00:00:00-04:00,2.2100000381469727,2.2100000381469727,2.130000114440918,2.1600000858306885,1.7525076866149902,270700,0.0,0.0
2023-08-25 00:00:00-04:00,2.1600000858306885,2.190000057220459,2.0,2.109999895095825,1.7119401693344116,706100,0.0,0.0
2023-08-28 00:00:00-04:00,2.1500000953674316,2.190000057220459,2.130000114440918,2.1500000953674316,1.744394063949585,655500,0.0,0.0
2023-08-17 00:00:00-04:00,2.259999990463257,2.309999942779541,2.25,2.309999942779541,1.8742092847824097,1188900,0.0,0.0
2023-08-18 00:00:00-04:00,2.2699999809265137,2.390000104904175,2.240000009536743,2.359999895095825,1.9147766828536987,554900,0.0,0.0
2023-08-21 00:00:00-04:00,2.380000114440918,2.4000000953674316,2.3299999237060547,2.3299999237060547,1.8904361724853516,211200,0.0,0.0
2023-08-22 00:00:00-04:00,2.3499999046325684,2.369999885559082,2.25,2.2699999809265137,1.8417556285858154,336200,0.0,0.0
2023-08-23 00:00:00-04:00,2.240000009536743,2.259999990463257,2.200000047683716,2.2200000286102295,1.8011882305145264,368100,0.0,0.0
2023-08-24 00:00:00-04:00,2.2100000381469727,2.2100000381469727,2.130000114440918,2.1600000858306885,1.7525074481964111,270700,0.0,0.0
2023-08-25 00:00:00-04:00,2.1600000858306885,2.190000057220459,2.0,2.109999895095825,1.711940050125122,706100,0.0,0.0
2023-08-28 00:00:00-04:00,2.1500000953674316,2.190000057220459,2.130000114440918,2.1500000953674316,1.7443941831588745,655500,0.0,0.0
2023-08-29 00:00:00-04:00,2.1600000858306885,2.200000047683716,2.1500000953674316,2.190000057220459,1.7768479585647583,245600,0.0,0.0
2023-08-30 00:00:00-04:00,2.180000066757202,2.2200000286102295,2.1700000762939453,2.180000066757202,1.7687344551086426,211200,0.0,0.0
2023-08-31 00:00:00-04:00,2.190000057220459,2.299999952316284,2.190000057220459,2.2799999713897705,1.8498690128326416,1133800,0.0,0.0
2023-09-01 00:00:00-04:00,2.299999952316284,2.369999885559082,2.299999952316284,2.359999895095825,1.9147765636444092,761300,0.0,0.0
2023-09-01 00:00:00-04:00,2.299999952316284,2.369999885559082,2.299999952316284,2.359999895095825,1.9147766828536987,761300,0.0,0.0
2023-09-05 00:00:00-04:00,2.4200000762939453,2.4200000762939453,2.2699999809265137,2.390000104904175,1.939117193222046,1434000,0.0,0.0
2023-09-06 00:00:00-04:00,2.380000114440918,2.4000000953674316,2.3299999237060547,2.4000000953674316,1.9472306966781616,352700,0.0,0.0
2023-09-07 00:00:00-04:00,2.359999895095825,2.390000104904175,2.319999933242798,2.3499999046325684,1.906663179397583,501700,0.0,0.0
2023-09-08 00:00:00-04:00,2.3499999046325684,2.359999895095825,2.3299999237060547,2.359999895095825,1.9147765636444092,405100,0.0,0.0
2023-09-08 00:00:00-04:00,2.3499999046325684,2.359999895095825,2.3299999237060547,2.359999895095825,1.9147766828536987,405100,0.0,0.0
2023-09-11 00:00:00-04:00,2.390000104904175,2.4200000762939453,2.3299999237060547,2.3499999046325684,1.906663179397583,740800,0.0,0.0
2023-09-12 00:00:00-04:00,2.3499999046325684,2.440000057220459,2.3499999046325684,2.430000066757202,1.9715710878372192,696100,0.0,0.0
2023-09-13 00:00:00-04:00,2.440000057220459,2.4600000381469727,2.4000000953674316,2.430000066757202,1.9715710878372192,328600,0.0,0.0
2023-09-12 00:00:00-04:00,2.3499999046325684,2.440000057220459,2.3499999046325684,2.430000066757202,1.9715709686279297,696100,0.0,0.0
2023-09-13 00:00:00-04:00,2.440000057220459,2.4600000381469727,2.4000000953674316,2.430000066757202,1.9715709686279297,328600,0.0,0.0
2023-09-14 00:00:00-04:00,2.450000047683716,2.5199999809265137,2.430000066757202,2.5199999809265137,2.497917890548706,553500,0.441,0.0
2023-09-15 00:00:00-04:00,2.5,2.640000104904175,2.4800000190734863,2.569999933242798,2.5474798679351807,770400,0.0,0.0
2023-09-18 00:00:00-04:00,2.569999933242798,2.640000104904175,2.5299999713897705,2.559999942779541,2.537567377090454,753200,0.0,0.0
@@ -687,3 +687,37 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2024-09-25 00:00:00-04:00,27.8700008392334,27.8700008392334,27.0,27.489999771118164,27.489999771118164,30200,0.0,0.0
2024-09-26 00:00:00-04:00,27.299999237060547,27.479999542236328,26.559999465942383,26.610000610351562,26.610000610351562,51800,0.0,0.0
2024-09-27 00:00:00-04:00,26.989999771118164,26.989999771118164,26.25,26.579999923706055,26.579999923706055,20600,0.0,0.0
2024-09-30 00:00:00-04:00,26.610000610351562,27.0,26.5,26.950000762939453,26.950000762939453,25200,0.0,0.0
2024-10-01 00:00:00-04:00,26.969999313354492,27.690000534057617,26.93000030517578,27.3799991607666,27.3799991607666,42600,0.0,0.0
2024-10-02 00:00:00-04:00,27.790000915527344,27.799999237060547,26.290000915527344,26.610000610351562,26.610000610351562,78000,0.0,0.0
2024-10-03 00:00:00-04:00,26.84000015258789,28.489999771118164,26.84000015258789,28.15999984741211,28.15999984741211,84200,0.0,0.0
2024-10-04 00:00:00-04:00,28.190000534057617,28.549999237060547,27.790000915527344,28.049999237060547,28.049999237060547,65200,0.0,0.0
2024-10-07 00:00:00-04:00,28.079999923706055,29.15999984741211,27.760000228881836,28.010000228881836,28.010000228881836,44900,0.0,0.0
2024-10-08 00:00:00-04:00,27.989999771118164,28.110000610351562,26.850000381469727,27.709999084472656,27.709999084472656,26300,0.0,0.0
2024-10-09 00:00:00-04:00,27.030000686645508,28.360000610351562,27.030000686645508,28.360000610351562,28.360000610351562,23000,0.0,0.0
2024-10-10 00:00:00-04:00,28.020000457763672,28.799999237060547,27.969999313354492,28.360000610351562,28.360000610351562,24300,0.0,0.0
2024-10-11 00:00:00-04:00,28.780000686645508,28.780000686645508,28.06999969482422,28.520000457763672,28.520000457763672,12100,0.0,0.0
2024-10-15 00:00:00-04:00,28.350000381469727,28.350000381469727,26.540000915527344,26.690000534057617,26.690000534057617,77300,0.0,0.0
2024-10-16 00:00:00-04:00,26.81999969482422,27.110000610351562,26.700000762939453,26.8700008392334,26.8700008392334,12500,0.0,0.0
2024-10-17 00:00:00-04:00,26.81999969482422,27.18000030517578,26.770000457763672,27.149999618530273,27.149999618530273,21700,0.0,0.0
2024-10-18 00:00:00-04:00,27.0,27.09000015258789,26.799999237060547,27.040000915527344,27.040000915527344,24400,0.0,0.0
2024-10-21 00:00:00-04:00,27.059999465942383,27.739999771118164,27.0,27.739999771118164,27.739999771118164,32400,0.0,0.0
2024-10-22 00:00:00-04:00,27.8799991607666,28.350000381469727,27.639999389648438,28.290000915527344,28.290000915527344,23900,0.0,0.0
2024-10-23 00:00:00-04:00,28.1200008392334,28.1200008392334,27.450000762939453,27.81999969482422,27.81999969482422,7200,0.0,0.0
2024-10-24 00:00:00-04:00,27.719999313354492,27.979999542236328,27.469999313354492,27.979999542236328,27.979999542236328,9100,0.0,0.0
2024-10-25 00:00:00-04:00,27.479999542236328,29.139999389648438,27.479999542236328,28.8799991607666,28.8799991607666,26900,0.0,0.0
2024-10-28 00:00:00-04:00,27.950000762939453,28.06999969482422,27.299999237060547,27.739999771118164,27.739999771118164,75500,0.0,0.0
2024-10-29 00:00:00-04:00,27.479999542236328,27.899999618530273,27.3799991607666,27.6299991607666,27.6299991607666,23100,0.0,0.0
2024-10-30 00:00:00-04:00,27.290000915527344,28.06999969482422,27.290000915527344,28.06999969482422,28.06999969482422,11500,0.0,0.0
2024-10-31 00:00:00-04:00,27.75,27.809999465942383,27.190000534057617,27.520000457763672,27.520000457763672,14500,0.0,0.0
2024-11-01 00:00:00-04:00,27.75,28.229999542236328,27.079999923706055,27.219999313354492,27.219999313354492,20300,0.0,0.0
2024-11-04 00:00:00-05:00,27.81999969482422,28.510000228881836,27.59000015258789,28.219999313354492,28.219999313354492,21300,0.0,0.0
2024-11-05 00:00:00-05:00,28.440000534057617,28.440000534057617,28.09000015258789,28.290000915527344,28.290000915527344,7100,0.0,0.0
2024-11-06 00:00:00-05:00,27.329999923706055,28.479999542236328,27.329999923706055,28.15999984741211,28.15999984741211,35200,0.0,0.0
2024-11-07 00:00:00-05:00,27.65999984741211,29.34000015258789,27.65999984741211,29.25,29.25,25200,0.0,0.0
2024-11-08 00:00:00-05:00,29.43000030517578,29.43000030517578,28.0,28.06999969482422,28.06999969482422,27000,0.0,0.0
2024-11-11 00:00:00-05:00,27.940000534057617,29.190000534057617,27.940000534057617,28.969999313354492,28.969999313354492,20600,0.0,0.0
2024-11-12 00:00:00-05:00,29.139999389648438,29.329999923706055,28.15999984741211,28.68000030517578,28.68000030517578,31900,0.0,0.0
2024-11-13 00:00:00-05:00,28.489999771118164,28.719999313354492,28.030000686645508,28.690000534057617,28.690000534057617,54300,0.0,0.0
2024-11-14 00:00:00-05:00,31.489999771118164,32.540000915527344,30.0,32.5,32.5,150800,0.0,0.0
2024-11-15 00:00:00-05:00,32.16999816894531,33.119998931884766,32.0,32.209999084472656,32.209999084472656,51300,0.0,0.0
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits
2 2022-01-04 00:00:00-05:00 3.8299999237060547 4.269999980926514 3.8299999237060547 4.0 2.2503862380981445 559600 0.0 0.0
3 2022-01-05 00:00:00-05:00 4.050000190734863 4.199999809265137 4.039999961853027 4.050000190734863 2.2785160541534424 467700 0.0 0.0
4 2022-01-06 00:00:00-05:00 4.150000095367432 4.179999828338623 4.050000190734863 4.090000152587891 2.3010201454162598 2.3010199069976807 393300 0.0 0.0
5 2022-01-07 00:00:00-05:00 4.130000114440918 4.230000019073486 4.070000171661377 4.159999847412109 2.3404016494750977 2.3404018878936768 860600 0.0 0.0
6 2022-01-10 00:00:00-05:00 4.199999809265137 4.199999809265137 4.119999885559082 4.199999809265137 2.362905502319336 281900 0.0 0.0
7 2022-01-11 00:00:00-05:00 4.199999809265137 4.460000038146973 4.159999847412109 4.420000076293945 2.4866766929626465 2.4866771697998047 695900 0.0 0.0
8 2022-01-12 00:00:00-05:00 4.449999809265137 4.639999866485596 4.449999809265137 4.579999923706055 2.5766923427581787 2.5766921043395996 452500 0.0 0.0
9 2022-01-13 00:00:00-05:00 4.590000152587891 4.639999866485596 4.420000076293945 4.46999979019165 2.5148067474365234 2.5148065090179443 373700 0.0 0.0
10 2022-01-14 00:00:00-05:00 4.480000019073486 4.590000152587891 4.429999828338623 4.559999942779541 2.5654404163360596 2.5654401779174805 339600 0.0 0.0
11 2022-01-17 00:00:00-05:00 4.570000171661377 4.760000228881836 4.519999980926514 4.679999828338623 2.6329519748687744 317900 0.0 0.0
12 2022-01-18 00:00:00-05:00 4.75 4.78000020980835 4.650000095367432 4.659999847412109 2.6217000484466553 2.621699810028076 317400 0.0 0.0
13 2022-01-19 00:00:00-05:00 4.71999979019165 4.730000019073486 4.489999771118164 4.519999980926514 2.5429365634918213 2.542936325073242 642600 0.0 0.0
14 2022-01-20 00:00:00-05:00 4.400000095367432 4.639999866485596 4.320000171661377 4.539999961853027 2.5541882514953613 2.5541887283325195 780900 0.0 0.0
15 2022-01-21 00:00:00-05:00 4.460000038146973 4.579999923706055 4.369999885559082 4.420000076293945 2.4866766929626465 2.4866771697998047 426200 0.0 0.0
16 2022-01-24 00:00:00-05:00 4.309999942779541 4.400000095367432 4.070000171661377 4.380000114440918 2.4641730785369873 391900 0.0 0.0
17 2022-01-25 00:00:00-05:00 4.400000095367432 4.639999866485596 4.309999942779541 4.579999923706055 2.5766923427581787 2.5766921043395996 461500 0.0 0.0
18 2022-01-26 00:00:00-05:00 4.699999809265137 4.75 4.550000190734863 4.570000171661377 2.571066379547119 229400 0.0 0.0
19 2022-01-27 00:00:00-05:00 4.590000152587891 4.699999809265137 4.429999828338623 4.480000019073486 2.520432710647583 1782700 0.0 0.0
20 2022-01-28 00:00:00-05:00 4.539999961853027 4.699999809265137 4.53000020980835 4.690000057220459 2.638578176498413 2.638577699661255 340300 0.0 0.0
21 2022-01-31 00:00:00-05:00 4.670000076293945 4.960000038146973 4.670000076293945 4.889999866485596 2.7510972023010254 2.7510974407196045 341600 0.0 0.0
22 2022-02-01 00:00:00-05:00 4.900000095367432 4.900000095367432 4.75 4.809999942779541 2.706089496612549 245000 0.0 0.0
23 2022-02-02 00:00:00-05:00 4.789999961853027 4.880000114440918 4.659999847412109 4.75 2.6723339557647705 2.6723337173461914 335900 0.0 0.0
24 2022-02-03 00:00:00-05:00 4.71999979019165 4.800000190734863 4.579999923706055 4.730000019073486 2.6610817909240723 567100 0.0 0.0
25 2022-02-04 00:00:00-05:00 4.760000228881836 4.980000019073486 4.760000228881836 4.880000114440918 2.745471239089966 728600 0.0 0.0
26 2022-02-07 00:00:00-05:00 4.800000190734863 4.849999904632568 4.639999866485596 4.670000076293945 2.627326011657715 2.627326250076294 509100 0.0 0.0
27 2022-02-08 00:00:00-05:00 4.650000095367432 4.650000095367432 4.360000133514404 4.460000038146973 2.509180784225464 520500 0.0 0.0
28 2022-02-09 00:00:00-05:00 4.46999979019165 4.619999885559082 4.449999809265137 4.550000190734863 2.559814453125 225400 0.0 0.0
29 2022-02-10 00:00:00-05:00 4.519999980926514 4.610000133514404 4.449999809265137 4.510000228881836 2.537310838699341 225300 0.0 0.0
30 2022-02-11 00:00:00-05:00 4.5 4.630000114440918 4.489999771118164 4.630000114440918 2.6048221588134766 2.6048223972320557 380600 0.0 0.0
31 2022-02-14 00:00:00-05:00 4.5 4.550000190734863 4.400000095367432 4.510000228881836 2.537310838699341 507600 0.0 0.0
32 2022-02-15 00:00:00-05:00 4.420000076293945 4.71999979019165 4.420000076293945 4.690000057220459 2.638578176498413 2.638577699661255 342800 0.0 0.0
33 2022-02-16 00:00:00-05:00 4.699999809265137 4.800000190734863 4.539999961853027 4.579999923706055 2.5766923427581787 2.5766921043395996 508700 0.0 0.0
34 2022-02-17 00:00:00-05:00 4.599999904632568 4.659999847412109 4.519999980926514 4.570000171661377 2.571066379547119 309900 0.0 0.0
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53 2022-03-17 00:00:00-04:00 4.789999961853027 4.960000038146973 4.739999771118164 4.800000190734863 2.7004637718200684 654300 0.0 0.0
54 2022-03-18 00:00:00-04:00 4.71999979019165 4.920000076293945 4.710000038146973 4.71999979019165 2.6554555892944336 2.6554558277130127 284100 0.0 0.0
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56 2022-03-22 00:00:00-04:00 4.96999979019165 4.96999979019165 4.820000171661377 4.940000057220459 2.7792270183563232 374000 0.0 0.0
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58 2022-03-24 00:00:00-04:00 5.0 5.0 4.840000152587891 4.900000095367432 2.756723165512085 2.756723403930664 385800 0.0 0.0
59 2022-03-25 00:00:00-04:00 4.849999904632568 5.21999979019165 4.840000152587891 5.179999828338623 2.914250135421753 821200 0.0 0.0
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61 2022-03-29 00:00:00-04:00 4.940000057220459 5.230000019073486 4.809999942779541 5.210000038146973 2.9311282634735107 2.9311280250549316 628200 0.0 0.0
62 2022-03-30 00:00:00-04:00 5.269999980926514 5.400000095367432 5.269999980926514 5.369999885559082 3.021143674850464 448200 0.0 0.0
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71 2022-04-12 00:00:00-04:00 5.400000095367432 5.5 5.300000190734863 5.329999923706055 2.9986398220062256 440400 0.0 0.0
72 2022-04-13 00:00:00-04:00 5.400000095367432 5.46999979019165 5.309999942779541 5.360000133514404 3.0155177116394043 3.0155179500579834 553200 0.0 0.0
73 2022-04-14 00:00:00-04:00 5.369999885559082 5.510000228881836 5.349999904632568 5.429999828338623 3.0548994541168213 3.054899215698242 399900 0.0 0.0
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76 2022-04-20 00:00:00-04:00 5.329999923706055 5.400000095367432 5.25 5.28000020980835 2.9705100059509277 245400 0.0 0.0
77 2022-04-21 00:00:00-04:00 5.289999961853027 5.389999866485596 5.0 5.059999942779541 2.846738576889038 2.846738815307617 441300 0.0 0.0
78 2022-04-22 00:00:00-04:00 5.059999942779541 5.059999942779541 4.820000171661377 4.829999923706055 2.717341423034668 444800 0.0 0.0
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85 2022-05-03 00:00:00-04:00 4.710000038146973 5.03000020980835 4.710000038146973 4.96999979019165 2.796105146408081 2.796104907989502 675000 0.0 0.0
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92 2022-05-12 00:00:00-04:00 4.349999904632568 4.489999771118164 4.25 4.380000114440918 2.4641730785369873 564300 0.0 0.0
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118 2022-06-20 00:00:00-04:00 4.579999923706055 4.739999771118164 4.519999980926514 4.690000057220459 2.638578176498413 2.638577699661255 273900 0.0 0.0
119 2022-06-21 00:00:00-04:00 4.800000190734863 4.949999809265137 4.710000038146973 4.769999980926514 2.6835856437683105 592700 0.0 0.0
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121 2022-06-23 00:00:00-04:00 4.329999923706055 4.389999866485596 3.740000009536743 3.8499999046325684 2.165996789932251 2.165996551513672 1175400 0.0 0.0
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126 2022-06-30 00:00:00-04:00 4.0 4.110000133514404 3.8499999046325684 3.9800000190734863 2.2391343116760254 788400 0.0 0.0
127 2022-07-04 00:00:00-04:00 4.019999980926514 4.050000190734863 3.890000104904175 4.03000020980835 2.2672643661499023 501500 0.0 0.0
128 2022-07-05 00:00:00-04:00 3.9000000953674316 3.930000066757202 3.680000066757202 3.799999952316284 2.137866973876953 1068800 0.0 0.0
130 2022-07-07 00:00:00-04:00 3.640000104904175 3.7899999618530273 3.640000104904175 3.7300000190734863 2.098485231399536 537500 0.0 0.0
131 2022-07-08 00:00:00-04:00 3.75 3.880000114440918 3.640000104904175 3.799999952316284 2.137866973876953 380000 0.0 0.0
132 2022-07-11 00:00:00-04:00 3.740000009536743 3.890000104904175 3.640000104904175 3.8299999237060547 2.154744863510132 1113200 0.0 0.0
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136 2022-07-15 00:00:00-04:00 3.5199999809265137 3.609999895095825 3.390000104904175 3.5299999713897705 1.9859659671783447 1.9859658479690552 565800 0.0 0.0
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140 2022-07-21 00:00:00-04:00 3.740000009536743 3.799999952316284 3.619999885559082 3.7100000381469727 2.087233304977417 481600 0.0 0.0
141 2022-07-22 00:00:00-04:00 3.740000009536743 3.7899999618530273 3.630000114440918 3.630000114440918 2.0422255992889404 547400 0.0 0.0
142 2022-07-25 00:00:00-04:00 3.6500000953674316 3.890000104904175 3.609999895095825 3.8399999141693115 2.1603708267211914 617400 0.0 0.0
143 2022-07-26 00:00:00-04:00 3.9000000953674316 3.9800000190734863 3.7899999618530273 3.869999885559082 2.17724871635437 538400 0.0 0.0
144 2022-07-27 00:00:00-04:00 3.8499999046325684 4.03000020980835 3.8499999046325684 4.0 2.2503862380981445 607300 0.0 0.0
145 2022-07-28 00:00:00-04:00 4.059999942779541 4.190000057220459 4.019999980926514 4.090000152587891 2.3010201454162598 2.3010199069976807 850200 0.0 0.0
146 2022-07-29 00:00:00-04:00 4.190000057220459 4.369999885559082 4.130000114440918 4.289999961853027 2.413539171218872 2.413539409637451 953100 0.0 0.0
147 2022-08-02 00:00:00-04:00 4.239999771118164 4.239999771118164 4.03000020980835 4.059999942779541 2.284142017364502 2.284141778945923 471000 0.0 0.0
148 2022-08-03 00:00:00-04:00 4.090000152587891 4.110000133514404 3.8399999141693115 3.930000066757202 2.2110044956207275 2.2110047340393066 677200 0.0 0.0
149 2022-08-04 00:00:00-04:00 3.859999895095825 3.880000114440918 3.680000066757202 3.680000066757202 2.0703554153442383 809500 0.0 0.0
150 2022-08-05 00:00:00-04:00 3.609999895095825 3.890000104904175 3.609999895095825 3.8499999046325684 2.165996789932251 2.165996551513672 380700 0.0 0.0
151 2022-08-08 00:00:00-04:00 3.799999952316284 3.940000057220459 3.759999990463257 3.940000057220459 2.216630458831787 429300 0.0 0.0
152 2022-08-09 00:00:00-04:00 4.0 4.03000020980835 3.950000047683716 4.010000228881836 2.256012439727783 2.256012201309204 328300 0.0 0.0
153 2022-08-10 00:00:00-04:00 4.039999961853027 4.039999961853027 3.9000000953674316 3.990000009536743 2.244760513305664 848100 0.0 0.0
154 2022-08-11 00:00:00-04:00 4.03000020980835 4.190000057220459 3.990000009536743 4.159999847412109 2.3404016494750977 2.3404018878936768 4875600 0.0 0.0
155 2022-08-12 00:00:00-04:00 4.150000095367432 4.420000076293945 4.110000133514404 4.300000190734863 2.4191653728485107 1629200 0.0 0.0
156 2022-08-15 00:00:00-04:00 4.110000133514404 4.369999885559082 4.03000020980835 4.300000190734863 2.4191653728485107 712300 0.0 0.0
157 2022-08-16 00:00:00-04:00 4.369999885559082 4.489999771118164 4.21999979019165 4.289999961853027 2.413539171218872 2.413539409637451 596600 0.0 0.0
158 2022-08-17 00:00:00-04:00 4.269999980926514 4.389999866485596 4.21999979019165 4.28000020980835 2.4079134464263916 2.4079136848449707 404100 0.0 0.0
159 2022-08-18 00:00:00-04:00 4.349999904632568 4.639999866485596 4.349999904632568 4.550000190734863 2.559814453125 1213700 0.0 0.0
160 2022-08-19 00:00:00-04:00 4.610000133514404 4.650000095367432 4.489999771118164 4.5 2.531684637069702 348900 0.0 0.0
161 2022-08-22 00:00:00-04:00 4.460000038146973 4.519999980926514 4.349999904632568 4.510000228881836 2.537310838699341 589300 0.0 0.0
162 2022-08-23 00:00:00-04:00 4.550000190734863 4.78000020980835 4.550000190734863 4.699999809265137 2.6442039012908936 2.6442036628723145 526400 0.0 0.0
163 2022-08-24 00:00:00-04:00 4.730000019073486 4.960000038146973 4.730000019073486 4.929999828338623 2.7736008167266846 2.7736010551452637 472800 0.0 0.0
164 2022-08-25 00:00:00-04:00 4.96999979019165 5.090000152587891 4.960000038146973 5.059999942779541 2.846738576889038 2.846738815307617 453900 0.0 0.0
165 2022-08-26 00:00:00-04:00 5.059999942779541 5.170000076293945 5.010000228881836 5.010000228881836 2.8186089992523193 342300 0.0 0.0
166 2022-08-29 00:00:00-04:00 4.949999809265137 5.199999809265137 4.909999847412109 5.130000114440918 2.886120319366455 2.886120557785034 319600 0.0 0.0
167 2022-08-30 00:00:00-04:00 5.070000171661377 5.070000171661377 4.900000095367432 4.940000057220459 2.7792270183563232 335300 0.0 0.0
168 2022-08-31 00:00:00-04:00 4.849999904632568 5.050000190734863 4.78000020980835 4.880000114440918 2.745471239089966 517200 0.0 0.0
169 2022-09-01 00:00:00-04:00 4.880000114440918 4.880000114440918 4.570000171661377 4.619999885559082 2.599195957183838 587000 0.0 0.0
170 2022-09-02 00:00:00-04:00 4.840000152587891 4.869999885559082 4.690000057220459 4.699999809265137 2.6442039012908936 2.6442036628723145 392000 0.0 0.0
171 2022-09-06 00:00:00-04:00 4.800000190734863 4.860000133514404 4.579999923706055 4.670000076293945 2.627326011657715 2.627326250076294 545600 0.0 0.0
172 2022-09-07 00:00:00-04:00 4.539999961853027 4.559999942779541 4.400000095367432 4.449999809265137 2.503554582595825 2.503554344177246 412100 0.0 0.0
173 2022-09-08 00:00:00-04:00 4.449999809265137 4.539999961853027 4.409999847412109 4.480000019073486 2.520432710647583 369200 0.0 0.0
174 2022-09-09 00:00:00-04:00 4.559999942779541 4.809999942779541 4.559999942779541 4.78000020980835 2.689211845397949 513000 0.0 0.0
175 2022-09-12 00:00:00-04:00 4.789999961853027 4.880000114440918 4.739999771118164 4.829999923706055 2.717341423034668 285000 0.0 0.0
176 2022-09-13 00:00:00-04:00 4.800000190734863 4.849999904632568 4.71999979019165 4.760000228881836 2.67795991897583 225800 0.0 0.0
177 2022-09-14 00:00:00-04:00 4.809999942779541 4.989999771118164 4.78000020980835 4.869999885559082 2.7398452758789062 2.739845037460327 1021100 0.0 0.0
178 2022-09-15 00:00:00-04:00 4.809999942779541 4.920000076293945 4.739999771118164 4.75 2.6723339557647705 2.6723337173461914 352500 0.0 0.0
179 2022-09-16 00:00:00-04:00 4.730000019073486 4.730000019073486 4.550000190734863 4.659999847412109 2.6217000484466553 2.621699810028076 702500 0.0 0.0
180 2022-09-19 00:00:00-04:00 4.5 4.659999847412109 4.389999866485596 4.639999866485596 2.610448122024536 537500 0.0 0.0
181 2022-09-20 00:00:00-04:00 4.639999866485596 4.639999866485596 4.429999828338623 4.480000019073486 2.520432710647583 400900 0.0 0.0
182 2022-09-21 00:00:00-04:00 4.519999980926514 4.559999942779541 4.309999942779541 4.320000171661377 2.430417537689209 2.430417060852051 364600 0.0 0.0
183 2022-09-22 00:00:00-04:00 4.389999866485596 4.449999809265137 4.099999904632568 4.130000114440918 2.323523759841919 2.323523998260498 515800 0.0 0.0
184 2022-09-23 00:00:00-04:00 4.0 4.0 3.5999999046325684 3.700000047683716 2.0816073417663574 960400 0.0 0.0
185 2022-09-26 00:00:00-04:00 3.690000057220459 3.75 3.3299999237060547 3.369999885559082 1.895950436592102 683500 0.0 0.0
186 2022-09-27 00:00:00-04:00 3.440000057220459 3.4700000286102295 3.3399999141693115 3.380000114440918 1.9015765190124512 931200 0.0 0.0
188 2022-09-29 00:00:00-04:00 3.5899999141693115 3.75 3.4800000190734863 3.740000009536743 2.1041111946105957 640300 0.0 0.0
189 2022-09-30 00:00:00-04:00 3.6700000762939453 3.7699999809265137 3.569999933242798 3.700000047683716 2.0816073417663574 536300 0.0 0.0
190 2022-10-03 00:00:00-04:00 3.809999942779541 3.940000057220459 3.7699999809265137 3.9000000953674316 2.194126844406128 656400 0.0 0.0
191 2022-10-04 00:00:00-04:00 3.9800000190734863 4.119999885559082 3.9800000190734863 4.010000228881836 2.256012439727783 2.256012201309204 638800 0.0 0.0
192 2022-10-05 00:00:00-04:00 4.019999980926514 4.269999980926514 3.990000009536743 4.170000076293945 2.3460276126861572 2.3460278511047363 615400 0.0 0.0
193 2022-10-06 00:00:00-04:00 4.139999866485596 4.409999847412109 4.139999866485596 4.380000114440918 2.4641730785369873 418100 0.0 0.0
194 2022-10-07 00:00:00-04:00 4.360000133514404 4.440000057220459 4.21999979019165 4.269999980926514 2.402287483215332 2.402287244796753 673400 0.0 0.0
195 2022-10-11 00:00:00-04:00 4.090000152587891 4.099999904632568 3.859999895095825 3.990000009536743 2.244760513305664 307800 0.0 0.0
196 2022-10-12 00:00:00-04:00 3.940000057220459 3.9800000190734863 3.8399999141693115 3.9700000286102295 2.233508348464966 371100 0.0 0.0
197 2022-10-13 00:00:00-04:00 3.9100000858306885 4.099999904632568 3.9100000858306885 4.039999961853027 2.272890090942383 2.272890329360962 625900 0.0 0.0
198 2022-10-14 00:00:00-04:00 4.010000228881836 4.070000171661377 3.8299999237060547 3.8399999141693115 2.1603708267211914 353500 0.0 0.0
199 2022-10-17 00:00:00-04:00 3.890000104904175 3.9700000286102295 3.8499999046325684 3.9000000953674316 2.194126844406128 546400 0.0 0.0
200 2022-10-18 00:00:00-04:00 3.930000066757202 3.990000009536743 3.8299999237060547 3.9100000858306885 2.1997525691986084 2.1997528076171875 377200 0.0 0.0
201 2022-10-19 00:00:00-04:00 3.9000000953674316 4.0 3.869999885559082 3.990000009536743 2.244760513305664 379500 0.0 0.0
202 2022-10-20 00:00:00-04:00 4.0 4.130000114440918 3.9600000381469727 3.990000009536743 2.244760513305664 453900 0.0 0.0
203 2022-10-21 00:00:00-04:00 3.9800000190734863 4.039999961853027 3.930000066757202 3.950000047683716 2.2222564220428467 2.222256660461426 396900 0.0 0.0
204 2022-10-24 00:00:00-04:00 3.9800000190734863 4.059999942779541 3.9100000858306885 4.0 2.2503862380981445 496100 0.0 0.0
205 2022-10-25 00:00:00-04:00 3.9700000286102295 4.079999923706055 3.9700000286102295 4.059999942779541 2.284142017364502 2.284141778945923 532500 0.0 0.0
206 2022-10-26 00:00:00-04:00 4.050000190734863 4.230000019073486 4.050000190734863 4.210000038146973 2.3685317039489746 877200 0.0 0.0
207 2022-10-27 00:00:00-04:00 4.21999979019165 4.300000190734863 4.130000114440918 4.170000076293945 2.3460276126861572 2.3460278511047363 474000 0.0 0.0
208 2022-10-28 00:00:00-04:00 4.119999885559082 4.199999809265137 4.03000020980835 4.070000171661377 2.2897682189941406 2.2897684574127197 363900 0.0 0.0
209 2022-10-31 00:00:00-04:00 4.010000228881836 4.230000019073486 4.010000228881836 4.110000133514404 2.3122718334198 2.312272071838379 628500 0.0 0.0
210 2022-11-01 00:00:00-04:00 4.230000019073486 4.25 4.139999866485596 4.179999828338623 2.351653575897217 319700 0.0 0.0
211 2022-11-02 00:00:00-04:00 4.170000076293945 4.340000152587891 4.110000133514404 4.21999979019165 2.374157428741455 481300 0.0 0.0
212 2022-11-03 00:00:00-04:00 4.190000057220459 4.340000152587891 4.179999828338623 4.289999961853027 2.413539171218872 2.413539409637451 279400 0.0 0.0
213 2022-11-04 00:00:00-04:00 4.360000133514404 4.590000152587891 4.340000152587891 4.550000190734863 2.559814453125 741800 0.0 0.0
214 2022-11-07 00:00:00-05:00 4.559999942779541 4.599999904632568 4.5 4.579999923706055 2.5766923427581787 2.5766921043395996 366700 0.0 0.0
215 2022-11-08 00:00:00-05:00 4.590000152587891 4.599999904632568 4.460000038146973 4.510000228881836 2.537310838699341 426500 0.0 0.0
216 2022-11-09 00:00:00-05:00 4.099999904632568 4.130000114440918 3.509999990463257 3.5799999237060547 2.0140955448150635 3261400 0.0 0.0
217 2022-11-10 00:00:00-05:00 3.609999895095825 3.609999895095825 3.240000009536743 3.5199999809265137 1.9803398847579956 1.9803401231765747 2489900 0.0 0.0
218 2022-11-11 00:00:00-05:00 3.549999952316284 3.549999952316284 3.369999885559082 3.4800000190734863 1.9578360319137573 1.9578361511230469 1531900 0.0 0.0
219 2022-11-14 00:00:00-05:00 3.4100000858306885 3.619999885559082 3.380000114440918 3.5199999809265137 1.9803398847579956 1.9803401231765747 1636500 0.0 0.0
220 2022-11-15 00:00:00-05:00 3.549999952316284 3.6500000953674316 3.509999990463257 3.619999885559082 2.036599636077881 2.0365993976593018 613200 0.0 0.0
221 2022-11-16 00:00:00-05:00 3.619999885559082 3.619999885559082 3.440000057220459 3.450000047683716 1.9409581422805786 1.940958023071289 1095300 0.0 0.0
222 2022-11-17 00:00:00-05:00 3.4200000762939453 3.4200000762939453 3.2200000286102295 3.359999895095825 1.890324592590332 1.890324354171753 1058500 0.0 0.0
223 2022-11-18 00:00:00-05:00 3.299999952316284 3.3499999046325684 3.2300000190734863 3.3299999237060547 1.8734464645385742 1005000 0.0 0.0
224 2022-11-21 00:00:00-05:00 3.2899999618530273 3.3299999237060547 3.130000114440918 3.2899999618530273 1.8509427309036255 1701700 0.0 0.0
225 2022-11-22 00:00:00-05:00 3.309999942779541 3.450000047683716 3.309999942779541 3.4100000858306885 1.9184544086456299 1.9184542894363403 668000 0.0 0.0
226 2022-11-23 00:00:00-05:00 3.3399999141693115 3.559999942779541 3.299999952316284 3.4600000381469727 1.9465841054916382 1.9465842247009277 626600 0.0 0.0
227 2022-11-24 00:00:00-05:00 3.450000047683716 3.4600000381469727 3.380000114440918 3.430000066757202 1.9297062158584595 213400 0.0 0.0
228 2022-11-25 00:00:00-05:00 3.450000047683716 3.4800000190734863 3.369999885559082 3.380000114440918 1.9015765190124512 404100 0.0 0.0
229 2022-11-28 00:00:00-05:00 3.309999942779541 3.359999895095825 3.259999990463257 3.299999952316284 1.8565688133239746 1.8565685749053955 472800 0.0 0.0
230 2022-11-29 00:00:00-05:00 3.3299999237060547 3.4800000190734863 3.309999942779541 3.4000000953674316 1.9128283262252808 782700 0.0 0.0
231 2022-11-30 00:00:00-05:00 3.5899999141693115 3.5899999141693115 3.4000000953674316 3.4000000953674316 1.9128283262252808 1510300 0.0 0.0
232 2022-12-01 00:00:00-05:00 3.4600000381469727 3.549999952316284 3.359999895095825 3.369999885559082 1.895950436592102 570700 0.0 0.0
233 2022-12-02 00:00:00-05:00 3.369999885559082 3.450000047683716 3.3299999237060547 3.3499999046325684 1.8846986293792725 319600 0.0 0.0
234 2022-12-05 00:00:00-05:00 3.4000000953674316 3.4700000286102295 3.259999990463257 3.299999952316284 1.8565688133239746 1.8565685749053955 1100300 0.0 0.0
235 2022-12-06 00:00:00-05:00 3.2899999618530273 3.3499999046325684 3.0799999237060547 3.0799999237060547 1.732797384262085 1268000 0.0 0.0
236 2022-12-07 00:00:00-05:00 3.0799999237060547 3.180000066757202 2.9800000190734863 3.0899999141693115 1.738423466682434 769100 0.0 0.0
237 2022-12-08 00:00:00-05:00 3.190000057220459 3.190000057220459 2.990000009536743 3.0299999713897705 1.7046674489974976 1.7046676874160767 618300 0.0 0.0
238 2022-12-09 00:00:00-05:00 3.0199999809265137 3.059999942779541 2.950000047683716 3.059999942779541 1.7215455770492554 779100 0.0 0.0
239 2022-12-12 00:00:00-05:00 3.059999942779541 3.0899999141693115 2.950000047683716 2.9700000286102295 1.6709117889404297 1.6709119081497192 1015200 0.0 0.0
240 2022-12-13 00:00:00-05:00 3.059999942779541 3.130000114440918 2.930000066757202 3.049999952316284 1.7159194946289062 1.7159196138381958 1585100 0.0 0.0
241 2022-12-14 00:00:00-05:00 3.0799999237060547 3.119999885559082 3.009999990463257 3.0999999046325684 1.744049310684204 508600 0.0 0.0
242 2022-12-15 00:00:00-05:00 3.049999952316284 3.0799999237060547 2.9700000286102295 3.0799999237060547 1.732797384262085 802900 0.0 0.0
