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...

97 Commits

Author SHA1 Message Date
ValueRaider
5cc1197c5f Version 0.2.55 2025-03-20 20:31:28 +00:00
ValueRaider
21a80ec719 Merge pull request #2372 from ranaroussi/dev
sync dev -> main
2025-03-20 20:27:45 +00:00
ValueRaider
ca011b0738 Merge pull request #2369 from ranaroussi/fix/prices-tz-fetch-backup
In very rare case _fetch_ticker_tz() fails, get TZ from info
2025-03-19 21:15:39 +00:00
ValueRaider
f26b436e0a In very rare case _fetch_ticker_tz() fails, get TZ from info 2025-03-19 21:11:59 +00:00
ValueRaider
f208f09336 Merge pull request #2345 from dhruvan2006/fix/history-cache
Fix: History caching
2025-03-19 19:49:32 +00:00
Dhruvan Gnanadhandayuthapani
f831ac2c1b Fix history caching and allow period in data retrieval 2025-03-19 12:54:30 +01:00
ValueRaider
e195f2c6c5 Merge pull request #2368 from ranaroussi/fix/price-repair-various
Price repair tweaks & fixes
2025-03-17 21:41:19 +00:00
ValueRaider
db5d0c9207 Price repair tweaks & fixes
Div repair
- new check for div-too-big AND adjust-too-small
- improve handling div_too_big_and_pre_split

_fix_prices_sudden_change
- fix divide-by-zero error
- special handling for comparing 'relativedelta' with another

Tests
- remove delisted tickers
- update intraday test data so fetches work
- fix intraday div-merge tests
2025-03-17 21:40:29 +00:00
ValueRaider
918eb31583 Merge pull request #2366 from ranaroussi/fix/earnings-dates-tz
Fix earnings dates tz
2025-03-17 21:37:24 +00:00
ValueRaider
390422fe6b Yahoo now returning earnings dates in UTC, stop assuming it's in exchange TZ 2025-03-16 15:55:40 +00:00
ValueRaider
25035a0ff3 Merge pull request #2354 from JanMkl/fix-issue-2343
Fixes issue 2343
2025-03-12 18:29:02 +00:00
Jan Melen
383b60d349 Fixes issue 2343
- Check that result is not zero length before appending it to query_info
2025-03-12 06:31:02 +02:00
ValueRaider
f28284a42d Merge pull request #2321 from JanMkl/dev
Direct TTM Financial Data Retrieval Feature
2025-03-02 19:38:10 +00:00
ValueRaider
fa3094daed Bug report formatting 2025-03-01 18:02:38 +00:00
Jan Melen
102e266eab Direct TTM Financial Data Retrieval Feature
- Fetches the TTM values for cash flow and income statement from Yahoo.
- Added tests test_ttm_income_statement and test_ttm_cash_flow.
- When trailing 12 months income statement is fetched Yahoo returns
  income statement for last 5 quarters out of which only the latest is
  fully populated. Rest have NaN values and can be ignored.
- get_financials_time_series when called with timescale trailing removes
  from data frame the extra columns.
- Added quarterly_income_stmt to financials documentation
- Added ttm_income_stmt to financials documentation
- Added quarterly_cashflow to financials documentation
- Added ttm_cashflow to financials documentation
2025-02-27 18:33:32 +02:00
ValueRaider
31cc2439f7 Merge pull request #2326 from dhruvan2006/refactor/log-user-agent
Log user agent
2025-02-24 19:54:03 +00:00
Dhruvan Gnanadhandayuthapani
9b74b4e11f Add debug log for user-agent header 2025-02-24 20:40:49 +01:00
Ran Aroussi
41426f6678 added star history :) 2025-02-23 21:33:26 +00:00
Ran Aroussi
eeb2d483d3 Update conf.py 2025-02-22 22:21:27 +00:00
Ran Aroussi
9a6f147de5 Update conf.py 2025-02-22 22:17:21 +00:00
Ran Aroussi
7be3069b6f Added docs logo 2025-02-22 22:16:13 +00:00
Ran Aroussi
70c84a3482 Set docs domain to yfinance-python.org 2025-02-22 22:10:50 +00:00
Ran Aroussi
ae8720f007 Delete .DS_Store 2025-02-22 19:26:14 +00:00
Ran Aroussi
c388ca73e8 Minor design changes to readme file 2025-02-22 19:25:06 +00:00
Ran Aroussi
7709bc6ae3 yfinance "logo" 2025-02-22 19:06:11 +00:00
Ran Aroussi
9b33910a98 yfinance "logo" 2025-02-22 18:57:12 +00:00
ValueRaider
0ed941c2f5 Merge pull request #2268 from sshcli/PR1
Update README.md
2025-02-22 17:23:44 +00:00
ValueRaider
f2a8d01a13 Merge pull request #2313 from ranaroussi/main
sync main -> dev
2025-02-22 13:02:49 +00:00
ValueRaider
403607c721 Version 0.2.54 2025-02-18 22:16:14 +00:00
ValueRaider
604f74ea5e Merge pull request #2277 from dhruvan2006/fix/user-agent
Fix: Change user-agent headers to resolve yfinance download issues
2025-02-18 22:14:43 +00:00
Dhruvan Gnanadhandayuthapani
95b59a7d53 Randomly pick User-Agent header on startup 2025-02-18 23:07:04 +01:00
sshcli
0b8ae726cb Update README.md 2025-02-17 01:16:52 +00:00
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
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
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
b1d9f54291 Merge pull request #2134 from ranaroussi/dev
dev -> main
2024-11-17 21:02:14 +00:00
57 changed files with 2634 additions and 4901 deletions