243 2022-12-16 00:00:00-05:00 3.009999990463257 3.0299999713897705 2.890000104904175 2.940000057220459 1.6540340185165405 1059300 0.0 0.0
244 2022-12-19 00:00:00-05:00 2.9100000858306885 2.930000066757202 2.680000066757202 2.740000009536743 1.5415146350860596 2117800 0.0 0.0
245 2022-12-20 00:00:00-05:00 2.740000009536743 2.859999895095825 2.7100000381469727 2.8299999237060547 1.5921483039855957 1.5921484231948853 988400 0.0 0.0
246 2022-12-21 00:00:00-05:00 2.8399999141693115 3.059999942779541 2.8399999141693115 3.0299999713897705 1.7046674489974976 1.7046676874160767 796100 0.0 0.0
247 2022-12-22 00:00:00-05:00 3.049999952316284 3.059999942779541 2.890000104904175 2.9200000762939453 1.6427820920944214 1115000 0.0 0.0
248 2022-12-23 00:00:00-05:00 2.9700000286102295 3.190000057220459 2.950000047683716 3.1700000762939453 1.7834311723709106 1357700 0.0 0.0
249 2022-12-28 00:00:00-05:00 3.109999895095825 3.119999885559082 2.9200000762939453 2.940000057220459 1.6540340185165405 1075500 0.0 0.0
250 2022-12-29 00:00:00-05:00 2.9200000762939453 3.009999990463257 2.9200000762939453 2.990000009536743 1.6821637153625488 471300 0.0 0.0
251 2022-12-30 00:00:00-05:00 2.9600000381469727 3.0299999713897705 2.9600000381469727 3.0 1.6877896785736084 1.6877899169921875 573100 0.0 0.0
252 2023-01-03 00:00:00-05:00 2.9700000286102295 3.0 2.75 2.7699999809265137 1.5583925247192383 766300 0.0 0.0
253 2023-01-04 00:00:00-05:00 2.7699999809265137 2.7799999713897705 2.680000066757202 2.7100000381469727 1.5246367454528809 735100 0.0 0.0
254 2023-01-05 00:00:00-05:00 2.690000057220459 2.7699999809265137 2.680000066757202 2.7100000381469727 1.5246367454528809 716200 0.0 0.0
255 2023-01-06 00:00:00-05:00 2.7300000190734863 2.809999942779541 2.7300000190734863 2.799999952316284 1.5752702951431274 1.575270414352417 333100 0.0 0.0
256 2023-01-09 00:00:00-05:00 2.859999895095825 2.950000047683716 2.819999933242798 2.880000114440918 1.620278239250183 491400 0.0 0.0
257 2023-01-10 00:00:00-05:00 2.859999895095825 2.9100000858306885 2.809999942779541 2.890000104904175 1.6259040832519531 1.6259039640426636 418900 0.0 0.0
258 2023-01-11 00:00:00-05:00 2.890000104904175 2.990000009536743 2.890000104904175 2.9200000762939453 1.6427820920944214 808900 0.0 0.0
259 2023-01-12 00:00:00-05:00 2.9700000286102295 3.0799999237060547 2.950000047683716 3.0399999618530273 1.7102934122085571 900700 0.0 0.0
260 2023-01-13 00:00:00-05:00 3.0399999618530273 3.0999999046325684 2.9800000190734863 3.0299999713897705 1.7046674489974976 1.7046676874160767 625000 0.0 0.0
261 2023-01-16 00:00:00-05:00 3.0299999713897705 3.0399999618530273 3.0 3.009999990463257 1.6934157609939575 1.693415641784668 360400 0.0 0.0
262 2023-01-17 00:00:00-05:00 3.059999942779541 3.1700000762939453 3.0 3.1500000953674316 1.7721792459487915 699200 0.0 0.0
263 2023-01-18 00:00:00-05:00 3.190000057220459 3.2899999618530273 3.130000114440918 3.130000114440918 1.760927438735962 707500 0.0 0.0
264 2023-01-19 00:00:00-05:00 3.130000114440918 3.140000104904175 3.0299999713897705 3.119999885559082 1.7553013563156128 1.7553012371063232 291600 0.0 0.0
265 2023-01-20 00:00:00-05:00 3.109999895095825 3.1600000858306885 3.0799999237060547 3.119999885559082 1.7553013563156128 1.7553012371063232 191000 0.0 0.0
266 2023-01-23 00:00:00-05:00 3.140000104904175 3.180000066757202 3.069999933242798 3.109999895095825 1.7496753931045532 1.7496752738952637 329700 0.0 0.0
267 2023-01-24 00:00:00-05:00 3.059999942779541 3.0899999141693115 3.009999990463257 3.0199999809265137 1.6990416049957275 1.699041724205017 496300 0.0 0.0
268 2023-01-25 00:00:00-05:00 3.009999990463257 3.049999952316284 2.930000066757202 3.049999952316284 1.7159194946289062 1.7159196138381958 415700 0.0 0.0
269 2023-01-26 00:00:00-05:00 3.049999952316284 3.0899999141693115 2.990000009536743 3.0399999618530273 1.7102934122085571 243700 0.0 0.0
270 2023-01-27 00:00:00-05:00 3.0299999713897705 3.069999933242798 2.9600000381469727 3.0199999809265137 1.6990416049957275 1.699041724205017 432400 0.0 0.0
271 2023-01-30 00:00:00-05:00 2.9800000190734863 2.9800000190734863 2.869999885559082 2.890000104904175 1.6259040832519531 1.6259039640426636 427200 0.0 0.0
272 2023-01-31 00:00:00-05:00 2.859999895095825 2.9600000381469727 2.809999942779541 2.9600000381469727 1.6652858257293701 1.6652859449386597 428900 0.0 0.0
273 2023-02-01 00:00:00-05:00 2.9600000381469727 3.0 2.880000114440918 2.940000057220459 1.6540340185165405 800000 0.0 0.0
274 2023-02-02 00:00:00-05:00 2.9700000286102295 2.9700000286102295 2.8499999046325684 2.880000114440918 1.620278239250183 552400 0.0 0.0
275 2023-02-03 00:00:00-05:00 2.869999885559082 2.950000047683716 2.859999895095825 2.9000000953674316 1.6315300464630127 468600 0.0 0.0
276 2023-02-06 00:00:00-05:00 2.9000000953674316 2.9200000762939453 2.8299999237060547 2.8399999141693115 1.5977742671966553 1.5977741479873657 214400 0.0 0.0
277 2023-02-07 00:00:00-05:00 2.869999885559082 3.0899999141693115 2.859999895095825 3.0899999141693115 1.738423466682434 736000 0.0 0.0
278 2023-02-08 00:00:00-05:00 3.0999999046325684 3.109999895095825 3.0 3.0 1.6877896785736084 1.6877899169921875 293100 0.0 0.0
279 2023-02-09 00:00:00-05:00 2.9700000286102295 3.0399999618530273 2.9700000286102295 3.0199999809265137 1.6990416049957275 1.699041724205017 290000 0.0 0.0
280 2023-02-10 00:00:00-05:00 3.009999990463257 3.0899999141693115 3.009999990463257 3.049999952316284 1.7159194946289062 1.7159196138381958 319600 0.0 0.0
281 2023-02-13 00:00:00-05:00 3.0899999141693115 3.0899999141693115 2.9700000286102295 3.0 1.6877896785736084 1.6877899169921875 494600 0.0 0.0
282 2023-02-14 00:00:00-05:00 2.990000009536743 3.009999990463257 2.950000047683716 3.0 1.6877896785736084 1.6877899169921875 354700 0.0 0.0
283 2023-02-15 00:00:00-05:00 2.9700000286102295 2.990000009536743 2.890000104904175 2.9700000286102295 1.6709117889404297 1.6709119081497192 301400 0.0 0.0
284 2023-02-16 00:00:00-05:00 2.940000057220459 3.0 2.9200000762939453 2.990000009536743 1.6821637153625488 212600 0.0 0.0
285 2023-02-17 00:00:00-05:00 2.930000066757202 2.930000066757202 2.759999990463257 2.7799999713897705 1.5640184879302979 1.5640183687210083 823900 0.0 0.0
286 2023-02-21 00:00:00-05:00 2.809999942779541 2.8299999237060547 2.7100000381469727 2.7200000286102295 1.5302625894546509 352700 0.0 0.0
287 2023-02-22 00:00:00-05:00 2.740000009536743 2.740000009536743 2.640000104904175 2.6600000858306885 1.496506929397583 343700 0.0 0.0
288 2023-02-23 00:00:00-05:00 2.700000047683716 2.7799999713897705 2.6600000858306885 2.75 1.5471407175064087 1.5471405982971191 292200 0.0 0.0
289 2023-02-24 00:00:00-05:00 2.700000047683716 2.799999952316284 2.700000047683716 2.7799999713897705 1.5640184879302979 1.5640183687210083 322100 0.0 0.0
290 2023-02-27 00:00:00-05:00 2.809999942779541 2.9100000858306885 2.75 2.880000114440918 1.620278239250183 268200 0.0 0.0
291 2023-02-28 00:00:00-05:00 2.880000114440918 2.9200000762939453 2.819999933242798 2.8499999046325684 1.6034001111984253 1.6034003496170044 917800 0.0 0.0
292 2023-03-01 00:00:00-05:00 2.859999895095825 2.9800000190734863 2.859999895095825 2.9800000190734863 1.6765376329421997 1.6765377521514893 327600 0.0 0.0
293 2023-03-02 00:00:00-05:00 3.0 3.0299999713897705 2.9200000762939453 2.9600000381469727 1.6652858257293701 1.6652859449386597 287600 0.0 0.0
294 2023-03-03 00:00:00-05:00 2.9100000858306885 3.0799999237060547 2.9100000858306885 3.049999952316284 1.7159194946289062 1.7159196138381958 289700 0.0 0.0
295 2023-03-06 00:00:00-05:00 3.059999942779541 3.059999942779541 2.9700000286102295 3.009999990463257 1.6934157609939575 1.693415641784668 232100 0.0 0.0
296 2023-03-07 00:00:00-05:00 2.9800000190734863 3.0 2.880000114440918 2.9100000858306885 1.6371560096740723 1.6371561288833618 279700 0.0 0.0
297 2023-03-08 00:00:00-05:00 2.9700000286102295 3.059999942779541 2.9000000953674316 2.9600000381469727 1.6652858257293701 1.6652859449386597 455000 0.0 0.0
298 2023-03-09 00:00:00-05:00 3.0 3.180000066757202 2.990000009536743 3.009999990463257 1.6934157609939575 1.693415641784668 336300 0.0 0.0
299 2023-03-10 00:00:00-05:00 3.009999990463257 3.059999942779541 2.9100000858306885 2.950000047683716 1.6596599817276 1.6596598625183105 350400 0.0 0.0
300 2023-03-13 00:00:00-04:00 2.8299999237060547 2.9100000858306885 2.75 2.9000000953674316 1.6315300464630127 435800 0.0 0.0
301 2023-03-14 00:00:00-04:00 2.869999885559082 2.950000047683716 2.8399999141693115 2.880000114440918 1.9108608961105347 1.9108607769012451 231900 0.441 0.0
302 2023-03-15 00:00:00-04:00 2.75 2.759999990463257 2.4700000286102295 2.630000114440918 1.7449876070022583 1.7449873685836792 1133800 0.0 0.0
303 2023-03-16 00:00:00-04:00 2.6500000953674316 2.7300000190734863 2.569999933242798 2.7200000286102295 1.804701805114746 1.8047016859054565 420000 0.0 0.0
304 2023-03-17 00:00:00-04:00 2.680000066757202 2.75 2.619999885559082 2.630000114440918 1.7449876070022583 1.7449873685836792 403800 0.0 0.0
305 2023-03-20 00:00:00-04:00 2.640000104904175 2.7300000190734863 2.619999885559082 2.7200000286102295 1.804701805114746 1.8047016859054565 251300 0.0 0.0
306 2023-03-21 00:00:00-04:00 2.7699999809265137 2.8399999141693115 2.7200000286102295 2.7699999809265137 1.837876558303833 1.8378764390945435 311100 0.0 0.0
307 2023-03-22 00:00:00-04:00 2.759999990463257 2.7899999618530273 2.6600000858306885 2.6600000858306885 1.764892339706421 162000 0.0 0.0
308 2023-03-23 00:00:00-04:00 2.690000057220459 2.740000009536743 2.5899999141693115 2.640000104904175 1.7516224384307861 190900 0.0 0.0
309 2023-03-24 00:00:00-04:00 2.569999933242798 2.6600000858306885 2.569999933242798 2.630000114440918 1.7449876070022583 1.7449873685836792 301600 0.0 0.0
310 2023-03-27 00:00:00-04:00 2.630000114440918 2.7200000286102295 2.559999942779541 2.7100000381469727 1.7980668544769287 226600 0.0 0.0
311 2023-03-28 00:00:00-04:00 2.740000009536743 2.740000009536743 2.6600000858306885 2.7100000381469727 1.7980668544769287 161900 0.0 0.0
312 2023-03-29 00:00:00-04:00 2.700000047683716 2.759999990463257 2.690000057220459 2.7200000286102295 1.804701805114746 1.8047016859054565 202700 0.0 0.0
313 2023-03-30 00:00:00-04:00 2.700000047683716 2.75 2.6700000762939453 2.7200000286102295 1.804701805114746 1.8047016859054565 118100 0.0 0.0
314 2023-03-31 00:00:00-04:00 2.75 2.799999952316284 2.75 2.7699999809265137 1.837876558303833 1.8378764390945435 201700 0.0 0.0
315 2023-04-03 00:00:00-04:00 2.7699999809265137 2.9600000381469727 2.7699999809265137 2.9600000381469727 1.9639402627944946 876600 0.0 0.0
316 2023-04-04 00:00:00-04:00 2.990000009536743 2.990000009536743 2.880000114440918 2.9200000762939453 1.9374005794525146 151100 0.0 0.0
317 2023-04-05 00:00:00-04:00 2.940000057220459 2.940000057220459 2.819999933242798 2.8399999141693115 1.8843209743499756 90400 0.0 0.0
318 2023-04-06 00:00:00-04:00 2.880000114440918 2.880000114440918 2.7799999713897705 2.799999952316284 1.857781171798706 123900 0.0 0.0
319 2023-04-10 00:00:00-04:00 2.7899999618530273 2.9000000953674316 2.7799999713897705 2.7899999618530273 1.8511462211608887 1.8511464595794678 205200 0.0 0.0
320 2023-04-11 00:00:00-04:00 2.7699999809265137 2.8299999237060547 2.7699999809265137 2.809999942779541 1.864416241645813 345000 0.0 0.0
321 2023-04-12 00:00:00-04:00 2.8299999237060547 2.8499999046325684 2.799999952316284 2.809999942779541 1.864416241645813 210200 0.0 0.0
322 2023-04-13 00:00:00-04:00 2.7899999618530273 2.809999942779541 2.7699999809265137 2.7899999618530273 1.8511462211608887 1.8511464595794678 234700 0.0 0.0
323 2023-04-14 00:00:00-04:00 2.799999952316284 2.8299999237060547 2.740000009536743 2.75 1.8246067762374878 1.8246066570281982 545200 0.0 0.0
324 2023-04-17 00:00:00-04:00 2.7899999618530273 2.7899999618530273 2.7200000286102295 2.75 1.8246067762374878 1.8246066570281982 171800 0.0 0.0
325 2023-04-18 00:00:00-04:00 2.75 2.75 2.680000066757202 2.7100000381469727 1.7980668544769287 194200 0.0 0.0
326 2023-04-19 00:00:00-04:00 2.7100000381469727 2.7100000381469727 2.619999885559082 2.6600000858306885 1.764892339706421 269500 0.0 0.0
327 2023-04-20 00:00:00-04:00 2.640000104904175 2.640000104904175 2.569999933242798 2.619999885559082 1.7383522987365723 1.7383525371551514 833900 0.0 0.0
328 2023-04-21 00:00:00-04:00 2.619999885559082 2.6500000953674316 2.5999999046325684 2.6500000953674316 1.758257269859314 1.7582573890686035 174500 0.0 0.0
329 2023-04-24 00:00:00-04:00 2.609999895095825 2.6600000858306885 2.569999933242798 2.6600000858306885 1.764892339706421 255300 0.0 0.0
330 2023-04-25 00:00:00-04:00 2.619999885559082 2.6500000953674316 2.569999933242798 2.5899999141693115 1.7184476852416992 1.7184475660324097 406500 0.0 0.0
331 2023-04-26 00:00:00-04:00 2.569999933242798 2.619999885559082 2.4800000190734863 2.4800000190734863 1.645463466644287 293400 0.0 0.0
332 2023-04-27 00:00:00-04:00 2.5 2.5299999713897705 2.450000047683716 2.4800000190734863 1.645463466644287 251700 0.0 0.0
333 2023-04-28 00:00:00-04:00 2.5299999713897705 2.549999952316284 2.4800000190734863 2.5 1.6587332487106323 405600 0.0 0.0
334 2023-05-01 00:00:00-04:00 2.4800000190734863 2.5799999237060547 2.4800000190734863 2.5399999618530273 1.6852729320526123 1.6852730512619019 138100 0.0 0.0
335 2023-05-02 00:00:00-04:00 2.549999952316284 2.549999952316284 2.299999952316284 2.3299999237060547 1.5459394454956055 1.545939326286316 846200 0.0 0.0
336 2023-05-03 00:00:00-04:00 2.309999942779541 2.3499999046325684 2.240000009536743 2.3499999046325684 1.5592092275619507 1.5592091083526611 555600 0.0 0.0
337 2023-05-04 00:00:00-04:00 2.3499999046325684 2.380000114440918 2.299999952316284 2.3499999046325684 1.5592092275619507 1.5592091083526611 359300 0.0 0.0
338 2023-05-05 00:00:00-04:00 2.4200000762939453 2.5199999809265137 2.4100000858306885 2.5199999809265137 1.672003149986267 1.6720030307769775 321700 0.0 0.0
339 2023-05-08 00:00:00-04:00 2.509999990463257 2.549999952316284 2.5 2.5199999809265137 1.672003149986267 1.6720030307769775 226500 0.0 0.0
340 2023-05-09 00:00:00-04:00 2.549999952316284 2.549999952316284 2.490000009536743 2.5299999713897705 1.6786381006240845 120400 0.0 0.0
341 2023-05-10 00:00:00-04:00 2.549999952316284 2.549999952316284 2.430000066757202 2.4800000190734863 1.645463466644287 236300 0.0 0.0
342 2023-05-11 00:00:00-04:00 2.4800000190734863 2.5199999809265137 2.380000114440918 2.380000114440918 1.5791141986846924 1.579114317893982 433000 0.0 0.0
343 2023-05-12 00:00:00-04:00 2.430000066757202 2.549999952316284 2.4000000953674316 2.5299999713897705 1.6786381006240845 510700 0.0 0.0
344 2023-05-15 00:00:00-04:00 2.5399999618530273 2.630000114440918 2.5299999713897705 2.619999885559082 1.7383522987365723 1.7383525371551514 230800 0.0 0.0
345 2023-05-16 00:00:00-04:00 2.619999885559082 2.6700000762939453 2.440000057220459 2.4800000190734863 1.645463466644287 579000 0.0 0.0
346 2023-05-17 00:00:00-04:00 2.4800000190734863 2.509999990463257 2.4100000858306885 2.4800000190734863 1.645463466644287 196000 0.0 0.0
347 2023-05-18 00:00:00-04:00 2.4600000381469727 2.5399999618530273 2.440000057220459 2.5 1.6587332487106323 233000 0.0 0.0
348 2023-05-19 00:00:00-04:00 2.559999942779541 2.5799999237060547 2.4700000286102295 2.509999990463257 1.6653683185577393 229000 0.0 0.0
349 2023-05-23 00:00:00-04:00 2.4600000381469727 2.609999895095825 2.4600000381469727 2.559999942779541 1.6985427141189575 1.698542833328247 240100 0.0 0.0
350 2023-05-24 00:00:00-04:00 2.5199999809265137 2.559999942779541 2.440000057220459 2.4700000286102295 1.6388285160064697 199100 0.0 0.0
351 2023-05-25 00:00:00-04:00 2.5 2.5 2.380000114440918 2.4000000953674316 1.5923840999603271 287100 0.0 0.0
352 2023-05-26 00:00:00-04:00 2.4000000953674316 2.4700000286102295 2.369999885559082 2.4000000953674316 1.5923840999603271 150100 0.0 0.0
353 2023-05-29 00:00:00-04:00 2.4000000953674316 2.4800000190734863 2.4000000953674316 2.4600000381469727 1.6321935653686523 58700 0.0 0.0
354 2023-05-30 00:00:00-04:00 2.440000057220459 2.440000057220459 2.3299999237060547 2.390000104904175 1.5857491493225098 1.5857490301132202 281300 0.0 0.0
355 2023-05-31 00:00:00-04:00 2.3299999237060547 2.4600000381469727 2.259999990463257 2.430000066757202 1.6122888326644897 708800 0.0 0.0
356 2023-06-01 00:00:00-04:00 2.390000104904175 2.4100000858306885 2.299999952316284 2.3299999237060547 1.5459394454956055 1.545939326286316 490100 0.0 0.0
357 2023-06-02 00:00:00-04:00 2.3299999237060547 2.549999952316284 2.3299999237060547 2.549999952316284 1.6919077634811401 1.6919080018997192 1196900 0.0 0.0
358 2023-06-05 00:00:00-04:00 2.509999990463257 2.619999885559082 2.509999990463257 2.549999952316284 1.6919077634811401 1.6919080018997192 317400 0.0 0.0
359 2023-06-06 00:00:00-04:00 2.569999933242798 2.5799999237060547 2.4700000286102295 2.490000009536743 1.6520984172821045 1.652098298072815 401600 0.0 0.0
360 2023-06-07 00:00:00-04:00 2.4800000190734863 2.5199999809265137 2.4600000381469727 2.4800000190734863 1.645463466644287 176900 0.0 0.0
361 2023-06-08 00:00:00-04:00 2.5 2.609999895095825 2.430000066757202 2.559999942779541 1.6985427141189575 1.698542833328247 510900 0.0 0.0
362 2023-06-09 00:00:00-04:00 2.549999952316284 2.5999999046325684 2.5 2.5 1.6587332487106323 178700 0.0 0.0
363 2023-06-12 00:00:00-04:00 2.4800000190734863 2.4800000190734863 2.390000104904175 2.4100000858306885 1.599018931388855 205900 0.0 0.0
364 2023-06-13 00:00:00-04:00 2.4200000762939453 2.5299999713897705 2.4200000762939453 2.4200000762939453 1.6056538820266724 1.605654001235962 201500 0.0 0.0
365 2023-06-14 00:00:00-04:00 2.4200000762939453 2.440000057220459 2.3499999046325684 2.3499999046325684 1.906663179397583 158000 0.441 0.0
366 2023-06-15 00:00:00-04:00 2.430000066757202 2.430000066757202 2.3399999141693115 2.4100000858306885 1.9553440809249878 92600 0.0 0.0
367 2023-06-16 00:00:00-04:00 2.4100000858306885 2.440000057220459 2.3399999141693115 2.369999885559082 1.9228901863098145 1.922890067100525 407100 0.0 0.0
368 2023-06-19 00:00:00-04:00 2.4100000858306885 2.4100000858306885 2.359999895095825 2.369999885559082 1.9228901863098145 1.922890067100525 69900 0.0 0.0
369 2023-06-20 00:00:00-04:00 2.359999895095825 2.359999895095825 2.2699999809265137 2.2899999618530273 1.8579825162887573 1.8579823970794678 404500 0.0 0.0
370 2023-06-21 00:00:00-04:00 2.2899999618530273 2.2899999618530273 2.2100000381469727 2.259999990463257 1.8336421251296997 234900 0.0 0.0
371 2023-06-22 00:00:00-04:00 2.25 2.259999990463257 2.119999885559082 2.130000114440918 1.7281672954559326 1.728167176246643 366900 0.0 0.0
372 2023-06-23 00:00:00-04:00 2.1600000858306885 2.200000047683716 2.0799999237060547 2.0999999046325684 1.703826665878296 1.7038267850875854 175300 0.0 0.0
373 2023-06-26 00:00:00-04:00 2.1600000858306885 2.1600000858306885 2.0899999141693115 2.0999999046325684 1.703826665878296 1.7038267850875854 109500 0.0 0.0
374 2023-06-27 00:00:00-04:00 2.0899999141693115 2.130000114440918 2.059999942779541 2.059999942779541 1.6713727712631226 1.671372890472412 165900 0.0 0.0
375 2023-06-28 00:00:00-04:00 2.0999999046325684 2.1600000858306885 2.0199999809265137 2.1600000858306885 1.7525076866149902 1.7525074481964111 287900 0.0 0.0
376 2023-06-29 00:00:00-04:00 2.1600000858306885 2.2100000381469727 2.1500000953674316 2.2100000381469727 1.7930748462677002 113900 0.0 0.0
377 2023-06-30 00:00:00-04:00 2.190000057220459 2.299999952316284 2.180000066757202 2.2699999809265137 1.8417555093765259 1.8417556285858154 354000 0.0 0.0
378 2023-07-04 00:00:00-04:00 2.319999933242798 2.380000114440918 2.25 2.359999895095825 1.9147765636444092 1.9147766828536987 245600 0.0 0.0
379 2023-07-05 00:00:00-04:00 2.4600000381469727 2.4600000381469727 2.2100000381469727 2.2100000381469727 1.7930748462677002 475400 0.0 0.0
380 2023-07-06 00:00:00-04:00 2.2100000381469727 2.2699999809265137 2.190000057220459 2.200000047683716 1.784961462020874 1.7849613428115845 240200 0.0 0.0
381 2023-07-07 00:00:00-04:00 2.2100000381469727 2.380000114440918 2.2100000381469727 2.3299999237060547 1.8904362916946411 1.8904361724853516 222100 0.0 0.0
382 2023-07-10 00:00:00-04:00 2.309999942779541 2.3499999046325684 2.299999952316284 2.299999952316284 1.8660959005355835 55700 0.0 0.0
383 2023-07-11 00:00:00-04:00 2.2899999618530273 2.4000000953674316 2.2799999713897705 2.4000000953674316 1.9472306966781616 238500 0.0 0.0
384 2023-07-12 00:00:00-04:00 2.450000047683716 2.4600000381469727 2.390000104904175 2.440000057220459 1.9796844720840454 1.9796843528747559 241500 0.0 0.0
385 2023-07-13 00:00:00-04:00 2.4000000953674316 2.4600000381469727 2.390000104904175 2.440000057220459 1.9796844720840454 1.9796843528747559 153200 0.0 0.0
386 2023-07-14 00:00:00-04:00 2.3499999046325684 2.390000104904175 2.2799999713897705 2.2899999618530273 1.8579825162887573 1.8579823970794678 232100 0.0 0.0
387 2023-07-17 00:00:00-04:00 2.2899999618530273 2.309999942779541 2.2200000286102295 2.240000009536743 1.8174152374267578 144600 0.0 0.0
388 2023-07-18 00:00:00-04:00 2.2300000190734863 2.3499999046325684 2.2300000190734863 2.309999942779541 1.8742094039916992 1.8742092847824097 146700 0.0 0.0
389 2023-07-19 00:00:00-04:00 2.299999952316284 2.4700000286102295 2.299999952316284 2.450000047683716 1.9877978563308716 1.9877979755401611 443000 0.0 0.0
390 2023-07-20 00:00:00-04:00 2.4800000190734863 2.569999933242798 2.4800000190734863 2.5199999809265137 2.0445921421051025 270100 0.0 0.0
391 2023-07-21 00:00:00-04:00 2.5799999237060547 2.5799999237060547 2.450000047683716 2.4800000190734863 2.0121383666992188 2.0121381282806396 222600 0.0 0.0
392 2023-07-24 00:00:00-04:00 2.5 2.5299999713897705 2.4700000286102295 2.490000009536743 2.020251750946045 197200 0.0 0.0
393 2023-07-25 00:00:00-04:00 2.4700000286102295 2.490000009536743 2.4100000858306885 2.440000057220459 1.9796844720840454 1.9796843528747559 188700 0.0 0.0
394 2023-07-26 00:00:00-04:00 2.4000000953674316 2.450000047683716 2.4000000953674316 2.450000047683716 1.9877978563308716 1.9877979755401611 128100 0.0 0.0
395 2023-07-27 00:00:00-04:00 2.4800000190734863 2.4800000190734863 2.4000000953674316 2.4100000858306885 1.9553440809249878 381600 0.0 0.0
396 2023-07-28 00:00:00-04:00 2.450000047683716 2.549999952316284 2.380000114440918 2.5299999713897705 2.0527055263519287 424500 0.0 0.0
397 2023-07-31 00:00:00-04:00 2.5 2.7300000190734863 2.5 2.7200000286102295 2.2068612575531006 516500 0.0 0.0
398 2023-08-01 00:00:00-04:00 2.740000009536743 2.759999990463257 2.3399999141693115 2.450000047683716 1.9877978563308716 1.9877979755401611 3980500 0.0 0.0
399 2023-08-02 00:00:00-04:00 2.4600000381469727 2.4600000381469727 2.3299999237060547 2.369999885559082 1.9228901863098145 1.922890067100525 2111700 0.0 0.0
400 2023-08-03 00:00:00-04:00 2.359999895095825 2.450000047683716 2.359999895095825 2.440000057220459 1.9796844720840454 1.9796843528747559 814300 0.0 0.0
401 2023-08-04 00:00:00-04:00 2.4700000286102295 2.5399999618530273 2.4200000762939453 2.5399999618530273 2.060818910598755 1363900 0.0 0.0
402 2023-08-08 00:00:00-04:00 2.509999990463257 2.549999952316284 2.4700000286102295 2.5299999713897705 2.0527055263519287 776900 0.0 0.0
403 2023-08-09 00:00:00-04:00 2.549999952316284 2.559999942779541 2.5 2.5199999809265137 2.0445921421051025 932100 0.0 0.0
404 2023-08-10 00:00:00-04:00 2.5199999809265137 2.5299999713897705 2.4700000286102295 2.490000009536743 2.020251750946045 389700 0.0 0.0
405 2023-08-11 00:00:00-04:00 2.4800000190734863 2.509999990463257 2.4800000190734863 2.509999990463257 2.0364787578582764 280800 0.0 0.0
406 2023-08-14 00:00:00-04:00 2.509999990463257 2.509999990463257 2.4000000953674316 2.430000066757202 1.9715710878372192 1.9715709686279297 361600 0.0 0.0
407 2023-08-15 00:00:00-04:00 2.4200000762939453 2.440000057220459 2.2699999809265137 2.319999933242798 1.8823227882385254 1.882322907447815 1139100 0.0 0.0
408 2023-08-16 00:00:00-04:00 2.2899999618530273 2.359999895095825 2.2300000190734863 2.259999990463257 1.8336421251296997 474700 0.0 0.0
409 2023-08-17 00:00:00-04:00 2.259999990463257 2.309999942779541 2.25 2.309999942779541 1.8742094039916992 1.8742092847824097 1188900 0.0 0.0
410 2023-08-18 00:00:00-04:00 2.2699999809265137 2.390000104904175 2.240000009536743 2.359999895095825 1.9147765636444092 1.9147766828536987 554900 0.0 0.0
411 2023-08-21 00:00:00-04:00 2.380000114440918 2.4000000953674316 2.3299999237060547 2.3299999237060547 1.8904362916946411 1.8904361724853516 211200 0.0 0.0
412 2023-08-22 00:00:00-04:00 2.3499999046325684 2.369999885559082 2.25 2.2699999809265137 1.8417555093765259 1.8417556285858154 336200 0.0 0.0
413 2023-08-23 00:00:00-04:00 2.240000009536743 2.259999990463257 2.200000047683716 2.2200000286102295 1.801188349723816 1.8011882305145264 368100 0.0 0.0
414 2023-08-24 00:00:00-04:00 2.2100000381469727 2.2100000381469727 2.130000114440918 2.1600000858306885 1.7525076866149902 1.7525074481964111 270700 0.0 0.0
415 2023-08-25 00:00:00-04:00 2.1600000858306885 2.190000057220459 2.0 2.109999895095825 1.7119401693344116 1.711940050125122 706100 0.0 0.0
416 2023-08-28 00:00:00-04:00 2.1500000953674316 2.190000057220459 2.130000114440918 2.1500000953674316 1.744394063949585 1.7443941831588745 655500 0.0 0.0
417 2023-08-29 00:00:00-04:00 2.1600000858306885 2.200000047683716 2.1500000953674316 2.190000057220459 1.7768479585647583 245600 0.0 0.0
418 2023-08-30 00:00:00-04:00 2.180000066757202 2.2200000286102295 2.1700000762939453 2.180000066757202 1.7687344551086426 211200 0.0 0.0
419 2023-08-31 00:00:00-04:00 2.190000057220459 2.299999952316284 2.190000057220459 2.2799999713897705 1.8498690128326416 1133800 0.0 0.0
420 2023-09-01 00:00:00-04:00 2.299999952316284 2.369999885559082 2.299999952316284 2.359999895095825 1.9147765636444092 1.9147766828536987 761300 0.0 0.0
421 2023-09-05 00:00:00-04:00 2.4200000762939453 2.4200000762939453 2.2699999809265137 2.390000104904175 1.939117193222046 1434000 0.0 0.0
422 2023-09-06 00:00:00-04:00 2.380000114440918 2.4000000953674316 2.3299999237060547 2.4000000953674316 1.9472306966781616 352700 0.0 0.0
423 2023-09-07 00:00:00-04:00 2.359999895095825 2.390000104904175 2.319999933242798 2.3499999046325684 1.906663179397583 501700 0.0 0.0
424 2023-09-08 00:00:00-04:00 2.3499999046325684 2.359999895095825 2.3299999237060547 2.359999895095825 1.9147765636444092 1.9147766828536987 405100 0.0 0.0
425 2023-09-11 00:00:00-04:00 2.390000104904175 2.4200000762939453 2.3299999237060547 2.3499999046325684 1.906663179397583 740800 0.0 0.0
426 2023-09-12 00:00:00-04:00 2.3499999046325684 2.440000057220459 2.3499999046325684 2.430000066757202 1.9715710878372192 1.9715709686279297 696100 0.0 0.0
427 2023-09-13 00:00:00-04:00 2.440000057220459 2.4600000381469727 2.4000000953674316 2.430000066757202 1.9715710878372192 1.9715709686279297 328600 0.0 0.0
428 2023-09-14 00:00:00-04:00 2.450000047683716 2.5199999809265137 2.430000066757202 2.5199999809265137 2.497917890548706 553500 0.441 0.0
429 2023-09-15 00:00:00-04:00 2.5 2.640000104904175 2.4800000190734863 2.569999933242798 2.5474798679351807 770400 0.0 0.0
430 2023-09-18 00:00:00-04:00 2.569999933242798 2.640000104904175 2.5299999713897705 2.559999942779541 2.537567377090454 753200 0.0 0.0
687 2024-09-25 00:00:00-04:00 27.8700008392334 27.8700008392334 27.0 27.489999771118164 27.489999771118164 30200 0.0 0.0
688 2024-09-26 00:00:00-04:00 27.299999237060547 27.479999542236328 26.559999465942383 26.610000610351562 26.610000610351562 51800 0.0 0.0
689 2024-09-27 00:00:00-04:00 26.989999771118164 26.989999771118164 26.25 26.579999923706055 26.579999923706055 20600 0.0 0.0
690 2024-09-30 00:00:00-04:00 26.610000610351562 27.0 26.5 26.950000762939453 26.950000762939453 25200 0.0 0.0
691 2024-10-01 00:00:00-04:00 26.969999313354492 27.690000534057617 26.93000030517578 27.3799991607666 27.3799991607666 42600 0.0 0.0
692 2024-10-02 00:00:00-04:00 27.790000915527344 27.799999237060547 26.290000915527344 26.610000610351562 26.610000610351562 78000 0.0 0.0
693 2024-10-03 00:00:00-04:00 26.84000015258789 28.489999771118164 26.84000015258789 28.15999984741211 28.15999984741211 84200 0.0 0.0
694 2024-10-04 00:00:00-04:00 28.190000534057617 28.549999237060547 27.790000915527344 28.049999237060547 28.049999237060547 65200 0.0 0.0
695 2024-10-07 00:00:00-04:00 28.079999923706055 29.15999984741211 27.760000228881836 28.010000228881836 28.010000228881836 44900 0.0 0.0
696 2024-10-08 00:00:00-04:00 27.989999771118164 28.110000610351562 26.850000381469727 27.709999084472656 27.709999084472656 26300 0.0 0.0
697 2024-10-09 00:00:00-04:00 27.030000686645508 28.360000610351562 27.030000686645508 28.360000610351562 28.360000610351562 23000 0.0 0.0
698 2024-10-10 00:00:00-04:00 28.020000457763672 28.799999237060547 27.969999313354492 28.360000610351562 28.360000610351562 24300 0.0 0.0
699 2024-10-11 00:00:00-04:00 28.780000686645508 28.780000686645508 28.06999969482422 28.520000457763672 28.520000457763672 12100 0.0 0.0
700 2024-10-15 00:00:00-04:00 28.350000381469727 28.350000381469727 26.540000915527344 26.690000534057617 26.690000534057617 77300 0.0 0.0
701 2024-10-16 00:00:00-04:00 26.81999969482422 27.110000610351562 26.700000762939453 26.8700008392334 26.8700008392334 12500 0.0 0.0
702 2024-10-17 00:00:00-04:00 26.81999969482422 27.18000030517578 26.770000457763672 27.149999618530273 27.149999618530273 21700 0.0 0.0
703 2024-10-18 00:00:00-04:00 27.0 27.09000015258789 26.799999237060547 27.040000915527344 27.040000915527344 24400 0.0 0.0
704 2024-10-21 00:00:00-04:00 27.059999465942383 27.739999771118164 27.0 27.739999771118164 27.739999771118164 32400 0.0 0.0
705 2024-10-22 00:00:00-04:00 27.8799991607666 28.350000381469727 27.639999389648438 28.290000915527344 28.290000915527344 23900 0.0 0.0
706 2024-10-23 00:00:00-04:00 28.1200008392334 28.1200008392334 27.450000762939453 27.81999969482422 27.81999969482422 7200 0.0 0.0
707 2024-10-24 00:00:00-04:00 27.719999313354492 27.979999542236328 27.469999313354492 27.979999542236328 27.979999542236328 9100 0.0 0.0
708 2024-10-25 00:00:00-04:00 27.479999542236328 29.139999389648438 27.479999542236328 28.8799991607666 28.8799991607666 26900 0.0 0.0
709 2024-10-28 00:00:00-04:00 27.950000762939453 28.06999969482422 27.299999237060547 27.739999771118164 27.739999771118164 75500 0.0 0.0
710 2024-10-29 00:00:00-04:00 27.479999542236328 27.899999618530273 27.3799991607666 27.6299991607666 27.6299991607666 23100 0.0 0.0
711 2024-10-30 00:00:00-04:00 27.290000915527344 28.06999969482422 27.290000915527344 28.06999969482422 28.06999969482422 11500 0.0 0.0
712 2024-10-31 00:00:00-04:00 27.75 27.809999465942383 27.190000534057617 27.520000457763672 27.520000457763672 14500 0.0 0.0
713 2024-11-01 00:00:00-04:00 27.75 28.229999542236328 27.079999923706055 27.219999313354492 27.219999313354492 20300 0.0 0.0
714 2024-11-04 00:00:00-05:00 27.81999969482422 28.510000228881836 27.59000015258789 28.219999313354492 28.219999313354492 21300 0.0 0.0
715 2024-11-05 00:00:00-05:00 28.440000534057617 28.440000534057617 28.09000015258789 28.290000915527344 28.290000915527344 7100 0.0 0.0
716 2024-11-06 00:00:00-05:00 27.329999923706055 28.479999542236328 27.329999923706055 28.15999984741211 28.15999984741211 35200 0.0 0.0
717 2024-11-07 00:00:00-05:00 27.65999984741211 29.34000015258789 27.65999984741211 29.25 29.25 25200 0.0 0.0
718 2024-11-08 00:00:00-05:00 29.43000030517578 29.43000030517578 28.0 28.06999969482422 28.06999969482422 27000 0.0 0.0
719 2024-11-11 00:00:00-05:00 27.940000534057617 29.190000534057617 27.940000534057617 28.969999313354492 28.969999313354492 20600 0.0 0.0
720 2024-11-12 00:00:00-05:00 29.139999389648438 29.329999923706055 28.15999984741211 28.68000030517578 28.68000030517578 31900 0.0 0.0
721 2024-11-13 00:00:00-05:00 28.489999771118164 28.719999313354492 28.030000686645508 28.690000534057617 28.690000534057617 54300 0.0 0.0
722 2024-11-14 00:00:00-05:00 31.489999771118164 32.540000915527344 30.0 32.5 32.5 150800 0.0 0.0
723 2024-11-15 00:00:00-05:00 32.16999816894531 33.119998931884766 32.0 32.209999084472656 32.209999084472656 51300 0.0 0.0

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@@ -1,399 +1,399 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-01-03 00:00:00+01:00,20.400468826293945,20.80828094482422,20.400468826293945,20.629241943359375,11.042257308959961,559352,0.0,0.0
2022-01-03 00:00:00+01:00,20.400468826293945,20.80828094482422,20.400468826293945,20.629241943359375,11.042256355285645,559352,0.0,0.0
2022-01-04 00:00:00+01:00,20.649133682250977,20.897798538208008,20.5098819732666,20.848066329956055,11.15938663482666,930594,0.0,0.0
2022-01-05 00:00:00+01:00,20.897798538208008,21.126571655273438,20.838119506835938,21.126571655273438,11.308463096618652,572100,0.0,0.0
2022-01-06 00:00:00+01:00,20.887853622436523,21.126571655273438,20.599401473999023,20.967424392700195,11.223275184631348,532086,0.0,0.0
2022-01-06 00:00:00+01:00,20.887853622436523,21.126571655273438,20.599401473999023,20.967424392700195,11.22327709197998,532086,0.0,0.0
2022-01-07 00:00:00+01:00,21.007211685180664,21.186250686645508,20.867958068847656,21.126571655273438,11.308463096618652,698666,0.0,0.0
2022-01-10 00:00:00+01:00,21.186250686645508,21.245929718017578,20.997264862060547,21.05694580078125,11.271193504333496,972438,0.0,0.0
2022-01-11 00:00:00+01:00,21.226036071777344,21.514488220214844,21.226036071777344,21.37523651123047,11.441567420959473,894602,0.0,0.0
2022-01-12 00:00:00+01:00,21.564220428466797,21.604007720947266,21.0469970703125,21.216089248657227,11.356378555297852,838352,0.0,0.0
2022-01-13 00:00:00+01:00,20.897798538208008,21.14646339416504,20.897798538208008,21.14646339416504,12.180269241333008,514241,1.5,0.0
2022-01-14 00:00:00+01:00,20.897798538208008,21.066890716552734,20.80828094482422,21.0271053314209,12.111518859863281,708327,0.0,0.0
2022-01-17 00:00:00+01:00,21.106678009033203,21.633846282958984,21.0469970703125,21.554275512695312,12.415165901184082,947841,0.0,0.0
2022-01-18 00:00:00+01:00,21.454809188842773,21.484647750854492,21.156410217285156,21.405075073242188,12.329227447509766,966355,0.0,0.0
2022-01-19 00:00:00+01:00,21.37523651123047,21.822832107543945,21.295663833618164,21.78304672241211,12.546936988830566,1597827,0.0,0.0
2022-01-20 00:00:00+01:00,21.802940368652344,22.111284255981445,21.544328689575195,21.981977462768555,12.661520004272461,1563328,0.0,0.0
2022-01-21 00:00:00+01:00,21.74325942993164,21.94219207763672,21.415021896362305,21.65374183654785,12.47245979309082,1539782,0.0,0.0
2022-01-10 00:00:00+01:00,21.186250686645508,21.245929718017578,20.997264862060547,21.05694580078125,11.271194458007812,972438,0.0,0.0
2022-01-11 00:00:00+01:00,21.226036071777344,21.514488220214844,21.226036071777344,21.37523651123047,11.441566467285156,894602,0.0,0.0
2022-01-12 00:00:00+01:00,21.564220428466797,21.604007720947266,21.0469970703125,21.216089248657227,11.356379508972168,838352,0.0,0.0
2022-01-13 00:00:00+01:00,20.897798538208008,21.14646339416504,20.897798538208008,21.14646339416504,12.180268287658691,514241,1.5,0.0
2022-01-14 00:00:00+01:00,20.897798538208008,21.066890716552734,20.80828094482422,21.0271053314209,12.111517906188965,708327,0.0,0.0
2022-01-17 00:00:00+01:00,21.106678009033203,21.633846282958984,21.0469970703125,21.554275512695312,12.415164947509766,947841,0.0,0.0
2022-01-18 00:00:00+01:00,21.454809188842773,21.484647750854492,21.156410217285156,21.405075073242188,12.32922649383545,966355,0.0,0.0
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2022-04-26 00:00:00+02:00,17.868066787719727,17.868066787719727,17.342885971069336,17.342885971069336,9.989424705505371,920938,0.0,0.0
2022-04-27 00:00:00+02:00,17.42245864868164,17.513967514038086,16.865449905395508,17.430416107177734,10.039841651916504,995898,0.0,0.0
2022-04-28 00:00:00+02:00,17.633325576782227,17.99538230895996,17.601497650146484,17.736770629882812,10.216300010681152,1172803,0.0,0.0
2022-04-28 00:00:00+02:00,17.633325576782227,17.99538230895996,17.601497650146484,17.736770629882812,10.216300964355469,1172803,0.0,0.0
2022-04-29 00:00:00+02:00,17.848173141479492,18.10678482055664,17.804407119750977,18.015274047851562,10.376717567443848,988594,0.0,0.0
2022-05-02 00:00:00+02:00,17.88397979736328,18.05506134033203,16.90921401977539,17.74074935913086,10.218591690063477,1031151,0.0,0.0
2022-05-03 00:00:00+02:00,17.848173141479492,17.93570327758789,17.506010055541992,17.808385848999023,10.257550239562988,1121197,0.0,0.0
2022-05-04 00:00:00+02:00,18.747344970703125,19.10542106628418,18.532499313354492,18.846811294555664,10.85567855834961,2131889,0.0,0.0
2022-05-05 00:00:00+02:00,19.18101692199707,19.37994956970215,18.138612747192383,18.17840003967285,10.47067642211914,1420586,0.0,0.0
2022-05-04 00:00:00+02:00,18.747344970703125,19.10542106628418,18.532499313354492,18.846811294555664,10.855679512023926,2131889,0.0,0.0
2022-05-05 00:00:00+02:00,19.18101692199707,19.37994956970215,18.138612747192383,18.17840003967285,10.470675468444824,1420586,0.0,0.0
2022-05-06 00:00:00+02:00,18.110763549804688,18.560348510742188,17.97150993347168,18.369373321533203,10.580676078796387,967240,0.0,0.0
2022-05-09 00:00:00+02:00,18.190336227416992,18.305715560913086,17.844194412231445,17.951616287231445,10.34005069732666,1063615,0.0,0.0
2022-05-10 00:00:00+02:00,18.063018798828125,18.85079002380371,18.04710578918457,18.341524124145508,10.564635276794434,1106715,0.0,0.0
2022-05-09 00:00:00+02:00,18.190336227416992,18.305715560913086,17.844194412231445,17.951616287231445,10.340049743652344,1063615,0.0,0.0
2022-05-10 00:00:00+02:00,18.063018798828125,18.85079002380371,18.04710578918457,18.341524124145508,10.56463623046875,1106715,0.0,0.0
2022-05-11 00:00:00+02:00,18.46088218688965,18.659814834594727,18.27786636352539,18.47281837463379,10.640260696411133,916544,0.0,0.0
2022-05-12 00:00:00+02:00,18.04312515258789,18.261951446533203,17.784513473510742,18.222164154052734,10.495884895324707,899448,0.0,0.0
2022-05-12 00:00:00+02:00,18.04312515258789,18.261951446533203,17.784513473510742,18.222164154052734,10.495885848999023,899448,0.0,0.0
2022-05-13 00:00:00+02:00,18.405181884765625,18.55636978149414,18.194313049316406,18.38528823852539,10.58984375,614260,0.0,0.0
2022-05-16 00:00:00+02:00,18.381309509277344,18.612070083618164,18.24205780029297,18.417118072509766,10.608176231384277,734648,0.0,0.0
2022-05-17 00:00:00+02:00,18.21420669555664,18.747344970703125,18.21420669555664,18.512605667114258,12.22278881072998,625555,2.35,0.0
2022-05-18 00:00:00+02:00,18.54443359375,18.592178344726562,18.357437133789062,18.357437133789062,12.120339393615723,676447,0.0,0.0
2022-05-19 00:00:00+02:00,17.677091598510742,17.903873443603516,17.474180221557617,17.513967514038086,11.563447952270508,1239650,0.0,0.0
2022-05-20 00:00:00+02:00,17.856130599975586,18.063018798828125,17.60547637939453,17.60547637939453,11.62386417388916,792884,0.0,0.0
2022-05-16 00:00:00+02:00,18.381309509277344,18.612070083618164,18.24205780029297,18.417118072509766,10.60817813873291,734648,0.0,0.0
2022-05-17 00:00:00+02:00,18.21420669555664,18.747344970703125,18.21420669555664,18.512605667114258,12.222789764404297,625555,2.35,0.0
2022-05-18 00:00:00+02:00,18.54443359375,18.592178344726562,18.357437133789062,18.357437133789062,12.120341300964355,676447,0.0,0.0
2022-05-19 00:00:00+02:00,17.677091598510742,17.903873443603516,17.474180221557617,17.513967514038086,11.563446998596191,1239650,0.0,0.0
2022-05-20 00:00:00+02:00,17.856130599975586,18.063018798828125,17.60547637939453,17.60547637939453,11.623865127563477,792884,0.0,0.0
2022-05-23 00:00:00+02:00,17.85215187072754,17.987424850463867,17.633325576782227,17.987424850463867,11.876043319702148,661658,0.0,0.0
2022-05-24 00:00:00+02:00,17.79247283935547,17.83623695373535,17.414501190185547,17.418479919433594,11.500402450561523,729103,0.0,0.0
2022-05-24 00:00:00+02:00,17.79247283935547,17.83623695373535,17.414501190185547,17.418479919433594,11.500401496887207,729103,0.0,0.0
2022-05-25 00:00:00+02:00,17.617412567138672,17.89989471435547,17.394607543945312,17.8402156829834,11.778849601745605,645185,0.0,0.0
2022-05-26 00:00:00+02:00,17.79247283935547,18.05506134033203,17.720855712890625,18.03516960144043,11.907565116882324,523872,0.0,0.0
2022-05-26 00:00:00+02:00,17.79247283935547,18.05506134033203,17.720855712890625,18.03516960144043,11.90756607055664,523872,0.0,0.0
2022-05-27 00:00:00+02:00,18.031190872192383,18.198293685913086,17.94763946533203,18.198293685913086,12.015267372131348,578243,0.0,0.0
2022-05-30 00:00:00+02:00,18.27786636352539,18.433032989501953,18.10678482055664,18.218185424804688,12.028400421142578,568621,0.0,0.0
2022-05-31 00:00:00+02:00,18.1823787689209,18.218185424804688,17.97150993347168,18.122699737548828,11.965356826782227,1795488,0.0,0.0
2022-05-31 00:00:00+02:00,18.1823787689209,18.218185424804688,17.97150993347168,18.122699737548828,11.965357780456543,1795488,0.0,0.0
2022-06-01 00:00:00+02:00,18.293779373168945,18.44496726989746,18.17840003967285,18.28980255126953,12.075685501098633,494450,0.0,0.0
2022-06-02 00:00:00+02:00,18.3494815826416,18.532499313354492,18.3494815826416,18.4569034576416,12.186014175415039,412331,0.0,0.0
2022-06-02 00:00:00+02:00,18.3494815826416,18.532499313354492,18.3494815826416,18.4569034576416,12.186012268066406,412331,0.0,0.0
2022-06-03 00:00:00+02:00,18.592178344726562,18.639921188354492,18.433032989501953,18.564327239990234,12.256937980651855,487960,0.0,0.0
2022-06-06 00:00:00+02:00,18.72745132446289,18.830896377563477,18.56830596923828,18.592178344726562,12.275324821472168,605186,0.0,0.0
2022-06-07 00:00:00+02:00,18.500669479370117,18.540456771850586,18.32560920715332,18.468839645385742,12.193893432617188,606368,0.0,0.0
2022-06-06 00:00:00+02:00,18.72745132446289,18.830896377563477,18.56830596923828,18.592178344726562,12.2753267288208,605186,0.0,0.0
2022-06-07 00:00:00+02:00,18.500669479370117,18.540456771850586,18.32560920715332,18.468839645385742,12.193892478942871,606368,0.0,0.0
2022-06-08 00:00:00+02:00,18.512605667114258,18.616050720214844,18.44496726989746,18.564327239990234,12.256937980651855,631100,0.0,0.0
2022-06-09 00:00:00+02:00,18.452926635742188,18.82691764831543,18.401203155517578,18.41313934326172,12.157118797302246,1105870,0.0,0.0
2022-06-09 00:00:00+02:00,18.452926635742188,18.82691764831543,18.401203155517578,18.41313934326172,12.15711784362793,1105870,0.0,0.0
2022-06-10 00:00:00+02:00,18.273887634277344,18.31367301940918,17.685047149658203,17.685047149658203,11.676401138305664,933108,0.0,0.0
2022-06-13 00:00:00+02:00,17.506010055541992,17.768600463867188,17.223526000976562,17.521923065185547,11.56869888305664,1102884,0.0,0.0
2022-06-14 00:00:00+02:00,17.71289825439453,17.756664276123047,17.255355834960938,17.255355834960938,11.3927001953125,815872,0.0,0.0
2022-06-15 00:00:00+02:00,17.486116409301758,18.015274047851562,17.42245864868164,17.621389389038086,11.634371757507324,987976,0.0,0.0
2022-06-16 00:00:00+02:00,17.533859252929688,17.577625274658203,16.328332901000977,16.328332901000977,10.780641555786133,1421657,0.0,0.0
2022-06-17 00:00:00+02:00,16.391990661621094,16.694366455078125,16.06574249267578,16.248760223388672,10.728103637695312,3094063,0.0,0.0
2022-06-20 00:00:00+02:00,16.40790557861328,16.427799224853516,16.12542152404785,16.356182098388672,10.799029350280762,496948,0.0,0.0
2022-06-21 00:00:00+02:00,16.491456985473633,16.821683883666992,16.427799224853516,16.48349952697754,10.883089065551758,563534,0.0,0.0
2022-06-16 00:00:00+02:00,17.533859252929688,17.577625274658203,16.328332901000977,16.328332901000977,10.78064250946045,1421657,0.0,0.0
2022-06-17 00:00:00+02:00,16.391990661621094,16.694366455078125,16.06574249267578,16.248760223388672,10.728104591369629,3094063,0.0,0.0
2022-06-20 00:00:00+02:00,16.40790557861328,16.427799224853516,16.12542152404785,16.356182098388672,10.799028396606445,496948,0.0,0.0
2022-06-21 00:00:00+02:00,16.491456985473633,16.821683883666992,16.427799224853516,16.48349952697754,10.883090019226074,563534,0.0,0.0
2022-06-22 00:00:00+02:00,16.208974838256836,16.208974838256836,15.759387016296387,15.819067001342773,10.444403648376465,1050007,0.0,0.0
2022-06-23 00:00:00+02:00,15.735515594482422,15.799174308776855,15.285928726196289,15.30980110168457,10.10816478729248,1064414,0.0,0.0
2022-06-24 00:00:00+02:00,15.413246154785156,15.898639678955078,15.234207153320312,15.86681079864502,10.47592544555664,1215616,0.0,0.0
2022-06-27 00:00:00+02:00,16.01799964904785,16.328332901000977,15.958318710327148,16.117464065551758,10.641417503356934,1182615,0.0,0.0
2022-06-28 00:00:00+02:00,16.248760223388672,16.519306182861328,16.045848846435547,16.181123733520508,10.68344783782959,1274280,0.0,0.0
2022-06-23 00:00:00+02:00,15.735515594482422,15.799174308776855,15.285928726196289,15.30980110168457,10.108163833618164,1064414,0.0,0.0
2022-06-24 00:00:00+02:00,15.413246154785156,15.898639678955078,15.234207153320312,15.86681079864502,10.475926399230957,1215616,0.0,0.0
2022-06-27 00:00:00+02:00,16.01799964904785,16.328332901000977,15.958318710327148,16.117464065551758,10.64141845703125,1182615,0.0,0.0
2022-06-28 00:00:00+02:00,16.248760223388672,16.519306182861328,16.045848846435547,16.181123733520508,10.683448791503906,1274280,0.0,0.0
2022-06-29 00:00:00+02:00,16.014020919799805,16.06574249267578,15.468947410583496,15.528626441955566,10.252642631530762,1058236,0.0,0.0
2022-06-30 00:00:00+02:00,15.234207153320312,15.381417274475098,14.800535202026367,15.381417274475098,10.155448913574219,1934410,0.0,0.0
2022-06-30 00:00:00+02:00,15.234207153320312,15.381417274475098,14.800535202026367,15.381417274475098,10.155447959899902,1934410,0.0,0.0
2022-07-01 00:00:00+02:00,15.277972221374512,15.679815292358398,15.230228424072266,15.377437591552734,10.15282154083252,909034,0.0,0.0
2022-07-04 00:00:00+02:00,15.564434051513672,15.791215896606445,15.488840103149414,15.687771797180176,10.35771656036377,798569,0.0,0.0
2022-07-05 00:00:00+02:00,15.763365745544434,15.91455364227295,14.884086608886719,14.884086608886719,9.827091217041016,1966763,0.0,0.0
2022-07-06 00:00:00+02:00,15.079039573669434,15.202378273010254,14.907958984375,15.110869407653809,9.976821899414062,938909,0.0,0.0
2022-07-07 00:00:00+02:00,15.301843643188477,15.898639678955078,15.23818588256836,15.807130813598633,10.4365234375,1170179,0.0,0.0
2022-07-05 00:00:00+02:00,15.763365745544434,15.91455364227295,14.884086608886719,14.884086608886719,9.8270902633667,1966763,0.0,0.0
2022-07-06 00:00:00+02:00,15.079039573669434,15.202378273010254,14.907958984375,15.110869407653809,9.976822853088379,938909,0.0,0.0
2022-07-07 00:00:00+02:00,15.301843643188477,15.898639678955078,15.23818588256836,15.807130813598633,10.436522483825684,1170179,0.0,0.0
2022-07-08 00:00:00+02:00,15.69572925567627,16.39596939086914,15.532605171203613,16.049827575683594,10.596760749816895,1372047,0.0,0.0
2022-07-11 00:00:00+02:00,15.608199119567871,15.69572925567627,15.285928726196289,15.488840103149414,10.226374626159668,877119,0.0,0.0
2022-07-12 00:00:00+02:00,15.381417274475098,15.556476593017578,14.983552932739258,15.520668983459473,10.247389793395996,1161955,0.0,0.0
2022-07-13 00:00:00+02:00,15.425182342529297,15.647985458374023,15.234207153320312,15.357544898986816,10.139687538146973,1081802,0.0,0.0
2022-07-11 00:00:00+02:00,15.608199119567871,15.69572925567627,15.285928726196289,15.488840103149414,10.226373672485352,877119,0.0,0.0
2022-07-12 00:00:00+02:00,15.381417274475098,15.556476593017578,14.983552932739258,15.520668983459473,10.24738883972168,1161955,0.0,0.0
2022-07-13 00:00:00+02:00,15.425182342529297,15.647985458374023,15.234207153320312,15.357544898986816,10.139686584472656,1081802,0.0,0.0
2022-07-14 00:00:00+02:00,15.333672523498535,15.357544898986816,14.728919982910156,14.888065338134766,9.829717636108398,896311,0.0,0.0
2022-07-15 00:00:00+02:00,14.959680557250977,15.548519134521484,14.923872947692871,15.433138847351074,10.189598083496094,1160019,0.0,0.0
2022-07-18 00:00:00+02:00,15.970254898071289,16.316396713256836,15.894660949707031,16.133378982543945,10.651925086975098,1770123,0.0,0.0
2022-07-19 00:00:00+02:00,16.010042190551758,16.698345184326172,15.755409240722656,16.48349952697754,10.883089065551758,1574206,0.0,0.0
2022-07-19 00:00:00+02:00,16.010042190551758,16.698345184326172,15.755409240722656,16.48349952697754,10.883090019226074,1574206,0.0,0.0
2022-07-20 00:00:00+02:00,16.551136016845703,16.67845344543457,16.145315170288086,16.439735412597656,10.854194641113281,876721,0.0,0.0
2022-07-21 00:00:00+02:00,16.30048179626465,16.646623611450195,16.16520881652832,16.364139556884766,10.804283142089844,1014598,0.0,0.0
2022-07-22 00:00:00+02:00,16.244781494140625,16.463605880737305,15.98219108581543,16.037891387939453,10.58888053894043,1100753,0.0,0.0
2022-07-25 00:00:00+02:00,16.014020919799805,16.39596939086914,15.874768257141113,16.11348533630371,10.638792037963867,826151,0.0,0.0
2022-07-26 00:00:00+02:00,16.11348533630371,16.133378982543945,15.600241661071777,15.715621948242188,10.376104354858398,1071673,0.0,0.0
2022-07-25 00:00:00+02:00,16.014020919799805,16.39596939086914,15.874768257141113,16.11348533630371,10.638790130615234,826151,0.0,0.0
2022-07-26 00:00:00+02:00,16.11348533630371,16.133378982543945,15.600241661071777,15.715621948242188,10.376105308532715,1071673,0.0,0.0
2022-07-27 00:00:00+02:00,15.894660949707031,15.970254898071289,15.703685760498047,15.950362205505371,10.531089782714844,1076946,0.0,0.0
2022-07-28 00:00:00+02:00,16.368118286132812,16.686410903930664,16.232845306396484,16.551136016845703,10.927746772766113,1713701,0.0,0.0
2022-07-29 00:00:00+02:00,16.634687423706055,17.084274291992188,16.551136016845703,17.00868034362793,11.229835510253906,1096515,0.0,0.0
2022-08-01 00:00:00+02:00,17.088253021240234,17.303098678588867,16.83759880065918,16.861469268798828,11.132640838623047,698449,0.0,0.0
2022-08-02 00:00:00+02:00,16.833620071411133,16.992765426635742,16.674474716186523,16.937063217163086,11.182551383972168,683927,0.0,0.0
2022-08-01 00:00:00+02:00,17.088253021240234,17.303098678588867,16.83759880065918,16.861469268798828,11.132641792297363,698449,0.0,0.0
2022-08-02 00:00:00+02:00,16.833620071411133,16.992765426635742,16.674474716186523,16.937063217163086,11.182550430297852,683927,0.0,0.0
2022-08-03 00:00:00+02:00,16.92115020751953,17.175783157348633,16.83759880065918,17.12008285522461,11.303388595581055,520776,0.0,0.0
2022-08-04 00:00:00+02:00,17.132017135620117,17.334928512573242,17.004701614379883,17.064380645751953,11.266611099243164,770841,0.0,0.0
2022-08-05 00:00:00+02:00,17.100189208984375,17.283206939697266,16.821683883666992,17.104167938232422,11.292879104614258,676884,0.0,0.0
2022-08-05 00:00:00+02:00,17.100189208984375,17.283206939697266,16.821683883666992,17.104167938232422,11.292880058288574,676884,0.0,0.0
2022-08-08 00:00:00+02:00,17.283206939697266,17.47020149230957,17.076316833496094,17.319013595581055,11.434730529785156,640299,0.0,0.0
2022-08-09 00:00:00+02:00,17.247398376464844,17.342885971069336,16.9808292388916,17.112125396728516,11.298133850097656,513653,0.0,0.0
2022-08-10 00:00:00+02:00,17.084274291992188,17.43439483642578,16.90921401977539,17.394607543945312,11.484641075134277,565334,0.0,0.0
2022-08-11 00:00:00+02:00,17.45826530456543,17.474180221557617,17.15191078186035,17.267290115356445,11.400579452514648,740132,0.0,0.0
2022-08-09 00:00:00+02:00,17.247398376464844,17.342885971069336,16.9808292388916,17.112125396728516,11.298134803771973,513653,0.0,0.0
2022-08-10 00:00:00+02:00,17.084274291992188,17.43439483642578,16.90921401977539,17.394607543945312,11.484639167785645,565334,0.0,0.0
2022-08-11 00:00:00+02:00,17.45826530456543,17.474180221557617,17.15191078186035,17.267290115356445,11.400580406188965,740132,0.0,0.0
2022-08-12 00:00:00+02:00,17.23944091796875,17.486116409301758,17.231483459472656,17.342885971069336,11.450491905212402,966868,0.0,0.0
2022-08-15 00:00:00+02:00,17.346864700317383,17.474180221557617,17.064380645751953,17.243419647216797,11.384819984436035,404314,0.0,0.0
2022-08-16 00:00:00+02:00,17.342885971069336,17.426437377929688,17.175783157348633,17.36277961730957,11.463626861572266,615567,0.0,0.0
2022-08-16 00:00:00+02:00,17.342885971069336,17.426437377929688,17.175783157348633,17.36277961730957,11.46362590789795,615567,0.0,0.0
2022-08-17 00:00:00+02:00,17.44632911682129,17.525903701782227,16.742111206054688,16.76598358154297,11.069597244262695,1020374,0.0,0.0
2022-08-18 00:00:00+02:00,16.821683883666992,17.25137710571289,16.769962310791016,16.853513717651367,11.127388000488281,738694,0.0,0.0
2022-08-19 00:00:00+02:00,16.69038963317871,16.901256561279297,16.606836318969727,16.606836318969727,10.964520454406738,628184,0.0,0.0
2022-08-19 00:00:00+02:00,16.69038963317871,16.901256561279297,16.606836318969727,16.606836318969727,10.964521408081055,628184,0.0,0.0
2022-08-22 00:00:00+02:00,16.479520797729492,16.527265548706055,15.92251205444336,15.978212356567383,10.549478530883789,866276,0.0,0.0
2022-08-23 00:00:00+02:00,15.942404747009277,16.292524337768555,15.918533325195312,16.292524337768555,10.756999015808105,860233,0.0,0.0
2022-08-24 00:00:00+02:00,16.268653869628906,16.308439254760742,15.950362205505371,16.240802764892578,10.722850799560547,704240,0.0,0.0
2022-08-24 00:00:00+02:00,16.268653869628906,16.308439254760742,15.950362205505371,16.240802764892578,10.72284984588623,704240,0.0,0.0
2022-08-25 00:00:00+02:00,16.388011932373047,16.523286819458008,16.216930389404297,16.292524337768555,10.756999015808105,479490,0.0,0.0
2022-08-26 00:00:00+02:00,16.439735412597656,16.598880767822266,15.958318710327148,15.990147590637207,10.557358741760254,546820,0.0,0.0
2022-08-29 00:00:00+02:00,15.91455364227295,16.44769287109375,15.743473052978516,16.43177604675293,10.848939895629883,771344,0.0,0.0
2022-08-30 00:00:00+02:00,16.54317855834961,16.67845344543457,16.15327262878418,16.248760223388672,10.728103637695312,741509,0.0,0.0
2022-08-26 00:00:00+02:00,16.439735412597656,16.598880767822266,15.958318710327148,15.990147590637207,10.557356834411621,546820,0.0,0.0
2022-08-29 00:00:00+02:00,15.91455364227295,16.44769287109375,15.743473052978516,16.43177604675293,10.84893798828125,771344,0.0,0.0
2022-08-30 00:00:00+02:00,16.54317855834961,16.67845344543457,16.15327262878418,16.248760223388672,10.728104591369629,741509,0.0,0.0
2022-08-31 00:00:00+02:00,16.356182098388672,16.44371223449707,16.0418701171875,16.0418701171875,10.591507911682129,956161,0.0,0.0
2022-09-01 00:00:00+02:00,15.978212356567383,15.978212356567383,15.691749572753906,15.755409240722656,10.402374267578125,998562,0.0,0.0
2022-09-02 00:00:00+02:00,16.161230087280273,16.519306182861328,15.962298393249512,16.391990661621094,10.822671890258789,997552,0.0,0.0
2022-09-05 00:00:00+02:00,15.874768257141113,15.91455364227295,15.520668983459473,15.723580360412598,10.381359100341797,1129909,0.0,0.0
2022-09-06 00:00:00+02:00,15.763365745544434,16.09359359741211,15.683793067932129,15.86681079864502,10.47592544555664,638791,0.0,0.0
2022-09-05 00:00:00+02:00,15.874768257141113,15.91455364227295,15.520668983459473,15.723580360412598,10.381360054016113,1129909,0.0,0.0
2022-09-06 00:00:00+02:00,15.763365745544434,16.09359359741211,15.683793067932129,15.86681079864502,10.475926399230957,638791,0.0,0.0
2022-09-07 00:00:00+02:00,15.616155624389648,16.264673233032227,15.58034896850586,16.21295166015625,10.704462051391602,819365,0.0,0.0
2022-09-08 00:00:00+02:00,16.292524337768555,16.364139556884766,15.954340934753418,16.14133644104004,10.65717887878418,690130,0.0,0.0
2022-09-09 00:00:00+02:00,16.19305992126465,16.575008392333984,16.19305992126465,16.427799224853516,10.8463134765625,623223,0.0,0.0
2022-09-12 00:00:00+02:00,16.614795684814453,17.076316833496094,16.571029663085938,16.98480796813965,11.21407413482666,880959,0.0,0.0
2022-09-13 00:00:00+02:00,17.02061653137207,17.549774169921875,16.698345184326172,16.722217559814453,11.040700912475586,1949078,0.0,0.0
2022-09-13 00:00:00+02:00,17.02061653137207,17.549774169921875,16.698345184326172,16.722217559814453,11.04069995880127,1949078,0.0,0.0
2022-09-14 00:00:00+02:00,16.55511474609375,16.65458106994629,16.06574249267578,16.316396713256836,10.772761344909668,1147799,0.0,0.0
2022-09-15 00:00:00+02:00,16.316396713256836,16.50737190246582,16.01799964904785,16.12542152404785,10.646672248840332,704698,0.0,0.0
2022-09-15 00:00:00+02:00,16.316396713256836,16.50737190246582,16.01799964904785,16.12542152404785,10.646671295166016,704698,0.0,0.0
2022-09-16 00:00:00+02:00,15.92648983001709,16.05380630493164,15.647985458374023,15.954340934753418,10.533716201782227,1934284,0.0,0.0
2022-09-19 00:00:00+02:00,15.890682220458984,16.419841766357422,15.791215896606445,16.368118286132812,10.806909561157227,961766,0.0,0.0
2022-09-20 00:00:00+02:00,16.44769287109375,16.55511474609375,15.930468559265137,15.99412727355957,10.559985160827637,712846,0.0,0.0
2022-09-21 00:00:00+02:00,15.894660949707031,16.137357711791992,15.815088272094727,16.1294002532959,10.649298667907715,557165,0.0,0.0
2022-09-22 00:00:00+02:00,15.727558135986328,16.197038650512695,15.667879104614258,16.069721221923828,10.609896659851074,892616,0.0,0.0
2022-09-23 00:00:00+02:00,16.0418701171875,16.161230087280273,15.64002799987793,15.854874610900879,10.46804428100586,1425407,0.0,0.0
2022-09-26 00:00:00+02:00,15.675835609436035,16.037891387939453,15.604220390319824,15.604220390319824,10.302552223205566,823367,0.0,0.0
2022-09-19 00:00:00+02:00,15.890682220458984,16.419841766357422,15.791215896606445,16.368118286132812,10.806910514831543,961766,0.0,0.0
2022-09-20 00:00:00+02:00,16.44769287109375,16.55511474609375,15.930468559265137,15.99412727355957,10.559986114501953,712846,0.0,0.0
2022-09-21 00:00:00+02:00,15.894660949707031,16.137357711791992,15.815088272094727,16.1294002532959,10.649297714233398,557165,0.0,0.0
2022-09-22 00:00:00+02:00,15.727558135986328,16.197038650512695,15.667879104614258,16.069721221923828,10.609895706176758,892616,0.0,0.0
2022-09-23 00:00:00+02:00,16.0418701171875,16.161230087280273,15.64002799987793,15.854874610900879,10.468045234680176,1425407,0.0,0.0
2022-09-26 00:00:00+02:00,15.675835609436035,16.037891387939453,15.604220390319824,15.604220390319824,10.302553176879883,823367,0.0,0.0
2022-09-27 00:00:00+02:00,15.6360502243042,15.886704444885254,15.492818832397461,15.687771797180176,10.35771656036377,1239006,0.0,0.0
2022-09-28 00:00:00+02:00,15.433138847351074,16.109508514404297,15.170549392700195,15.990147590637207,10.557358741760254,1753368,0.0,0.0
2022-09-28 00:00:00+02:00,15.433138847351074,16.109508514404297,15.170549392700195,15.990147590637207,10.557356834411621,1753368,0.0,0.0
2022-09-29 00:00:00+02:00,15.986169815063477,15.986169815063477,15.40926742553711,15.516690254211426,10.24476146697998,1373640,0.0,0.0
2022-09-30 00:00:00+02:00,15.6360502243042,15.894660949707031,15.528626441955566,15.842939376831055,10.460165023803711,1225082,0.0,0.0
2022-10-03 00:00:00+02:00,15.671856880187988,16.419841766357422,15.628091812133789,16.34822654724121,10.793777465820312,968647,0.0,0.0
2022-10-04 00:00:00+02:00,16.618772506713867,17.267290115356445,16.618772506713867,17.267290115356445,11.400579452514648,1425231,0.0,0.0
2022-10-05 00:00:00+02:00,17.100189208984375,17.35084342956543,17.016637802124023,17.08029556274414,11.277119636535645,1216119,0.0,0.0
2022-10-06 00:00:00+02:00,17.203632354736328,17.32697105407715,16.88534164428711,16.976850509643555,11.208820343017578,825166,0.0,0.0
2022-10-07 00:00:00+02:00,16.976850509643555,17.12803840637207,16.65458106994629,16.730175018310547,11.045955657958984,839674,0.0,0.0
2022-10-10 00:00:00+02:00,16.610815048217773,17.56966781616211,16.586944580078125,17.402565002441406,11.48989486694336,1029281,0.0,0.0
2022-10-11 00:00:00+02:00,17.088253021240234,17.23944091796875,16.284568786621094,16.463605880737305,10.869955062866211,2020228,0.0,0.0
2022-10-12 00:00:00+02:00,16.499414443969727,16.929107666015625,16.320375442504883,16.789854049682617,11.085357666015625,1510536,0.0,0.0
2022-10-13 00:00:00+02:00,16.694366455078125,17.17976188659668,16.384033203125,17.17976188659668,11.342789649963379,1551570,0.0,0.0
2022-10-14 00:00:00+02:00,17.525903701782227,17.69300651550293,16.841577529907227,17.012659072875977,11.232462882995605,1388605,0.0,0.0
2022-10-03 00:00:00+02:00,15.671856880187988,16.419841766357422,15.628091812133789,16.34822654724121,10.793776512145996,968647,0.0,0.0
2022-10-04 00:00:00+02:00,16.618772506713867,17.267290115356445,16.618772506713867,17.267290115356445,11.400580406188965,1425231,0.0,0.0
2022-10-05 00:00:00+02:00,17.100189208984375,17.35084342956543,17.016637802124023,17.08029556274414,11.277118682861328,1216119,0.0,0.0
2022-10-06 00:00:00+02:00,17.203632354736328,17.32697105407715,16.88534164428711,16.976850509643555,11.208819389343262,825166,0.0,0.0
2022-10-07 00:00:00+02:00,16.976850509643555,17.12803840637207,16.65458106994629,16.730175018310547,11.045954704284668,839674,0.0,0.0
2022-10-10 00:00:00+02:00,16.610815048217773,17.56966781616211,16.586944580078125,17.402565002441406,11.489893913269043,1029281,0.0,0.0
2022-10-11 00:00:00+02:00,17.088253021240234,17.23944091796875,16.284568786621094,16.463605880737305,10.869954109191895,2020228,0.0,0.0
2022-10-12 00:00:00+02:00,16.499414443969727,16.929107666015625,16.320375442504883,16.789854049682617,11.085356712341309,1510536,0.0,0.0
2022-10-13 00:00:00+02:00,16.694366455078125,17.17976188659668,16.384033203125,17.17976188659668,11.342791557312012,1551570,0.0,0.0
2022-10-14 00:00:00+02:00,17.525903701782227,17.69300651550293,16.841577529907227,17.012659072875977,11.232461929321289,1388605,0.0,0.0
2022-10-17 00:00:00+02:00,17.012659072875977,17.49407386779785,16.913192749023438,17.287185668945312,11.413715362548828,857670,0.0,0.0
2022-10-18 00:00:00+02:00,17.43439483642578,17.951616287231445,17.39858627319336,17.617412567138672,11.631745338439941,1118895,0.0,0.0
2022-10-18 00:00:00+02:00,17.43439483642578,17.951616287231445,17.39858627319336,17.617412567138672,11.631746292114258,1118895,0.0,0.0
2022-10-19 00:00:00+02:00,17.732791900634766,17.820322036743164,17.565689086914062,17.58160400390625,11.60810375213623,659672,0.0,0.0
2022-10-20 00:00:00+02:00,17.4980525970459,17.796449661254883,17.414501190185547,17.677091598510742,11.671147346496582,869126,0.0,0.0
2022-10-21 00:00:00+02:00,17.506010055541992,17.85215187072754,17.346864700317383,17.85215187072754,11.786730766296387,781749,0.0,0.0
2022-10-20 00:00:00+02:00,17.4980525970459,17.796449661254883,17.414501190185547,17.677091598510742,11.671148300170898,869126,0.0,0.0
2022-10-21 00:00:00+02:00,17.506010055541992,17.85215187072754,17.346864700317383,17.85215187072754,11.786728858947754,781749,0.0,0.0
2022-10-24 00:00:00+02:00,18.699600219726562,18.834875106811523,17.708919525146484,18.345502853393555,12.11246109008789,1695268,0.0,0.0
2022-10-25 00:00:00+02:00,18.440990447998047,18.627986907958984,17.931724548339844,18.202272415161133,12.017894744873047,1131150,0.0,0.0
2022-10-26 00:00:00+02:00,18.22614288330078,18.43701171875,17.975488662719727,18.329587936401367,12.101953506469727,1222905,0.0,0.0
2022-10-27 00:00:00+02:00,18.341524124145508,18.600135803222656,18.08291244506836,18.293779373168945,12.0783109664917,778065,0.0,0.0
2022-10-26 00:00:00+02:00,18.22614288330078,18.43701171875,17.975488662719727,18.329587936401367,12.10195255279541,1222905,0.0,0.0
2022-10-27 00:00:00+02:00,18.341524124145508,18.600135803222656,18.08291244506836,18.293779373168945,12.078311920166016,778065,0.0,0.0
2022-10-28 00:00:00+02:00,18.078933715820312,18.32560920715332,17.975488662719727,18.269908905029297,12.06255054473877,1099727,0.0,0.0
2022-10-31 00:00:00+01:00,18.369373321533203,18.532499313354492,18.14259147644043,18.150548934936523,11.983744621276855,1018936,0.0,0.0
2022-11-01 00:00:00+01:00,18.293779373168945,18.492712020874023,18.063018798828125,18.15452766418457,11.986370086669922,1016061,0.0,0.0
2022-11-02 00:00:00+01:00,18.186357498168945,18.194313049316406,17.88397979736328,18.063018798828125,11.92595386505127,1299861,0.0,0.0
2022-11-03 00:00:00+01:00,17.69300651550293,18.015274047851562,17.406543731689453,17.98344612121582,11.87341594696045,1179101,0.0,0.0
2022-11-04 00:00:00+01:00,18.202272415161133,18.894554138183594,18.15452766418457,18.791109085083008,12.406667709350586,1369272,0.0,0.0
2022-10-31 00:00:00+01:00,18.369373321533203,18.532499313354492,18.14259147644043,18.150548934936523,11.983743667602539,1018936,0.0,0.0
2022-11-01 00:00:00+01:00,18.293779373168945,18.492712020874023,18.063018798828125,18.15452766418457,11.986371040344238,1016061,0.0,0.0
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2022-11-03 00:00:00+01:00,17.69300651550293,18.015274047851562,17.406543731689453,17.98344612121582,11.873414993286133,1179101,0.0,0.0
2022-11-04 00:00:00+01:00,18.202272415161133,18.894554138183594,18.15452766418457,18.791109085083008,12.406668663024902,1369272,0.0,0.0
2022-11-07 00:00:00+01:00,18.759281158447266,19.391883850097656,18.659814834594727,19.336183547973633,12.766550064086914,1259541,0.0,0.0
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2022-11-10 00:00:00+01:00,19.153165817260742,19.59479522705078,19.03778648376465,19.586837768554688,12.93204116821289,1410472,0.0,0.0
2022-11-11 00:00:00+01:00,19.59479522705078,19.857385635375977,19.562965393066406,19.78974723815918,13.066010475158691,1274687,0.0,0.0
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2022-11-15 00:00:00+01:00,20.01255226135254,20.191591262817383,19.61071014404297,19.805662155151367,13.076519966125488,1056914,0.0,0.0
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2022-11-18 00:00:00+01:00,19.42371368408203,19.666410446166992,19.332204818725586,19.666410446166992,12.984579086303711,829590,0.0,0.0
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2022-11-22 00:00:00+01:00,19.137252807617188,19.49930763244629,19.073593139648438,19.395862579345703,12.805953025817871,915438,0.0,0.0
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2022-11-24 00:00:00+01:00,19.31231117248535,19.551029205322266,19.31231117248535,19.539094924926758,12.900520324707031,658838,0.0,0.0
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2022-12-06 00:00:00+01:00,18.870683670043945,19.073593139648438,18.791109085083008,18.962190628051758,12.519624710083008,752418,0.0,0.0
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2022-12-12 00:00:00+01:00,18.735408782958984,18.763259887695312,18.417118072509766,18.468839645385742,12.193893432617188,1151398,0.0,0.0
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2022-12-12 00:00:00+01:00,18.735408782958984,18.763259887695312,18.417118072509766,18.468839645385742,12.193892478942871,1151398,0.0,0.0
2022-12-13 00:00:00+01:00,18.604114532470703,19.065635681152344,18.552391052246094,18.942298889160156,12.506489753723145,1226494,0.0,0.0
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2022-12-16 00:00:00+01:00,18.4569034576416,18.627986907958984,18.329587936401367,18.564327239990234,12.256937980651855,1941860,0.0,0.0
2022-12-19 00:00:00+01:00,18.58422088623047,18.75530242919922,18.548412322998047,18.627986907958984,12.298968315124512,778150,0.0,0.0
2022-12-20 00:00:00+01:00,18.504648208618164,18.7990665435791,18.393245697021484,18.7990665435791,12.411921501159668,935164,0.0,0.0
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2022-12-22 00:00:00+01:00,19.272525787353516,19.38790512084961,18.783153533935547,18.82691764831543,12.43031120300293,1217165,0.0,0.0
2022-12-22 00:00:00+01:00,19.272525787353516,19.38790512084961,18.783153533935547,18.82691764831543,12.430309295654297,1217165,0.0,0.0
2022-12-23 00:00:00+01:00,18.89853286743164,19.14520835876465,18.81498146057129,19.0338077545166,12.566908836364746,552525,0.0,0.0
2022-12-27 00:00:00+01:00,19.177038192749023,19.24069595336914,19.03778648376465,19.04972267150879,12.57741641998291,387951,0.0,0.0
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2023-01-02 00:00:00+01:00,18.990041732788086,19.383926391601562,18.914447784423828,19.383926391601562,12.79807186126709,671340,0.0,0.0
2023-01-03 00:00:00+01:00,19.356077194213867,19.78179168701172,19.344141006469727,19.435649871826172,12.832220077514648,983215,0.0,0.0
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2023-01-02 00:00:00+01:00,18.990041732788086,19.383926391601562,18.914447784423828,19.383926391601562,12.798072814941406,671340,0.0,0.0
2023-01-03 00:00:00+01:00,19.356077194213867,19.78179168701172,19.344141006469727,19.435649871826172,12.832221984863281,983215,0.0,0.0
2023-01-04 00:00:00+01:00,19.48737144470215,19.982711791992188,19.44758415222168,19.94292640686035,13.167146682739258,1333355,0.0,0.0
2023-01-05 00:00:00+01:00,19.932979583740234,20.121965408325195,19.845449447631836,20.002605438232422,13.206550598144531,1261924,0.0,0.0
2023-01-06 00:00:00+01:00,20.112018585205078,20.410415649414062,19.95287322998047,20.410415649414062,13.475802421569824,641716,0.0,0.0
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2023-01-06 00:00:00+01:00,20.112018585205078,20.410415649414062,19.95287322998047,20.410415649414062,13.47580337524414,641716,0.0,0.0
2023-01-09 00:00:00+01:00,20.410415649414062,20.569562911987305,20.32089614868164,20.440256118774414,13.495504379272461,839910,0.0,0.0
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2023-01-11 00:00:00+01:00,20.241323471069336,20.838119506835938,20.10207176208496,20.599401473999023,13.600577354431152,1479852,0.0,0.0
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2023-01-13 00:00:00+01:00,20.559614181518555,21.01715850830078,20.430309295654297,20.788387298583984,13.725353240966797,1563851,0.0,0.0
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2023-01-17 00:00:00+01:00,20.698867797851562,20.997264862060547,20.499935150146484,20.659080505371094,14.731269836425781,917298,0.0,0.0
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2023-01-11 00:00:00+01:00,20.241323471069336,20.838119506835938,20.10207176208496,20.599401473999023,13.600579261779785,1479852,0.0,0.0
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2023-01-17 00:00:00+01:00,20.698867797851562,20.997264862060547,20.499935150146484,20.659080505371094,14.731270790100098,917298,0.0,0.0
2023-01-18 00:00:00+01:00,20.649133682250977,20.80828094482422,20.39052391052246,20.688920974731445,14.752549171447754,976454,0.0,0.0
2023-01-19 00:00:00+01:00,20.569562911987305,20.57950782775879,20.26121711730957,20.39052391052246,14.539772987365723,888012,0.0,0.0
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2023-05-09 00:00:00+02:00,21.663686752319336,21.663686752319336,21.17630386352539,21.444862365722656,15.291584968566895,853724,0.0,0.0
2023-05-10 00:00:00+02:00,21.49459457397461,21.663686752319336,21.156410217285156,21.405075073242188,15.263213157653809,826931,0.0,0.0
2023-05-11 00:00:00+02:00,21.464754104614258,21.633846282958984,21.106678009033203,21.37523651123047,15.241936683654785,1023400,0.0,0.0
2023-05-11 00:00:00+02:00,21.464754104614258,21.633846282958984,21.106678009033203,21.37523651123047,15.241935729980469,1023400,0.0,0.0
2023-05-12 00:00:00+02:00,21.37523651123047,21.43491554260254,21.206144332885742,21.37523651123047,17.269859313964844,847053,2.51,0.0
2023-05-15 00:00:00+02:00,21.0469970703125,21.096731185913086,20.788387298583984,20.858013153076172,19.094114303588867,1023546,2.51,0.0
2023-05-16 00:00:00+02:00,20.7386531829834,20.76849365234375,20.281110763549805,20.310949325561523,18.593313217163086,1280267,0.0,0.0
2023-05-17 00:00:00+02:00,20.201536178588867,20.57950782775879,20.092124938964844,20.549667358398438,18.811845779418945,1106539,0.0,0.0
2023-05-18 00:00:00+02:00,20.72870635986328,20.818225860595703,20.539722442626953,20.678974151611328,18.930217742919922,704356,0.0,0.0
2023-05-19 00:00:00+02:00,20.818225860595703,20.897798538208008,20.66902732849121,20.72870635986328,18.975744247436523,1030030,0.0,0.0
2023-05-22 00:00:00+02:00,20.66902732849121,20.788387298583984,20.57950782775879,20.76849365234375,19.012165069580078,853879,0.0,0.0
2023-05-23 00:00:00+02:00,20.748600006103516,20.80828094482422,20.66902732849121,20.79833221435547,19.03948211669922,779729,0.0,0.0
2023-05-24 00:00:00+02:00,20.60934829711914,20.60934829711914,20.291057586669922,20.489988327026367,18.757211685180664,846847,0.0,0.0
2023-05-18 00:00:00+02:00,20.72870635986328,20.818225860595703,20.539722442626953,20.678974151611328,18.93021583557129,704356,0.0,0.0
2023-05-19 00:00:00+02:00,20.818225860595703,20.897798538208008,20.66902732849121,20.72870635986328,18.97574234008789,1030030,0.0,0.0
2023-05-22 00:00:00+02:00,20.66902732849121,20.788387298583984,20.57950782775879,20.76849365234375,19.01216697692871,853879,0.0,0.0
2023-05-23 00:00:00+02:00,20.748600006103516,20.80828094482422,20.66902732849121,20.79833221435547,19.039480209350586,779729,0.0,0.0
2023-05-24 00:00:00+02:00,20.60934829711914,20.60934829711914,20.291057586669922,20.489988327026367,18.757213592529297,846847,0.0,0.0
2023-05-25 00:00:00+02:00,20.51982879638672,20.51982879638672,19.962818145751953,20.01255226135254,18.320152282714844,1017197,0.0,0.0
2023-05-26 00:00:00+02:00,20.141857147216797,20.26121711730957,19.885236740112305,20.191591262817383,18.48404884338379,1058894,0.0,0.0
2023-05-29 00:00:00+02:00,20.301002502441406,20.340789794921875,20.181644439697266,20.26121711730957,18.547786712646484,295090,0.0,0.0
2023-05-30 00:00:00+02:00,20.301002502441406,20.340789794921875,20.052337646484375,20.092124938964844,18.392993927001953,641576,0.0,0.0
2023-05-31 00:00:00+02:00,19.77781105041504,19.77781105041504,19.184995651245117,19.427692413330078,17.784751892089844,3164263,0.0,0.0
2023-06-01 00:00:00+02:00,19.614688873291016,19.698240280151367,19.475435256958008,19.68232536315918,18.017850875854492,876148,0.0,0.0
2023-06-02 00:00:00+02:00,19.857385635375977,20.499935150146484,19.8255558013916,20.440256118774414,18.711685180664062,1069712,0.0,0.0
2023-06-01 00:00:00+02:00,19.614688873291016,19.698240280151367,19.475435256958008,19.68232536315918,18.017852783203125,876148,0.0,0.0
2023-06-02 00:00:00+02:00,19.857385635375977,20.499935150146484,19.8255558013916,20.440256118774414,18.711687088012695,1069712,0.0,0.0
2023-06-05 00:00:00+02:00,20.529775619506836,20.589454650878906,20.39052391052246,20.499935150146484,18.766319274902344,850280,0.0,0.0
2023-06-06 00:00:00+02:00,20.489988327026367,20.66902732849121,20.38057518005371,20.66902732849121,18.921110153198242,646291,0.0,0.0
2023-06-07 00:00:00+02:00,20.678974151611328,20.92763900756836,20.569562911987305,20.92763900756836,19.157852172851562,885388,0.0,0.0
2023-06-07 00:00:00+02:00,20.678974151611328,20.92763900756836,20.569562911987305,20.92763900756836,19.157854080200195,885388,0.0,0.0
2023-06-08 00:00:00+02:00,20.877906799316406,21.514488220214844,20.877906799316406,21.186250686645508,19.394594192504883,1247924,0.0,0.0
2023-06-09 00:00:00+02:00,21.126571655273438,21.17630386352539,20.46014976501465,20.818225860595703,19.05769157409668,1294412,0.0,0.0
2023-06-09 00:00:00+02:00,21.126571655273438,21.17630386352539,20.46014976501465,20.818225860595703,19.057693481445312,1294412,0.0,0.0
2023-06-12 00:00:00+02:00,20.887853622436523,21.08678436279297,20.80828094482422,21.05694580078125,19.27622413635254,932962,0.0,0.0
2023-06-13 00:00:00+02:00,21.166357040405273,21.454809188842773,20.907745361328125,21.424968719482422,19.61312484741211,905912,0.0,0.0
2023-06-14 00:00:00+02:00,21.862619400024414,21.882511138916016,21.424968719482422,21.514488220214844,19.6950740814209,1696595,0.0,0.0
2023-06-15 00:00:00+02:00,21.474702835083008,21.474702835083008,21.01715850830078,21.355342864990234,19.549386978149414,932700,0.0,0.0
2023-06-16 00:00:00+02:00,21.444862365722656,21.52443504333496,20.04239273071289,20.569562911987305,18.83005714416504,3430067,0.0,0.0
2023-06-19 00:00:00+02:00,20.291057586669922,20.291057586669922,19.932979583740234,19.982711791992188,18.292835235595703,1208865,0.0,0.0
2023-06-19 00:00:00+02:00,20.291057586669922,20.291057586669922,19.932979583740234,19.982711791992188,18.29283332824707,1208865,0.0,0.0
2023-06-20 00:00:00+02:00,19.495328903198242,20.121965408325195,19.208866119384766,19.821577072143555,18.145326614379883,2053697,0.0,0.0
2023-06-21 00:00:00+02:00,19.845449447631836,19.923032760620117,19.662431716918945,19.923032760620117,18.238203048706055,644074,0.0,0.0
2023-06-22 00:00:00+02:00,19.749961853027344,20.022499084472656,19.68232536315918,19.797706604003906,18.12347412109375,667821,0.0,0.0
2023-06-23 00:00:00+02:00,19.65447425842285,19.805662155151367,19.539094924926758,19.686304092407227,18.021493911743164,893260,0.0,0.0
2023-06-26 00:00:00+02:00,19.757919311523438,20.032445907592773,19.65447425842285,19.982711791992188,18.292835235595703,793819,0.0,0.0
2023-06-21 00:00:00+02:00,19.845449447631836,19.923032760620117,19.662431716918945,19.923032760620117,18.238201141357422,644074,0.0,0.0
2023-06-22 00:00:00+02:00,19.749961853027344,20.022499084472656,19.68232536315918,19.797706604003906,18.123476028442383,667821,0.0,0.0
2023-06-23 00:00:00+02:00,19.65447425842285,19.805662155151367,19.539094924926758,19.686304092407227,18.02149200439453,893260,0.0,0.0
2023-06-26 00:00:00+02:00,19.757919311523438,20.032445907592773,19.65447425842285,19.982711791992188,18.29283332824707,793819,0.0,0.0
2023-06-27 00:00:00+02:00,20.092124938964844,20.211484909057617,19.74200439453125,19.95287322998047,18.265520095825195,871227,0.0,0.0
2023-06-28 00:00:00+02:00,20.112018585205078,20.151803970336914,19.865341186523438,19.95287322998047,18.265520095825195,911547,0.0,0.0
2023-06-29 00:00:00+02:00,20.01255226135254,20.181644439697266,19.903139114379883,20.092124938964844,18.392993927001953,1053234,0.0,0.0
2023-06-30 00:00:00+02:00,20.092124938964844,20.46014976501465,20.092124938964844,20.350736618041992,18.629737854003906,934560,0.0,0.0
2023-06-30 00:00:00+02:00,20.092124938964844,20.46014976501465,20.092124938964844,20.350736618041992,18.629735946655273,934560,0.0,0.0
2023-07-03 00:00:00+02:00,20.301002502441406,20.499935150146484,20.181644439697266,20.26121711730957,18.547786712646484,652308,0.0,0.0
2023-07-04 00:00:00+02:00,20.241323471069336,20.241323471069336,20.032445907592773,20.181644439697266,18.474945068359375,483753,0.0,0.0
2023-07-05 00:00:00+02:00,20.07223129272461,20.201536178588867,20.002605438232422,20.092124938964844,18.392993927001953,692829,0.0,0.0
2023-07-06 00:00:00+02:00,19.903139114379883,20.002605438232422,19.634580612182617,19.74200439453125,18.07248306274414,1098682,0.0,0.0
2023-07-07 00:00:00+02:00,19.7181339263916,20.350736618041992,19.7181339263916,20.350736618041992,18.629737854003906,909321,0.0,0.0
2023-07-07 00:00:00+02:00,19.7181339263916,20.350736618041992,19.7181339263916,20.350736618041992,18.629735946655273,909321,0.0,0.0
2023-07-10 00:00:00+02:00,20.221431732177734,20.48004150390625,20.201536178588867,20.241323471069336,18.52957534790039,599989,0.0,0.0
2023-07-11 00:00:00+02:00,20.291057586669922,20.60934829711914,20.211484909057617,20.51982879638672,18.784528732299805,514723,0.0,0.0
2023-07-12 00:00:00+02:00,20.569562911987305,21.126571655273438,20.529775619506836,21.066890716552734,19.285327911376953,903369,0.0,0.0
2023-07-13 00:00:00+02:00,20.967424392700195,21.226036071777344,20.92763900756836,20.967424392700195,19.194272994995117,830319,0.0,0.0
2023-07-14 00:00:00+02:00,20.877906799316406,20.897798538208008,20.301002502441406,20.301002502441406,18.584209442138672,959780,0.0,0.0
2023-07-17 00:00:00+02:00,20.191591262817383,20.330842971801758,20.151803970336914,20.201536178588867,18.493154525756836,678639,0.0,0.0
2023-07-14 00:00:00+02:00,20.877906799316406,20.897798538208008,20.301002502441406,20.301002502441406,18.58420753479004,959780,0.0,0.0
2023-07-17 00:00:00+02:00,20.191591262817383,20.330842971801758,20.151803970336914,20.201536178588867,18.493152618408203,678639,0.0,0.0
2023-07-18 00:00:00+02:00,20.211484909057617,20.410415649414062,20.112018585205078,20.410415649414062,18.684368133544922,696082,0.0,0.0
2023-07-19 00:00:00+02:00,20.340789794921875,20.430309295654297,20.04239273071289,20.310949325561523,18.593313217163086,1027451,0.0,0.0
2023-07-20 00:00:00+02:00,20.330842971801758,20.589454650878906,20.330842971801758,20.589454650878906,18.8482666015625,771530,0.0,0.0
@@ -402,123 +402,123 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2023-07-25 00:00:00+02:00,20.80828094482422,21.156410217285156,20.7386531829834,21.14646339416504,19.358171463012695,815268,0.0,0.0
2023-07-26 00:00:00+02:00,21.066890716552734,21.206144332885742,20.867958068847656,20.967424392700195,19.194272994995117,501060,0.0,0.0
2023-07-27 00:00:00+02:00,21.01715850830078,21.43491554260254,20.967424392700195,21.39512825012207,19.58580780029297,1024169,0.0,0.0
2023-07-28 00:00:00+02:00,21.30561065673828,21.802940368652344,21.255876541137695,21.802940368652344,19.95913314819336,1075428,0.0,0.0
2023-07-28 00:00:00+02:00,21.30561065673828,21.802940368652344,21.255876541137695,21.802940368652344,19.959131240844727,1075428,0.0,0.0
2023-07-31 00:00:00+02:00,21.802940368652344,21.912351608276367,21.663686752319336,21.703474044799805,19.868078231811523,1096731,0.0,0.0
2023-08-01 00:00:00+02:00,21.59406089782715,21.604007720947266,21.424968719482422,21.424968719482422,19.61312484741211,660286,0.0,0.0
2023-08-02 00:00:00+02:00,21.186250686645508,21.58411407470703,21.08678436279297,21.454809188842773,19.64044189453125,858203,0.0,0.0
2023-08-03 00:00:00+02:00,21.673633575439453,21.78304672241211,20.01255226135254,20.499935150146484,18.766319274902344,1721865,0.0,0.0
2023-08-04 00:00:00+02:00,20.66902732849121,20.718759536743164,20.39052391052246,20.659080505371094,18.912004470825195,610022,0.0,0.0
2023-08-04 00:00:00+02:00,20.66902732849121,20.718759536743164,20.39052391052246,20.659080505371094,18.912006378173828,610022,0.0,0.0
2023-08-07 00:00:00+02:00,20.589454650878906,20.80828094482422,20.45020294189453,20.80828094482422,19.048587799072266,484065,0.0,0.0
2023-08-08 00:00:00+02:00,20.688920974731445,20.818225860595703,20.589454650878906,20.678974151611328,18.930217742919922,420797,0.0,0.0
2023-08-08 00:00:00+02:00,20.688920974731445,20.818225860595703,20.589454650878906,20.678974151611328,18.93021583557129,420797,0.0,0.0