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@@ -54,7 +54,7 @@ body:
- type: textarea
id: debug-log
attributes:
label: "Debug log"
label: "Debug log from yf.enable_debug_mode()"
description: "Run code with debug logging enabled - `yf.enable_debug_mode()` - and post the full output. Context: https://github.com/ranaroussi/yfinance/tree/main#logging"
validations:
required: true
@@ -63,7 +63,7 @@ body:
id: bad-data-proof
attributes:
label: "Bad data proof"
description: "If `yfinance` returning bad data, show proof here. Best is screenshot of finance.yahoo.com"
description: "If `yfinance` returning bad data, show proof of good data here. Best proof is screenshot of finance.yahoo.com"
validations:
required: false

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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

35
.github/workflows/pytest.yml.disabled vendored Normal file
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@@ -0,0 +1,35 @@
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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@@ -1,6 +1,72 @@
Change Log
===========
0.2.55
------
Features
- TTM financials #2321
Fixes
- info IndexError #2354
- earnings dates TZ #2366
- price repair tweaks & fixes #2368
- history caching #2345
- backup fetch TZ from info #2369
Maintenance
- log user agent #2326
0.2.54
------
Hotfix user-agent #2277
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

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@@ -1,50 +1,49 @@
<img src="./doc/yfinance-gh-logo-dark.webp#gh-dark-mode-only" height="100">
<img src="./doc/yfinance-gh-logo-light.webp#gh-light-mode-only" height="100">
# Download market data from Yahoo! Finance's API
<table border=1 cellpadding=10><tr><td>
#### \*\*\* 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.**
</td></tr></table>
---
<a target="new" href="https://pypi.python.org/pypi/yfinance"><img border=0 src="https://img.shields.io/badge/python-2.7,%203.6+-blue.svg?style=flat" alt="Python version"></a>
<a target="new" href="https://pypi.python.org/pypi/yfinance"><img border=0 src="https://img.shields.io/pypi/v/yfinance.svg?maxAge=60%" alt="PyPi version"></a>
<a target="new" href="https://pypi.python.org/pypi/yfinance"><img border=0 src="https://img.shields.io/pypi/status/yfinance.svg?maxAge=60" alt="PyPi status"></a>
<a target="new" href="https://pypi.python.org/pypi/yfinance"><img border=0 src="https://img.shields.io/pypi/dm/yfinance.svg?maxAge=2592000&label=installs&color=%2327B1FF" alt="PyPi downloads"></a>
<a target="new" href="https://www.codefactor.io/repository/github/ranaroussi/yfinance"><img border=0 src="https://www.codefactor.io/repository/github/ranaroussi/yfinance/badge" alt="CodeFactor"></a>
<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>
<a target="new" href="https://x.com/intent/follow?screen_name=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).
---
> [!IMPORTANT]
> **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.**
---
> [!TIP]
> THE NEW DOCUMENTATION WEBSITE IS NOW LIVE! 🤘
>
> Visit [**yfinance-python.org**](https://yfinance-python.org/)
---
## Main components
- `Ticker`: single ticker data
- `Tickers`: multiple tickers' data
- `download`: download market data for multiple tickers
- `Market`: get information about a market
- `Search`: quotes and news from search
- `Sector` and `Industry`: sector and industry information
- `EquityQuery` and `Screener`: build query to screen market
## **NEW DOCUMENTATION WEBSITE**: [ranaroussi.github.io/yfinance](https://ranaroussi.github.io/yfinance/index.html)
## Installation
Install `yfinance` from PYPI using `pip`:
@@ -57,7 +56,11 @@ The list of changes can be found in the [Changelog](https://github.com/ranarouss
## Developers: want to contribute?
`yfinance` relies on community to investigate bugs, review code, and contribute code. Developer guide: https://github.com/ranaroussi/yfinance/discussions/1084
`yfinance` relies on the community to investigate bugs, review code, and contribute code. Developer guide: https://github.com/ranaroussi/yfinance/discussions/1084
---
![Star History Chart](https://api.star-history.com/svg?repos=ranaroussi/yfinance)
---