2023-08-09 00:00:00+02:00,20.858013153076172,21.037052154541016,20.76849365234375,20.858013153076172,19.094114303588867,550545,0.0,0.0
2023-08-10 00:00:00+02:00,20.977371215820312,21.126571655273438,20.858013153076172,20.997264862060547,19.221590042114258,468059,0.0,0.0
2023-08-11 00:00:00+02:00,20.877906799316406,21.0271053314209,20.748600006103516,20.758546829223633,19.00305938720703,462374,0.0,0.0
2023-08-11 00:00:00+02:00,20.877906799316406,21.0271053314209,20.748600006103516,20.758546829223633,19.003061294555664,462374,0.0,0.0
2023-08-14 00:00:00+02:00,20.7386531829834,20.848066329956055,20.66902732849121,20.7386531829834,18.984848022460938,668188,0.0,0.0
2023-08-15 00:00:00+02:00,20.788387298583984,20.818225860595703,20.430309295654297,20.57950782775879,18.839162826538086,432414,0.0,0.0
2023-08-16 00:00:00+02:00,20.539722442626953,20.76849365234375,20.539722442626953,20.70881462097168,18.95753288269043,544437,0.0,0.0
2023-08-15 00:00:00+02:00,20.788387298583984,20.818225860595703,20.430309295654297,20.57950782775879,18.839160919189453,432414,0.0,0.0
2023-08-16 00:00:00+02:00,20.539722442626953,20.76849365234375,20.539722442626953,20.70881462097168,18.957534790039062,544437,0.0,0.0
2023-08-17 00:00:00+02:00,20.57950782775879,20.76849365234375,20.549667358398438,20.688920974731445,18.939321517944336,564871,0.0,0.0
2023-08-18 00:00:00+02:00,20.688920974731445,20.70881462097168,20.291057586669922,20.38057518005371,18.657052993774414,693870,0.0,0.0
2023-08-21 00:00:00+02:00,20.39052391052246,20.66902732849121,20.39052391052246,20.569562911987305,18.83005714416504,793311,0.0,0.0
2023-08-22 00:00:00+02:00,20.599401473999023,20.907745361328125,20.5098819732666,20.76849365234375,19.012165069580078,650046,0.0,0.0
2023-08-23 00:00:00+02:00,20.80828094482422,20.858013153076172,20.330842971801758,20.370630264282227,18.64794921875,647211,0.0,0.0
2023-08-22 00:00:00+02:00,20.599401473999023,20.907745361328125,20.5098819732666,20.76849365234375,19.01216697692871,650046,0.0,0.0
2023-08-23 00:00:00+02:00,20.80828094482422,20.858013153076172,20.330842971801758,20.370630264282227,18.647947311401367,647211,0.0,0.0
2023-08-24 00:00:00+02:00,20.45020294189453,20.599401473999023,20.291057586669922,20.330842971801758,18.611526489257812,475896,0.0,0.0
2023-08-25 00:00:00+02:00,20.301002502441406,20.45020294189453,20.26121711730957,20.291057586669922,18.575103759765625,318928,0.0,0.0
2023-08-25 00:00:00+02:00,20.301002502441406,20.45020294189453,20.26121711730957,20.291057586669922,18.575105667114258,318928,0.0,0.0
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2023-12-15 00:00:00+01:00,24.8799991607666,25.420000076293945,24.600000381469727,25.40999984741211,23.261154174804688,2385553,0.0,0.0
2023-12-18 00:00:00+01:00,25.649999618530273,26.969999313354492,25.489999771118164,26.1299991607666,23.920265197753906,965441,0.0,0.0
2023-12-19 00:00:00+01:00,26.290000915527344,27.399999618530273,26.200000762939453,27.209999084472656,24.908931732177734,908754,0.0,0.0
2023-12-20 00:00:00+01:00,27.3700008392334,27.469999313354492,26.350000381469727,26.350000381469727,24.121660232543945,821654,0.0,0.0
2023-12-21 00:00:00+01:00,26.239999771118164,26.3700008392334,25.760000228881836,26.049999237060547,23.847028732299805,744197,0.0,0.0
2023-12-19 00:00:00+01:00,26.290000915527344,27.399999618530273,26.200000762939453,27.209999084472656,24.908933639526367,908754,0.0,0.0
2023-12-20 00:00:00+01:00,27.3700008392334,27.469999313354492,26.350000381469727,26.350000381469727,24.121662139892578,821654,0.0,0.0
2023-12-21 00:00:00+01:00,26.239999771118164,26.3700008392334,25.760000228881836,26.049999237060547,23.847030639648438,744197,0.0,0.0
2023-12-22 00:00:00+01:00,26.1200008392334,26.510000228881836,26.049999237060547,26.239999771118164,24.020963668823242,358134,0.0,0.0
2023-12-27 00:00:00+01:00,26.639999389648438,26.729999542236328,26.299999237060547,26.729999542236328,24.469526290893555,398784,0.0,0.0
2023-12-28 00:00:00+01:00,26.899999618530273,27.200000762939453,26.899999618530273,27.190000534057617,24.890625,306879,0.0,0.0
2023-12-27 00:00:00+01:00,26.639999389648438,26.729999542236328,26.299999237060547,26.729999542236328,24.469524383544922,398784,0.0,0.0
2023-12-28 00:00:00+01:00,26.899999618530273,27.200000762939453,26.899999618530273,27.190000534057617,24.890626907348633,306879,0.0,0.0
2023-12-29 00:00:00+01:00,27.219999313354492,27.959999084472656,27.219999313354492,27.729999542236328,25.384958267211914,508827,0.0,0.0
2024-01-02 00:00:00+01:00,28.059999465942383,28.600000381469727,27.520000457763672,28.030000686645508,25.659587860107422,395002,0.0,0.0
2024-01-02 00:00:00+01:00,28.059999465942383,28.600000381469727,27.520000457763672,28.030000686645508,25.659589767456055,395002,0.0,0.0
2024-01-03 00:00:00+01:00,28.110000610351562,28.15999984741211,27.170000076293945,27.43000030517578,25.110328674316406,517626,0.0,0.0
2024-01-04 00:00:00+01:00,27.5,28.110000610351562,27.5,28.09000015258789,25.714515686035156,353356,0.0,0.0
2024-01-05 00:00:00+01:00,28.079999923706055,28.469999313354492,28.0,28.329999923706055,25.93421745300293,426440,0.0,0.0
2024-01-08 00:00:00+01:00,28.290000915527344,28.329999923706055,27.540000915527344,28.0,25.632125854492188,503233,0.0,0.0
2024-01-09 00:00:00+01:00,27.190000534057617,27.549999237060547,27.079999923706055,27.299999237060547,24.991321563720703,592677,0.0,0.0
2024-01-10 00:00:00+01:00,27.100000381469727,27.170000076293945,26.350000381469727,26.350000381469727,24.121660232543945,692877,0.0,0.0
2024-01-11 00:00:00+01:00,26.389999389648438,26.559999465942383,25.889999389648438,26.0,23.801259994506836,631805,0.0,0.0
2024-01-10 00:00:00+01:00,27.100000381469727,27.170000076293945,26.350000381469727,26.350000381469727,24.121662139892578,692877,0.0,0.0
2024-01-11 00:00:00+01:00,26.389999389648438,26.559999465942383,25.889999389648438,26.0,23.801258087158203,631805,0.0,0.0
2024-01-12 00:00:00+01:00,26.639999389648438,26.860000610351562,26.06999969482422,26.139999389648438,23.929418563842773,803481,0.0,0.0
2024-01-15 00:00:00+01:00,25.059999465942383,25.329999923706055,25.0,25.299999237060547,24.690631866455078,726646,1.62,0.0
2024-01-16 00:00:00+01:00,25.149999618530273,25.200000762939453,24.579999923706055,24.989999771118164,24.388099670410156,493029,0.0,0.0
@@ -675,4 +675,67 @@ Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2024-08-19 00:00:00+02:00,31.030000686645508,31.299999237060547,30.670000076293945,31.030000686645508,31.030000686645508,180272,0.0,0.0
2024-08-20 00:00:00+02:00,31.170000076293945,31.170000076293945,30.469999313354492,30.530000686645508,30.530000686645508,152575,0.0,0.0
2024-08-21 00:00:00+02:00,30.530000686645508,31.020000457763672,30.530000686645508,30.969999313354492,30.969999313354492,128994,0.0,0.0
2024-08-22 00:00:00+02:00,30.979999542236328,31.1299991607666,30.780000686645508,31.059999465942383,31.059999465942383,15067,0.0,0.0
2024-08-22 00:00:00+02:00,30.979999542236328,31.3799991607666,30.780000686645508,31.229999542236328,31.229999542236328,87006,0.0,0.0
2024-08-23 00:00:00+02:00,31.18000030517578,31.540000915527344,31.18000030517578,31.270000457763672,31.270000457763672,84423,0.0,0.0
2024-08-26 00:00:00+02:00,31.149999618530273,31.459999084472656,30.829999923706055,31.030000686645508,31.030000686645508,72965,0.0,0.0
2024-08-27 00:00:00+02:00,30.90999984741211,31.360000610351562,30.809999465942383,31.139999389648438,31.139999389648438,102326,0.0,0.0
2024-08-28 00:00:00+02:00,31.139999389648438,31.190000534057617,30.540000915527344,30.93000030517578,30.93000030517578,133750,0.0,0.0
2024-08-29 00:00:00+02:00,30.81999969482422,31.25,30.81999969482422,31.079999923706055,31.079999923706055,110738,0.0,0.0
2024-08-30 00:00:00+02:00,31.190000534057617,31.829999923706055,31.079999923706055,31.700000762939453,31.700000762939453,222082,0.0,0.0
2024-09-02 00:00:00+02:00,31.739999771118164,32.36000061035156,31.469999313354492,32.18000030517578,32.18000030517578,137822,0.0,0.0
2024-09-03 00:00:00+02:00,32.04999923706055,32.2400016784668,31.469999313354492,31.520000457763672,31.520000457763672,115050,0.0,0.0
2024-09-04 00:00:00+02:00,31.100000381469727,31.739999771118164,31.030000686645508,31.559999465942383,31.559999465942383,110471,0.0,0.0
2024-09-05 00:00:00+02:00,31.34000015258789,32.310001373291016,31.34000015258789,31.670000076293945,31.670000076293945,230413,0.0,0.0
2024-09-06 00:00:00+02:00,31.489999771118164,31.8700008392334,31.18000030517578,31.209999084472656,31.209999084472656,163894,0.0,0.0
2024-09-09 00:00:00+02:00,31.5,31.729999542236328,31.280000686645508,31.649999618530273,31.649999618530273,150347,0.0,0.0
2024-09-10 00:00:00+02:00,31.59000015258789,32.040000915527344,30.8700008392334,30.8700008392334,30.8700008392334,177060,0.0,0.0
2024-09-11 00:00:00+02:00,30.93000030517578,32.06999969482422,30.93000030517578,31.049999237060547,31.049999237060547,253253,0.0,0.0
2024-09-12 00:00:00+02:00,31.049999237060547,31.3799991607666,30.809999465942383,30.809999465942383,30.809999465942383,198487,0.0,0.0
2024-09-13 00:00:00+02:00,30.809999465942383,31.6299991607666,30.809999465942383,31.3700008392334,31.3700008392334,160154,0.0,0.0
2024-09-16 00:00:00+02:00,31.270000457763672,31.469999313354492,31.100000381469727,31.450000762939453,31.450000762939453,112962,0.0,0.0
2024-09-17 00:00:00+02:00,31.719999313354492,32.75,31.719999313354492,32.75,32.75,181018,0.0,0.0
2024-09-18 00:00:00+02:00,32.81999969482422,33.84000015258789,32.38999938964844,33.72999954223633,33.72999954223633,208825,0.0,0.0
2024-09-19 00:00:00+02:00,34.119998931884766,34.689998626708984,33.84000015258789,34.58000183105469,34.58000183105469,292983,0.0,0.0
2024-09-20 00:00:00+02:00,34.599998474121094,34.599998474121094,33.93000030517578,34.279998779296875,34.279998779296875,547234,0.0,0.0
2024-09-23 00:00:00+02:00,34.22999954223633,34.68000030517578,34.11000061035156,34.369998931884766,34.369998931884766,148293,0.0,0.0
2024-09-24 00:00:00+02:00,34.709999084472656,35.13999938964844,34.279998779296875,34.279998779296875,34.279998779296875,214647,0.0,0.0
2024-09-25 00:00:00+02:00,34.279998779296875,34.83000183105469,33.58000183105469,33.58000183105469,33.58000183105469,194543,0.0,0.0
2024-09-26 00:00:00+02:00,34.0,34.119998931884766,33.650001525878906,34.119998931884766,34.119998931884766,198143,0.0,0.0
2024-09-27 00:00:00+02:00,34.2400016784668,35.02000045776367,34.130001068115234,34.63999938964844,34.63999938964844,196448,0.0,0.0
2024-09-30 00:00:00+02:00,34.150001525878906,35.45000076293945,34.0,35.20000076293945,35.20000076293945,261067,0.0,0.0
2024-10-01 00:00:00+02:00,35.20000076293945,35.88999938964844,35.18000030517578,35.61000061035156,35.61000061035156,218502,0.0,0.0
2024-10-02 00:00:00+02:00,35.61000061035156,36.810001373291016,35.45000076293945,36.310001373291016,36.310001373291016,185328,0.0,0.0
2024-10-03 00:00:00+02:00,36.22999954223633,36.619998931884766,36.209999084472656,36.310001373291016,36.310001373291016,246827,0.0,0.0
2024-10-04 00:00:00+02:00,36.209999084472656,37.560001373291016,36.13999938964844,37.5099983215332,37.5099983215332,298766,0.0,0.0
2024-10-07 00:00:00+02:00,37.5,37.5099983215332,36.47999954223633,36.91999816894531,36.91999816894531,161195,0.0,0.0
2024-10-08 00:00:00+02:00,36.7599983215332,36.7599983215332,35.66999816894531,35.93000030517578,35.93000030517578,144993,0.0,0.0
2024-10-09 00:00:00+02:00,35.86000061035156,36.52000045776367,35.400001525878906,36.369998931884766,36.369998931884766,123249,0.0,0.0
2024-10-10 00:00:00+02:00,36.619998931884766,37.0,36.439998626708984,36.959999084472656,36.959999084472656,127939,0.0,0.0
2024-10-11 00:00:00+02:00,36.650001525878906,37.349998474121094,36.560001373291016,37.150001525878906,37.150001525878906,110000,0.0,0.0
2024-10-14 00:00:00+02:00,37.349998474121094,38.0,37.0,38.0,38.0,215775,0.0,0.0
2024-10-15 00:00:00+02:00,38.0,38.72999954223633,37.7400016784668,38.43000030517578,38.43000030517578,289899,0.0,0.0
2024-10-16 00:00:00+02:00,38.5,39.31999969482422,38.310001373291016,39.31999969482422,39.31999969482422,351315,0.0,0.0
2024-10-17 00:00:00+02:00,39.27000045776367,39.310001373291016,37.95000076293945,38.439998626708984,38.439998626708984,336837,0.0,0.0
2024-10-18 00:00:00+02:00,38.209999084472656,39.369998931884766,37.939998626708984,39.349998474121094,39.349998474121094,284589,0.0,0.0
2024-10-21 00:00:00+02:00,39.11000061035156,39.13999938964844,38.43000030517578,39.099998474121094,39.099998474121094,176237,0.0,0.0
2024-10-22 00:00:00+02:00,39.119998931884766,39.369998931884766,38.63999938964844,38.900001525878906,38.900001525878906,219984,0.0,0.0
2024-10-23 00:00:00+02:00,38.70000076293945,38.86000061035156,37.790000915527344,38.79999923706055,38.79999923706055,212351,0.0,0.0
2024-10-24 00:00:00+02:00,38.70000076293945,38.939998626708984,38.36000061035156,38.68000030517578,38.68000030517578,118090,0.0,0.0
2024-10-25 00:00:00+02:00,38.630001068115234,38.849998474121094,38.04999923706055,38.560001373291016,38.560001373291016,164039,0.0,0.0
2024-10-28 00:00:00+01:00,38.560001373291016,38.81999969482422,37.84000015258789,38.25,38.25,156263,0.0,0.0
2024-10-29 00:00:00+01:00,38.25,38.88999938964844,38.029998779296875,38.31999969482422,38.31999969482422,213012,0.0,0.0
2024-10-30 00:00:00+01:00,37.75,38.04999923706055,37.029998779296875,37.029998779296875,37.029998779296875,397551,0.0,0.0
2024-10-31 00:00:00+01:00,37.0,37.310001373291016,36.34000015258789,37.060001373291016,37.060001373291016,281687,0.0,0.0
2024-11-01 00:00:00+01:00,36.84000015258789,37.43000030517578,36.84000015258789,37.2400016784668,37.2400016784668,81048,0.0,0.0
2024-11-04 00:00:00+01:00,37.060001373291016,37.79999923706055,37.040000915527344,37.560001373291016,37.560001373291016,82632,0.0,0.0
2024-11-05 00:00:00+01:00,37.560001373291016,37.95000076293945,37.369998931884766,37.95000076293945,37.95000076293945,199518,0.0,0.0
2024-11-06 00:00:00+01:00,38.20000076293945,38.900001525878906,34.91999816894531,34.91999816894531,34.91999816894531,469899,0.0,0.0
2024-11-07 00:00:00+01:00,34.08000183105469,34.900001525878906,33.72999954223633,33.72999954223633,33.72999954223633,380050,0.0,0.0
2024-11-08 00:00:00+01:00,33.61000061035156,33.91999816894531,33.29999923706055,33.54999923706055,33.54999923706055,389420,0.0,0.0
2024-11-11 00:00:00+01:00,33.810001373291016,34.31999969482422,33.130001068115234,33.130001068115234,33.130001068115234,233145,0.0,0.0
2024-11-12 00:00:00+01:00,32.79999923706055,33.029998779296875,31.670000076293945,31.709999084472656,31.709999084472656,284709,0.0,0.0
2024-11-13 00:00:00+01:00,31.780000686645508,32.11000061035156,31.360000610351562,31.510000228881836,31.510000228881836,208626,0.0,0.0
2024-11-14 00:00:00+01:00,31.600000381469727,31.8799991607666,31.34000015258789,31.40999984741211,31.40999984741211,193374,0.0,0.0
2024-11-15 00:00:00+01:00,31.309999465942383,32.5,31.309999465942383,32.22999954223633,32.22999954223633,130866,0.0,0.0
2024-11-18 00:00:00+01:00,32.20000076293945,32.72999954223633,32.08000183105469,32.130001068115234,32.130001068115234,94641,0.0,0.0
2024-11-19 00:00:00+01:00,32.099998474121094,32.650001525878906,31.06999969482422,31.920000076293945,31.920000076293945,159142,0.0,0.0
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits
2 2022-01-03 00:00:00+01:00 20.400468826293945 20.80828094482422 20.400468826293945 20.629241943359375 11.042257308959961 11.042256355285645 559352 0.0 0.0
3 2022-01-04 00:00:00+01:00 20.649133682250977 20.897798538208008 20.5098819732666 20.848066329956055 11.15938663482666 930594 0.0 0.0
4 2022-01-05 00:00:00+01:00 20.897798538208008 21.126571655273438 20.838119506835938 21.126571655273438 11.308463096618652 572100 0.0 0.0
5 2022-01-06 00:00:00+01:00 20.887853622436523 21.126571655273438 20.599401473999023 20.967424392700195 11.223275184631348 11.22327709197998 532086 0.0 0.0
6 2022-01-07 00:00:00+01:00 21.007211685180664 21.186250686645508 20.867958068847656 21.126571655273438 11.308463096618652 698666 0.0 0.0
7 2022-01-10 00:00:00+01:00 21.186250686645508 21.245929718017578 20.997264862060547 21.05694580078125 11.271193504333496 11.271194458007812 972438 0.0 0.0
8 2022-01-11 00:00:00+01:00 21.226036071777344 21.514488220214844 21.226036071777344 21.37523651123047 11.441567420959473 11.441566467285156 894602 0.0 0.0
9 2022-01-12 00:00:00+01:00 21.564220428466797 21.604007720947266 21.0469970703125 21.216089248657227 11.356378555297852 11.356379508972168 838352 0.0 0.0
10 2022-01-13 00:00:00+01:00 20.897798538208008 21.14646339416504 20.897798538208008 21.14646339416504 12.180269241333008 12.180268287658691 514241 1.5 0.0
11 2022-01-14 00:00:00+01:00 20.897798538208008 21.066890716552734 20.80828094482422 21.0271053314209 12.111518859863281 12.111517906188965 708327 0.0 0.0
12 2022-01-17 00:00:00+01:00 21.106678009033203 21.633846282958984 21.0469970703125 21.554275512695312 12.415165901184082 12.415164947509766 947841 0.0 0.0
13 2022-01-18 00:00:00+01:00 21.454809188842773 21.484647750854492 21.156410217285156 21.405075073242188 12.329227447509766 12.32922649383545 966355 0.0 0.0
14 2022-01-19 00:00:00+01:00 21.37523651123047 21.822832107543945 21.295663833618164 21.78304672241211 12.546936988830566 12.5469388961792 1597827 0.0 0.0
15 2022-01-20 00:00:00+01:00 21.802940368652344 22.111284255981445 21.544328689575195 21.981977462768555 12.661520004272461 12.661521911621094 1563328 0.0 0.0
16 2022-01-21 00:00:00+01:00 21.74325942993164 21.94219207763672 21.415021896362305 21.65374183654785 12.47245979309082 12.472458839416504 1539782 0.0 0.0
17 2022-01-24 00:00:00+01:00 21.484647750854492 21.58411407470703 20.887853622436523 20.997264862060547 12.094330787658691 1334240 0.0 0.0
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19 2022-01-26 00:00:00+01:00 20.997264862060547 21.72336769104004 20.997264862060547 21.415021896362305 12.33495807647705 12.334957122802734 913216 0.0 0.0
20 2022-01-27 00:00:00+01:00 21.11662483215332 21.862619400024414 21.0469970703125 21.6437931060791 12.466729164123535 12.466727256774902 765306 0.0 0.0
21 2022-01-28 00:00:00+01:00 21.554275512695312 21.65374183654785 21.126571655273438 21.484647750854492 12.37506103515625 12.375060081481934 1109097 0.0 0.0
22 2022-01-31 00:00:00+01:00 21.6239013671875 21.65374183654785 21.066890716552734 21.186250686645508 12.203185081481934 12.20318603515625 999557 0.0 0.0
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24 2022-02-02 00:00:00+01:00 21.52443504333496 22.021764755249023 21.454809188842773 21.753206253051758 12.529748916625977 12.52974796295166 1195479 0.0 0.0
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28 2022-02-08 00:00:00+01:00 21.36528968811035 21.78304672241211 21.36528968811035 21.713420867919922 12.506834030151367 12.506832122802734 1006721 0.0 0.0
29 2022-02-09 00:00:00+01:00 21.812885284423828 21.991924285888672 21.733312606811523 21.981977462768555 12.661520004272461 12.661521911621094 893571 0.0 0.0
30 2022-02-10 00:00:00+01:00 22.021764755249023 22.210750579833984 21.962085723876953 22.041658401489258 12.69589614868164 851844 0.0 0.0
31 2022-02-11 00:00:00+01:00 21.882511138916016 22.06155014038086 21.713420867919922 21.882511138916016 12.604229927062988 12.604228019714355 893486 0.0 0.0
32 2022-02-14 00:00:00+01:00 21.514488220214844 21.514488220214844 20.818225860595703 21.14646339416504 12.180269241333008 12.180268287658691 1234728 0.0 0.0
33 2022-02-15 00:00:00+01:00 21.007211685180664 21.713420867919922 20.967424392700195 21.673633575439453 12.483916282653809 12.483914375305176 687285 0.0 0.0
34 2022-02-16 00:00:00+01:00 21.713420867919922 22.06155014038086 21.713420867919922 22.06155014038086 12.707352638244629 12.707353591918945 798177 0.0 0.0
35 2022-02-17 00:00:00+01:00 22.021764755249023 22.081443786621094 21.763153076171875 21.832778930664062 12.575582504272461 684218 0.0 0.0
36 2022-02-18 00:00:00+01:00 21.832778930664062 21.892459869384766 21.385181427001953 21.544328689575195 12.40943717956543 12.409436225891113 737030 0.0 0.0
37 2022-02-21 00:00:00+01:00 21.673633575439453 21.68358039855957 20.92763900756836 21.126571655273438 12.168810844421387 677844 0.0 0.0
38 2022-02-22 00:00:00+01:00 20.529775619506836 21.196197509765625 20.32089614868164 20.95747947692871 12.071414947509766 12.07141399383545 1273455 0.0 0.0
39 2022-02-23 00:00:00+01:00 21.415021896362305 21.862619400024414 20.987319946289062 21.216089248657227 12.220373153686523 1732461 0.0 0.0
40 2022-02-24 00:00:00+01:00 20.48004150390625 20.877906799316406 19.51124382019043 19.70221710205078 11.348388671875 11.348389625549316 2560976 0.0 0.0
41 2022-02-25 00:00:00+01:00 19.903139114379883 20.291057586669922 19.475435256958008 20.201536178588867 11.635993957519531 11.635994911193848 1423396 0.0 0.0
42 2022-02-28 00:00:00+01:00 19.773834228515625 19.903139114379883 19.308332443237305 19.837491989135742 11.42630672454834 1569727 0.0 0.0
43 2022-03-01 00:00:00+01:00 19.77781105041504 19.95287322998047 18.73938751220703 18.73938751220703 10.793804168701172 10.793803215026855 1308216 0.0 0.0
44 2022-03-02 00:00:00+01:00 18.536476135253906 19.12929344177246 18.17840003967285 18.966169357299805 10.924428939819336 1739856 0.0 0.0
45 2022-03-03 00:00:00+01:00 19.001977920532227 19.077571868896484 18.297758102416992 18.361417770385742 10.576094627380371 10.576093673706055 834767 0.0 0.0
46 2022-03-04 00:00:00+01:00 18.13463592529297 18.14259147644043 16.893299102783203 17.05642318725586 9.824423789978027 9.824422836303711 2249030 0.0 0.0
47 2022-03-07 00:00:00+01:00 16.384033203125 17.10814666748047 15.516690254211426 16.380054473876953 9.434837341308594 9.43483829498291 2250820 0.0 0.0
48 2022-03-08 00:00:00+01:00 16.21295166015625 16.941043853759766 16.16520881652832 16.805768966674805 9.680047035217285 9.680047988891602 1388112 0.0 0.0
49 2022-03-09 00:00:00+01:00 17.207611083984375 18.22614288330078 17.17976188659668 18.22614288330078 10.498175621032715 10.498176574707031 1580329 0.0 0.0
50 2022-03-10 00:00:00+01:00 18.38926887512207 18.429054260253906 17.44632911682129 17.696983337402344 10.19338321685791 1037018 0.0 0.0
51 2022-03-11 00:00:00+01:00 17.88397979736328 18.369373321533203 17.585582733154297 17.943660736083984 10.335468292236328 985960 0.0 0.0
52 2022-03-14 00:00:00+01:00 18.285823822021484 18.747344970703125 18.250015258789062 18.52056312561035 10.667760848999023 10.66776180267334 963701 0.0 0.0
53 2022-03-15 00:00:00+01:00 19.79372787475586 19.893192291259766 17.99538230895996 18.15452766418457 10.456925392150879 10.456927299499512 2685295 0.0 0.0
54 2022-03-16 00:00:00+01:00 18.78713035583496 18.9741268157959 18.369373321533203 18.76723861694336 10.809844970703125 10.809845924377441 1321768 0.0 0.0
55 2022-03-17 00:00:00+01:00 18.89853286743164 18.966169357299805 18.433032989501953 18.854768753051758 10.860261917114258 1124314 0.0 0.0
56 2022-03-18 00:00:00+01:00 18.894554138183594 18.98606300354004 18.47281837463379 18.7990665435791 10.828178405761719 10.828177452087402 1809744 0.0 0.0
57 2022-03-21 00:00:00+01:00 18.7990665435791 19.15714454650879 18.763259887695312 18.91046905517578 10.892345428466797 703039 0.0 0.0
58 2022-03-22 00:00:00+01:00 18.966169357299805 19.184995651245117 18.85079002380371 19.05767822265625 10.977137565612793 715772 0.0 0.0
59 2022-03-23 00:00:00+01:00 19.121337890625 19.15714454650879 18.671751022338867 18.671751022338867 10.75484561920166 10.754844665527344 1351532 0.0 0.0
60 2022-03-24 00:00:00+01:00 18.659814834594727 18.731430053710938 18.234100341796875 18.30173683166504 10.541718482971191 1286093 0.0 0.0
61 2022-03-25 00:00:00+01:00 18.405181884765625 18.47281837463379 18.170442581176758 18.285823822021484 10.532552719116211 726494 0.0 0.0
62 2022-03-28 00:00:00+02:00 18.393245697021484 18.759281158447266 18.329587936401367 18.433032989501953 10.61734390258789 837768 0.0 0.0
63 2022-03-29 00:00:00+02:00 18.72745132446289 19.256610870361328 18.687665939331055 19.16908073425293 11.041305541992188 11.041304588317871 917861 0.0 0.0
64 2022-03-30 00:00:00+02:00 19.15714454650879 19.15714454650879 18.46088218688965 18.50862693786621 10.66088581085205 823527 0.0 0.0
65 2022-03-31 00:00:00+02:00 18.50862693786621 18.822938919067383 17.768600463867188 17.796449661254883 10.250675201416016 1780930 0.0 0.0
66 2022-04-01 00:00:00+02:00 17.895915985107422 18.102806091308594 17.880001068115234 17.880001068115234 10.298800468444824 10.29880142211914 751206 0.0 0.0
67 2022-04-04 00:00:00+02:00 17.92376708984375 17.991403579711914 17.517946243286133 17.79247283935547 10.248384475708008 836607 0.0 0.0
68 2022-04-05 00:00:00+02:00 17.77655792236328 17.975488662719727 17.382671356201172 17.617412567138672 10.147551536560059 10.147550582885742 842142 0.0 0.0
69 2022-04-06 00:00:00+02:00 17.577625274658203 17.625368118286133 16.87340545654297 17.016637802124023 9.801506996154785 1380130 0.0 0.0
70 2022-04-07 00:00:00+02:00 17.10814666748047 17.382671356201172 16.865449905395508 16.89727783203125 9.732755661010742 857449 0.0 0.0
71 2022-04-08 00:00:00+02:00 17.191696166992188 17.382671356201172 16.99674415588379 17.191696166992188 9.902338981628418 9.90234088897705 913588 0.0 0.0
72 2022-04-11 00:00:00+02:00 17.219547271728516 17.549774169921875 17.036529541015625 17.203632354736328 9.909214973449707 9.909215927124023 1067867 0.0 0.0
73 2022-04-12 00:00:00+02:00 17.00868034362793 17.565689086914062 16.833620071411133 17.565689086914062 10.117758750915527 10.117757797241211 1285128 0.0 0.0
74 2022-04-13 00:00:00+02:00 17.438373565673828 17.525903701782227 17.267290115356445 17.506010055541992 10.083383560180664 10.083382606506348 697328 0.0 0.0
75 2022-04-14 00:00:00+02:00 17.58160400390625 17.657197952270508 17.406543731689453 17.513967514038086 10.087967872619629 10.087966918945312 587256 0.0 0.0
76 2022-04-19 00:00:00+02:00 17.54181671142578 17.69300651550293 17.418479919433594 17.517946243286133 10.09025764465332 10.090258598327637 962344 0.0 0.0
77 2022-04-20 00:00:00+02:00 17.633325576782227 17.967531204223633 17.609453201293945 17.768600463867188 10.234634399414062 675733 0.0 0.0
78 2022-04-21 00:00:00+02:00 17.860109329223633 18.38926887512207 17.860109329223633 18.28980255126953 10.534844398498535 946132 0.0 0.0
79 2022-04-22 00:00:00+02:00 18.063018798828125 18.25399398803711 17.87204360961914 18.031190872192383 10.385885238647461 876938 0.0 0.0
80 2022-04-25 00:00:00+02:00 17.71687889099121 17.891937255859375 17.549774169921875 17.629348754882812 10.154426574707031 10.154425621032715 857539 0.0 0.0
81 2022-04-26 00:00:00+02:00 17.868066787719727 17.868066787719727 17.342885971069336 17.342885971069336 9.989424705505371 920938 0.0 0.0
82 2022-04-27 00:00:00+02:00 17.42245864868164 17.513967514038086 16.865449905395508 17.430416107177734 10.039841651916504 995898 0.0 0.0
83 2022-04-28 00:00:00+02:00 17.633325576782227 17.99538230895996 17.601497650146484 17.736770629882812 10.216300010681152 10.216300964355469 1172803 0.0 0.0
84 2022-04-29 00:00:00+02:00 17.848173141479492 18.10678482055664 17.804407119750977 18.015274047851562 10.376717567443848 988594 0.0 0.0
85 2022-05-02 00:00:00+02:00 17.88397979736328 18.05506134033203 16.90921401977539 17.74074935913086 10.218591690063477 1031151 0.0 0.0
86 2022-05-03 00:00:00+02:00 17.848173141479492 17.93570327758789 17.506010055541992 17.808385848999023 10.257550239562988 1121197 0.0 0.0
87 2022-05-04 00:00:00+02:00 18.747344970703125 19.10542106628418 18.532499313354492 18.846811294555664 10.85567855834961 10.855679512023926 2131889 0.0 0.0
88 2022-05-05 00:00:00+02:00 19.18101692199707 19.37994956970215 18.138612747192383 18.17840003967285 10.47067642211914 10.470675468444824 1420586 0.0 0.0
89 2022-05-06 00:00:00+02:00 18.110763549804688 18.560348510742188 17.97150993347168 18.369373321533203 10.580676078796387 967240 0.0 0.0
90 2022-05-09 00:00:00+02:00 18.190336227416992 18.305715560913086 17.844194412231445 17.951616287231445 10.34005069732666 10.340049743652344 1063615 0.0 0.0
91 2022-05-10 00:00:00+02:00 18.063018798828125 18.85079002380371 18.04710578918457 18.341524124145508 10.564635276794434 10.56463623046875 1106715 0.0 0.0
92 2022-05-11 00:00:00+02:00 18.46088218688965 18.659814834594727 18.27786636352539 18.47281837463379 10.640260696411133 916544 0.0 0.0
93 2022-05-12 00:00:00+02:00 18.04312515258789 18.261951446533203 17.784513473510742 18.222164154052734 10.495884895324707 10.495885848999023 899448 0.0 0.0
94 2022-05-13 00:00:00+02:00 18.405181884765625 18.55636978149414 18.194313049316406 18.38528823852539 10.58984375 614260 0.0 0.0
95 2022-05-16 00:00:00+02:00 18.381309509277344 18.612070083618164 18.24205780029297 18.417118072509766 10.608176231384277 10.60817813873291 734648 0.0 0.0
96 2022-05-17 00:00:00+02:00 18.21420669555664 18.747344970703125 18.21420669555664 18.512605667114258 12.22278881072998 12.222789764404297 625555 2.35 0.0
97 2022-05-18 00:00:00+02:00 18.54443359375 18.592178344726562 18.357437133789062 18.357437133789062 12.120339393615723 12.120341300964355 676447 0.0 0.0
98 2022-05-19 00:00:00+02:00 17.677091598510742 17.903873443603516 17.474180221557617 17.513967514038086 11.563447952270508 11.563446998596191 1239650 0.0 0.0
99 2022-05-20 00:00:00+02:00 17.856130599975586 18.063018798828125 17.60547637939453 17.60547637939453 11.62386417388916 11.623865127563477 792884 0.0 0.0
100 2022-05-23 00:00:00+02:00 17.85215187072754 17.987424850463867 17.633325576782227 17.987424850463867 11.876043319702148 661658 0.0 0.0
101 2022-05-24 00:00:00+02:00 17.79247283935547 17.83623695373535 17.414501190185547 17.418479919433594 11.500402450561523 11.500401496887207 729103 0.0 0.0
102 2022-05-25 00:00:00+02:00 17.617412567138672 17.89989471435547 17.394607543945312 17.8402156829834 11.778849601745605 645185 0.0 0.0
103 2022-05-26 00:00:00+02:00 17.79247283935547 18.05506134033203 17.720855712890625 18.03516960144043 11.907565116882324 11.90756607055664 523872 0.0 0.0
104 2022-05-27 00:00:00+02:00 18.031190872192383 18.198293685913086 17.94763946533203 18.198293685913086 12.015267372131348 578243 0.0 0.0
105 2022-05-30 00:00:00+02:00 18.27786636352539 18.433032989501953 18.10678482055664 18.218185424804688 12.028400421142578 568621 0.0 0.0
106 2022-05-31 00:00:00+02:00 18.1823787689209 18.218185424804688 17.97150993347168 18.122699737548828 11.965356826782227 11.965357780456543 1795488 0.0 0.0
107 2022-06-01 00:00:00+02:00 18.293779373168945 18.44496726989746 18.17840003967285 18.28980255126953 12.075685501098633 494450 0.0 0.0
108 2022-06-02 00:00:00+02:00 18.3494815826416 18.532499313354492 18.3494815826416 18.4569034576416 12.186014175415039 12.186012268066406 412331 0.0 0.0
109 2022-06-03 00:00:00+02:00 18.592178344726562 18.639921188354492 18.433032989501953 18.564327239990234 12.256937980651855 487960 0.0 0.0
110 2022-06-06 00:00:00+02:00 18.72745132446289 18.830896377563477 18.56830596923828 18.592178344726562 12.275324821472168 12.2753267288208 605186 0.0 0.0
111 2022-06-07 00:00:00+02:00 18.500669479370117 18.540456771850586 18.32560920715332 18.468839645385742 12.193893432617188 12.193892478942871 606368 0.0 0.0
112 2022-06-08 00:00:00+02:00 18.512605667114258 18.616050720214844 18.44496726989746 18.564327239990234 12.256937980651855 631100 0.0 0.0
113 2022-06-09 00:00:00+02:00 18.452926635742188 18.82691764831543 18.401203155517578 18.41313934326172 12.157118797302246 12.15711784362793 1105870 0.0 0.0
114 2022-06-10 00:00:00+02:00 18.273887634277344 18.31367301940918 17.685047149658203 17.685047149658203 11.676401138305664 933108 0.0 0.0
115 2022-06-13 00:00:00+02:00 17.506010055541992 17.768600463867188 17.223526000976562 17.521923065185547 11.56869888305664 1102884 0.0 0.0
116 2022-06-14 00:00:00+02:00 17.71289825439453 17.756664276123047 17.255355834960938 17.255355834960938 11.3927001953125 815872 0.0 0.0
117 2022-06-15 00:00:00+02:00 17.486116409301758 18.015274047851562 17.42245864868164 17.621389389038086 11.634371757507324 987976 0.0 0.0
118 2022-06-16 00:00:00+02:00 17.533859252929688 17.577625274658203 16.328332901000977 16.328332901000977 10.780641555786133 10.78064250946045 1421657 0.0 0.0
119 2022-06-17 00:00:00+02:00 16.391990661621094 16.694366455078125 16.06574249267578 16.248760223388672 10.728103637695312 10.728104591369629 3094063 0.0 0.0
120 2022-06-20 00:00:00+02:00 16.40790557861328 16.427799224853516 16.12542152404785 16.356182098388672 10.799029350280762 10.799028396606445 496948 0.0 0.0
121 2022-06-21 00:00:00+02:00 16.491456985473633 16.821683883666992 16.427799224853516 16.48349952697754 10.883089065551758 10.883090019226074 563534 0.0 0.0
122 2022-06-22 00:00:00+02:00 16.208974838256836 16.208974838256836 15.759387016296387 15.819067001342773 10.444403648376465 1050007 0.0 0.0
123 2022-06-23 00:00:00+02:00 15.735515594482422 15.799174308776855 15.285928726196289 15.30980110168457 10.10816478729248 10.108163833618164 1064414 0.0 0.0
124 2022-06-24 00:00:00+02:00 15.413246154785156 15.898639678955078 15.234207153320312 15.86681079864502 10.47592544555664 10.475926399230957 1215616 0.0 0.0
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460 2023-10-13 00:00:00+02:00 20.211484909057617 20.470096588134766 20.211484909057617 20.301002502441406 18.584209442138672 18.58420753479004 538324 0.0 0.0
461 2023-10-16 00:00:00+02:00 20.340789794921875 20.489988327026367 20.26121711730957 20.310949325561523 18.593313217163086 495104 0.0 0.0
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463 2023-10-18 00:00:00+02:00 20.191591262817383 20.23137664794922 19.881256103515625 19.881256103515625 18.19995880126953 559829 0.0 0.0
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465 2023-10-20 00:00:00+02:00 19.49930763244629 19.54705047607422 19.296396255493164 19.296396255493164 17.664560317993164 17.66455841064453 760144 0.0 0.0
466 2023-10-23 00:00:00+02:00 19.3162899017334 19.344141006469727 19.005956649780273 19.16908073425293 17.548009872436523 652032 0.0 0.0
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469 2023-10-26 00:00:00+02:00 18.882619857788086 19.507265090942383 18.834875106811523 19.403820037841797 17.762897491455078 17.76289939880371 756208 0.0 0.0
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473 2023-11-01 00:00:00+01:00 19.903139114379883 20.04239273071289 19.551029205322266 19.618667602539062 17.959575653076172 17.959577560424805 645054 0.0 0.0
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476 2023-11-06 00:00:00+01:00 19.515222549438477 19.78179168701172 19.304353713989258 19.531137466430664 17.87944793701172 1141224 0.0 0.0
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478 2023-11-08 00:00:00+01:00 19.228759765625 19.427692413330078 19.093486785888672 19.320268630981445 17.686412811279297 829203 0.0 0.0
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480 2023-11-10 00:00:00+01:00 19.479415893554688 19.761898040771484 19.244674682617188 19.761898040771484 18.090694427490234 991826 0.0 0.0
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482 2023-11-14 00:00:00+01:00 19.79372787475586 20.410415649414062 19.78974723815918 20.340789794921875 18.620630264282227 18.62063217163086 892672 0.0 0.0
483 2023-11-15 00:00:00+01:00 20.36068344116211 20.917692184448242 20.291057586669922 20.917692184448242 19.148746490478516 1168610 0.0 0.0
484 2023-11-16 00:00:00+01:00 20.79833221435547 21.07683753967285 20.549667358398438 20.549667358398438 18.811845779418945 755625 0.0 0.0
485 2023-11-17 00:00:00+01:00 20.549667358398438 20.848066329956055 20.549667358398438 20.559614181518555 18.82094955444336 18.820951461791992 784037 0.0 0.0
486 2023-11-20 00:00:00+01:00 20.589454650878906 20.887853622436523 20.51982879638672 20.72870635986328 18.975744247436523 18.97574234008789 946072 0.0 0.0
487 2023-11-21 00:00:00+01:00 20.688920974731445 20.82817268371582 20.470096588134766 20.629241943359375 18.88469123840332 18.884689331054688 1185330 0.0 0.0
488 2023-11-22 00:00:00+01:00 20.629241943359375 20.838119506835938 20.559614181518555 20.599401473999023 18.85737419128418 1261386 0.0 0.0
489 2023-11-23 00:00:00+01:00 20.599401473999023 20.76849365234375 20.599401473999023 20.7386531829834 18.984848022460938 633558 0.0 0.0
490 2023-11-24 00:00:00+01:00 20.778440475463867 20.92763900756836 20.72870635986328 20.92763900756836 19.157852172851562 19.157854080200195 719180 0.0 0.0
491 2023-11-27 00:00:00+01:00 20.887853622436523 20.907745361328125 20.51982879638672 20.57950782775879 18.839162826538086 18.839160919189453 1094505 0.0 0.0
492 2023-11-28 00:00:00+01:00 20.529775619506836 20.66902732849121 20.330842971801758 20.60934829711914 18.866477966308594 18.866479873657227 1053370 0.0 0.0
493 2023-11-29 00:00:00+01:00 20.60934829711914 21.037052154541016 20.569562911987305 20.977371215820312 19.203378677368164 957061 0.0 0.0
494 2023-11-30 00:00:00+01:00 20.947532653808594 21.27577018737793 20.818225860595703 21.11662483215332 19.330856323242188 2370750 0.0 0.0
495 2023-12-01 00:00:00+01:00 21.166357040405273 21.6437931060791 21.166357040405273 21.604007720947266 19.777023315429688 1195222 0.0 0.0
496 2023-12-04 00:00:00+01:00 21.484647750854492 21.94219207763672 21.464754104614258 21.74325942993164 19.904497146606445 1089262 0.0 0.0
497 2023-12-05 00:00:00+01:00 21.6239013671875 21.9322452545166 21.59406089782715 21.882511138916016 20.03197479248047 1150906 0.0 0.0
498 2023-12-06 00:00:00+01:00 21.882511138916016 22.081443786621094 21.84272575378418 22.041658401489258 20.177661895751953 20.177663803100586 1090639 0.0 0.0
499 2023-12-07 00:00:00+01:00 22.081443786621094 22.489255905151367 22.041658401489258 22.359949111938477 20.469036102294922 20.469038009643555 1596696 0.0 0.0
500 2023-12-08 00:00:00+01:00 22.330108642578125 22.479307174682617 21.991924285888672 22.35000228881836 20.459930419921875 1410130 0.0 0.0
501 2023-12-11 00:00:00+01:00 19.450000762939453 23.649999618530273 17.895000457763672 20.6200008392334 18.876230239868164 8998324 0.0 0.0
502 2023-12-12 00:00:00+01:00 20.790000915527344 22.3700008392334 20.75 22.139999389648438 20.26768684387207 3236690 0.0 0.0
503 2023-12-13 00:00:00+01:00 22.489999771118164 24.530000686645508 22.399999618530273 23.950000762939453 21.924623489379883 21.92462158203125 2215354 0.0 0.0
504 2023-12-14 00:00:00+01:00 24.5 25.010000228881836 23.950000762939453 24.540000915527344 22.4647274017334 1535694 0.0 0.0
505 2023-12-15 00:00:00+01:00 24.8799991607666 25.420000076293945 24.600000381469727 25.40999984741211 23.261154174804688 2385553 0.0 0.0
506 2023-12-18 00:00:00+01:00 25.649999618530273 26.969999313354492 25.489999771118164 26.1299991607666 23.920265197753906 965441 0.0 0.0
507 2023-12-19 00:00:00+01:00 26.290000915527344 27.399999618530273 26.200000762939453 27.209999084472656 24.908931732177734 24.908933639526367 908754 0.0 0.0
508 2023-12-20 00:00:00+01:00 27.3700008392334 27.469999313354492 26.350000381469727 26.350000381469727 24.121660232543945 24.121662139892578 821654 0.0 0.0
509 2023-12-21 00:00:00+01:00 26.239999771118164 26.3700008392334 25.760000228881836 26.049999237060547 23.847028732299805 23.847030639648438 744197 0.0 0.0
510 2023-12-22 00:00:00+01:00 26.1200008392334 26.510000228881836 26.049999237060547 26.239999771118164 24.020963668823242 358134 0.0 0.0
511 2023-12-27 00:00:00+01:00 26.639999389648438 26.729999542236328 26.299999237060547 26.729999542236328 24.469526290893555 24.469524383544922 398784 0.0 0.0
512 2023-12-28 00:00:00+01:00 26.899999618530273 27.200000762939453 26.899999618530273 27.190000534057617 24.890625 24.890626907348633 306879 0.0 0.0
513 2023-12-29 00:00:00+01:00 27.219999313354492 27.959999084472656 27.219999313354492 27.729999542236328 25.384958267211914 508827 0.0 0.0
514 2024-01-02 00:00:00+01:00 28.059999465942383 28.600000381469727 27.520000457763672 28.030000686645508 25.659587860107422 25.659589767456055 395002 0.0 0.0
515 2024-01-03 00:00:00+01:00 28.110000610351562 28.15999984741211 27.170000076293945 27.43000030517578 25.110328674316406 517626 0.0 0.0
516 2024-01-04 00:00:00+01:00 27.5 28.110000610351562 27.5 28.09000015258789 25.714515686035156 353356 0.0 0.0
517 2024-01-05 00:00:00+01:00 28.079999923706055 28.469999313354492 28.0 28.329999923706055 25.93421745300293 426440 0.0 0.0
518 2024-01-08 00:00:00+01:00 28.290000915527344 28.329999923706055 27.540000915527344 28.0 25.632125854492188 503233 0.0 0.0
519 2024-01-09 00:00:00+01:00 27.190000534057617 27.549999237060547 27.079999923706055 27.299999237060547 24.991321563720703 592677 0.0 0.0
520 2024-01-10 00:00:00+01:00 27.100000381469727 27.170000076293945 26.350000381469727 26.350000381469727 24.121660232543945 24.121662139892578 692877 0.0 0.0
521 2024-01-11 00:00:00+01:00 26.389999389648438 26.559999465942383 25.889999389648438 26.0 23.801259994506836 23.801258087158203 631805 0.0 0.0
522 2024-01-12 00:00:00+01:00 26.639999389648438 26.860000610351562 26.06999969482422 26.139999389648438 23.929418563842773 803481 0.0 0.0
523 2024-01-15 00:00:00+01:00 25.059999465942383 25.329999923706055 25.0 25.299999237060547 24.690631866455078 726646 1.62 0.0
524 2024-01-16 00:00:00+01:00 25.149999618530273 25.200000762939453 24.579999923706055 24.989999771118164 24.388099670410156 493029 0.0 0.0
675 2024-08-19 00:00:00+02:00 31.030000686645508 31.299999237060547 30.670000076293945 31.030000686645508 31.030000686645508 180272 0.0 0.0
676 2024-08-20 00:00:00+02:00 31.170000076293945 31.170000076293945 30.469999313354492 30.530000686645508 30.530000686645508 152575 0.0 0.0
677 2024-08-21 00:00:00+02:00 30.530000686645508 31.020000457763672 30.530000686645508 30.969999313354492 30.969999313354492 128994 0.0 0.0
678 2024-08-22 00:00:00+02:00 30.979999542236328 31.1299991607666 31.3799991607666 30.780000686645508 31.059999465942383 31.229999542236328 31.059999465942383 31.229999542236328 15067 87006 0.0 0.0
679 2024-08-23 00:00:00+02:00 31.18000030517578 31.540000915527344 31.18000030517578 31.270000457763672 31.270000457763672 84423 0.0 0.0
680 2024-08-26 00:00:00+02:00 31.149999618530273 31.459999084472656 30.829999923706055 31.030000686645508 31.030000686645508 72965 0.0 0.0
681 2024-08-27 00:00:00+02:00 30.90999984741211 31.360000610351562 30.809999465942383 31.139999389648438 31.139999389648438 102326 0.0 0.0
682 2024-08-28 00:00:00+02:00 31.139999389648438 31.190000534057617 30.540000915527344 30.93000030517578 30.93000030517578 133750 0.0 0.0
683 2024-08-29 00:00:00+02:00 30.81999969482422 31.25 30.81999969482422 31.079999923706055 31.079999923706055 110738 0.0 0.0
684 2024-08-30 00:00:00+02:00 31.190000534057617 31.829999923706055 31.079999923706055 31.700000762939453 31.700000762939453 222082 0.0 0.0
685 2024-09-02 00:00:00+02:00 31.739999771118164 32.36000061035156 31.469999313354492 32.18000030517578 32.18000030517578 137822 0.0 0.0
686 2024-09-03 00:00:00+02:00 32.04999923706055 32.2400016784668 31.469999313354492 31.520000457763672 31.520000457763672 115050 0.0 0.0
687 2024-09-04 00:00:00+02:00 31.100000381469727 31.739999771118164 31.030000686645508 31.559999465942383 31.559999465942383 110471 0.0 0.0
688 2024-09-05 00:00:00+02:00 31.34000015258789 32.310001373291016 31.34000015258789 31.670000076293945 31.670000076293945 230413 0.0 0.0
689 2024-09-06 00:00:00+02:00 31.489999771118164 31.8700008392334 31.18000030517578 31.209999084472656 31.209999084472656 163894 0.0 0.0
690 2024-09-09 00:00:00+02:00 31.5 31.729999542236328 31.280000686645508 31.649999618530273 31.649999618530273 150347 0.0 0.0
691 2024-09-10 00:00:00+02:00 31.59000015258789 32.040000915527344 30.8700008392334 30.8700008392334 30.8700008392334 177060 0.0 0.0
692 2024-09-11 00:00:00+02:00 30.93000030517578 32.06999969482422 30.93000030517578 31.049999237060547 31.049999237060547 253253 0.0 0.0
693 2024-09-12 00:00:00+02:00 31.049999237060547 31.3799991607666 30.809999465942383 30.809999465942383 30.809999465942383 198487 0.0 0.0
694 2024-09-13 00:00:00+02:00 30.809999465942383 31.6299991607666 30.809999465942383 31.3700008392334 31.3700008392334 160154 0.0 0.0
695 2024-09-16 00:00:00+02:00 31.270000457763672 31.469999313354492 31.100000381469727 31.450000762939453 31.450000762939453 112962 0.0 0.0
696 2024-09-17 00:00:00+02:00 31.719999313354492 32.75 31.719999313354492 32.75 32.75 181018 0.0 0.0
697 2024-09-18 00:00:00+02:00 32.81999969482422 33.84000015258789 32.38999938964844 33.72999954223633 33.72999954223633 208825 0.0 0.0
698 2024-09-19 00:00:00+02:00 34.119998931884766 34.689998626708984 33.84000015258789 34.58000183105469 34.58000183105469 292983 0.0 0.0
699 2024-09-20 00:00:00+02:00 34.599998474121094 34.599998474121094 33.93000030517578 34.279998779296875 34.279998779296875 547234 0.0 0.0
700 2024-09-23 00:00:00+02:00 34.22999954223633 34.68000030517578 34.11000061035156 34.369998931884766 34.369998931884766 148293 0.0 0.0
701 2024-09-24 00:00:00+02:00 34.709999084472656 35.13999938964844 34.279998779296875 34.279998779296875 34.279998779296875 214647 0.0 0.0
702 2024-09-25 00:00:00+02:00 34.279998779296875 34.83000183105469 33.58000183105469 33.58000183105469 33.58000183105469 194543 0.0 0.0
703 2024-09-26 00:00:00+02:00 34.0 34.119998931884766 33.650001525878906 34.119998931884766 34.119998931884766 198143 0.0 0.0
704 2024-09-27 00:00:00+02:00 34.2400016784668 35.02000045776367 34.130001068115234 34.63999938964844 34.63999938964844 196448 0.0 0.0
705 2024-09-30 00:00:00+02:00 34.150001525878906 35.45000076293945 34.0 35.20000076293945 35.20000076293945 261067 0.0 0.0
706 2024-10-01 00:00:00+02:00 35.20000076293945 35.88999938964844 35.18000030517578 35.61000061035156 35.61000061035156 218502 0.0 0.0
707 2024-10-02 00:00:00+02:00 35.61000061035156 36.810001373291016 35.45000076293945 36.310001373291016 36.310001373291016 185328 0.0 0.0
708 2024-10-03 00:00:00+02:00 36.22999954223633 36.619998931884766 36.209999084472656 36.310001373291016 36.310001373291016 246827 0.0 0.0
709 2024-10-04 00:00:00+02:00 36.209999084472656 37.560001373291016 36.13999938964844 37.5099983215332 37.5099983215332 298766 0.0 0.0
710 2024-10-07 00:00:00+02:00 37.5 37.5099983215332 36.47999954223633 36.91999816894531 36.91999816894531 161195 0.0 0.0
711 2024-10-08 00:00:00+02:00 36.7599983215332 36.7599983215332 35.66999816894531 35.93000030517578 35.93000030517578 144993 0.0 0.0
712 2024-10-09 00:00:00+02:00 35.86000061035156 36.52000045776367 35.400001525878906 36.369998931884766 36.369998931884766 123249 0.0 0.0
713 2024-10-10 00:00:00+02:00 36.619998931884766 37.0 36.439998626708984 36.959999084472656 36.959999084472656 127939 0.0 0.0
714 2024-10-11 00:00:00+02:00 36.650001525878906 37.349998474121094 36.560001373291016 37.150001525878906 37.150001525878906 110000 0.0 0.0
715 2024-10-14 00:00:00+02:00 37.349998474121094 38.0 37.0 38.0 38.0 215775 0.0 0.0
716 2024-10-15 00:00:00+02:00 38.0 38.72999954223633 37.7400016784668 38.43000030517578 38.43000030517578 289899 0.0 0.0
717 2024-10-16 00:00:00+02:00 38.5 39.31999969482422 38.310001373291016 39.31999969482422 39.31999969482422 351315 0.0 0.0
718 2024-10-17 00:00:00+02:00 39.27000045776367 39.310001373291016 37.95000076293945 38.439998626708984 38.439998626708984 336837 0.0 0.0
719 2024-10-18 00:00:00+02:00 38.209999084472656 39.369998931884766 37.939998626708984 39.349998474121094 39.349998474121094 284589 0.0 0.0
720 2024-10-21 00:00:00+02:00 39.11000061035156 39.13999938964844 38.43000030517578 39.099998474121094 39.099998474121094 176237 0.0 0.0
721 2024-10-22 00:00:00+02:00 39.119998931884766 39.369998931884766 38.63999938964844 38.900001525878906 38.900001525878906 219984 0.0 0.0
722 2024-10-23 00:00:00+02:00 38.70000076293945 38.86000061035156 37.790000915527344 38.79999923706055 38.79999923706055 212351 0.0 0.0
723 2024-10-24 00:00:00+02:00 38.70000076293945 38.939998626708984 38.36000061035156 38.68000030517578 38.68000030517578 118090 0.0 0.0
724 2024-10-25 00:00:00+02:00 38.630001068115234 38.849998474121094 38.04999923706055 38.560001373291016 38.560001373291016 164039 0.0 0.0
725 2024-10-28 00:00:00+01:00 38.560001373291016 38.81999969482422 37.84000015258789 38.25 38.25 156263 0.0 0.0
726 2024-10-29 00:00:00+01:00 38.25 38.88999938964844 38.029998779296875 38.31999969482422 38.31999969482422 213012 0.0 0.0
727 2024-10-30 00:00:00+01:00 37.75 38.04999923706055 37.029998779296875 37.029998779296875 37.029998779296875 397551 0.0 0.0
728 2024-10-31 00:00:00+01:00 37.0 37.310001373291016 36.34000015258789 37.060001373291016 37.060001373291016 281687 0.0 0.0
729 2024-11-01 00:00:00+01:00 36.84000015258789 37.43000030517578 36.84000015258789 37.2400016784668 37.2400016784668 81048 0.0 0.0
730 2024-11-04 00:00:00+01:00 37.060001373291016 37.79999923706055 37.040000915527344 37.560001373291016 37.560001373291016 82632 0.0 0.0
731 2024-11-05 00:00:00+01:00 37.560001373291016 37.95000076293945 37.369998931884766 37.95000076293945 37.95000076293945 199518 0.0 0.0
732 2024-11-06 00:00:00+01:00 38.20000076293945 38.900001525878906 34.91999816894531 34.91999816894531 34.91999816894531 469899 0.0 0.0
733 2024-11-07 00:00:00+01:00 34.08000183105469 34.900001525878906 33.72999954223633 33.72999954223633 33.72999954223633 380050 0.0 0.0
734 2024-11-08 00:00:00+01:00 33.61000061035156 33.91999816894531 33.29999923706055 33.54999923706055 33.54999923706055 389420 0.0 0.0
735 2024-11-11 00:00:00+01:00 33.810001373291016 34.31999969482422 33.130001068115234 33.130001068115234 33.130001068115234 233145 0.0 0.0
736 2024-11-12 00:00:00+01:00 32.79999923706055 33.029998779296875 31.670000076293945 31.709999084472656 31.709999084472656 284709 0.0 0.0
737 2024-11-13 00:00:00+01:00 31.780000686645508 32.11000061035156 31.360000610351562 31.510000228881836 31.510000228881836 208626 0.0 0.0
738 2024-11-14 00:00:00+01:00 31.600000381469727 31.8799991607666 31.34000015258789 31.40999984741211 31.40999984741211 193374 0.0 0.0
739 2024-11-15 00:00:00+01:00 31.309999465942383 32.5 31.309999465942383 32.22999954223633 32.22999954223633 130866 0.0 0.0
740 2024-11-18 00:00:00+01:00 32.20000076293945 32.72999954223633 32.08000183105469 32.130001068115234 32.130001068115234 94641 0.0 0.0
741 2024-11-19 00:00:00+01:00 32.099998474121094 32.650001525878906 31.06999969482422 31.920000076293945 31.920000076293945 159142 0.0 0.0