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@@ -10,8 +10,8 @@ sys.path.insert(0, os.path.abspath('../..'))
# -- Project information -----------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
project = 'yfinance - market data downloader'
copyright = '2017-2019 Ran Aroussi'
project = 'yfinance / Pythonic access to market data'
copyright = '2017-2025 Ran Aroussi'
author = 'Ran Aroussi'
# -- General configuration ---------------------------------------------------
@@ -29,7 +29,8 @@ exclude_patterns = []
autoclass_content = 'both'
autosummary_generate = True
autodoc_default_options = {
'exclude-members': '__init__'
'exclude-members': '__init__',
'members': True,
}
# -- Options for HTML output -------------------------------------------------
@@ -39,7 +40,11 @@ html_title = 'yfinance'
html_theme = 'pydata_sphinx_theme'
html_theme_options = {
"github_url": "https://github.com/ranaroussi/yfinance",
"navbar_align": "left"
"navbar_align": "left",
"logo": {
"image_light": "_static/logo-light.webp",
"image_dark": "_static/logo-dark.webp"
}
}
html_static_path = ['_static']
html_css_files = ['yfinance.css']

View File

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

View File

@@ -4,4 +4,7 @@ import yfinance as yf
quotes = yf.Search("AAPL", max_results=10).quotes
# get list of news
news = yf.Search("Google", news_count=10).news
news = yf.Search("Google", news_count=10).news
# get list of related research
research = yf.Search("apple", include_research=True).research

View File

@@ -15,12 +15,15 @@ The following are the publicly available classes, and functions exposed by the `
- :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:`download <yfinance.download>`: Function to download market data for multiple tickers.
- :attr:`EquityQuery <yfinance.EquityQuery>`: Class to build equity market query.
- :attr:`Screener <yfinance.Screener>`: Class to screen the market using defined query.
- :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.
@@ -31,10 +34,13 @@ The following are the publicly available classes, and functions exposed by the `
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

View File

@@ -10,12 +10,16 @@ Financials
get_income_stmt
income_stmt
quarterly_income_stmt
ttm_income_stmt
get_balance_sheet
balance_sheet
get_cashflow
cashflow
quarterly_cashflow
ttm_cashflow
get_earnings
earnings

View File

@@ -13,25 +13,6 @@ The `download` function allows you to retrieve market data for multiple tickers
download
Query Market Data
~~~~~~~~~~~~~~~~~~~~~
The `Sector` and `Industry` modules allow you to access the sector and industry information.
.. autosummary::
:toctree: api/
EquityQuery
Screener
.. seealso::
:attr:`EquityQuery.valid_operand_fields <yfinance.EquityQuery.valid_operand_fields>`
supported operand values for query
:attr:`EquityQuery.valid_eq_operand_map <yfinance.EquityQuery.valid_eq_operand_map>`
supported `EQ query operand parameters`
:attr:`Screener.predefined_bodies <yfinance.Screener.predefined_bodies>`
supported predefined screens
Enable Debug Mode
~~~~~~~~~~~~~~~~~
Enables logging of debug information for the `yfinance` package.