93
tests/test_cache.py Normal file
View File

@@ -0,0 +1,93 @@
"""
Tests for cache
To run all tests in suite from commandline:
python -m unittest tests.cache
Specific test class:
python -m unittest tests.cache.TestCache
"""
from unittest import TestSuite
from tests.context import yfinance as yf
import unittest
import tempfile
import os
class TestCache(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.tempCacheDir = tempfile.TemporaryDirectory()
yf.set_tz_cache_location(cls.tempCacheDir.name)
@classmethod
def tearDownClass(cls):
yf.cache._TzDBManager.close_db()
cls.tempCacheDir.cleanup()
def test_storeTzNoRaise(self):
# storing TZ to cache should never raise exception
tkr = 'AMZN'
tz1 = "America/New_York"
tz2 = "London/Europe"
cache = yf.cache.get_tz_cache()
cache.store(tkr, tz1)
cache.store(tkr, tz2)
def test_setTzCacheLocation(self):
self.assertEqual(yf.cache._TzDBManager.get_location(), self.tempCacheDir.name)
tkr = 'AMZN'
tz1 = "America/New_York"
cache = yf.cache.get_tz_cache()
cache.store(tkr, tz1)
self.assertTrue(os.path.exists(os.path.join(self.tempCacheDir.name, "tkr-tz.db")))
class TestCacheNoPermission(unittest.TestCase):
@classmethod
def setUpClass(cls):
if os.name == "nt": # Windows
cls.cache_path = "C:\\Windows\\System32\\yf-cache"
else: # Unix/Linux/MacOS
# Use a writable directory
cls.cache_path = "/yf-cache"
yf.set_tz_cache_location(cls.cache_path)
def test_tzCacheRootStore(self):
# Test that if cache path in read-only filesystem, no exception.
tkr = 'AMZN'
tz1 = "America/New_York"
# During attempt to store, will discover cannot write
yf.cache.get_tz_cache().store(tkr, tz1)
# Handling the store failure replaces cache with a dummy
cache = yf.cache.get_tz_cache()
self.assertTrue(cache.dummy)
cache.store(tkr, tz1)
def test_tzCacheRootLookup(self):
# Test that if cache path in read-only filesystem, no exception.
tkr = 'AMZN'
# During attempt to lookup, will discover cannot write
yf.cache.get_tz_cache().lookup(tkr)
# Handling the lookup failure replaces cache with a dummy
cache = yf.cache.get_tz_cache()
self.assertTrue(cache.dummy)
cache.lookup(tkr)
def suite():
ts: TestSuite = unittest.TestSuite()
ts.addTest(TestCache('Test cache'))
ts.addTest(TestCacheNoPermission('Test cache no permission'))
return ts
if __name__ == '__main__':
unittest.main()

View File

@@ -367,9 +367,9 @@ class TestPriceRepair(unittest.TestCase):
"Close": [103.03, 102.05, 102.08],
"Adj Close": [102.03, 102.05, 102.08],
"Volume": [560, 137, 117]},
index=_pd.to_datetime([_dt.datetime(2022, 11, 1),
_dt.datetime(2022, 10, 31),
_dt.datetime(2022, 10, 30)]))
index=_pd.to_datetime([_dt.datetime(2024, 11, 1),
_dt.datetime(2024, 10, 31),
_dt.datetime(2024, 10, 30)]))
df_bad = df_bad.sort_index()
df_bad.index.name = "Date"
df_bad.index = df_bad.index.tz_localize(tz_exchange)
@@ -377,9 +377,9 @@ class TestPriceRepair(unittest.TestCase):
repaired_df = hist._fix_zeroes(df_bad, "1d", tz_exchange, prepost=False)
correct_df = df_bad.copy()
correct_df.loc["2022-11-01", "Open"] = 102.080002
correct_df.loc["2022-11-01", "Low"] = 102.032501
correct_df.loc["2022-11-01", "High"] = 102.080002
correct_df.loc["2024-11-01", "Open"] = 102.572729
correct_df.loc["2024-11-01", "Low"] = 102.309091
correct_df.loc["2024-11-01", "High"] = 102.572729
for c in ["Open", "Low", "High", "Close"]:
self.assertTrue(_np.isclose(repaired_df[c], correct_df[c], rtol=1e-8).all())
@@ -462,7 +462,7 @@ class TestPriceRepair(unittest.TestCase):
# Stocks that split in 2022 but no problems in Yahoo data,
# so repair should change nothing
good_tkrs = ['AMZN', 'DXCM', 'FTNT', 'GOOG', 'GME', 'PANW', 'SHOP', 'TSLA']
good_tkrs += ['AEI', 'GHI', 'IRON', 'LXU', 'NUZE', 'RSLS', 'TISI']
good_tkrs += ['AEI', 'GHI', 'IRON', 'LXU', 'RSLS', 'TISI']
good_tkrs += ['BOL.ST', 'TUI1.DE']
intervals = ['1d', '1wk', '1mo', '3mo']
for tkr in good_tkrs:
@@ -580,7 +580,6 @@ class TestPriceRepair(unittest.TestCase):
# Div 100x
bad_tkrs += ['ABDP.L']
bad_tkrs += ['ELCO.L']
bad_tkrs += ['KWS.L']
bad_tkrs += ['PSH.L']
# Div 100x and adjust too big

View File

@@ -118,7 +118,7 @@ class TestPriceHistory(unittest.TestCase):
continue
test_run = True
df = dat.history(start=dt.date() - _dt.timedelta(days=7), interval="1wk")
df = dat.history(start=dt.date() - _dt.timedelta(days=13), interval="1wk")
dt0 = df.index[-2]
dt1 = df.index[-1]
try:
@@ -401,7 +401,7 @@ class TestPriceHistory(unittest.TestCase):
# Setup
tkr = "AMZN"
special_day = _dt.date(2023, 11, 24)
special_day = _dt.date(2024, 11, 29)
time_early_close = _dt.time(13)
dat = yf.Ticker(tkr, session=self.session)
@@ -427,8 +427,8 @@ class TestPriceHistory(unittest.TestCase):
dat = yf.Ticker(tkr, session=self.session)
# Test no other afternoons (or mornings) were pruned
start_d = _dt.date(2023, 1, 1)
end_d = _dt.date(2023+1, 1, 1)
start_d = _dt.date(2024, 1, 1)
end_d = _dt.date(2024+1, 1, 1)
df = dat.history(start=start_d, end=end_d, interval="1h", prepost=False, keepna=True)
last_dts = _pd.Series(df.index).groupby(df.index.date).last()
dfd = dat.history(start=start_d, end=end_d, interval='1d', prepost=False, keepna=True)

View File

@@ -1,133 +1,38 @@
import unittest
from unittest.mock import patch, MagicMock
from yfinance.const import PREDEFINED_SCREENER_BODY_MAP
from yfinance.screener.screener import Screener
from yfinance.screener.screener_query import EquityQuery
from yfinance.screener.screener import screen
from yfinance.screener.query import EquityQuery
class TestScreener(unittest.TestCase):
@classmethod
def setUpClass(self):
self.screener = Screener()
self.query = EquityQuery('gt',['eodprice',3])
def test_set_default_body(self):
self.screener.set_default_body(self.query)
self.assertEqual(self.screener.body['offset'], 0)
self.assertEqual(self.screener.body['size'], 100)
self.assertEqual(self.screener.body['sortField'], 'ticker')
self.assertEqual(self.screener.body['sortType'], 'desc')
self.assertEqual(self.screener.body['quoteType'], 'equity')
self.assertEqual(self.screener.body['query'], self.query.to_dict())
self.assertEqual(self.screener.body['userId'], '')
self.assertEqual(self.screener.body['userIdType'], 'guid')
def test_set_predefined_body(self):
k = 'most_actives'
self.screener.set_predefined_body(k)
self.assertEqual(self.screener.body, PREDEFINED_SCREENER_BODY_MAP[k])
def test_set_predefined_body_invalid_key(self):
with self.assertRaises(ValueError):
self.screener.set_predefined_body('invalid_key')
def test_set_body(self):
body = {
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": self.query.to_dict(),
"userId": "",
"userIdType": "guid"
}
self.screener.set_body(body)
self.assertEqual(self.screener.body, body)
def test_set_body_missing_keys(self):
body = {
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity"
}
with self.assertRaises(ValueError):
self.screener.set_body(body)
def test_set_body_extra_keys(self):
body = {
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": self.query.to_dict(),
"userId": "",
"userIdType": "guid",
"extraKey": "extraValue"
}
with self.assertRaises(ValueError):
self.screener.set_body(body)
def test_patch_body(self):
initial_body = {
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": self.query.to_dict(),
"userId": "",
"userIdType": "guid"
}
self.screener.set_body(initial_body)
patch_values = {"size": 50}
self.screener.patch_body(patch_values)
self.assertEqual(self.screener.body['size'], 50)
self.assertEqual(self.screener.body['query'], self.query.to_dict())
def test_patch_body_extra_keys(self):
initial_body = {
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": self.query.to_dict(),
"userId": "",
"userIdType": "guid"
}
self.screener.set_body(initial_body)
patch_values = {"extraKey": "extraValue"}
with self.assertRaises(ValueError):
self.screener.patch_body(patch_values)
self.predefined = 'aggressive_small_caps'
@patch('yfinance.screener.screener.YfData.post')
def test_fetch(self, mock_post):
mock_response = MagicMock()
mock_response.json.return_value = {'finance': {'result': [{}]}}
mock_post.return_value = mock_response
def test_set_large_size_in_body(self, mock_post):
with self.assertRaises(ValueError):
screen(self.query, size=251)
self.screener.set_default_body(self.query)
response = self.screener._fetch()
self.assertEqual(response, {'finance': {'result': [{}]}})
@patch('yfinance.screener.screener.YfData.post')
def test_fetch_and_parse(self, mock_post):
@patch('yfinance.data.YfData.post')
def test_fetch_query(self, mock_post):
mock_response = MagicMock()
mock_response.json.return_value = {'finance': {'result': [{'key': 'value'}]}}
mock_post.return_value = mock_response
self.screener.set_default_body(self.query)
self.screener._fetch_and_parse()
self.assertEqual(self.screener.response, {'key': 'value'})
response = screen(self.query)
self.assertEqual(response, {'key': 'value'})
@patch('yfinance.data.YfData.get')
def test_fetch_predefined(self, mock_get):
mock_response = MagicMock()
mock_response.json.return_value = {'finance': {'result': [{'key': 'value'}]}}
mock_get.return_value = mock_response
response = screen(self.predefined)
self.assertEqual(response, {'key': 'value'})
if __name__ == '__main__':
unittest.main()

42
tests/test_search.py Normal file
View File

@@ -0,0 +1,42 @@
import unittest
from tests.context import yfinance as yf
class TestSearch(unittest.TestCase):
def test_invalid_query(self):
search = yf.Search(query="XYZXYZ")
self.assertEqual(len(search.quotes), 0)
self.assertEqual(len(search.news), 0)
self.assertEqual(len(search.lists), 0)
self.assertEqual(len(search.nav), 0)
self.assertEqual(len(search.research), 0)
def test_empty_query(self):
search = yf.Search(query="")
self.assertEqual(len(search.quotes), 0)
self.assertEqual(len(search.news), 0)
def test_fuzzy_query(self):
search = yf.Search(query="Appel", enable_fuzzy_query=True)
# Check if the fuzzy search retrieves relevant results despite the typo
self.assertGreater(len(search.quotes), 0)
self.assertIn("AAPL", search.quotes[0]['symbol'])
def test_quotes(self):
search = yf.Search(query="AAPL", max_results=5)
self.assertEqual(len(search.quotes), 5)
self.assertIn("AAPL", search.quotes[0]['symbol'])
def test_news(self):
search = yf.Search(query="AAPL", news_count=3)
self.assertEqual(len(search.news), 3)
def test_research_reports(self):
search = yf.Search(query="AAPL", include_research=True)
self.assertEqual(len(search.research), 3)

View File

@@ -8,6 +8,8 @@ Specific test class:
python -m unittest tests.ticker.TestTicker
"""
from datetime import datetime, timedelta
import pandas as pd
from tests.context import yfinance as yf
@@ -133,8 +135,55 @@ class TestTicker(unittest.TestCase):
with self.assertRaises(YFInvalidPeriodError):
dat.history(period="2wks", interval="1d", raise_errors=True)
with self.assertRaises(YFInvalidPeriodError):
dat.history(period="2mo", interval="1d", raise_errors=True)
dat.history(period="2mos", interval="1d", raise_errors=True)
def test_valid_custom_periods(self):
valid_periods = [
# Yahoo provided periods
("1d", "1m"), ("5d", "15m"), ("1mo", "1d"), ("3mo", "1wk"),
("6mo", "1d"), ("1y", "1mo"), ("5y", "1wk"), ("max", "1mo"),
# Custom periods
("2d", "30m"), ("10mo", "1d"), ("1y", "1d"), ("3y", "1d"),
("2wk", "15m"), ("6mo", "5d"), ("10y", "1wk")
]
tkr = "AAPL"
dat = yf.Ticker(tkr, session=self.session)
for period, interval in valid_periods:
with self.subTest(period=period, interval=interval):
df = dat.history(period=period, interval=interval, raise_errors=True)
self.assertIsInstance(df, pd.DataFrame)
self.assertFalse(df.empty, f"No data returned for period={period}, interval={interval}")
self.assertIn("Close", df.columns, f"'Close' column missing for period={period}, interval={interval}")
# Validate date range
now = datetime.now()
if period != "max": # Difficult to assert for "max", therefore we skip
if period.endswith("d"):
days = int(period[:-1])
expected_start = now - timedelta(days=days)
elif period.endswith("mo"):
months = int(period[:-2])
expected_start = now - timedelta(days=30 * months)
elif period.endswith("y"):
years = int(period[:-1])
expected_start = now - timedelta(days=365 * years)
elif period.endswith("wk"):
weeks = int(period[:-2])
expected_start = now - timedelta(weeks=weeks)
else:
continue
actual_start = df.index[0].to_pydatetime().replace(tzinfo=None)
expected_start = expected_start.replace(hour=0, minute=0, second=0, microsecond=0)
# leeway added because of weekends
self.assertGreaterEqual(actual_start, expected_start - timedelta(days=10),
f"Start date {actual_start} out of range for period={period}")
self.assertLessEqual(df.index[-1].to_pydatetime().replace(tzinfo=None), now,
f"End date {df.index[-1]} out of range for period={period}")
def test_prices_missing(self):
# this test will need to be updated every time someone wants to run a test
@@ -216,11 +265,24 @@ class TestTickerHistory(unittest.TestCase):
self.assertFalse(data.empty, "data is empty")
def test_download(self):
tomorrow = pd.Timestamp.now().date() + pd.Timedelta(days=1) # helps with caching
for t in [False, True]:
for i in [False, True]:
data = yf.download(self.symbols, threads=t, ignore_tz=i)
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
for m in [False, True]:
for n in [1, 'all']:
symbols = self.symbols[0] if n == 1 else self.symbols
data = yf.download(symbols, end=tomorrow, session=self.session,
threads=t, ignore_tz=i, multi_level_index=m)
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
if i:
self.assertIsNone(data.index.tz)
else:
self.assertIsNotNone(data.index.tz)
if (not m) and n == 1:
self.assertFalse(isinstance(data.columns, pd.MultiIndex))
else:
self.assertIsInstance(data.columns, pd.MultiIndex)
def test_no_expensive_calls_introduced(self):
"""
@@ -246,14 +308,13 @@ class TestTickerHistory(unittest.TestCase):
actual_urls_called[i] = u
actual_urls_called = tuple(actual_urls_called)
expected_urls = (
f"https://query2.finance.yahoo.com/v8/finance/chart/{symbol}?events=div%2Csplits%2CcapitalGains&includePrePost=False&interval=1d&range={period}",
)
self.assertEqual(
expected_urls,
actual_urls_called,
"Different than expected url used to fetch history."
)
expected_urls = [
f"https://query2.finance.yahoo.com/v8/finance/chart/{symbol}?interval=1d&range=1d", # ticker's tz
f"https://query2.finance.yahoo.com/v8/finance/chart/{symbol}?events=div%2Csplits%2CcapitalGains&includePrePost=False&interval=1d&range={period}"
]
for url in actual_urls_called:
self.assertTrue(url in expected_urls, f"Unexpected URL called: {url}")
def test_dividends(self):
data = self.ticker.dividends
self.assertIsInstance(data, pd.Series, "data has wrong type")
@@ -296,7 +357,7 @@ class TestTickerEarnings(unittest.TestCase):
def test_earnings_dates_with_limit(self):
# use ticker with lots of historic earnings
ticker = yf.Ticker("IBM")
limit = 110
limit = 100
data = ticker.get_earnings_dates(limit=limit)
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
@@ -747,7 +808,7 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
self.assertTrue(len(data.columns) == 4, "data has wrong number of columns")
self.assertEqual(data.columns.values.tolist(), ['Firm', 'ToGrade', 'FromGrade', 'Action'], "data has wrong column names")
self.assertCountEqual(data.columns.values.tolist(), ['Firm', 'ToGrade', 'FromGrade', 'Action'], "data has wrong column names")
self.assertIsInstance(data.index, pd.DatetimeIndex, "data has wrong index type")
data_cached = self.ticker.upgrades_downgrades
@@ -757,9 +818,6 @@ class TestTickerAnalysts(unittest.TestCase):
data = self.ticker.analyst_price_targets
self.assertIsInstance(data, dict, "data has wrong type")
keys = {'current', 'low', 'high', 'mean', 'median'}
self.assertEqual(data.keys(), keys, "data has wrong keys")
data_cached = self.ticker.analyst_price_targets
self.assertIs(data, data_cached, "data not cached")
@@ -768,12 +826,6 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
columns = ['numberOfAnalysts', 'avg', 'low', 'high', 'yearAgoEps', 'growth']
self.assertEqual(data.columns.values.tolist(), columns, "data has wrong column names")
index = ['0q', '+1q', '0y', '+1y']
self.assertEqual(data.index.values.tolist(), index, "data has wrong row names")
data_cached = self.ticker.earnings_estimate
self.assertIs(data, data_cached, "data not cached")
@@ -782,12 +834,6 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
columns = ['numberOfAnalysts', 'avg', 'low', 'high', 'yearAgoRevenue', 'growth']
self.assertEqual(data.columns.values.tolist(), columns, "data has wrong column names")
index = ['0q', '+1q', '0y', '+1y']
self.assertEqual(data.index.values.tolist(), index, "data has wrong row names")
data_cached = self.ticker.revenue_estimate
self.assertIs(data, data_cached, "data not cached")
@@ -796,8 +842,6 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
columns = ['epsEstimate', 'epsActual', 'epsDifference', 'surprisePercent']
self.assertEqual(data.columns.values.tolist(), columns, "data has wrong column names")
self.assertIsInstance(data.index, pd.DatetimeIndex, "data has wrong index type")
data_cached = self.ticker.earnings_history
@@ -808,12 +852,6 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
columns = ['current', '7daysAgo', '30daysAgo', '60daysAgo', '90daysAgo']
self.assertEqual(data.columns.values.tolist(), columns, "data has wrong column names")
index = ['0q', '+1q', '0y', '+1y']
self.assertEqual(data.index.values.tolist(), index, "data has wrong row names")
data_cached = self.ticker.eps_trend
self.assertIs(data, data_cached, "data not cached")
@@ -822,12 +860,6 @@ class TestTickerAnalysts(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
columns = ['stock', 'industry', 'sector', 'index']
self.assertEqual(data.columns.values.tolist(), columns, "data has wrong column names")
index = ['0q', '+1q', '0y', '+1y', '+5y', '-5y']
self.assertEqual(data.index.values.tolist(), index, "data has wrong row names")
data_cached = self.ticker.growth_estimates
self.assertIs(data, data_cached, "data not cached")

View File

@@ -12,74 +12,10 @@ from datetime import datetime
from unittest import TestSuite
import pandas as pd
# import numpy as np
from tests.context import yfinance as yf
import unittest
# import requests_cache
import tempfile
import os
class TestCache(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.tempCacheDir = tempfile.TemporaryDirectory()
yf.set_tz_cache_location(cls.tempCacheDir.name)
@classmethod
def tearDownClass(cls):
cls.tempCacheDir.cleanup()
def test_storeTzNoRaise(self):
# storing TZ to cache should never raise exception
tkr = 'AMZN'
tz1 = "America/New_York"
tz2 = "London/Europe"
cache = yf.cache.get_tz_cache()
cache.store(tkr, tz1)
cache.store(tkr, tz2)
def test_setTzCacheLocation(self):
self.assertEqual(yf.cache._TzDBManager.get_location(), self.tempCacheDir.name)
tkr = 'AMZN'
tz1 = "America/New_York"
cache = yf.cache.get_tz_cache()
cache.store(tkr, tz1)
self.assertTrue(os.path.exists(os.path.join(self.tempCacheDir.name, "tkr-tz.db")))
class TestCacheNoPermission(unittest.TestCase):
@classmethod
def setUpClass(cls):
yf.set_tz_cache_location("/root/yf-cache")
def test_tzCacheRootStore(self):
# Test that if cache path in read-only filesystem, no exception.
tkr = 'AMZN'
tz1 = "America/New_York"
# During attempt to store, will discover cannot write
yf.cache.get_tz_cache().store(tkr, tz1)
# Handling the store failure replaces cache with a dummy
cache = yf.cache.get_tz_cache()
self.assertTrue(cache.dummy)
cache.store(tkr, tz1)
def test_tzCacheRootLookup(self):
# Test that if cache path in read-only filesystem, no exception.
tkr = 'AMZN'
# During attempt to lookup, will discover cannot write
yf.cache.get_tz_cache().lookup(tkr)
# Handling the lookup failure replaces cache with a dummy
cache = yf.cache.get_tz_cache()
self.assertTrue(cache.dummy)
cache.lookup(tkr)
from yfinance.utils import is_valid_period_format
class TestPandas(unittest.TestCase):
@@ -105,11 +41,30 @@ class TestPandas(unittest.TestCase):
i += 1
class TestUtils(unittest.TestCase):
def test_is_valid_period_format_valid(self):
self.assertTrue(is_valid_period_format("1d"))
self.assertTrue(is_valid_period_format("5wk"))
self.assertTrue(is_valid_period_format("12mo"))
self.assertTrue(is_valid_period_format("2y"))
def test_is_valid_period_format_invalid(self):
self.assertFalse(is_valid_period_format("1m")) # Incorrect suffix
self.assertFalse(is_valid_period_format("2wks")) # Incorrect suffix
self.assertFalse(is_valid_period_format("10")) # Missing suffix
self.assertFalse(is_valid_period_format("abc")) # Invalid string
self.assertFalse(is_valid_period_format("")) # Empty string
def test_is_valid_period_format_edge_cases(self):
self.assertFalse(is_valid_period_format(None)) # None input
self.assertFalse(is_valid_period_format("0d")) # Zero is invalid
self.assertTrue(is_valid_period_format("999mo")) # Large number valid
def suite():
ts: TestSuite = unittest.TestSuite()
ts.addTest(TestCache('Test cache'))
ts.addTest(TestCacheNoPermission('Test cache no permission'))
ts.addTest(TestPandas("Test pandas"))
ts.addTest(TestUtils("Test utils"))
return ts

View File

@@ -20,6 +20,7 @@
#
from . import version
from .search import Search
from .ticker import Ticker
from .tickers import Tickers
from .multi import download
@@ -27,8 +28,10 @@ from .utils import enable_debug_mode
from .cache import set_tz_cache_location
from .domain.sector import Sector
from .domain.industry import Industry
from .screener.screener import Screener
from .screener.screener_query import EquityQuery
from .domain.market import Market
from .screener.query import EquityQuery, FundQuery
from .screener.screener import screen, PREDEFINED_SCREENER_QUERIES
__version__ = version.version
__author__ = "Ran Aroussi"
@@ -36,5 +39,6 @@ __author__ = "Ran Aroussi"
import warnings
warnings.filterwarnings('default', category=DeprecationWarning, module='^yfinance')
__all__ = ['download', 'Ticker', 'Tickers', 'enable_debug_mode', 'set_tz_cache_location', 'Sector', 'Industry',
'EquityQuery','Screener']
__all__ = ['download', 'Market', 'Search', 'Ticker', 'Tickers', 'enable_debug_mode', 'set_tz_cache_location', 'Sector', 'Industry']
# screener stuff:
__all__ += ['EquityQuery', 'FundQuery', 'screen', 'PREDEFINED_SCREENER_QUERIES']

View File

@@ -21,18 +21,18 @@
from __future__ import print_function
from io import StringIO
import json as _json
import warnings
from typing import Optional, Union
from urllib.parse import quote as urlencode
import numpy as np
import pandas as pd
import requests
from . import utils, cache
from .data import YfData
from .exceptions import YFEarningsDateMissing
from .exceptions import YFEarningsDateMissing, YFRateLimitError
from .scrapers.analysis import Analysis
from .scrapers.fundamentals import Fundamentals
from .scrapers.holders import Holders
@@ -40,7 +40,7 @@ from .scrapers.quote import Quote, FastInfo
from .scrapers.history import PriceHistory
from .scrapers.funds import FundsData
from .const import _BASE_URL_, _ROOT_URL_
from .const import _BASE_URL_, _ROOT_URL_, _QUERY1_URL_
class TickerBase:
@@ -124,6 +124,9 @@ class TickerBase:
try:
data = self._data.cache_get(url=url, params=params, proxy=proxy, timeout=timeout)
data = data.json()
except YFRateLimitError:
# Must propagate this
raise
except Exception as e:
logger.error(f"Failed to get ticker '{self.ticker}' reason: {e}")
return None
@@ -534,118 +537,117 @@ class TickerBase:
self._isin = data.split(search_str)[1].split('"')[0].split('|')[0]
return self._isin
def get_news(self, proxy=None) -> list:
def get_news(self, count=10, tab="news", proxy=None) -> list:
"""Allowed options for tab: "news", "all", "press releases"""
if self._news:
return self._news
# Getting data from json
url = f"{_BASE_URL_}/v1/finance/search?q={self.ticker}"
data = self._data.cache_get(url=url, proxy=proxy)
logger = utils.get_yf_logger()
tab_queryrefs = {
"all": "newsAll",
"news": "latestNews",
"press releases": "pressRelease",
}
query_ref = tab_queryrefs.get(tab.lower())
if not query_ref:
raise ValueError(f"Invalid tab name '{tab}'. Choose from: {', '.join(tab_queryrefs.keys())}")
url = f"{_ROOT_URL_}/xhr/ncp?queryRef={query_ref}&serviceKey=ncp_fin"
payload = {
"serviceConfig": {
"snippetCount": count,
"s": [self.ticker]
}
}
data = self._data.post(url, body=payload, proxy=proxy)
if data is None or "Will be right back" in data.text:
raise RuntimeError("*** YAHOO! FINANCE IS CURRENTLY DOWN! ***\n"
"Our engineers are working quickly to resolve "
"the issue. Thank you for your patience.")
try:
data = data.json()
except (_json.JSONDecodeError):
logger = utils.get_yf_logger()
except _json.JSONDecodeError:
logger.error(f"{self.ticker}: Failed to retrieve the news and received faulty response instead.")
data = {}
# parse news
self._news = data.get("news", [])
news = data.get("data", {}).get("tickerStream", {}).get("stream", [])
self._news = [article for article in news if not article.get('ad', [])]
return self._news
@utils.log_indent_decorator
def get_earnings_dates(self, limit=12, proxy=None) -> Optional[pd.DataFrame]:
"""
Get earning dates (future and historic)
:param limit: max amount of upcoming and recent earnings dates to return.
Default value 12 should return next 4 quarters and last 8 quarters.
Increase if more history is needed.
:param proxy: requests proxy to use.
:return: pandas dataframe
Args:
limit (int): max amount of upcoming and recent earnings dates to return.
Default value 12 should return next 4 quarters and last 8 quarters.
Increase if more history is needed.
proxy: requests proxy to use.
Returns:
pd.DataFrame
"""
if self._earnings_dates and limit in self._earnings_dates:
return self._earnings_dates[limit]
logger = utils.get_yf_logger()
clamped_limit = min(limit, 100) # YF caps at 100, don't go higher
page_size = min(limit, 100) # YF caps at 100, don't go higher
page_offset = 0
dates = None
while True:
url = f"{_ROOT_URL_}/calendar/earnings?symbol={self.ticker}&offset={page_offset}&size={page_size}"
data = self._data.cache_get(url=url, proxy=proxy).text
if self._earnings_dates and clamped_limit in self._earnings_dates:
return self._earnings_dates[clamped_limit]
if "Will be right back" in data:
raise RuntimeError("*** YAHOO! FINANCE IS CURRENTLY DOWN! ***\n"
"Our engineers are working quickly to resolve "
"the issue. Thank you for your patience.")
# Fetch data
url = f"{_QUERY1_URL_}/v1/finance/visualization"
params = {"lang": "en-US", "region": "US"}
body = {
"size": clamped_limit,
"query": {
"operator": "and",
"operands": [
{"operator": "eq", "operands": ["ticker", self.ticker]},
{"operator": "eq", "operands": ["eventtype", "2"]}
]
},
"sortField": "startdatetime",
"sortType": "DESC",
"entityIdType": "earnings",
"includeFields": ["startdatetime", "timeZoneShortName", "epsestimate", "epsactual", "epssurprisepct"]
}
response = self._data.post(url, params=params, body=body, proxy=proxy)
json_data = response.json()
try:
data = pd.read_html(StringIO(data))[0]
except ValueError:
if page_offset == 0:
# Should not fail on first page
if "Showing Earnings for:" in data:
# Actually YF was successful, problem is company doesn't have earnings history
dates = utils.empty_earnings_dates_df()
break
if dates is None:
dates = data
else:
dates = pd.concat([dates, data], axis=0)
# Extract data
columns = [row['label'] for row in json_data['finance']['result'][0]['documents'][0]['columns']]
rows = json_data['finance']['result'][0]['documents'][0]['rows']
df = pd.DataFrame(rows, columns=columns)
page_offset += page_size
# got less data then we asked for or already fetched all we requested, no need to fetch more pages
if len(data) < page_size or len(dates) >= limit:
dates = dates.iloc[:limit]
break
else:
# do not fetch more than needed next time
page_size = min(limit - len(dates), page_size)
if dates is None or dates.shape[0] == 0:
if df.empty:
_exception = YFEarningsDateMissing(self.ticker)
err_msg = str(_exception)
logger.error(f'{self.ticker}: {err_msg}')
return None
dates = dates.reset_index(drop=True)
# Drop redundant columns
dates = dates.drop(["Symbol", "Company"], axis=1)
# Calculate earnings date
df['Earnings Date'] = pd.to_datetime(df['Event Start Date']).dt.normalize()
tz = self._get_ticker_tz(proxy=proxy, timeout=30)
if df['Earnings Date'].dt.tz is None:
df['Earnings Date'] = df['Earnings Date'].dt.tz_localize(tz)
else:
df['Earnings Date'] = df['Earnings Date'].dt.tz_convert(tz)
# Convert types
for cn in ["EPS Estimate", "Reported EPS", "Surprise(%)"]:
dates.loc[dates[cn] == '-', cn] = float("nan")
dates[cn] = dates[cn].astype(float)
columns_to_update = ['Surprise (%)', 'EPS Estimate', 'Reported EPS']
df[columns_to_update] = df[columns_to_update].astype('float64').replace(0.0, np.nan)
# Convert % to range 0->1:
dates["Surprise(%)"] *= 0.01
# Format the dataframe
df.drop(['Event Start Date', 'Timezone short name'], axis=1, inplace=True)
df.set_index('Earnings Date', inplace=True)
df.rename(columns={'Surprise (%)': 'Surprise(%)'}, inplace=True) # Compatibility
# Parse earnings date string
cn = "Earnings Date"
# - remove AM/PM and timezone from date string
tzinfo = dates[cn].str.extract('([AP]M[a-zA-Z]*)$')
dates[cn] = dates[cn].replace(' [AP]M[a-zA-Z]*$', '', regex=True)
# - split AM/PM from timezone
tzinfo = tzinfo[0].str.extract('([AP]M)([a-zA-Z]*)', expand=True)
tzinfo.columns = ["AM/PM", "TZ"]
# - combine and parse
dates[cn] = dates[cn] + ' ' + tzinfo["AM/PM"]
dates[cn] = pd.to_datetime(dates[cn], format="%b %d, %Y, %I %p")
# - instead of attempting decoding of ambiguous timezone abbreviation, just use 'info':
self._quote.proxy = proxy or self.proxy
tz = self._get_ticker_tz(proxy=proxy, timeout=30)
dates[cn] = dates[cn].dt.tz_localize(tz)
dates = dates.set_index("Earnings Date")
self._earnings_dates[limit] = dates
return dates
self._earnings_dates[clamped_limit] = df
return df
def get_history_metadata(self, proxy=None) -> dict:
return self._lazy_load_price_history().get_history_metadata(proxy)
@@ -654,4 +656,4 @@ class TickerBase:
if not self._funds_data:
self._funds_data = FundsData(self._data, self.ticker)
return self._funds_data
return self._funds_data

View File

@@ -305,21 +305,92 @@ SECTOR_INDUSTY_MAPPING = {
'utilities-independent-power-producers',
'utilities-regulated-water'}
}
def merge_two_level_dicts(dict1, dict2):
result = dict1.copy()
for key, value in dict2.items():
if key in result:
# If both are sets, merge them
if isinstance(value, set) and isinstance(result[key], set):
result[key] = result[key] | value
# If both are dicts, merge their contents
elif isinstance(value, dict) and isinstance(result[key], dict):
result[key] = {
k: (result[key].get(k, set()) | v if isinstance(v, set)
else v) if k in result[key]
else v
for k, v in value.items()
}
else:
result[key] = value
return result
EQUITY_SCREENER_EQ_MAP = {
"region": {
"za", "ve", "vn", "us", "tw", "th", "tr", "sr", "sg", "sa", "se", "ru", "ro", "qa", "pt", "pk", "pl",
"ph", "nz", "nl", "mx", "pe", "no", "my", "lv", "lt", "kw", "jp", "is", "il", "lk", "kr", "it", "in",
"ie", "hu", "id", "hk", "gb", "fi", "eg", "dk", "gr", "fr", "es", "ee", "de", "cz", "cl", "ca", "be",
"at", "cn", "br", "au", "ar", "ch"
"exchange": {
'ar': {'BUE'},
'at': {'VIE'},
'au': {'ASX'},
'be': {'BRU'},
'br': {'SAO'},
'ca': {'CNQ', 'NEO', 'TOR', 'VAN'},
'ch': {'EBS'},
'cl': {'SGO'},
'cn': {'SHH', 'SHZ'},
'co': {'BVC'},
'cz': {'PRA'},
'de': {'BER', 'DUS', 'FRA', 'HAM', 'GER', 'MUN', 'STU'},
'dk': {'CPH'},
'ee': {'TAL'},
'eg': {'CAI'},
'es': {'MCE'},
'fi': {'HEL'},
'fr': {'PAR'},
'gb': {'AQS', 'IOB', 'LSE'},
'gr': {'ATH'},
'hk': {'HKG'},
'hu': {'BUD'},
'id': {'JKT'},
'ie': {'ISE'},
'il': {'TLV'},
'in': {'BSE', 'NSI'},
'is': {'ICE'},
'it': {'MIL'},
'jp': {'FKA', 'JPX', 'SAP'},
'kr': {'KOE', 'KSC'},
'kw': {'KUW'},
'lk': {},
'lt': {'LIT'},
'lv': {'RIS'},
'mx': {'MEX'},
'my': {'KLS'},
'nl': {'AMS'},
'no': {'OSL'},
'nz': {'NZE'},
'pe': {},
'ph': {'PHP', 'PHS'},
'pk': {},
'pl': {'WSE'},
'pt': {'LIS'},
'qa': {'DOH'},
'ro': {'BVB'},
'ru': {},
'sa': {'SAU'},
'se': {'STO'},
'sg': {'SES'},
'sr': {},
'th': {'SET'},
'tr': {'IST'},
'tw': {'TAI', 'TWO'},
'us': {'ASE', 'BTS', 'CXI', 'NCM', 'NGM', 'NMS', 'NYQ', 'OEM', 'OQB', 'OQX', 'PCX', 'PNK', 'YHD'},
've': {'CCS'},
'vn': {},
'za': {'JNB'}
},
"sector": {
"Basic Materials", "Industrials", "Communication Services", "Healthcare",
"Real Estate", "Technology", "Energy", "Utilities", "Financial Services",
"Consumer Defensive", "Consumer Cyclical"
},
"exchanges": {
"NMS", "NAS", "YHD", "NYQ", "NGM", "NCM", "BSE"
},
"peer_group": {
"US Fund Equity Energy",
"US CE Convertibles",
@@ -426,136 +497,130 @@ EQUITY_SCREENER_EQ_MAP = {
"Banks"
}
}
EQUITY_SCREENER_FIELDS = {
# EQ Fields
"region",
"sector",
"peer_group",
"exchanges",
# price
"eodprice",
"intradaypricechange",
"lastclosemarketcap.lasttwelvemonths",
"percentchange",
"lastclose52weekhigh.lasttwelvemonths",
"fiftytwowkpercentchange",
"intradayprice",
"lastclose52weeklow.lasttwelvemonths",
"intradaymarketcap",
# trading
"beta",
"avgdailyvol3m",
"pctheldinsider",
"pctheldinst",
"dayvolume",
"eodvolume",
# short interest
"short_percentage_of_shares_outstanding.value",
"short_interest.value",
"short_percentage_of_float.value",
"days_to_cover_short.value",
"short_interest_percentage_change.value",
# valuation
"bookvalueshare.lasttwelvemonths",
"lastclosemarketcaptotalrevenue.lasttwelvemonths",
"lastclosetevtotalrevenue.lasttwelvemonths",
"pricebookratio.quarterly",
"peratio.lasttwelvemonths",
"lastclosepricetangiblebookvalue.lasttwelvemonths",
"lastclosepriceearnings.lasttwelvemonths",
"pegratio_5y",
# profitability
"consecutive_years_of_dividend_growth_count",
"returnonassets.lasttwelvemonths",
"returnonequity.lasttwelvemonths",
"forward_dividend_per_share",
"forward_dividend_yield",
"returnontotalcapital.lasttwelvemonths",
# leverage
"lastclosetevebit.lasttwelvemonths",
"netdebtebitda.lasttwelvemonths",
"totaldebtequity.lasttwelvemonths",
"ltdebtequity.lasttwelvemonths",
"ebitinterestexpense.lasttwelvemonths",
"ebitdainterestexpense.lasttwelvemonths",
"lastclosetevebitda.lasttwelvemonths",
"totaldebtebitda.lasttwelvemonths",
# liquidity
"quickratio.lasttwelvemonths",
"altmanzscoreusingtheaveragestockinformationforaperiod.lasttwelvemonths",
"currentratio.lasttwelvemonths",
"operatingcashflowtocurrentliabilities.lasttwelvemonths",
# income statement
"totalrevenues.lasttwelvemonths",
"netincomemargin.lasttwelvemonths",
"grossprofit.lasttwelvemonths",
"ebitda1yrgrowth.lasttwelvemonths",
"dilutedepscontinuingoperations.lasttwelvemonths",
"quarterlyrevenuegrowth.quarterly",
"epsgrowth.lasttwelvemonths",
"netincomeis.lasttwelvemonths",
"ebitda.lasttwelvemonths",
"dilutedeps1yrgrowth.lasttwelvemonths",
"totalrevenues1yrgrowth.lasttwelvemonths",
"operatingincome.lasttwelvemonths",
"netincome1yrgrowth.lasttwelvemonths",
"grossprofitmargin.lasttwelvemonths",
"ebitdamargin.lasttwelvemonths",
"ebit.lasttwelvemonths",
"basicepscontinuingoperations.lasttwelvemonths",
"netepsbasic.lasttwelvemonths"
"netepsdiluted.lasttwelvemonths",
# balance sheet
"totalassets.lasttwelvemonths",
"totalcommonsharesoutstanding.lasttwelvemonths",
"totaldebt.lasttwelvemonths",
"totalequity.lasttwelvemonths",
"totalcurrentassets.lasttwelvemonths",
"totalcashandshortterminvestments.lasttwelvemonths",
"totalcommonequity.lasttwelvemonths",
"totalcurrentliabilities.lasttwelvemonths",
"totalsharesoutstanding",
# cash flow
"forward_dividend_yield",
"leveredfreecashflow.lasttwelvemonths",
"capitalexpenditure.lasttwelvemonths",
"cashfromoperations.lasttwelvemonths",
"leveredfreecashflow1yrgrowth.lasttwelvemonths",
"unleveredfreecashflow.lasttwelvemonths",
"cashfromoperations1yrgrowth.lasttwelvemonths",
# ESG
"esg_score",
"environmental_score",
"governance_score",
"social_score",
"highest_controversy"
EQUITY_SCREENER_EQ_MAP['region'] = EQUITY_SCREENER_EQ_MAP['exchange'].keys()
ordered_keys = ['region'] + [k for k in EQUITY_SCREENER_EQ_MAP.keys() if k != 'region']
EQUITY_SCREENER_EQ_MAP = {k:EQUITY_SCREENER_EQ_MAP[k] for k in ordered_keys}
FUND_SCREENER_EQ_MAP = {
"exchange": {
'us': {'NAS'}
}
}
PREDEFINED_SCREENER_BODY_MAP = {
'aggressive_small_caps': {"offset":0,"size":25,"sortField":"eodvolume","sortType":"desc","quoteType":"equity","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NMS"]},{"operator":"eq","operands":["exchange","NYQ"]}]},{"operator":"or","operands":[{"operator":"LT","operands":["epsgrowth.lasttwelvemonths",15]}]}]},"userId":"","userIdType":"guid"},
'day_gainers': {"offset":0,"size":25,"sortField":"percentchange","sortType":"DESC","quoteType":"EQUITY","query":{"operator":"AND","operands":[{"operator":"gt","operands":["percentchange",3]},{"operator":"eq","operands":["region","us"]},{"operator":"or","operands":[{"operator":"BTWN","operands":["intradaymarketcap",2000000000,10000000000]},{"operator":"BTWN","operands":["intradaymarketcap",10000000000,100000000000]},{"operator":"GT","operands":["intradaymarketcap",100000000000]}]},{"operator":"gte","operands":["intradayprice",5]},{"operator":"gt","operands":["dayvolume",15000]}]},"userId":"","userIdType":"guid"},
'day_losers': {"offset":0,"size":25,"sortField":"percentchange","sortType":"ASC","quoteType":"EQUITY","query":{"operator":"AND","operands":[{"operator":"lt","operands":["percentchange",-2.5]},{"operator":"eq","operands":["region","us"]},{"operator":"or","operands":[{"operator":"BTWN","operands":["intradaymarketcap",2000000000,10000000000]},{"operator":"BTWN","operands":["intradaymarketcap",10000000000,100000000000]},{"operator":"GT","operands":["intradaymarketcap",100000000000]}]},{"operator":"gte","operands":["intradayprice",5]},{"operator":"gt","operands":["dayvolume",20000]}]},"userId":"","userIdType":"guid"},
'growth_technology_stocks': {"offset":0,"size":25,"sortField":"eodvolume","sortType":"desc","quoteType":"equity","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"BTWN","operands":["quarterlyrevenuegrowth.quarterly",50,100]},{"operator":"GT","operands":["quarterlyrevenuegrowth.quarterly",100]},{"operator":"BTWN","operands":["quarterlyrevenuegrowth.quarterly",25,50]}]},{"operator":"or","operands":[{"operator":"BTWN","operands":["epsgrowth.lasttwelvemonths",25,50]},{"operator":"BTWN","operands":["epsgrowth.lasttwelvemonths",50,100]},{"operator":"GT","operands":["epsgrowth.lasttwelvemonths",100]}]},{"operator":"eq","operands":["sector","Technology"]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NMS"]},{"operator":"eq","operands":["exchange","NYQ"]}]}]},"userId":"","userIdType":"guid"},
'most_actives': {"offset":0,"size":25,"sortField":"dayvolume","sortType":"DESC","quoteType":"EQUITY","query":{"operator":"AND","operands":[{"operator":"eq","operands":["region","us"]},{"operator":"or","operands":[{"operator":"BTWN","operands":["intradaymarketcap",10000000000,100000000000]},{"operator":"GT","operands":["intradaymarketcap",100000000000]},{"operator":"BTWN","operands":["intradaymarketcap",2000000000,10000000000]}]},{"operator":"gt","operands":["dayvolume",5000000]}]},"userId":"","userIdType":"guid"},
'most_shorted_stocks': {"size":25,"offset":0,"sortField":"short_percentage_of_shares_outstanding.value","sortType":"DESC","quoteType":"EQUITY","topOperator":"AND","query":{"operator":"AND","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["region","us"]}]},{"operator":"gt","operands":["intradayprice",1]},{"operator":"gt","operands":["avgdailyvol3m",200000]}]},"userId":"","userIdType":"guid"},
'small_cap_gainers': {"offset":0,"size":25,"sortField":"eodvolume","sortType":"desc","quoteType":"equity","query":{"operator":"and","operands":[{"operator":"lt","operands":["intradaymarketcap",2000000000]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NMS"]},{"operator":"eq","operands":["exchange","NYQ"]}]}]},"userId":"","userIdType":"guid"},
'undervalued_growth_stocks': {"offset":0,"size":25,"sortType":"DESC","sortField":"eodvolume","quoteType":"EQUITY","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"BTWN","operands":["peratio.lasttwelvemonths",0,20]}]},{"operator":"or","operands":[{"operator":"LT","operands":["pegratio_5y",1]}]},{"operator":"or","operands":[{"operator":"BTWN","operands":["epsgrowth.lasttwelvemonths",25,50]},{"operator":"BTWN","operands":["epsgrowth.lasttwelvemonths",50,100]},{"operator":"GT","operands":["epsgrowth.lasttwelvemonths",100]}]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NMS"]},{"operator":"eq","operands":["exchange","NYQ"]}]}]},"userId":"","userIdType":"guid"},
'undervalued_large_caps': {"offset":0,"size":25,"sortField":"eodvolume","sortType":"desc","quoteType":"equity","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"BTWN","operands":["peratio.lasttwelvemonths",0,20]}]},{"operator":"lt","operands":["pegratio_5y",1]},{"operator":"btwn","operands":["intradaymarketcap",10000000000,100000000000]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NMS"]},{"operator":"eq","operands":["exchange","NYQ"]}]}]},"userId":"","userIdType":"guid"},
'conservative_foreign_funds': {"offset":0,"size":25,"sortType":"DESC","sortField":"fundnetassets","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["categoryname","Foreign Large Value"]},{"operator":"EQ","operands":["categoryname","Foreign Large Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Large Growth"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Growth"]},{"operator":"EQ","operands":["categoryname","Foreign Large Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Value"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Value"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Value"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Blend"]},{"operator":"EQ","operands":["categoryname","Foreign Small/Mid Value"]}]},{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",4]},{"operator":"EQ","operands":["performanceratingoverall",5]}]},{"operator":"lt","operands":["initialinvestment",100001]},{"operator":"lt","operands":["annualreturnnavy1categoryrank",50]},{"operator":"or","operands":[{"operator":"EQ","operands":["riskratingoverall",1]},{"operator":"EQ","operands":["riskratingoverall",3]},{"operator":"EQ","operands":["riskratingoverall",2]}]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"},
'high_yield_bond': {"offset":0,"size":25,"sortType":"DESC","sortField":"fundnetassets","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",4]},{"operator":"EQ","operands":["performanceratingoverall",5]}]},{"operator":"lt","operands":["initialinvestment",100001]},{"operator":"lt","operands":["annualreturnnavy1categoryrank",50]},{"operator":"or","operands":[{"operator":"EQ","operands":["riskratingoverall",1]},{"operator":"EQ","operands":["riskratingoverall",3]},{"operator":"EQ","operands":["riskratingoverall",2]}]},{"operator":"or","operands":[{"operator":"EQ","operands":["categoryname","High Yield Bond"]}]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"},
'portfolio_anchors': {"offset":0,"size":25,"sortType":"DESC","sortField":"fundnetassets","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["categoryname","Large Blend"]}]},{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",4]},{"operator":"EQ","operands":["performanceratingoverall",5]}]},{"operator":"lt","operands":["initialinvestment",100001]},{"operator":"lt","operands":["annualreturnnavy1categoryrank",50]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"},
'solid_large_growth_funds': {"offset":0,"size":25,"sortType":"DESC","sortField":"fundnetassets","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["categoryname","Large Growth"]}]},{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",5]},{"operator":"EQ","operands":["performanceratingoverall",4]}]},{"operator":"lt","operands":["initialinvestment",100001]},{"operator":"lt","operands":["annualreturnnavy1categoryrank",50]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"},
'solid_midcap_growth_funds': {"offset":0,"size":25,"sortType":"DESC","sortField":"fundnetassets","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"or","operands":[{"operator":"EQ","operands":["categoryname","Mid-Cap Growth"]}]},{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",5]},{"operator":"EQ","operands":["performanceratingoverall",4]}]},{"operator":"lt","operands":["initialinvestment",100001]},{"operator":"lt","operands":["annualreturnnavy1categoryrank",50]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"},
'top_mutual_funds': {"offset":0,"size":25,"sortType":"DESC","sortField":"percentchange","quoteType":"MUTUALFUND","query":{"operator":"and","operands":[{"operator":"gt","operands":["intradayprice",15]},{"operator":"or","operands":[{"operator":"EQ","operands":["performanceratingoverall",5]},{"operator":"EQ","operands":["performanceratingoverall",4]}]},{"operator":"gt","operands":["initialinvestment",1000]},{"operator":"or","operands":[{"operator":"eq","operands":["exchange","NAS"]}]}]},"userId":"","userIdType":"guid"}
}
COMMON_SCREENER_FIELDS = {
"price":{
"eodprice",
"intradaypricechange",
"intradayprice"
},
"eq_fields": {
"exchange"},
}
FUND_SCREENER_FIELDS = {
"eq_fields": {
"categoryname",
"performanceratingoverall",
"initialinvestment",
"annualreturnnavy1categoryrank",
"riskratingoverall"}
}
FUND_SCREENER_FIELDS = merge_two_level_dicts(FUND_SCREENER_FIELDS, COMMON_SCREENER_FIELDS)
EQUITY_SCREENER_FIELDS = {
"eq_fields": {
"region",
"sector",
"peer_group"},
"price":{
"lastclosemarketcap.lasttwelvemonths",
"percentchange",
"lastclose52weekhigh.lasttwelvemonths",
"fiftytwowkpercentchange",
"lastclose52weeklow.lasttwelvemonths",
"intradaymarketcap"},
"trading":{
"beta",
"avgdailyvol3m",
"pctheldinsider",
"pctheldinst",
"dayvolume",
"eodvolume"},
"short_interest":{
"short_percentage_of_shares_outstanding.value",
"short_interest.value",
"short_percentage_of_float.value",
"days_to_cover_short.value",
"short_interest_percentage_change.value"},
"valuation":{
"bookvalueshare.lasttwelvemonths",
"lastclosemarketcaptotalrevenue.lasttwelvemonths",
"lastclosetevtotalrevenue.lasttwelvemonths",
"pricebookratio.quarterly",
"peratio.lasttwelvemonths",
"lastclosepricetangiblebookvalue.lasttwelvemonths",
"lastclosepriceearnings.lasttwelvemonths",
"pegratio_5y"},
"profitability":{
"consecutive_years_of_dividend_growth_count",
"returnonassets.lasttwelvemonths",
"returnonequity.lasttwelvemonths",
"forward_dividend_per_share",
"forward_dividend_yield",
"returnontotalcapital.lasttwelvemonths"},
"leverage":{
"lastclosetevebit.lasttwelvemonths",
"netdebtebitda.lasttwelvemonths",
"totaldebtequity.lasttwelvemonths",
"ltdebtequity.lasttwelvemonths",
"ebitinterestexpense.lasttwelvemonths",
"ebitdainterestexpense.lasttwelvemonths",
"lastclosetevebitda.lasttwelvemonths",
"totaldebtebitda.lasttwelvemonths"},
"liquidity":{
"quickratio.lasttwelvemonths",
"altmanzscoreusingtheaveragestockinformationforaperiod.lasttwelvemonths",
"currentratio.lasttwelvemonths",
"operatingcashflowtocurrentliabilities.lasttwelvemonths"},
"income_statement":{
"totalrevenues.lasttwelvemonths",
"netincomemargin.lasttwelvemonths",
"grossprofit.lasttwelvemonths",
"ebitda1yrgrowth.lasttwelvemonths",
"dilutedepscontinuingoperations.lasttwelvemonths",
"quarterlyrevenuegrowth.quarterly",
"epsgrowth.lasttwelvemonths",
"netincomeis.lasttwelvemonths",
"ebitda.lasttwelvemonths",
"dilutedeps1yrgrowth.lasttwelvemonths",
"totalrevenues1yrgrowth.lasttwelvemonths",
"operatingincome.lasttwelvemonths",
"netincome1yrgrowth.lasttwelvemonths",
"grossprofitmargin.lasttwelvemonths",
"ebitdamargin.lasttwelvemonths",
"ebit.lasttwelvemonths",
"basicepscontinuingoperations.lasttwelvemonths",
"netepsbasic.lasttwelvemonths"
"netepsdiluted.lasttwelvemonths"},
"balance_sheet":{
"totalassets.lasttwelvemonths",
"totalcommonsharesoutstanding.lasttwelvemonths",
"totaldebt.lasttwelvemonths",
"totalequity.lasttwelvemonths",
"totalcurrentassets.lasttwelvemonths",
"totalcashandshortterminvestments.lasttwelvemonths",
"totalcommonequity.lasttwelvemonths",
"totalcurrentliabilities.lasttwelvemonths",
"totalsharesoutstanding"},
"cash_flow":{
"forward_dividend_yield",
"leveredfreecashflow.lasttwelvemonths",
"capitalexpenditure.lasttwelvemonths",
"cashfromoperations.lasttwelvemonths",
"leveredfreecashflow1yrgrowth.lasttwelvemonths",
"unleveredfreecashflow.lasttwelvemonths",
"cashfromoperations1yrgrowth.lasttwelvemonths"},
"esg":{
"esg_score",
"environmental_score",
"governance_score",
"social_score",
"highest_controversy"}
}
EQUITY_SCREENER_FIELDS = merge_two_level_dicts(EQUITY_SCREENER_FIELDS, COMMON_SCREENER_FIELDS)

View File

@@ -10,6 +10,8 @@ from frozendict import frozendict
from . import utils, cache
import threading
from .exceptions import YFRateLimitError
cache_maxsize = 64
@@ -229,11 +231,16 @@ class YfData(metaclass=SingletonMeta):
'timeout': timeout}
get_args = {**base_args, 'url': 'https://guce.yahoo.com/consent'}
if self._session_is_caching:
get_args['expire_after'] = self._expire_after
response = self._session.get(**get_args)
else:
response = self._session.get(**get_args)
try:
if self._session_is_caching:
get_args['expire_after'] = self._expire_after
response = self._session.get(**get_args)
else:
response = self._session.get(**get_args)
except requests.exceptions.ChunkedEncodingError:
# No idea why happens, but handle nicely so can switch to other cookie method.
utils.get_yf_logger().debug('_get_cookie_csrf() encountering requests.exceptions.ChunkedEncodingError, aborting')
return False
soup = BeautifulSoup(response.content, 'html.parser')
csrfTokenInput = soup.find('input', attrs={'name': 'csrfToken'})
@@ -262,14 +269,18 @@ class YfData(metaclass=SingletonMeta):
get_args = {**base_args,
'url': f'https://guce.yahoo.com/copyConsent?sessionId={sessionId}',
'data': data}
if self._session_is_caching:
post_args['expire_after'] = self._expire_after
get_args['expire_after'] = self._expire_after
self._session.post(**post_args)
self._session.get(**get_args)
else:
self._session.post(**post_args)
self._session.get(**get_args)
try:
if self._session_is_caching:
post_args['expire_after'] = self._expire_after
get_args['expire_after'] = self._expire_after
self._session.post(**post_args)
self._session.get(**get_args)
else:
self._session.post(**post_args)
self._session.get(**get_args)
except requests.exceptions.ChunkedEncodingError:
# No idea why happens, but handle nicely so can switch to other cookie method.
utils.get_yf_logger().debug('_get_cookie_csrf() encountering requests.exceptions.ChunkedEncodingError, aborting')
self._cookie = True
self._save_session_cookies()
return True
@@ -390,6 +401,10 @@ class YfData(metaclass=SingletonMeta):
response = request_method(**request_args)
utils.get_yf_logger().debug(f'response code={response.status_code}')
# Raise exception if rate limited
if response.status_code == 429:
raise YFRateLimitError()
return response
@lru_cache_freezeargs