View File

@@ -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

View File

@@ -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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@@ -1,5 +1,5 @@
{% set name = "yfinance" %}
{% set version = "0.2.49" %}
{% set version = "0.2.55" %}
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
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)),
# )

View File

@@ -1,725 +0,0 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Repaired?
2022-01-04 00:00:00+00:00,29.46,29.98,28.52,28.66,20.53276113953462,169521.0,0.0,0.0,True
2022-01-05 00:00:00+00:00,30.0,30.0,28.46,28.900000000000002,20.70470257643437,128698.0,0.0,0.0,True
2022-01-06 00:00:00+00:00,28.2,28.560000000000002,27.5,27.82,19.930963478279654,374659.0,0.0,0.0,True
2022-01-07 00:00:00+00:00,28.3,28.3,27.400000000000002,27.46,19.67305220029865,80410.0,0.0,0.0,True
2022-01-10 00:00:00+00:00,28.16,28.240000000000002,26.2,26.580000000000002,19.042597925349927,135881.0,0.0,0.0,True
2022-01-11 00:00:00+00:00,25.92,27.060000000000002,25.92,26.72,19.142895195909453,71414.0,0.0,0.0,True
2022-01-12 00:00:00+00:00,26.72,26.96,26.060000000000002,26.8,19.200210178034187,68611.0,0.0,0.0,True
2022-01-13 00:00:00+00:00,26.72,27.3239990234375,26.6,27.2,19.486779824446177,155917.0,0.0,0.0,True
2022-01-14 00:00:00+00:00,27.52,27.52,26.36,26.560000000000002,19.028270495871666,66402.0,0.0,0.0,True
2022-01-17 00:00:00+00:00,27.02,27.22,26.28,27.22,19.50111251813613,60092.0,0.0,0.0,True
2022-01-18 00:00:00+00:00,27.66,27.66,26.0,26.86,19.243195975943426,128385.0,0.0,0.0,True
2022-01-19 00:00:00+00:00,27.0,27.46,26.7,27.2,19.486779824446177,75141.0,0.0,0.0,True
2022-01-20 00:00:00+00:00,26.900000000000002,27.7,26.81172119140625,27.54,19.730365427686156,99304.0,0.0,0.0,True
2022-01-21 00:00:00+00:00,27.26,27.88,26.214208984375002,26.38,18.89931310214393,123570.0,0.0,0.0,True
2022-01-24 00:00:00+00:00,26.14,26.261599121093752,24.72,24.88,17.824671663887276,148794.0,0.0,0.0,True
2022-01-25 00:00:00+00:00,24.92,25.2,24.580000000000002,24.580000000000002,17.609746183815513,94318.0,0.0,0.0,True
2022-01-26 00:00:00+00:00,25.52,25.52,24.400000000000002,24.66,17.667057656465794,265198.0,0.0,0.0,True
2022-01-27 00:00:00+00:00,24.66,25.12669921875,24.400000000000002,24.82,17.78168762071526,248811.0,0.0,0.0,True
2022-01-28 00:00:00+00:00,24.7,24.88,24.1,24.32,17.4234773174375,146209.0,0.0,0.0,True
2022-01-31 00:00:00+00:00,25.3,25.46,24.3,25.2,18.05392983764899,495745.0,0.0,0.0,True
2022-02-01 00:00:00+00:00,25.580000000000002,26.78,25.580000000000002,26.7,19.128567766431193,426366.0,0.0,0.0,True
2022-02-02 00:00:00+00:00,25.5,27.28,25.5,26.38,18.89931310214393,134118.0,0.0,0.0,True
2022-02-03 00:00:00+00:00,26.28,26.3639990234375,24.82,24.88,17.824671663887276,168782.0,0.0,0.0,True
2022-02-04 00:00:00+00:00,24.6,25.14,24.400000000000002,24.76,17.738701822806014,110543.0,0.0,0.0,True
2022-02-07 00:00:00+00:00,25.04,25.04,24.54,24.54,17.581089570121758,163853.0,0.0,0.0,True
2022-02-08 00:00:00+00:00,24.64,24.64,23.8,24.12,17.280188984757043,146007.0,0.0,0.0,True
2022-02-09 00:00:00+00:00,24.5,24.98,24.3,24.7,17.695716024896768,130747.0,0.0,0.0,True
2022-02-10 00:00:00+00:00,24.52,24.7,24.080000000000002,24.46,17.523774587997018,113862.0,0.0,0.0,True
2022-02-11 00:00:00+00:00,24.5,24.72,24.1,24.42,17.49511797430327,87108.0,0.0,0.0,True
2022-02-14 00:00:00+00:00,24.42,24.42,23.34,23.98,17.179889959460297,79188.0,0.0,0.0,True
2022-02-15 00:00:00+00:00,23.86,24.560000000000002,23.54,24.22,17.35183139636004,175846.0,0.0,0.0,True
2022-02-16 00:00:00+00:00,24.580000000000002,24.580000000000002,23.76,23.98,17.179889959460297,62392.0,0.0,0.0,True
2022-02-17 00:00:00+00:00,24.78,24.78,23.86,23.86,17.09392011837903,111791.0,0.0,0.0,True
2022-02-18 00:00:00+00:00,23.84,23.94760009765625,23.36,23.48,16.821676146708075,61467.0,0.0,0.0,True
2022-02-21 00:00:00+00:00,23.46,23.64919921875,22.82,23.080000000000002,16.53510474555885,71820.0,0.0,0.0,True
2022-02-22 00:00:00+00:00,24.18,24.18,22.54,23.38,16.75003373510507,75721.0,0.0,0.0,True
2022-02-23 00:00:00+00:00,23.78,24.04,23.02,23.02,16.492122457124065,122317.0,0.0,0.0,True
2022-02-24 00:00:00+00:00,23.3,23.3,21.96,22.52,16.133908644371843,241118.0,0.0,0.0,True
2022-02-25 00:00:00+00:00,23.0,23.56,22.66,23.32,16.70704969193306,147148.0,0.0,0.0,True
2022-02-28 00:00:00+00:00,22.36,24.14,22.36,24.14,17.29451641423531,226698.0,0.0,0.0,True
2022-03-01 00:00:00+00:00,24.080000000000002,24.22,23.5,23.5,16.836007085660796,218356.0,0.0,0.0,True
2022-03-02 00:00:00+00:00,23.7,23.900000000000002,23.26,23.62,16.921978681479285,87219.0,0.0,0.0,True
2022-03-03 00:00:00+00:00,23.26,23.8,22.14,22.14,15.861666427438118,137377.0,0.0,0.0,True
2022-03-04 00:00:00+00:00,22.3,22.92,20.740000000000002,20.740000000000002,14.858670910258917,173972.0,0.0,0.0,True
2022-03-07 00:00:00+00:00,20.740000000000002,21.14,19.5,20.3,14.54344201804733,282380.0,0.0,0.0,True
2022-03-08 00:00:00+00:00,20.3,20.82,19.52,19.52,13.984631032070219,268763.0,0.0,0.0,True
2022-03-09 00:00:00+00:00,20.0,21.02,19.73,21.02,15.059270715589653,624876.0,0.0,0.0,True
2022-03-10 00:00:00+00:00,21.22,21.22,20.38,20.44,14.643742798081307,266261.0,0.0,0.0,True
2022-03-11 00:00:00+00:00,20.66,21.52,20.46,20.900000000000002,14.97329911977116,139879.0,0.0,0.0,True
2022-03-14 00:00:00+00:00,21.5,21.88,21.1,21.580000000000002,15.460468571513879,87051.0,0.0,0.0,True
2022-03-15 00:00:00+00:00,20.72,21.48,20.72,20.96,15.016284917680403,86783.0,0.0,0.0,True
2022-03-16 00:00:00+00:00,21.580000000000002,22.72,21.36,22.48,16.10525378541532,118783.0,0.0,0.0,True
2022-03-17 00:00:00+00:00,21.68,22.7,21.68,22.46,16.090922846462604,86717.0,0.0,0.0,True
2022-03-18 00:00:00+00:00,21.76,23.32,21.76,23.18,16.60675066663631,147084.0,0.0,0.0,True
2022-03-21 00:00:00+00:00,23.400000000000002,23.400000000000002,22.26,22.62,16.205551055974844,290436.0,0.0,0.0,True
2022-03-22 00:00:00+00:00,23.22,23.22,21.94,22.0,15.761365647404139,89172.0,0.0,0.0,True
2022-03-23 00:00:00+00:00,21.68,22.7,21.68,22.56,16.162565258065598,83842.0,0.0,0.0,True
2022-03-24 00:00:00+00:00,21.42,22.64,21.400000000000002,22.400000000000002,16.047938803290588,121267.0,0.0,0.0,True
2022-03-25 00:00:00+00:00,22.5,23.1,21.92,22.66,16.234207669668603,192618.0,0.0,0.0,True