View File

@@ -1,14 +1,27 @@
from abc import ABC, abstractmethod
from ..ticker import Ticker
from ..const import _QUERY1_URL_
from ..data import YfData
from typing import Dict, List, Optional
import pandas as _pd
_QUERY_URL_ = f'{_QUERY1_URL_}/v1/finance'
class Domain:
class Domain(ABC):
"""
Abstract base class representing a domain entity in financial data, with key attributes
and methods for fetching and parsing data. Derived classes must implement the `_fetch_and_parse()` method.
"""
def __init__(self, key: str, session=None, proxy=None):
"""
Initializes the Domain object with a key, session, and proxy.
Args:
key (str): Unique key identifying the domain entity.
session (Optional[requests.Session]): Session object for HTTP requests. Defaults to None.
proxy (Optional[Dict]): Proxy settings. Defaults to None.
"""
self._key: str = key
self.proxy = proxy
self.session = session
@@ -19,47 +32,105 @@ class Domain:
self._overview: Optional[Dict] = None
self._top_companies: Optional[_pd.DataFrame] = None
self._research_reports: Optional[List[Dict[str, str]]] = None
@property
def key(self) -> str:
"""
Retrieves the key of the domain entity.
Returns:
str: The unique key of the domain entity.
"""
return self._key
@property
def name(self) -> str:
"""
Retrieves the name of the domain entity.
Returns:
str: The name of the domain entity.
"""
self._ensure_fetched(self._name)
return self._name
@property
def symbol(self) -> str:
"""
Retrieves the symbol of the domain entity.
Returns:
str: The symbol representing the domain entity.
"""
self._ensure_fetched(self._symbol)
return self._symbol
@property
def ticker(self) -> Ticker:
"""
Retrieves a Ticker object based on the domain entity's symbol.
Returns:
Ticker: A Ticker object associated with the domain entity.
"""
self._ensure_fetched(self._symbol)
return Ticker(self._symbol)
@property
def overview(self) -> Dict:
"""
Retrieves the overview information of the domain entity.
Returns:
Dict: A dictionary containing an overview of the domain entity.
"""
self._ensure_fetched(self._overview)
return self._overview
@property
def top_companies(self) -> Optional[_pd.DataFrame]:
"""
Retrieves the top companies within the domain entity.
Returns:
pandas.DataFrame: A DataFrame containing the top companies in the domain.
"""
self._ensure_fetched(self._top_companies)
return self._top_companies
@property
def research_reports(self) -> List[Dict[str, str]]:
"""
Retrieves research reports related to the domain entity.
Returns:
List[Dict[str, str]]: A list of research reports, where each report is a dictionary with metadata.
"""
self._ensure_fetched(self._research_reports)
return self._research_reports
def _fetch(self, query_url, proxy) -> Dict:
"""
Fetches data from the given query URL.
Args:
query_url (str): The URL used for the data query.
proxy (Dict): Proxy settings for the request.
Returns:
Dict: The JSON response data from the request.
"""
params_dict = {"formatted": "true", "withReturns": "true", "lang": "en-US", "region": "US"}
result = self._data.get_raw_json(query_url, user_agent_headers=self._data.user_agent_headers, params=params_dict, proxy=proxy)
return result
def _parse_and_assign_common(self, data) -> None:
"""
Parses and assigns common data fields such as name, symbol, overview, and top companies.
Args:
data (Dict): The raw data received from the API.
"""
self._name = data.get('name')
self._symbol = data.get('symbol')
self._overview = self._parse_overview(data.get('overview', {}))
@@ -67,6 +138,15 @@ class Domain:
self._research_reports = data.get('researchReports')
def _parse_overview(self, overview) -> Dict:
"""
Parses the overview data for the domain entity.
Args:
overview (Dict): The raw overview data.
Returns:
Dict: A dictionary containing parsed overview information.
"""
return {
"companies_count": overview.get('companiesCount', None),
"market_cap": overview.get('marketCap', {}).get('raw', None),
@@ -78,6 +158,15 @@ class Domain:
}
def _parse_top_companies(self, top_companies) -> Optional[_pd.DataFrame]:
"""
Parses the top companies data and converts it into a pandas DataFrame.
Args:
top_companies (Dict): The raw top companies data.
Returns:
Optional[pandas.DataFrame]: A DataFrame containing top company data, or None if no data is available.
"""
top_companies_column = ['symbol', 'name', 'rating', 'market weight']
top_companies_values = [(c.get('symbol'),
c.get('name'),
@@ -87,11 +176,22 @@ class Domain:
if not top_companies_values:
return None
return _pd.DataFrame(top_companies_values, columns = top_companies_column).set_index('symbol')
return _pd.DataFrame(top_companies_values, columns=top_companies_column).set_index('symbol')
@abstractmethod
def _fetch_and_parse(self) -> None:
"""
Abstract method for fetching and parsing domain-specific data.
Must be implemented by derived classes.
"""
raise NotImplementedError("_fetch_and_parse() needs to be implemented by children classes")
def _ensure_fetched(self, attribute) -> None:
"""
Ensures that the given attribute is fetched by calling `_fetch_and_parse()` if the attribute is None.
Args:
attribute: The attribute to check and potentially fetch.
"""
if attribute is None:
self._fetch_and_parse()

View File

@@ -7,7 +7,17 @@ from .domain import Domain, _QUERY_URL_
from .. import utils
class Industry(Domain):
"""
Represents an industry within a sector.
"""
def __init__(self, key, session=None, proxy=None):
"""
Args:
key (str): The key identifier for the industry.
session (optional): The session to use for requests.
proxy (optional): The proxy to use for requests.
"""
super(Industry, self).__init__(key, session, proxy)
self._query_url = f'{_QUERY_URL_}/industries/{self._key}'
@@ -17,29 +27,68 @@ class Industry(Domain):
self._top_growth_companies = None
def __repr__(self):
"""
Returns a string representation of the Industry instance.
Returns:
str: String representation of the Industry instance.
"""
return f'yfinance.Industry object <{self._key}>'
@property
def sector_key(self) -> str:
"""
Returns the sector key of the industry.
Returns:
str: The sector key.
"""
self._ensure_fetched(self._sector_key)
return self._sector_key
@property
def sector_name(self) -> str:
"""
Returns the sector name of the industry.
Returns:
str: The sector name.
"""
self._ensure_fetched(self._sector_name)
return self._sector_name
@property
def top_performing_companies(self) -> Optional[_pd.DataFrame]:
"""
Returns the top performing companies in the industry.
Returns:
Optional[pd.DataFrame]: DataFrame containing top performing companies.
"""
self._ensure_fetched(self._top_performing_companies)
return self._top_performing_companies
@property
def top_growth_companies(self) -> Optional[_pd.DataFrame]:
"""
Returns the top growth companies in the industry.
Returns:
Optional[pd.DataFrame]: DataFrame containing top growth companies.
"""
self._ensure_fetched(self._top_growth_companies)
return self._top_growth_companies
def _parse_top_performing_companies(self, top_performing_companies: Dict) -> Optional[_pd.DataFrame]:
"""
Parses the top performing companies data.
Args:
top_performing_companies (Dict): Dictionary containing top performing companies data.
Returns:
Optional[pd.DataFrame]: DataFrame containing parsed top performing companies data.
"""
compnaies_column = ['symbol','name','ytd return',' last price','target price']
compnaies_values = [(c.get('symbol', None),
c.get('name', None),
@@ -53,6 +102,15 @@ class Industry(Domain):
return _pd.DataFrame(compnaies_values, columns = compnaies_column).set_index('symbol')
def _parse_top_growth_companies(self, top_growth_companies: Dict) -> Optional[_pd.DataFrame]:
"""
Parses the top growth companies data.
Args:
top_growth_companies (Dict): Dictionary containing top growth companies data.
Returns:
Optional[pd.DataFrame]: DataFrame containing parsed top growth companies data.
"""
compnaies_column = ['symbol','name','ytd return',' growth estimate']
compnaies_values = [(c.get('symbol', None),
c.get('name', None),
@@ -65,6 +123,9 @@ class Industry(Domain):
return _pd.DataFrame(compnaies_values, columns = compnaies_column).set_index('symbol')
def _fetch_and_parse(self) -> None:
"""
Fetches and parses the industry data.
"""
result = None
try:

100
yfinance/domain/market.py Normal file
View File

@@ -0,0 +1,100 @@
import datetime as dt
from ..data import YfData
from ..data import utils
from ..const import _QUERY1_URL_
import json as _json
class Market:
def __init__(self, market:'str', session=None, proxy=None, timeout=30):
self.market = market
self.session = session
self.proxy = proxy
self.timeout = timeout
self._data = YfData(session=self.session)
self._logger = utils.get_yf_logger()
self._status = None
self._summary = None
def _fetch_json(self, url, params):
data = self._data.cache_get(url=url, params=params, proxy=self.proxy, timeout=self.timeout)
if data is None or "Will be right back" in data.text:
raise RuntimeError("*** YAHOO! FINANCE IS CURRENTLY DOWN! ***\n"
"Our engineers are working quickly to resolve "
"the issue. Thank you for your patience.")
try:
return data.json()
except _json.JSONDecodeError:
self._logger.error(f"{self.market}: Failed to retrieve market data and recieved faulty data.")
return {}
def _parse_data(self):
# Fetch both to ensure they are at the same time
if (self._status is not None) and (self._summary is not None):
return
self._logger.debug(f"{self.market}: Parsing market data")
# Summary
summary_url = f"{_QUERY1_URL_}/v6/finance/quote/marketSummary"
summary_fields = ["shortName", "regularMarketPrice", "regularMarketChange", "regularMarketChangePercent"]
summary_params = {
"fields": ",".join(summary_fields),
"formatted": False,
"lang": "en-US",
"market": self.market
}
status_url = f"{_QUERY1_URL_}/v6/finance/markettime"
status_params = {
"formatted": True,
"key": "finance",
"lang": "en-US",
"market": self.market
}
self._summary = self._fetch_json(summary_url, summary_params)
self._status = self._fetch_json(status_url, status_params)
try:
self._summary = self._summary['marketSummaryResponse']['result']
self._summary = {x['exchange']:x for x in self._summary}
except Exception as e:
self._logger.error(f"{self.market}: Failed to parse market summary")
self._logger.debug(f"{type(e)}: {e}")
try:
# Unpack
self._status = self._status['finance']['marketTimes'][0]['marketTime'][0]
self._status['timezone'] = self._status['timezone'][0]
del self._status['time'] # redundant
try:
self._status.update({
"open": dt.datetime.fromisoformat(self._status["open"]),
"close": dt.datetime.fromisoformat(self._status["close"]),
"tz": dt.timezone(dt.timedelta(hours=int(self._status["timezone"]["gmtoffset"]))/1000, self._status["timezone"]["short"])
})
except Exception as e:
self._logger.error(f"{self.market}: Failed to update market status")
self._logger.debug(f"{type(e)}: {e}")
except Exception as e:
self._logger.error(f"{self.market}: Failed to parse market status")
self._logger.debug(f"{type(e)}: {e}")
@property
def status(self):
self._parse_data()
return self._status
@property
def summary(self):
self._parse_data()
return self._summary

View File

@@ -1,5 +1,7 @@
from __future__ import print_function
from typing import Dict, Optional
from ..utils import dynamic_docstring, generate_list_table_from_dict
from ..const import SECTOR_INDUSTY_MAPPING
import pandas as _pd
@@ -7,48 +9,127 @@ from .domain import Domain, _QUERY_URL_
from .. import utils
class Sector(Domain):
"""
Represents a financial market sector and allows retrieval of sector-related data
such as top ETFs, top mutual funds, and industry data.
"""
def __init__(self, key, session=None, proxy=None):
"""
Args:
key (str): The key representing the sector.
session (requests.Session, optional): A session for making requests. Defaults to None.
proxy (dict, optional): A dictionary containing proxy settings for the request. Defaults to None.
.. seealso::
:attr:`Sector.industries <yfinance.Sector.industries>`
Map of sector and industry
"""
super(Sector, self).__init__(key, session, proxy)
self._query_url: str = f'{_QUERY_URL_}/sectors/{self._key}'
self._top_etfs: Optional[Dict] = None
self._top_mutual_funds: Optional[Dict] = None
self._industries: Optional[_pd.DataFrame] = None
def __repr__(self):
"""
Returns the string representation of the Sector object.
Returns:
str: A string representation of the object.
"""
return f'yfinance.Sector object <{self._key}>'
@property
def top_etfs(self) -> Dict[str, str]:
"""
Gets the top ETFs for the sector.
Returns:
Dict[str, str]: A dictionary of ETF symbols and names.
"""
self._ensure_fetched(self._top_etfs)
return self._top_etfs
@property
def top_mutual_funds(self) -> Dict[str, str]:
"""
Gets the top mutual funds for the sector.
Returns:
Dict[str, str]: A dictionary of mutual fund symbols and names.
"""
self._ensure_fetched(self._top_mutual_funds)
return self._top_mutual_funds
@dynamic_docstring({"sector_industry": generate_list_table_from_dict(SECTOR_INDUSTY_MAPPING,bullets=True)})
@property
def industries(self) -> _pd.DataFrame:
"""
Gets the industries within the sector.
Returns:
pandas.DataFrame: A DataFrame with industries' key, name, symbol, and market weight.
{sector_industry}
"""
self._ensure_fetched(self._industries)
return self._industries
def _parse_top_etfs(self, top_etfs: Dict) -> Dict[str, str]:
"""
Parses top ETF data from the API response.
Args:
top_etfs (Dict): The raw ETF data from the API response.
Returns:
Dict[str, str]: A dictionary of ETF symbols and names.
"""
return {e.get('symbol'): e.get('name') for e in top_etfs}
def _parse_top_mutual_funds(self, top_mutual_funds: Dict) -> Dict[str, str]:
"""
Parses top mutual funds data from the API response.
Args:
top_mutual_funds (Dict): The raw mutual fund data from the API response.
Returns:
Dict[str, str]: A dictionary of mutual fund symbols and names.
"""
return {e.get('symbol'): e.get('name') for e in top_mutual_funds}
def _parse_industries(self, industries: Dict) -> _pd.DataFrame:
"""
Parses industry data from the API response into a DataFrame.
Args:
industries (Dict): The raw industry data from the API response.
Returns:
pandas.DataFrame: A DataFrame containing industry key, name, symbol, and market weight.
"""
industries_column = ['key','name','symbol','market weight']
industries_values = [(i.get('key'),
i.get('name'),
i.get('symbol'),
i.get('marketWeight',{}).get('raw', None)
) for i in industries if i.get('name') != 'All Industries']
return _pd.DataFrame(industries_values, columns = industries_column).set_index('key')
return _pd.DataFrame(industries_values, columns=industries_column).set_index('key')
def _fetch_and_parse(self) -> None:
"""
Fetches and parses sector data from the API.
Fetches data for the sector and parses the top ETFs, top mutual funds,
and industries within the sector. Stores the parsed data in the corresponding
attributes `_top_etfs`, `_top_mutual_funds`, and `_industries`.
Raises:
Exception: If fetching or parsing the sector data fails.
"""
result = None
try:

View File

@@ -44,4 +44,10 @@ class YFInvalidPeriodError(YFException):
self.ticker = ticker
self.invalid_period = invalid_period
self.valid_ranges = valid_ranges
super().__init__(f"{self.ticker}: Period '{invalid_period}' is invalid, must be one of {valid_ranges}")
super().__init__(f"{self.ticker}: Period '{invalid_period}' is invalid, "
f"must be of the format {valid_ranges}, etc.")
class YFRateLimitError(YFException):
def __init__(self):
super().__init__("Too Many Requests. Rate limited. Try after a while.")

View File

@@ -24,6 +24,7 @@ from __future__ import print_function
import logging
import time as _time
import traceback
from typing import Union
import multitasking as _multitasking
import pandas as _pd
@@ -34,11 +35,13 @@ from . import shared
@utils.log_indent_decorator
def download(tickers, start=None, end=None, actions=False, threads=True, ignore_tz=None,
group_by='column', auto_adjust=False, back_adjust=False, repair=False, keepna=False,
progress=True, period="max", interval="1d", prepost=False,
proxy=None, rounding=False, timeout=10, session=None):
"""Download yahoo tickers
def download(tickers, start=None, end=None, actions=False, threads=True,
ignore_tz=None, group_by='column', auto_adjust=None, back_adjust=False,
repair=False, keepna=False, progress=True, period="max", interval="1d",
prepost=False, proxy=None, rounding=False, timeout=10, session=None,
multi_level_index=True) -> Union[_pd.DataFrame, None]:
"""
Download yahoo tickers
:Parameters:
tickers : str, list
List of tickers to download
@@ -62,7 +65,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
Include Pre and Post market data in results?
Default is False
auto_adjust: bool
Adjust all OHLC automatically? Default is False
Adjust all OHLC automatically? Default is True
repair: bool
Detect currency unit 100x mixups and attempt repair
Default is False
@@ -85,9 +88,16 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
seconds. (Can also be a fraction of a second e.g. 0.01)
session: None or Session
Optional. Pass your own session object to be used for all requests
multi_level_index: bool
Optional. Always return a MultiIndex DataFrame? Default is True
"""
logger = utils.get_yf_logger()
if auto_adjust is None:
# Warn users that default has changed to True
utils.print_once("YF.download() has changed argument auto_adjust default to True")
auto_adjust = True
if logger.isEnabledFor(logging.DEBUG):
if threads:
# With DEBUG, each thread generates a lot of log messages.
@@ -101,7 +111,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
if ignore_tz is None:
# Set default value depending on interval
if interval[1:] in ['m', 'h']:
if interval[-1] in ['m', 'h']:
# Intraday
ignore_tz = False
else:
@@ -175,7 +185,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
errors = {}
for ticker in shared._ERRORS:
err = shared._ERRORS[ticker]
err = err.replace(f'{ticker}', '%ticker%')
err = err.replace(f'${ticker}: ', '')
if err not in errors:
errors[err] = [ticker]
else:
@@ -187,7 +197,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
tbs = {}
for ticker in shared._TRACEBACKS:
tb = shared._TRACEBACKS[ticker]
tb = tb.replace(f'{ticker}', '%ticker%')
tb = tb.replace(f'${ticker}: ', '')
if tb not in tbs:
tbs[tb] = [ticker]
else:
@@ -207,7 +217,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
_realign_dfs()
data = _pd.concat(shared._DFS.values(), axis=1, sort=True,
keys=shared._DFS.keys(), names=['Ticker', 'Price'])
data.index = _pd.to_datetime(data.index, utc=True)
data.index = _pd.to_datetime(data.index, utc=not ignore_tz)
# switch names back to isins if applicable
data.rename(columns=shared._ISINS, inplace=True)
@@ -215,7 +225,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True, ignore_
data.columns = data.columns.swaplevel(0, 1)
data.sort_index(level=0, axis=1, inplace=True)
if len(tickers) == 1:
if not multi_level_index and len(tickers) == 1:
data = data.droplevel(0 if group_by == 'ticker' else 1, axis=1).rename_axis(None, axis=1)
return data

View File

@@ -28,6 +28,50 @@ class Analysis:
self._eps_revisions = None
self._growth_estimates = None
def _get_periodic_df(self, key) -> pd.DataFrame:
if self._earnings_trend is None:
self._fetch_earnings_trend()
data = []
for item in self._earnings_trend[:4]:
row = {'period': item['period']}
for k, v in item[key].items():
if not isinstance(v, dict) or len(v) == 0:
continue
row[k] = v['raw']
data.append(row)
if len(data) == 0:
return pd.DataFrame()
return pd.DataFrame(data).set_index('period')
@property
def earnings_estimate(self) -> pd.DataFrame:
if self._earnings_estimate is not None:
return self._earnings_estimate
self._earnings_estimate = self._get_periodic_df('earningsEstimate')
return self._earnings_estimate
@property
def revenue_estimate(self) -> pd.DataFrame:
if self._revenue_estimate is not None:
return self._revenue_estimate
self._revenue_estimate = self._get_periodic_df('revenueEstimate')
return self._revenue_estimate
@property
def eps_trend(self) -> pd.DataFrame:
if self._eps_trend is not None:
return self._eps_trend
self._eps_trend = self._get_periodic_df('epsTrend')
return self._eps_trend
@property
def eps_revisions(self) -> pd.DataFrame:
if self._eps_revisions is not None:
return self._eps_revisions
self._eps_revisions = self._get_periodic_df('epsRevisions')
return self._eps_revisions
@property
def analyst_price_targets(self) -> dict:
if self._analyst_price_targets is not None:
@@ -40,73 +84,17 @@ class Analysis:
self._analyst_price_targets = {}
return self._analyst_price_targets
keys = [
('currentPrice', 'current'),
('targetLowPrice', 'low'),
('targetHighPrice', 'high'),
('targetMeanPrice', 'mean'),
('targetMedianPrice', 'median'),
]
result = {}
for key, value in data.items():
if key.startswith('target'):
new_key = key.replace('target', '').lower().replace('price', '').strip()
result[new_key] = value
elif key == 'currentPrice':
result['current'] = value
self._analyst_price_targets = {newKey: data.get(oldKey, None) for oldKey, newKey in keys}
self._analyst_price_targets = result
return self._analyst_price_targets
@property
def earnings_estimate(self) -> pd.DataFrame:
if self._earnings_estimate is not None:
return self._earnings_estimate
if self._earnings_trend is None:
self._fetch_earnings_trend()
data_dict = {
'numberOfAnalysts': [],
'avg': [],
'low': [],
'high': [],
'yearAgoEps': [],
'growth': []
}
periods = []
for item in self._earnings_trend[:4]:
periods.append(item['period'])
earnings_estimate = item.get('earningsEstimate', {})
for key in data_dict.keys():
data_dict[key].append(earnings_estimate.get(key, {}).get('raw', None))
self._earnings_estimate = pd.DataFrame(data_dict, index=periods)
return self._earnings_estimate
@property
def revenue_estimate(self) -> pd.DataFrame:
if self._revenue_estimate is not None:
return self._revenue_estimate
if self._earnings_trend is None:
self._fetch_earnings_trend()
data_dict = {
'numberOfAnalysts': [],
'avg': [],
'low': [],
'high': [],
'yearAgoRevenue': [],
'growth': []
}
periods = []
for item in self._earnings_trend[:4]:
periods.append(item['period'])
revenue_estimate = item.get('revenueEstimate', {})
for key in data_dict.keys():
data_dict[key].append(revenue_estimate.get(key, {}).get('raw', None))
self._revenue_estimate = pd.DataFrame(data_dict, index=periods)
return self._revenue_estimate
@property
def earnings_history(self) -> pd.DataFrame:
if self._earnings_history is not None:
@@ -119,77 +107,27 @@ class Analysis:
self._earnings_history = pd.DataFrame()
return self._earnings_history
data_dict = {
'epsEstimate': [],
'epsActual': [],
'epsDifference': [],
'surprisePercent': []
}
quarters = []
rows = []
for item in data:
quarters.append(item.get('quarter', {}).get('fmt', None))
row = {'quarter': item.get('quarter', {}).get('fmt', None)}
for k, v in item.items():
if k == 'quarter':
continue
if not isinstance(v, dict) or len(v) == 0:
continue
row[k] = v.get('raw', None)
rows.append(row)
if len(data) == 0:
return pd.DataFrame()
for key in data_dict.keys():
data_dict[key].append(item.get(key, {}).get('raw', None))
datetime_index = pd.to_datetime(quarters, format='%Y-%m-%d')
self._earnings_history = pd.DataFrame(data_dict, index=datetime_index)
df = pd.DataFrame(rows)
if 'quarter' in df.columns:
df['quarter'] = pd.to_datetime(df['quarter'], format='%Y-%m-%d')
df.set_index('quarter', inplace=True)
self._earnings_history = df
return self._earnings_history
@property
def eps_trend(self) -> pd.DataFrame:
if self._eps_trend is not None:
return self._eps_trend
if self._earnings_trend is None:
self._fetch_earnings_trend()
data_dict = {
'current': [],
'7daysAgo': [],
'30daysAgo': [],
'60daysAgo': [],
'90daysAgo': []
}
periods = []
for item in self._earnings_trend[:4]:
periods.append(item['period'])
eps_trend = item.get('epsTrend', {})
for key in data_dict.keys():
data_dict[key].append(eps_trend.get(key, {}).get('raw', None))
self._eps_trend = pd.DataFrame(data_dict, index=periods)
return self._eps_trend
@property
def eps_revisions(self) -> pd.DataFrame:
if self._eps_revisions is not None:
return self._eps_revisions
if self._earnings_trend is None:
self._fetch_earnings_trend()
data_dict = {
'upLast7days': [],
'upLast30days': [],
'downLast7days': [],
'downLast30days': []
}
periods = []
for item in self._earnings_trend[:4]:
periods.append(item['period'])
eps_revisions = item.get('epsRevisions', {})
for key in data_dict.keys():
data_dict[key].append(eps_revisions.get(key, {}).get('raw', None))
self._eps_revisions = pd.DataFrame(data_dict, index=periods)
return self._eps_revisions
@property
def growth_estimates(self) -> pd.DataFrame:
if self._growth_estimates is not None:
@@ -205,39 +143,26 @@ class Analysis:
self._growth_estimates = pd.DataFrame()
return self._growth_estimates
data_dict = {
'0q': [],
'+1q': [],
'0y': [],
'+1y': [],
'+5y': [],
'-5y': []
}
# make sure no column is empty
dummy_trend = [{'period': key, 'growth': None} for key in data_dict.keys()]
industry_trend = trends['industryTrend']['estimates'] or dummy_trend
sector_trend = trends['sectorTrend']['estimates'] or dummy_trend
index_trend = trends['indexTrend']['estimates'] or dummy_trend
data = []
for item in self._earnings_trend:
period = item['period']
data_dict[period].append(item.get('growth', {}).get('raw', None))
row = {'period': period, 'stockTrend': item.get('growth', {}).get('raw', None)}
data.append(row)
for item in industry_trend:
period = item['period']
data_dict[period].append(item.get('growth', None))
for trend_name, trend_info in trends.items():
if trend_info.get('estimates'):
for estimate in trend_info['estimates']:
period = estimate['period']
existing_row = next((row for row in data if row['period'] == period), None)
if existing_row:
existing_row[trend_name] = estimate.get('growth')
else:
row = {'period': period, trend_name: estimate.get('growth')}
data.append(row)
if len(data) == 0:
return pd.DataFrame()
for item in sector_trend:
period = item['period']
data_dict[period].append(item.get('growth', None))
for item in index_trend:
period = item['period']
data_dict[period].append(item.get('growth', None))
cols = ['stock', 'industry', 'sector', 'index']
self._growth_estimates = pd.DataFrame(data_dict, index=cols).T
self._growth_estimates = pd.DataFrame(data).set_index('period').dropna(how='all')
return self._growth_estimates
# modified version from quote.py

View File

@@ -9,15 +9,21 @@ from typing import Dict, Optional
_QUOTE_SUMMARY_URL_ = f"{_BASE_URL_}/v10/finance/quoteSummary/"
'''
Supports ETF and Mutual Funds Data
Queried Modules: quoteType, summaryProfile, fundProfile, topHoldings
Notes:
- fundPerformance module is not implemented as better data is queryable using history
'''
class FundsData:
"""
ETF and Mutual Funds Data
Queried Modules: quoteType, summaryProfile, fundProfile, topHoldings
Notes:
- fundPerformance module is not implemented as better data is queryable using history
"""
def __init__(self, data: YfData, symbol: str, proxy=None):
"""
Args:
data (YfData): The YfData object for fetching data.
symbol (str): The symbol of the fund.
proxy (optional): Proxy settings for fetching data.
"""
self._data = data
self._symbol = symbol
self.proxy = proxy
@@ -41,71 +47,143 @@ class FundsData:
self._sector_weightings = None
def quote_type(self) -> str:
"""
Returns the quote type of the fund.
Returns:
str: The quote type.
"""
if self._quote_type is None:
self._fetch_and_parse()
return self._quote_type
@property
def description(self) -> str:
"""
Returns the description of the fund.
Returns:
str: The description.
"""
if self._description is None:
self._fetch_and_parse()
return self._description
@property
def fund_overview(self) -> Dict[str, Optional[str]]:
"""
Returns the fund overview.
Returns:
Dict[str, Optional[str]]: The fund overview.
"""
if self._fund_overview is None:
self._fetch_and_parse()
return self._fund_overview
@property
def fund_operations(self) -> pd.DataFrame:
"""
Returns the fund operations.
Returns:
pd.DataFrame: The fund operations.
"""
if self._fund_operations is None:
self._fetch_and_parse()
return self._fund_operations
@property
def asset_classes(self) -> Dict[str, float]:
"""
Returns the asset classes of the fund.
Returns:
Dict[str, float]: The asset classes.
"""
if self._asset_classes is None:
self._fetch_and_parse()
return self._asset_classes
@property
def top_holdings(self) -> pd.DataFrame:
"""
Returns the top holdings of the fund.
Returns:
pd.DataFrame: The top holdings.
"""
if self._top_holdings is None:
self._fetch_and_parse()
return self._top_holdings
@property
def equity_holdings(self) -> pd.DataFrame:
"""
Returns the equity holdings of the fund.
Returns:
pd.DataFrame: The equity holdings.
"""
if self._equity_holdings is None:
self._fetch_and_parse()
return self._equity_holdings
@property
def bond_holdings(self) -> pd.DataFrame:
"""
Returns the bond holdings of the fund.
Returns:
pd.DataFrame: The bond holdings.
"""
if self._bond_holdings is None:
self._fetch_and_parse()
return self._bond_holdings
@property
def bond_ratings(self) -> Dict[str, float]:
"""
Returns the bond ratings of the fund.
Returns:
Dict[str, float]: The bond ratings.
"""
if self._bond_ratings is None:
self._fetch_and_parse()
return self._bond_ratings
@property
def sector_weightings(self) -> Dict[str,float]:
"""
Returns the sector weightings of the fund.
Returns:
Dict[str, float]: The sector weightings.
"""
if self._sector_weightings is None:
self._fetch_and_parse()
return self._sector_weightings
def _fetch(self, proxy):
"""
Fetches the raw JSON data from the API.
Args:
proxy: Proxy settings for fetching data.
Returns:
dict: The raw JSON data.
"""
modules = ','.join(["quoteType", "summaryProfile", "topHoldings", "fundProfile"])
params_dict = {"modules": modules, "corsDomain": "finance.yahoo.com", "symbol": self._symbol, "formatted": "false"}
result = self._data.get_raw_json(_QUOTE_SUMMARY_URL_+self._symbol, user_agent_headers=self._data.user_agent_headers, params=params_dict, proxy=proxy)
return result
def _fetch_and_parse(self) -> None:
"""
Fetches and parses the data from the API.
"""
result = self._fetch(self.proxy)
try:
data = result["quoteSummary"]["result"][0]
@@ -128,15 +206,37 @@ class FundsData:
@staticmethod
def _parse_raw_values(data, default=None):
"""
Parses raw values from the data.
Args:
data: The data to parse.
default: The default value if data is not a dictionary.
Returns:
The parsed value or the default value.
"""
if not isinstance(data, dict):
return data
return data.get("raw", default)
def _parse_description(self, data) -> None:
"""
Parses the description from the data.
Args:
data: The data to parse.
"""
self._description = data.get("longBusinessSummary", "")
def _parse_top_holdings(self, data) -> None: # done
def _parse_top_holdings(self, data) -> None:
"""
Parses the top holdings from the data.
Args:
data: The data to parse.
"""
# asset classes
self._asset_classes = {
"cashPosition": self._parse_raw_values(data.get("cashPosition", None)),
@@ -207,6 +307,12 @@ class FundsData:
self._sector_weightings = dict((key, d[key]) for d in data.get("sectorWeightings", []) for key in d)
def _parse_fund_profile(self, data):
"""
Parses the fund profile from the data.
Args:
data: The data to parse.
"""
self._fund_overview = {
"categoryName": data.get("categoryName", None),
"family": data.get("family", None),

View File

@@ -9,7 +9,7 @@ import bisect
from yfinance import shared, utils
from yfinance.const import _BASE_URL_, _PRICE_COLNAMES_
from yfinance.exceptions import YFInvalidPeriodError, YFPricesMissingError, YFTzMissingError
from yfinance.exceptions import YFInvalidPeriodError, YFPricesMissingError, YFTzMissingError, YFRateLimitError
class PriceHistory:
def __init__(self, data, ticker, tz, session=None, proxy=None):
@@ -78,7 +78,7 @@ class PriceHistory:
interval_user = interval
period_user = period
if repair and interval in ['5d', '1wk', '1mo', '3mo']:
if repair and interval in ["5d", "1wk", "1mo", "3mo"]:
# Yahoo's way of adjusting mutiday intervals is fundamentally broken.
# Have to fetch 1d, adjust, then resample.
if interval == '5d':
@@ -184,6 +184,9 @@ class PriceHistory:
"the issue. Thank you for your patience.")
data = data.json()
# Special case for rate limits
except YFRateLimitError:
raise
except Exception:
if raise_errors:
raise
@@ -229,10 +232,9 @@ class PriceHistory:
elif "chart" not in data or data["chart"]["result"] is None or not data["chart"]["result"] or not data["chart"]["result"][0]["indicators"]["quote"][0]:
_exception = YFPricesMissingError(self.ticker, _price_data_debug)
fail = True
elif period is not None and period not in self._history_metadata["validRanges"]:
# even if timestamp is in the data, the data doesn't encompass the period requested
# User provided a bad period. The minimum should be '1d', but sometimes Yahoo accepts '1h'.
_exception = YFInvalidPeriodError(self.ticker, period, self._history_metadata['validRanges'])
elif period and period not in self._history_metadata['validRanges'] and not utils.is_valid_period_format(period):
# User provided a bad period
_exception = YFInvalidPeriodError(self.ticker, period, ", ".join(self._history_metadata['validRanges']))
fail = True
if fail:
@@ -247,6 +249,13 @@ class PriceHistory:
self._reconstruct_start_interval = None
return utils.empty_df()
# Process custom periods
if period and period not in self._history_metadata.get("validRanges", []):
end = int(_time.time())
start = _datetime.date.fromtimestamp(end)
start -= utils._interval_to_timedelta(period)
start -= _datetime.timedelta(days=4)
# parse quotes
quotes = utils.parse_quotes(data["chart"]["result"][0])
# Yahoo bug fix - it often appends latest price even if after end date
@@ -953,7 +962,7 @@ class PriceHistory:
if prices_in_subunits:
for c in _PRICE_COLNAMES_:
df[c] *= m
self._history_metadata["currency"] = currency
self._history_metadata["currency"] = currency2
f_div = df['Dividends']!=0.0
if f_div.any():
@@ -1295,7 +1304,7 @@ class PriceHistory:
if df is None or df.empty:
return df
if interval != '1d':
if interval in ['1wk', '1mo', '3mo', '1y']:
return df
logger = utils.get_yf_logger()
@@ -1426,7 +1435,7 @@ class PriceHistory:
typical_volatility = np.nan
else:
diffs = df2['Close'].iloc[start:end-1].to_numpy() - df2['Low'].iloc[start+1:end].to_numpy()
typical_volatility = np.median(np.abs(diffs))
typical_volatility = np.mean(np.abs(diffs))
possibilities = []
if (drops==0.0).all() and df2['Volume'].iloc[div_idx]==0:
@@ -1605,9 +1614,9 @@ class PriceHistory:
checks += ['adj_missing', 'adj_exceeds_div', 'div_exceeds_adj']
div_status_df['phantom'] = False
phantom_proximity_threshold = _datetime.timedelta(days=7)
phantom_proximity_threshold = _datetime.timedelta(days=17)
f = div_status_df[['div_too_big', 'div_exceeds_adj']].any(axis=1)
if f.any():
if f.any() and len(div_status_df) > 1:
# One/some of these may be phantom dividends. Clue is if another correct dividend is very close
indices = np.where(f)[0]
dts_to_check = div_status_df.index[f]
@@ -1616,37 +1625,24 @@ class PriceHistory:
div_dt = div.name
phantom_dt = None
if i > 0:
prev_div = div_status_df.iloc[i-1]
ratio1 = (div['div']/currency_divide) / prev_div['div']
ratio2 = div['div'] / prev_div['div']
divergence = min(abs(ratio1-1.0), abs(ratio2-1.0))
if abs(div_dt-prev_div.name) <= phantom_proximity_threshold and not prev_div['phantom'] and divergence < 0.01:
if prev_div.name in dts_to_check:
# Both this and previous are anomalous, so mark smallest drop as phantom
drop = div['drop']
drop_prev = prev_div['drop']
if drop > 1.5*drop_prev:
phantom_dt = prev_div.name
else:
phantom_dt = div_dt
else:
phantom_dt = div_dt
elif i < len(div_status_df)-1:
next_div = div_status_df.iloc[i+1]
ratio1 = (div['div']/currency_divide) / next_div['div']
ratio2 = div['div'] / next_div['div']
divergence = min(abs(ratio1-1.0), abs(ratio2-1.0))
if abs(div_dt-next_div.name) <= phantom_proximity_threshold and divergence < 0.01:
if next_div.name in dts_to_check:
# Both this and previous are anomalous, so mark smallest drop as phantom
drop = div['drop']
drop_next = next_div['drop']
if drop > 1.5*drop_next:
phantom_dt = next_div.name
else:
phantom_dt = div_dt
other_div = div_status_df.iloc[i-1]
else:
other_div = div_status_df.iloc[i+1]
ratio1 = (div['div']/currency_divide) / other_div['div']
ratio2 = div['div'] / other_div['div']
divergence = min(abs(ratio1-1.0), abs(ratio2-1.0))
if abs(div_dt-other_div.name) <= phantom_proximity_threshold and not other_div['phantom'] and divergence < 0.01:
if other_div.name in dts_to_check:
# Both this and previous are anomalous, so mark smallest drop as phantom
drop = div['drop']
drop_next = other_div['drop']
if drop > 1.5*drop_next:
phantom_dt = other_div.name
else:
phantom_dt = div_dt
else:
phantom_dt = div_dt
if phantom_dt:
div_status_df.loc[phantom_dt, 'phantom'] = True
for c in checks:
@@ -1681,10 +1677,6 @@ class PriceHistory:
div_status_df.loc[phantom_div_dt, c] = False
checks.append('phantom')
if not div_status_df[checks].any().any():
# Perfect
return df
# Remove phantoms early
if 'phantom' in div_status_df.columns:
f_phantom = div_status_df['phantom']
@@ -1709,6 +1701,29 @@ class PriceHistory:
if 'phantom' in checks:
checks.remove('phantom')
if not div_status_df[checks].any().any():
# Maybe failed to detect a too-small div. If div is ~0.01x of previous and next, then
# treat as a 0.01x error
if len(div_status_df) > 1:
for i in range(0, len(div_status_df)):
r_pre, r_post = None, None
if i > 0:
r_pre = div_status_df['%'].iloc[i-1] / div_status_df['%'].iloc[i]
if i < (len(div_status_df)-1):
r_post = div_status_df['%'].iloc[i+1] / div_status_df['%'].iloc[i]
r_pre = r_pre or r_post
r_post = r_post or r_pre
if abs(r_pre-currency_divide)<20 and abs(r_post-currency_divide)<20:
div_dt = div_status_df.index[i]
div_status_df.loc[div_dt, 'div_too_small'] = True
if not div_status_df[checks].any().any():
# Perfect
if df_modified:
return df2
else:
return df
# Check if the present div-adjustment contradicts price action
for i in range(len(div_status_df)):
div_idx = div_status_df['idx'].iloc[i]
@@ -1726,7 +1741,7 @@ class PriceHistory:
lookahead_idx = bisect.bisect_left(df2.index, lookahead_date)
lookahead_idx = min(lookahead_idx, len(df2)-1)
# In rare cases, the price dropped 1 day before dividend (DVD.OL @ 2024-05-15)
lookback_idx = div_idx-2 if div_idx > 1 else div_idx-1
lookback_idx = max(0, div_idx-14)
# Check for bad stock splits in the lookahead period -
# if present, reduce lookahead to before.
future_changes = df2['Close'].iloc[div_idx:lookahead_idx+1].pct_change()
@@ -1748,8 +1763,6 @@ class PriceHistory:
adjDeltas = x['Adj Low'].iloc[1:].to_numpy() - x['Adj Close'].iloc[:-1].to_numpy()
adjDeltas = np.append([0.0], adjDeltas)
x['adjDelta'] = adjDeltas
for i in np.where(x['Dividends']>0)[0]:
x.loc[x.index[i], 'adjDelta'] += x['Dividends'].iloc[i]*x['Adj'].iloc[i]
deltas = x[['delta', 'adjDelta']]
if div_pct > 0.05 and div_pct < 1.0:
adjDiv = div * x['Adj'].iloc[0]
@@ -1789,7 +1802,8 @@ class PriceHistory:
elif adjDelta_drop > 0.39*adjDiv:
# Still true that applied adjustment exceeds price action,
# just not clear what solution is (if any).
div_adj_exceeds_prices = True
if (x['Adj']<1.0).any():
div_adj_exceeds_prices = True
break
# Can prune the space:
@@ -1843,22 +1857,6 @@ class PriceHistory:
checks += ['adj_exceeds_prices', 'div_date_wrong']
if not div_status_df[checks].any().any():
# Maybe failed to detect a too-small div. If div is ~0.01x of previous and next, then
# treat as a 0.01x error
if len(div_status_df) > 1:
for i in range(0, len(div_status_df)):
r_pre, r_post = None, None
if i > 0:
r_pre = div_status_df['%'].iloc[i-1] / div_status_df['%'].iloc[i]
if i < (len(div_status_df)-1):
r_post = div_status_df['%'].iloc[i+1] / div_status_df['%'].iloc[i]
r_pre = r_pre or r_post
r_post = r_post or r_pre
if abs(r_pre-currency_divide)<20 and abs(r_post-currency_divide)<20:
div_dt = div_status_df.index[i]
div_status_df.loc[div_dt, 'div_too_small'] = True
for c in checks:
if not div_status_df[c].any():
div_status_df = div_status_df.drop(c, axis=1)
@@ -1887,20 +1885,34 @@ class PriceHistory:
div_pcts['avg yr yield'] = div_pcts['%'] / div_pcts['period']
for c in checks:
if not cluster[c].to_numpy().any():
cluster = cluster.drop(c, axis=1)
cluster_checks = [c for c in checks if c in cluster.columns]
for c in cluster_checks:
f_fail = cluster[c].to_numpy()
n_fail = np.sum(f_fail)
if n_fail in [0, n]:
continue
pct_fail = np.sum(f_fail) / n
pct_fail = n_fail / n
if c == 'div_too_big':
true_threshold = 1.0
fals_threshold = 0.2
fals_threshold = 0.25
if 'div_date_wrong' in cluster.columns and (cluster[c] == cluster['div_date_wrong']).all():
continue
if 'adj_exceeds_prices' in cluster.columns and (cluster[c] == (cluster[c] & cluster['adj_exceeds_prices'])).all():
# More likely that true-positive. Maybe the div never happened
# Treat div_too_big=False as false positives IFF adj_exceeds_prices=true AND
# true ratio above (lowered) threshold.
true_threshold = 0.5
f_adj_exceeds_prices = cluster['adj_exceeds_prices'].to_numpy()
n = np.sum(f_adj_exceeds_prices)
n_fail = np.sum(f_fail[f_adj_exceeds_prices])
pct_fail = n_fail / n
if pct_fail > true_threshold:
f = fc & div_status_df['adj_exceeds_prices'].to_numpy()
div_status_df.loc[f, c] = True
continue
if 'div_exceeds_adj' in cluster.columns and cluster['div_exceeds_adj'].all():
@@ -1964,7 +1976,7 @@ class PriceHistory:
if c == 'div_date_wrong':
# Fine, these should be rare
continue
if c == 'div_pre_split':
if c in ['div_pre_split', 'div_too_big_and_pre_split']:
# Fine, these should be rare
continue
@@ -2200,6 +2212,26 @@ class PriceHistory:
df2_nan.loc[:enddt, 'Repaired?'] = True
cluster.loc[dt, 'Fixed?'] = True
elif n_failed_checks == 3:
if div_too_big and div_exceeds_adj and div_pre_split:
k = 'too-big div & pre-split'
correction = (1.0/currency_divide) * (1.0/df2['Stock Splits'].loc[dt])
correct_div = row['div'] * correction
df2.loc[dt, 'Dividends'] = correct_div
target_div_pct = row['%'] * correction
target_adj = 1.0 - target_div_pct
present_adj = row['present adj']
# Also correct adjustment to match corrected dividend
k += ' & div-adjust'
adj_correction = target_adj / present_adj
df2.loc[ :enddt, 'Adj Close'] *= adj_correction
df2.loc[ :enddt, 'Repaired?'] = True
df2_nan.loc[:enddt, 'Adj Close'] *= adj_correction
df2_nan.loc[:enddt, 'Repaired?'] = True
cluster.loc[dt, 'Fixed?'] = True
div_repairs.setdefault(k, []).append(dt)
if cluster.empty:
continue
@@ -2455,14 +2487,14 @@ class PriceHistory:
r = _1d_change_x / split_rcp
f_down = _1d_change_x < 1.0 / threshold
if f_down.any():
# Discard where triggered by negative Adj Close after dividend
f_neg = _1d_change_x < 0.0
f_div = (df2['Dividends']>0).to_numpy()
f_div_before = np.roll(f_div, 1)
if f_down.ndim == 2:
f_div_before = f_div_before[:, np.newaxis].repeat(f_down.shape[1], axis=1)
f_down = f_down & ~(f_neg + f_div_before)
# if f_down.any():
# # Discard where triggered by negative Adj Close after dividend
# f_neg = _1d_change_x < 0.0
# f_div = (df2['Dividends']>0).to_numpy()
# f_div_before = np.roll(f_div, 1)
# if f_down.ndim == 2:
# f_div_before = f_div_before[:, np.newaxis].repeat(f_down.shape[1], axis=1)
# f_down = f_down & ~(f_neg + f_div_before)
f_up = _1d_change_x > threshold
f_up_ndims = len(f_up.shape)
f_up_shifts = f_up if f_up_ndims==1 else f_up.any(axis=1)
@@ -2485,7 +2517,7 @@ class PriceHistory:
# assume false positive
continue
avg_vol_after = df2['Volume'].iloc[lookback:i-1].mean()
if not np.isnan(avg_vol_after) and v/avg_vol_after < 2.0:
if not np.isnan(avg_vol_after) and avg_vol_after > 0 and v/avg_vol_after < 2.0:
# volume spike is actually a step-change, so
# probably missing stock split
continue

View File

@@ -1,5 +1,3 @@
# from io import StringIO
import pandas as pd
import requests
@@ -8,7 +6,7 @@ from yfinance.data import YfData
from yfinance.const import _BASE_URL_
from yfinance.exceptions import YFDataException
_QUOTE_SUMMARY_URL_ = f"{_BASE_URL_}/v10/finance/quoteSummary/"
_QUOTE_SUMMARY_URL_ = f"{_BASE_URL_}/v10/finance/quoteSummary"
class Holders:
@@ -31,42 +29,36 @@ class Holders:
@property
def major(self) -> pd.DataFrame:
if self._major is None:
# self._scrape(self.proxy)
self._fetch_and_parse()
return self._major
@property
def institutional(self) -> pd.DataFrame:
if self._institutional is None:
# self._scrape(self.proxy)
self._fetch_and_parse()
return self._institutional
@property
def mutualfund(self) -> pd.DataFrame:
if self._mutualfund is None:
# self._scrape(self.proxy)
self._fetch_and_parse()
return self._mutualfund
@property
def insider_transactions(self) -> pd.DataFrame:
if self._insider_transactions is None:
# self._scrape_insider_transactions(self.proxy)
self._fetch_and_parse()
return self._insider_transactions
@property
def insider_purchases(self) -> pd.DataFrame:
if self._insider_purchases is None:
# self._scrape_insider_transactions(self.proxy)
self._fetch_and_parse()
return self._insider_purchases
@property
def insider_roster(self) -> pd.DataFrame:
if self._insider_roster is None:
# self._scrape_insider_ros(self.proxy)
self._fetch_and_parse()
return self._insider_roster
@@ -187,8 +179,10 @@ class Holders:
del owner["maxAge"]
df = pd.DataFrame(holders)
if not df.empty:
df["positionDirectDate"] = pd.to_datetime(df["positionDirectDate"], unit="s")
df["latestTransDate"] = pd.to_datetime(df["latestTransDate"], unit="s")
if "positionDirectDate" in df:
df["positionDirectDate"] = pd.to_datetime(df["positionDirectDate"], unit="s")
if "latestTransDate" in df:
df["latestTransDate"] = pd.to_datetime(df["latestTransDate"], unit="s")
df.rename(columns={
"name": "Name",

View File

@@ -7,7 +7,7 @@ import requests
from yfinance import utils
from yfinance.data import YfData
from yfinance.const import quote_summary_valid_modules, _BASE_URL_
from yfinance.const import quote_summary_valid_modules, _BASE_URL_, _QUERY1_URL_
from yfinance.exceptions import YFDataException, YFException
info_retired_keys_price = {"currentPrice", "dayHigh", "dayLow", "open", "previousClose", "volume", "volume24Hr"}
@@ -590,33 +590,56 @@ class Quote:
return None
return result
def _fetch_additional_info(self, proxy):
params_dict = {"symbols": self._symbol, "formatted": "false"}
try:
result = self._data.get_raw_json(f"{_QUERY1_URL_}/v7/finance/quote?",
user_agent_headers=self._data.user_agent_headers,
params=params_dict, proxy=proxy)
except requests.exceptions.HTTPError as e:
utils.get_yf_logger().error(str(e))
return None
return result
def _fetch_info(self, proxy):
if self._already_fetched:
return
self._already_fetched = True
modules = ['financialData', 'quoteType', 'defaultKeyStatistics', 'assetProfile', 'summaryDetail']
result = self._fetch(proxy, modules=modules)
result.update(self._fetch_additional_info(proxy))
if result is None:
self._info = {}
return
result["quoteSummary"]["result"][0]["symbol"] = self._symbol
query1_info = next(
(info for info in result.get("quoteSummary", {}).get("result", []) if info["symbol"] == self._symbol),
None,
)
# Most keys that appear in multiple dicts have same value. Except 'maxAge' because
# Yahoo not consistent with days vs seconds. Fix it here:
for k in query1_info:
if "maxAge" in query1_info[k] and query1_info[k]["maxAge"] == 1:
query1_info[k]["maxAge"] = 86400
query1_info = {
k1: v1
for k, v in query1_info.items()
if isinstance(v, dict)
for k1, v1 in v.items()
if v1
}
query1_info = {}
for quote in ["quoteSummary", "quoteResponse"]:
if quote in result:
result[quote]["result"][0]["symbol"] = self._symbol
query_info = next(
(info for info in result.get(quote, {}).get("result", [])
if info["symbol"] == self._symbol),
None,
)
if query_info:
query1_info.update(query_info)
# Normalize and flatten nested dictionaries while converting maxAge from days (1) to seconds (86400).
# This handles Yahoo Finance API inconsistency where maxAge is sometimes expressed in days instead of seconds.
processed_info = {}
for k, v in query1_info.items():
# Handle nested dictionary
if isinstance(v, dict):
for k1, v1 in v.items():
if v1 is not None:
processed_info[k1] = 86400 if k1 == "maxAge" and v1 == 1 else v1
elif v is not None:
processed_info[k] = v
query1_info = processed_info
# recursively format but only because of 'companyOfficers'
def _format(k, v):
@@ -631,9 +654,8 @@ class Quote:
else:
v2 = v
return v2
for k, v in query1_info.items():
query1_info[k] = _format(k, v)
self._info = query1_info
self._info = {k: _format(k, v) for k, v in query1_info.items()}
def _fetch_complementary(self, proxy):
if self._already_fetched_complementary:

View File

@@ -1,4 +1,4 @@
from .screener import Screener
from .screener_query import EquityQuery
from .query import EquityQuery
from .screener import screen, PREDEFINED_SCREENER_QUERIES
__all__ = ['EquityQuery', 'Screener']
__all__ = ['EquityQuery', 'FundQuery', 'screen', 'PREDEFINED_SCREENER_QUERIES']

218
yfinance/screener/query.py Normal file
View File

@@ -0,0 +1,218 @@
from abc import ABC, abstractmethod
import numbers
from typing import List, Union, Dict, TypeVar, Tuple
from yfinance.const import EQUITY_SCREENER_EQ_MAP, EQUITY_SCREENER_FIELDS
from yfinance.const import FUND_SCREENER_EQ_MAP, FUND_SCREENER_FIELDS
from yfinance.exceptions import YFNotImplementedError
from ..utils import dynamic_docstring, generate_list_table_from_dict_universal
T = TypeVar('T', bound=Union[str, numbers.Real])
class QueryBase(ABC):
def __init__(self, operator: str, operand: Union[ List['QueryBase'], Tuple[str, Tuple[Union[str, numbers.Real], ...]] ]):
operator = operator.upper()
if not isinstance(operand, list):
raise TypeError('Invalid operand type')
if len(operand) <= 0:
raise ValueError('Invalid field for EquityQuery')
if operator == 'IS-IN':
self._validate_isin_operand(operand)
elif operator in {'OR','AND'}:
self._validate_or_and_operand(operand)
elif operator == 'EQ':
self._validate_eq_operand(operand)
elif operator == 'BTWN':
self._validate_btwn_operand(operand)
elif operator in {'GT','LT','GTE','LTE'}:
self._validate_gt_lt(operand)
else:
raise ValueError('Invalid Operator Value')
self.operator = operator
self.operands = operand
@property
@abstractmethod
def valid_fields(self) -> List:
raise YFNotImplementedError('valid_fields() needs to be implemented by child')
@property
@abstractmethod
def valid_values(self) -> Dict:
raise YFNotImplementedError('valid_values() needs to be implemented by child')
def _validate_or_and_operand(self, operand: List['QueryBase']) -> None:
if len(operand) <= 1:
raise ValueError('Operand must be length longer than 1')
if all(isinstance(e, QueryBase) for e in operand) is False:
raise TypeError(f'Operand must be type {type(self)} for OR/AND')
def _validate_eq_operand(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 2:
raise ValueError('Operand must be length 2 for EQ')
if not any(operand[0] in fields_by_type for fields_by_type in self.valid_fields.values()):
raise ValueError(f'Invalid field for {type(self)} "{operand[0]}"')
if operand[0] in self.valid_values:
vv = self.valid_values[operand[0]]
if isinstance(vv, dict):
# this data structure is slightly different to generate better docs,
# need to unpack here.
vv = set().union(*[e for e in vv.values()])
if operand[1] not in vv:
raise ValueError(f'Invalid EQ value "{operand[1]}"')
def _validate_btwn_operand(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 3:
raise ValueError('Operand must be length 3 for BTWN')
if not any(operand[0] in fields_by_type for fields_by_type in self.valid_fields.values()):
raise ValueError(f'Invalid field for {type(self)}')
if isinstance(operand[1], numbers.Real) is False:
raise TypeError('Invalid comparison type for BTWN')
if isinstance(operand[2], numbers.Real) is False:
raise TypeError('Invalid comparison type for BTWN')
def _validate_gt_lt(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 2:
raise ValueError('Operand must be length 2 for GT/LT')
if not any(operand[0] in fields_by_type for fields_by_type in self.valid_fields.values()):
raise ValueError(f'Invalid field for {type(self)} "{operand[0]}"')
if isinstance(operand[1], numbers.Real) is False:
raise TypeError('Invalid comparison type for GT/LT')
def _validate_isin_operand(self, operand: List['QueryBase']) -> None:
if len(operand) < 2:
raise ValueError('Operand must be length 2+ for IS-IN')
if not any(operand[0] in fields_by_type for fields_by_type in self.valid_fields.values()):
raise ValueError(f'Invalid field for {type(self)} "{operand[0]}"')
if operand[0] in self.valid_values:
vv = self.valid_values[operand[0]]
if isinstance(vv, dict):
# this data structure is slightly different to generate better docs,
# need to unpack here.
vv = set().union(*[e for e in vv.values()])
for i in range(1, len(operand)):
if operand[i] not in vv:
raise ValueError(f'Invalid EQ value "{operand[i]}"')
def to_dict(self) -> Dict:
op = self.operator
ops = self.operands
if self.operator == 'IS-IN':
# Expand to OR of EQ queries
op = 'OR'
ops = [type(self)('EQ', [self.operands[0], v]) for v in self.operands[1:]]
return {
"operator": op,
"operands": [o.to_dict() if isinstance(o, QueryBase) else o for o in ops]
}
def __repr__(self, indent=0) -> str:
indent_str = " " * indent
class_name = self.__class__.__name__
if isinstance(self.operands, list):
# For list operands, check if they contain any QueryBase objects
if any(isinstance(op, QueryBase) for op in self.operands):
# If there are nested queries, format them with newlines
operands_str = ",\n".join(
f"{indent_str} {op.__repr__(indent + 1) if isinstance(op, QueryBase) else repr(op)}"
for op in self.operands
)
return f"{class_name}({self.operator}, [\n{operands_str}\n{indent_str}])"
else:
# For lists of simple types, keep them on one line
return f"{class_name}({self.operator}, {repr(self.operands)})"
else:
# Handle single operand
return f"{class_name}({self.operator}, {repr(self.operands)})"
def __str__(self) -> str:
return self.__repr__()
class EquityQuery(QueryBase):
"""
The `EquityQuery` class constructs filters for stocks based on specific criteria such as region, sector, exchange, and peer group.
Start with value operations: `EQ` (equals), `IS-IN` (is in), `BTWN` (between), `GT` (greater than), `LT` (less than), `GTE` (greater or equal), `LTE` (less or equal).
Combine them with logical operations: `AND`, `OR`.
Example:
Predefined Yahoo query `aggressive_small_caps`:
.. code-block:: python
from yfinance import EquityQuery
EquityQuery('and', [
EquityQuery('is-in', ['exchange', 'NMS', 'NYQ']),
EquityQuery('lt', ["epsgrowth.lasttwelvemonths", 15])
])
"""
@dynamic_docstring({"valid_operand_fields_table": generate_list_table_from_dict_universal(EQUITY_SCREENER_FIELDS)})
@property
def valid_fields(self) -> Dict:
"""
Valid operands, grouped by category.
{valid_operand_fields_table}
"""
return EQUITY_SCREENER_FIELDS
@dynamic_docstring({"valid_values_table": generate_list_table_from_dict_universal(EQUITY_SCREENER_EQ_MAP, concat_keys=['exchange'])})
@property
def valid_values(self) -> Dict:
"""
Most operands take number values, but some have a restricted set of valid values.
{valid_values_table}
"""
return EQUITY_SCREENER_EQ_MAP
class FundQuery(QueryBase):
"""
The `FundQuery` class constructs filters for mutual funds based on specific criteria such as region, sector, exchange, and peer group.
Start with value operations: `EQ` (equals), `IS-IN` (is in), `BTWN` (between), `GT` (greater than), `LT` (less than), `GTE` (greater or equal), `LTE` (less or equal).
Combine them with logical operations: `AND`, `OR`.
Example:
Predefined Yahoo query `solid_large_growth_funds`:
.. code-block:: python
from yfinance import FundQuery
FundQuery('and', [
FundQuery('eq', ['categoryname', 'Large Growth']),
FundQuery('is-in', ['performanceratingoverall', 4, 5]),
FundQuery('lt', ['initialinvestment', 100001]),
FundQuery('lt', ['annualreturnnavy1categoryrank', 50]),
FundQuery('eq', ['exchange', 'NAS'])
])
"""
@dynamic_docstring({"valid_operand_fields_table": generate_list_table_from_dict_universal(FUND_SCREENER_FIELDS)})
@property
def valid_fields(self) -> Dict:
"""
Valid operands, grouped by category.
{valid_operand_fields_table}
"""
return FUND_SCREENER_FIELDS
@dynamic_docstring({"valid_values_table": generate_list_table_from_dict_universal(FUND_SCREENER_EQ_MAP)})
@property
def valid_values(self) -> Dict:
"""
Most operands take number values, but some have a restricted set of valid values.
{valid_values_table}
"""
return FUND_SCREENER_EQ_MAP

View File

@@ -1,105 +1,180 @@
from typing import Dict
from .query import EquityQuery as EqyQy
from .query import FundQuery as FndQy
from .query import QueryBase, EquityQuery, FundQuery
from yfinance import utils
from yfinance.const import _BASE_URL_
from yfinance.data import YfData
from yfinance.const import _BASE_URL_, PREDEFINED_SCREENER_BODY_MAP
from .screener_query import Query
from ..utils import dynamic_docstring, generate_list_table_from_dict_universal
from typing import Union
import requests
_SCREENER_URL_ = f"{_BASE_URL_}/v1/finance/screener"
_PREDEFINED_URL_ = f"{_SCREENER_URL_}/predefined/saved"
class Screener:
def __init__(self, session=None, proxy=None):
self.proxy = proxy
self.session = session
PREDEFINED_SCREENER_BODY_DEFAULTS = {
"offset":0, "size":25, "userId":"","userIdType":"guid"
}
self._data: YfData = YfData(session=session)
self._body: Dict = {}
self._response: Dict = {}
self._body_updated = False
self._accepted_body_keys = {"offset","size","sortField","sortType","quoteType","query","userId","userIdType"}
self._predefined_bodies = PREDEFINED_SCREENER_BODY_MAP.keys()
PREDEFINED_SCREENER_QUERIES = {
'aggressive_small_caps': {"sortField":"eodvolume", "sortType":"desc",
"query": EqyQy('and', [EqyQy('is-in', ['exchange', 'NMS', 'NYQ']), EqyQy('lt', ["epsgrowth.lasttwelvemonths", 15])])},
'day_gainers': {"sortField":"percentchange", "sortType":"DESC",
"query": EqyQy('and', [EqyQy('gt', ['percentchange', 3]), EqyQy('eq', ['region', 'us']), EqyQy('gte', ['intradaymarketcap', 2000000000]), EqyQy('gte', ['intradayprice', 5]), EqyQy('gt', ['dayvolume', 15000])])},
'day_losers': {"sortField":"percentchange", "sortType":"ASC",
"query": EqyQy('and', [EqyQy('lt', ['percentchange', -2.5]), EqyQy('eq', ['region', 'us']), EqyQy('gte', ['intradaymarketcap', 2000000000]), EqyQy('gte', ['intradayprice', 5]), EqyQy('gt', ['dayvolume', 20000])])},
'growth_technology_stocks': {"sortField":"eodvolume", "sortType":"desc",
"query": EqyQy('and', [EqyQy('gte', ['quarterlyrevenuegrowth.quarterly', 25]), EqyQy('gte', ['epsgrowth.lasttwelvemonths', 25]), EqyQy('eq', ['sector', 'Technology']), EqyQy('is-in', ['exchange', 'NMS', 'NYQ'])])},
'most_actives': {"sortField":"dayvolume", "sortType":"DESC",
"query": EqyQy('and', [EqyQy('eq', ['region', 'us']), EqyQy('gte', ['intradaymarketcap', 2000000000]), EqyQy('gt', ['dayvolume', 5000000])])},
'most_shorted_stocks': {"size":25, "offset":0, "sortField":"short_percentage_of_shares_outstanding.value", "sortType":"DESC",
"query": EqyQy('and', [EqyQy('eq', ['region', 'us']), EqyQy('gt', ['intradayprice', 1]), EqyQy('gt', ['avgdailyvol3m', 200000])])},
'small_cap_gainers': {"sortField":"eodvolume", "sortType":"desc",
"query": EqyQy("and", [EqyQy("lt", ["intradaymarketcap",2000000000]), EqyQy("is-in", ["exchange", "NMS", "NYQ"])])},
'undervalued_growth_stocks': {"sortType":"DESC", "sortField":"eodvolume",
"query": EqyQy('and', [EqyQy('btwn', ['peratio.lasttwelvemonths', 0, 20]), EqyQy('lt', ['pegratio_5y', 1]), EqyQy('gte', ['epsgrowth.lasttwelvemonths', 25]), EqyQy('is-in', ['exchange', 'NMS', 'NYQ'])])},
'undervalued_large_caps': {"sortField":"eodvolume", "sortType":"desc",
"query": EqyQy('and', [EqyQy('btwn', ['peratio.lasttwelvemonths', 0, 20]), EqyQy('lt', ['pegratio_5y', 1]), EqyQy('btwn', ['intradaymarketcap', 10000000000, 100000000000]), EqyQy('is-in', ['exchange', 'NMS', 'NYQ'])])},
'conservative_foreign_funds': {"sortType":"DESC", "sortField":"fundnetassets",
"query": FndQy('and', [FndQy('is-in', ['categoryname', 'Foreign Large Value', 'Foreign Large Blend', 'Foreign Large Growth', 'Foreign Small/Mid Growth', 'Foreign Small/Mid Blend', 'Foreign Small/Mid Value']), FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('lt', ['initialinvestment', 100001]), FndQy('lt', ['annualreturnnavy1categoryrank', 50]), FndQy('is-in', ['riskratingoverall', 1, 2, 3]), FndQy('eq', ['exchange', 'NAS'])])},
'high_yield_bond': {"sortType":"DESC", "sortField":"fundnetassets",
"query": FndQy('and', [FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('lt', ['initialinvestment', 100001]), FndQy('lt', ['annualreturnnavy1categoryrank', 50]), FndQy('is-in', ['riskratingoverall', 1, 2, 3]), FndQy('eq', ['categoryname', 'High Yield Bond']), FndQy('eq', ['exchange', 'NAS'])])},
'portfolio_anchors': {"sortType":"DESC", "sortField":"fundnetassets",
"query": FndQy('and', [FndQy('eq', ['categoryname', 'Large Blend']), FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('lt', ['initialinvestment', 100001]), FndQy('lt', ['annualreturnnavy1categoryrank', 50]), FndQy('eq', ['exchange', 'NAS'])])},
'solid_large_growth_funds': {"sortType":"DESC", "sortField":"fundnetassets",
"query": FndQy('and', [FndQy('eq', ['categoryname', 'Large Growth']), FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('lt', ['initialinvestment', 100001]), FndQy('lt', ['annualreturnnavy1categoryrank', 50]), FndQy('eq', ['exchange', 'NAS'])])},
'solid_midcap_growth_funds': {"sortType":"DESC", "sortField":"fundnetassets",
"query": FndQy('and', [FndQy('eq', ['categoryname', 'Mid-Cap Growth']), FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('lt', ['initialinvestment', 100001]), FndQy('lt', ['annualreturnnavy1categoryrank', 50]), FndQy('eq', ['exchange', 'NAS'])])},
'top_mutual_funds': {"sortType":"DESC", "sortField":"percentchange",
"query": FndQy('and', [FndQy('gt', ['intradayprice', 15]), FndQy('is-in', ['performanceratingoverall', 4, 5]), FndQy('gt', ['initialinvestment', 1000]), FndQy('eq', ['exchange', 'NAS'])])}
}
@property
def body(self) -> Dict:
return self._body
@property
def response(self) -> Dict:
if self._body_updated or self._response is None:
self._fetch_and_parse()
self._body_updated = False
return self._response
@property
def predefined_bodies(self) -> Dict:
return self._predefined_bodies
@dynamic_docstring({"predefined_screeners": generate_list_table_from_dict_universal(PREDEFINED_SCREENER_QUERIES, bullets=True, title='Predefined queries (Dec-2024)')})
def screen(query: Union[str, EquityQuery, FundQuery],
offset: int = None,
size: int = None,
sortField: str = None,
sortAsc: bool = None,
userId: str = None,
userIdType: str = None,
session = None, proxy = None):
"""
Run a screen: predefined query, or custom query.
def set_default_body(self, query: Query, offset: int = 0, size: int = 100, sortField: str = "ticker", sortType: str = "desc", quoteType: str = "equity", userId: str = "", userIdType: str = "guid") -> None:
self._body_updated = True
:Parameters:
* Defaults only apply if query = EquityQuery or FundQuery
query : str | Query:
The query to execute, either name of predefined or custom query.
For predefined list run yf.PREDEFINED_SCREENER_QUERIES.keys()
offset : int
The offset for the results. Default 0.
size : int
number of results to return. Default 100, maximum 250 (Yahoo)
sortField : str
field to sort by. Default "ticker"
sortAsc : bool
Sort ascending? Default False
userId : str
The user ID. Default empty.
userIdType : str
Type of user ID (e.g., "guid"). Default "guid".
self._body = {
"offset": offset,
"size": size,
"sortField": sortField,
"sortType": sortType,
"quoteType": quoteType,
"query": query.to_dict(),
"userId": userId,
"userIdType": userIdType
}
Example: predefined query
.. code-block:: python
def set_predefined_body(self, k: str) -> None:
body = PREDEFINED_SCREENER_BODY_MAP.get(k, None)
if not body:
raise ValueError(f'Invalid key {k} provided for predefined screener')
self._body_updated = True
self._body = body
import yfinance as yf
response = yf.screen("aggressive_small_caps")
def set_body(self, body: Dict) -> None:
missing_keys = [key for key in self._accepted_body_keys if key not in body]
if missing_keys:
raise ValueError(f"Missing required keys in body: {missing_keys}")
Example: custom query
.. code-block:: python
extra_keys = [key for key in body if key not in self._accepted_body_keys]
if extra_keys:
raise ValueError(f"Body contains extra keys: {extra_keys}")
import yfinance as yf
from yfinance import EquityQuery
q = EquityQuery('and', [
EquityQuery('gt', ['percentchange', 3]),
EquityQuery('eq', ['region', 'us'])
])
response = yf.screen(q, sortField = 'percentchange', sortAsc = True)
self._body_updated = True
self._body = body
To access predefineds query code
.. code-block:: python
import yfinance as yf
query = yf.PREDEFINED_SCREENER_QUERIES['aggressive_small_caps']
def patch_body(self, values: Dict) -> None:
extra_keys = [key for key in values if key not in self._accepted_body_keys]
if extra_keys:
raise ValueError(f"Body contains extra keys: {extra_keys}")
self._body_updated = True
for k in values:
self._body[k] = values[k]
{predefined_screeners}
"""
def _validate_body(self) -> None:
if not all(k in self._body for k in self._accepted_body_keys):
raise ValueError("Missing required keys in body")
# Only use defaults when user NOT give a predefined, because
# Yahoo's predefined endpoint auto-applies defaults. Also,
# that endpoint might be ignoring these fields.
defaults = {
'offset': 0,
'size': 25,
'sortField': 'ticker',
'sortAsc': False,
'userId': "",
'userIdType': "guid"
}
def _fetch(self) -> Dict:
params_dict = {"corsDomain": "finance.yahoo.com", "formatted": "false", "lang": "en-US", "region": "US"}
response = self._data.post(_SCREENER_URL_, body=self.body, user_agent_headers=self._data.user_agent_headers, params=params_dict, proxy=self.proxy)
response.raise_for_status()
return response.json()
def _fetch_and_parse(self) -> None:
response = None
self._validate_body()
if size is not None and size > 250:
raise ValueError("Yahoo limits query size to 250, reduce size.")
fields = dict(locals())
for k in ['query', 'session', 'proxy']:
if k in fields:
del fields[k]
params_dict = {"corsDomain": "finance.yahoo.com", "formatted": "false", "lang": "en-US", "region": "US"}
post_query = None
if isinstance(query, str):
# post_query = PREDEFINED_SCREENER_QUERIES[query]
# Switch to Yahoo's predefined endpoint
_data = YfData(session=session)
params_dict['scrIds'] = query
for k,v in fields.items():
if v is not None:
params_dict[k] = v
resp = _data.get(url=_PREDEFINED_URL_, params=params_dict, proxy=proxy)
try:
response = self._fetch()
self._response = response['finance']['result'][0]
except Exception as e:
logger = utils.get_yf_logger()
logger.error(f"Failed to get screener data for '{self._body.get('query', 'query not set')}' reason: {e}")
logger.debug("Got response: ")
logger.debug("-------------")
logger.debug(f" {response}")
logger.debug("-------------")
resp.raise_for_status()
except requests.exceptions.HTTPError:
if query not in PREDEFINED_SCREENER_QUERIES:
print(f"yfinance.screen: '{query}' is probably not a predefined query.")
raise
return resp.json()["finance"]["result"][0]
elif isinstance(query, QueryBase):
# Prepare other fields
for k in defaults:
if k not in fields or fields[k] is None:
fields[k] = defaults[k]
fields['sortType'] = 'ASC' if fields['sortAsc'] else 'DESC'
del fields['sortAsc']
post_query = fields
post_query['query'] = query
else:
raise ValueError(f'Query must be type str or QueryBase, not "{type(query)}"')
if query is None:
raise ValueError('No query provided')
if isinstance(post_query['query'], EqyQy):
post_query['quoteType'] = 'EQUITY'
elif isinstance(post_query['query'], FndQy):
post_query['quoteType'] = 'MUTUALFUND'
post_query['query'] = post_query['query'].to_dict()
# Fetch
_data = YfData(session=session)
response = _data.post(_SCREENER_URL_,
body=post_query,
user_agent_headers=_data.user_agent_headers,
params=params_dict,
proxy=proxy)
response.raise_for_status()
return response.json()['finance']['result'][0]

View File

@@ -1,86 +0,0 @@
import numbers
from typing import List, Union, Dict, Set
from yfinance.const import EQUITY_SCREENER_EQ_MAP, EQUITY_SCREENER_FIELDS
from yfinance.exceptions import YFNotImplementedError
class Query:
def __init__(self, operator: str, operand: Union[numbers.Real, str, List['Query']]):
self.operator = operator
self.operands = operand
def to_dict(self) -> Dict:
raise YFNotImplementedError('to_dict() needs to be implemented by children classes')
class EquityQuery(Query):
def __init__(self, operator: str, operand: Union[numbers.Real, str, List['EquityQuery']]):
operator = operator.upper()
if not isinstance(operand, list):
raise TypeError('Invalid operand type')
if len(operand) <= 0:
raise ValueError('Invalid field for Screener')
if operator in {'OR','AND'}:
self._validate_or_and_operand(operand)
elif operator == 'EQ':
self._validate_eq_operand(operand)
elif operator == 'BTWN':
self._validate_btwn_operand(operand)
elif operator in {'GT','LT'}:
self._validate_gt_lt(operand)
else:
raise ValueError('Invalid Operator Value')
self.operator = operator
self.operands = operand
self._valid_eq_map = EQUITY_SCREENER_EQ_MAP
self._valid_fields = EQUITY_SCREENER_FIELDS
@property
def valid_eq_map(self) -> Dict:
return self._valid_eq_map
@property
def valid_fields(self) -> Set:
return self._valid_fields
def _validate_or_and_operand(self, operand: List['EquityQuery']) -> None:
if len(operand) <= 1:
raise ValueError('Operand must be length longer than 1')
if all(isinstance(e, EquityQuery) for e in operand) is False:
raise TypeError('Operand must be type EquityQuery for OR/AND')
def _validate_eq_operand(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 2:
raise ValueError('Operand must be length 2 for EQ')
if operand[0] not in EQUITY_SCREENER_FIELDS:
raise ValueError('Invalid field for Screener')
if operand[0] not in EQUITY_SCREENER_EQ_MAP:
raise ValueError('Invalid EQ key')
if operand[1] not in EQUITY_SCREENER_EQ_MAP[operand[0]]:
raise ValueError('Invalid EQ value')
def _validate_btwn_operand(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 3:
raise ValueError('Operand must be length 3 for BTWN')
if operand[0] not in EQUITY_SCREENER_FIELDS:
raise ValueError('Invalid field for Screener')
if isinstance(operand[1], numbers.Real) is False:
raise TypeError('Invalid comparison type for BTWN')
if isinstance(operand[2], numbers.Real) is False:
raise TypeError('Invalid comparison type for BTWN')
def _validate_gt_lt(self, operand: List[Union[str, numbers.Real]]) -> None:
if len(operand) != 2:
raise ValueError('Operand must be length 2 for GT/LT')
if operand[0] not in EQUITY_SCREENER_FIELDS:
raise ValueError('Invalid field for Screener')
if isinstance(operand[1], numbers.Real) is False:
raise TypeError('Invalid comparison type for GT/LT')
def to_dict(self) -> Dict:
return {
"operator": self.operator,
"operands": [operand.to_dict() if isinstance(operand, EquityQuery) else operand for operand in self.operands]
}

158
yfinance/search.py Normal file
View File

@@ -0,0 +1,158 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
#
# yfinance - market data downloader
# https://github.com/ranaroussi/yfinance
#
# Copyright 2017-2019 Ran Aroussi
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
import json as _json
from . import utils
from .const import _BASE_URL_
from .data import YfData
class Search:
def __init__(self, query, max_results=8, news_count=8, lists_count=8, include_cb=True, include_nav_links=False,
include_research=False, include_cultural_assets=False, enable_fuzzy_query=False, recommended=8,
session=None, proxy=None, timeout=30, raise_errors=True):
"""
Fetches and organizes search results from Yahoo Finance, including stock quotes and news articles.
Args:
query: The search query (ticker symbol or company name).
max_results: Maximum number of stock quotes to return (default 8).
news_count: Number of news articles to include (default 8).
lists_count: Number of lists to include (default 8).
include_cb: Include the company breakdown (default True).
include_nav_links: Include the navigation links (default False).
include_research: Include the research reports (default False).
include_cultural_assets: Include the cultural assets (default False).
enable_fuzzy_query: Enable fuzzy search for typos (default False).
recommended: Recommended number of results to return (default 8).
session: Custom HTTP session for requests (default None).
proxy: Proxy settings for requests (default None).
timeout: Request timeout in seconds (default 30).
raise_errors: Raise exceptions on error (default True).
"""
self.query = query
self.max_results = max_results
self.enable_fuzzy_query = enable_fuzzy_query
self.news_count = news_count
self.session = session
self.proxy = proxy
self.timeout = timeout
self.raise_errors = raise_errors
self.lists_count = lists_count
self.include_cb = include_cb
self.nav_links = include_nav_links
self.enable_research = include_research
self.enable_cultural_assets = include_cultural_assets
self.recommended = recommended
self._data = YfData(session=self.session)
self._logger = utils.get_yf_logger()
self._response = {}
self._all = {}
self._quotes = []
self._news = []
self._lists = []
self._research = []
self._nav = []
self.search()
def search(self) -> 'Search':
"""Search using the query parameters defined in the constructor."""
url = f"{_BASE_URL_}/v1/finance/search"
params = {
"q": self.query,
"quotesCount": self.max_results,
"enableFuzzyQuery": self.enable_fuzzy_query,
"newsCount": self.news_count,
"quotesQueryId": "tss_match_phrase_query",
"newsQueryId": "news_cie_vespa",
"listsCount": self.lists_count,
"enableCb": self.include_cb,
"enableNavLinks": self.nav_links,
"enableResearchReports": self.enable_research,
"enableCulturalAssets": self.enable_cultural_assets,
"recommendedCount": self.recommended
}
self._logger.debug(f'{self.query}: Yahoo GET parameters: {str(dict(params))}')
data = self._data.cache_get(url=url, params=params, proxy=self.proxy, timeout=self.timeout)
if data is None or "Will be right back" in data.text:
raise RuntimeError("*** YAHOO! FINANCE IS CURRENTLY DOWN! ***\n"
"Our engineers are working quickly to resolve "
"the issue. Thank you for your patience.")
try:
data = data.json()
except _json.JSONDecodeError:
self._logger.error(f"{self.query}: Failed to retrieve search results and received faulty response instead.")
data = {}
self._response = data
# Filter quotes to only include symbols
self._quotes = [quote for quote in data.get("quotes", []) if "symbol" in quote]
self._news = data.get("news", [])
self._lists = data.get("lists", [])
self._research = data.get("researchReports", [])
self._nav = data.get("nav", [])
self._all = {"quotes": self._quotes, "news": self._news, "lists": self._lists, "research": self._research,
"nav": self._nav}
return self
@property
def quotes(self) -> 'list':
"""Get the quotes from the search results."""
return self._quotes
@property
def news(self) -> 'list':
"""Get the news from the search results."""
return self._news
@property
def lists(self) -> 'list':
"""Get the lists from the search results."""
return self._lists
@property
def research(self) -> 'list':
"""Get the research reports from the search results."""
return self._research
@property
def nav(self) -> 'list':
"""Get the navigation links from the search results."""
return self._nav
@property
def all(self) -> 'dict[str,list]':
"""Get all the results from the search results: filtered down version of response."""
return self._all
@property
def response(self) -> 'dict':
"""Get the raw response from the search results."""
return self._response

View File

@@ -23,6 +23,7 @@ from __future__ import print_function
import datetime as _datetime
import logging
import re
import re as _re
import sys as _sys
import threading
@@ -39,7 +40,6 @@ from dateutil.relativedelta import relativedelta
from pytz import UnknownTimeZoneError
from yfinance import const
from .const import _BASE_URL_
user_agent_headers = {
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}
@@ -189,24 +189,27 @@ def is_isin(string):
def get_all_by_isin(isin, proxy=None, session=None):
if not (is_isin(isin)):
raise ValueError("Invalid ISIN number")
# Deferred this to prevent circular imports
from .search import Search
session = session or _requests
url = f"{_BASE_URL_}/v1/finance/search?q={isin}"
data = session.get(url=url, proxies=proxy, headers=user_agent_headers)
try:
data = data.json()
ticker = data.get('quotes', [{}])[0]
return {
'ticker': {
'symbol': ticker['symbol'],
'shortname': ticker['shortname'],
'longname': ticker['longname'],
'type': ticker['quoteType'],
'exchange': ticker['exchDisp'],
},
'news': data.get('news', [])
}
except Exception:
return {}
search = Search(query=isin, max_results=1, session=session, proxy=proxy)
# Extract the first quote and news
ticker = search.quotes[0] if search.quotes else {}
news = search.news
return {
'ticker': {
'symbol': ticker.get('symbol', ''),
'shortname': ticker.get('shortname', ''),
'longname': ticker.get('longname', ''),
'type': ticker.get('quoteType', ''),
'exchange': ticker.get('exchDisp', ''),
},
'news': news
}
def get_ticker_by_isin(isin, proxy=None, session=None):
@@ -427,26 +430,28 @@ def _parse_user_dt(dt, exchange_tz):
def _interval_to_timedelta(interval):
if interval == "1mo":
return relativedelta(months=1)
elif interval == "3mo":
return relativedelta(months=3)
elif interval == "6mo":
return relativedelta(months=6)
elif interval == "1y":
return relativedelta(years=1)
elif interval == "2y":
return relativedelta(years=2)
elif interval == "5y":
return relativedelta(years=5)
elif interval == "10y":
return relativedelta(years=10)
elif interval == "1wk":
return _pd.Timedelta(days=7)
if interval[-1] == "d":
return relativedelta(days=int(interval[:-1]))
elif interval[-2:] == "wk":
return relativedelta(weeks=int(interval[:-2]))
elif interval[-2:] == "mo":
return relativedelta(months=int(interval[:-2]))
elif interval[-1] == "y":
return relativedelta(years=int(interval[:-1]))
else:
return _pd.Timedelta(interval)
def is_valid_period_format(period):
"""Check if the provided period has a valid format."""
if period is None:
return False
# Regex pattern to match valid period formats like '1d', '2wk', '3mo', '1y'
valid_pattern = r"^[1-9]\d*(d|wk|mo|y)$"
return bool(re.match(valid_pattern, period))
def auto_adjust(data):
col_order = data.columns
df = data.copy()
@@ -613,7 +618,7 @@ def fix_Yahoo_returning_live_separate(quotes, interval, tz_exchange, repair=Fals
# - exception is volume, *slightly* greater on final row (and matches website)
if dt1.date() == dt2.date():
# Last two rows are on same day. Drop second-to-last row
quotes = quotes.drop(quotes.index[n - 2])
quotes = _pd.concat([quotes.iloc[:-2], quotes.iloc[-1:]])
else:
if interval == "1wk":
last_rows_same_interval = dt1.year == dt2.year and dt1.week == dt2.week
@@ -932,3 +937,166 @@ class ProgressBar:
def __str__(self):
return str(self.prog_bar)
def dynamic_docstring(placeholders: dict):
"""
A decorator to dynamically update the docstring of a function or method.
Args:
placeholders (dict): A dictionary where keys are placeholder names and values are the strings to insert.
"""
def decorator(func):
if func.__doc__:
docstring = func.__doc__
# Replace each placeholder with its corresponding value
for key, value in placeholders.items():
docstring = docstring.replace(f"{{{key}}}", value)
func.__doc__ = docstring
return func
return decorator
def _generate_table_configurations(title = None) -> str:
import textwrap
if title is None:
title = "Permitted Keys/Values"
table = textwrap.dedent(f"""
.. list-table:: {title}
:widths: 25 75
:header-rows: 1
* - Key
- Values
""")
return table
def generate_list_table_from_dict(data: dict, bullets: bool=True, title: str=None) -> str:
"""
Generate a list-table for the docstring showing permitted keys/values.
"""
table = _generate_table_configurations(title)
for k in sorted(data.keys()):
values = data[k]
table += ' '*3 + f"* - {k}\n"
lengths = [len(str(v)) for v in values]
if bullets and max(lengths) > 5:
table += ' '*5 + "-\n"
for value in sorted(values):
table += ' '*7 + f"- {value}\n"
else:
value_str = ', '.join(sorted(values))
table += ' '*5 + f"- {value_str}\n"
return table
# def generate_list_table_from_dict_of_dict(data: dict, bullets: bool=True, title: str=None) -> str:
# """
# Generate a list-table for the docstring showing permitted keys/values.
# """
# table = _generate_table_configurations(title)
# for k in sorted(data.keys()):
# values = data[k]
# table += ' '*3 + f"* - {k}\n"
# if bullets:
# table += ' '*5 + "-\n"
# for value in sorted(values):
# table += ' '*7 + f"- {value}\n"
# else:
# table += ' '*5 + f"- {values}\n"
# return table
def generate_list_table_from_dict_universal(data: dict, bullets: bool=True, title: str=None, concat_keys=[]) -> str:
"""
Generate a list-table for the docstring showing permitted keys/values.
"""
table = _generate_table_configurations(title)
for k in data.keys():
values = data[k]
table += ' '*3 + f"* - {k}\n"
if isinstance(values, dict):
table_add = ''
concat_short_lines = k in concat_keys
if bullets:
k_keys = sorted(list(values.keys()))
current_line = ''
block_format = 'query' in k_keys
for i in range(len(k_keys)):
k2 = k_keys[i]
k2_values = values[k2]
k2_values_str = None
if isinstance(k2_values, set):
k2_values = list(k2_values)
elif isinstance(k2_values, dict) and len(k2_values) == 0:
k2_values = []
if isinstance(k2_values, list):
k2_values = sorted(k2_values)
all_scalar = all(isinstance(k2v, (int, float, str)) for k2v in k2_values)
if all_scalar:
k2_values_str = _re.sub(r"[{}\[\]']", "", str(k2_values))
if k2_values_str is None:
k2_values_str = str(k2_values)
if len(current_line) > 0 and (len(current_line) + len(k2_values_str) > 40):
# new line
table_add += current_line + '\n'
current_line = ''
if concat_short_lines:
if current_line == '':
current_line += ' '*5
if i == 0:
# Only add dash to first
current_line += "- "
else:
current_line += " "
# Don't draw bullet points:
current_line += '| '
else:
current_line += '. '
current_line += f"{k2}: " + k2_values_str
else:
table_add += ' '*5
if i == 0:
# Only add dash to first
table_add += "- "
else:
table_add += " "
if '\n' in k2_values_str:
# Block format multiple lines
table_add += '| ' + f"{k2}: " + "\n"
k2_values_str_lines = k2_values_str.split('\n')
for j in range(len(k2_values_str_lines)):
line = k2_values_str_lines[j]
table_add += ' '*7 + '|' + ' '*5 + line
if j < len(k2_values_str_lines)-1:
table_add += "\n"
else:
if block_format:
table_add += '| '
else:
table_add += '* '
table_add += f"{k2}: " + k2_values_str
table_add += "\n"
if current_line != '':
table_add += current_line + '\n'
else:
table_add += ' '*5 + f"- {values}\n"
table += table_add
else:
lengths = [len(str(v)) for v in values]
if bullets and max(lengths) > 5:
table += ' '*5 + "-\n"
for value in sorted(values):
table += ' '*7 + f"- {value}\n"
else:
value_str = ', '.join(sorted(values))
table += ' '*5 + f"- {value_str}\n"
return table

View File

@@ -1 +1 @@
version = "0.2.47"
version = "0.2.53"