2022-03-28 00:00:00+01:00,22.14,23.32,22.14,22.86,16.37749424761182,109333.0,0.0,0.0,True
2022-03-29 00:00:00+01:00,23.02,23.511201171875,22.8360009765625,23.38,16.75003373510507,85895.0,0.0,0.0,True
2022-03-30 00:00:00+01:00,23.82,25.740000000000002,23.82,25.740000000000002,18.440800264094957,571137.0,0.0,0.0,True
2022-03-31 00:00:00+01:00,25.68,26.2,25.0,26.2,18.77035219894174,458165.0,0.0,0.0,True
2022-04-01 00:00:00+01:00,26.32,26.34,25.580000000000002,25.580000000000002,18.32617029984549,206616.0,0.0,0.0,True
2022-04-04 00:00:00+01:00,26.400000000000002,26.400000000000002,25.2,25.92,18.569757657822695,150039.0,0.0,0.0,True
2022-04-05 00:00:00+01:00,25.94,26.92,25.900000000000002,26.46,18.956626329531442,2241719.0,0.0,0.0,True
2022-04-06 00:00:00+01:00,26.62,26.98,26.32,26.52,18.99961212744068,178598.0,0.0,0.0,True
2022-04-07 00:00:00+01:00,26.86,27.62,26.44,27.18,19.472452394967913,191304.0,0.0,0.0,True
2022-04-08 00:00:00+01:00,27.52,27.72489990234375,26.52,26.62,19.071256293780912,131026.0,0.0,0.0,True
2022-04-11 00:00:00+01:00,26.560000000000002,26.692480468750002,25.88,26.0,18.6270708852102,106445.0,0.0,0.0,True
2022-04-12 00:00:00+01:00,26.0,26.580000000000002,26.0,26.28,18.827668935803704,134222.0,0.0,0.0,True
2022-04-13 00:00:00+01:00,26.62,26.62,25.92,26.3,18.8419981200192,151567.0,0.0,0.0,True
2022-04-14 00:00:00+01:00,26.240000000000002,26.52,25.79534912109375,26.0,18.6270708852102,203268.0,0.0,0.0,True
2022-04-19 00:00:00+01:00,25.8,26.060000000000002,24.96,25.54,18.29751368615174,202763.0,0.0,0.0,True
2022-04-20 00:00:00+01:00,25.740000000000002,25.740000000000002,25.12,25.12,17.996616610261484,133972.0,0.0,0.0,True
2022-04-21 00:00:00+01:00,25.22,25.62,25.1,25.2,18.05392983764899,134423.0,0.0,0.0,True
2022-04-22 00:00:00+01:00,24.62,25.38,24.62,25.02,17.924972443921252,148749.0,0.0,0.0,True
2022-04-25 00:00:00+01:00,24.38,24.86,24.18,24.400000000000002,17.480788790087782,283575.0,0.0,0.0,True
2022-04-26 00:00:00+01:00,24.3,24.82,24.22,24.3,17.409144623747547,271554.0,0.0,0.0,True
2022-04-27 00:00:00+01:00,24.0,24.94,23.2,23.46,16.807348717229807,147954.0,0.0,0.0,True
2022-04-28 00:00:00+01:00,23.48,23.90139892578125,23.42,23.76,17.022275952038804,98816.0,0.0,0.0,True
2022-04-29 00:00:00+01:00,23.22,24.16,23.2,24.04,17.222875757369536,139578.0,0.0,0.0,True
2022-05-03 00:00:00+01:00,23.6,24.3,23.18,23.48,16.821676146708075,181511.0,0.0,0.0,True
2022-05-04 00:00:00+01:00,23.16,23.26,22.24698974609375,22.44,16.07659541698434,199215.0,0.0,0.0,True
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2022-07-08 00:00:00+01:00,22.7,23.1,22.38,23.0,17.63595125355253,54169.0,0.0,0.0,True
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2022-07-12 00:00:00+01:00,23.48,23.48,22.38,22.400000000000002,17.175885864987574,58069.0,0.0,0.0,True
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2022-07-18 00:00:00+01:00,22.52,23.26,22.52,23.1,17.712632884777715,57375.0,0.0,0.0,True
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2022-08-03 00:00:00+01:00,25.400000000000002,27.664499511718752,24.740000000000002,27.0,20.703077617161842,363560.0,0.0,0.0,True
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2022-08-10 00:00:00+01:00,26.0,26.361459960937502,24.84,26.240000000000002,20.120323870832234,236333.0,0.0,0.0,True
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2022-11-01 00:00:00+00:00,24.5,24.94,24.02,24.22,19.19614900760254,72028.0,0.0,0.0,True
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2022-11-08 00:00:00+00:00,24.580000000000002,25.22,24.580000000000002,25.22,19.988723403878986,153287.0,0.0,0.0,True
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2022-11-10 00:00:00+00:00,24.82,26.54,24.64,26.2,20.76544763097639,132777.0,0.0,0.0,True
2022-11-11 00:00:00+00:00,26.36,26.86,26.16,26.580000000000002,21.066624117375014,219220.0,0.0,0.0,True
2022-11-14 00:00:00+00:00,26.3,27.1,26.26,26.96,21.36780254310671,128692.0,0.0,0.0,True
2022-11-15 00:00:00+00:00,26.48,27.16,26.14,26.92,21.336100265415556,186824.0,0.0,0.0,True
2022-11-16 00:00:00+00:00,27.02,27.04,26.38,26.52,21.01906973117175,107714.0,0.0,0.0,True
2022-11-17 00:00:00+00:00,26.76,26.76,25.8,26.7,21.16173482911461,111413.0,0.0,0.0,True
2022-11-18 00:00:00+00:00,26.88,27.1,26.32,27.1,21.47876342402535,127583.0,0.0,0.0,True
2022-11-21 00:00:00+00:00,27.96,29.15199951171875,27.43699951171875,27.740000000000002,21.986009563749136,517109.0,0.0,0.0,True
2022-11-22 00:00:00+00:00,28.0,28.0,26.86,27.66,21.922605008366833,209083.0,0.0,0.0,True
2022-11-23 00:00:00+00:00,27.6,28.34,27.5,28.34,22.461555365114847,458322.0,0.0,0.0,True
2022-11-24 00:00:00+00:00,29.0,29.26,27.6,28.8,22.826138346228845,189652.0,0.0,0.0,True
2022-11-25 00:00:00+00:00,28.400000000000002,29.03300048828125,28.400000000000002,28.900000000000002,22.905396949456335,146017.0,0.0,0.0,True
2022-11-28 00:00:00+00:00,28.7,29.1,28.0,29.1,23.063912216578238,255817.0,0.0,0.0,True
2022-11-29 00:00:00+00:00,29.080000000000002,29.14,28.8,28.900000000000002,22.905396949456335,204232.0,0.0,0.0,True
2022-11-30 00:00:00+00:00,28.76,29.62,28.76,29.5,23.380940811488976,538520.0,0.0,0.0,True
2022-12-01 00:00:00+00:00,29.68,29.900000000000002,29.060000000000002,29.76,23.58701240414721,188618.0,0.0,0.0,True
2022-12-02 00:00:00+00:00,29.88,30.560000000000002,29.3,29.48,23.365090642309934,384388.0,0.0,0.0,True
2022-12-05 00:00:00+00:00,29.36,29.92,28.26,28.28,22.414000978911588,225089.0,0.0,0.0,True
2022-12-06 00:00:00+00:00,28.1,28.48,27.78,27.94,22.144526770204113,320011.0,0.0,0.0,True
2022-12-07 00:00:00+00:00,27.92,28.2,27.64,27.94,22.144526770204113,341034.0,0.0,0.0,True
2022-12-08 00:00:00+00:00,27.78,28.080000000000002,27.72,27.92,22.128676601025074,219670.0,0.0,0.0,True
2022-12-09 00:00:00+00:00,27.400000000000002,28.0,27.400000000000002,28.0,22.19208115640738,138547.0,0.0,0.0,True
2022-12-12 00:00:00+00:00,28.400000000000002,28.76300048828125,27.72,28.240000000000002,22.38229870122043,128168.0,0.0,0.0,True
2022-12-13 00:00:00+00:00,28.34,29.1,27.86,28.38,22.49325958213907,263580.0,0.0,0.0,True
2022-12-14 00:00:00+00:00,28.0,28.36,27.86,28.22,22.36644659270832,62627.0,0.0,0.0,True
2022-12-15 00:00:00+00:00,27.900000000000002,28.18,27.54,27.54,21.827496235960307,256065.0,0.0,0.0,True
2022-12-16 00:00:00+00:00,27.5,27.96,27.080000000000002,27.400000000000002,21.71653729437474,147966.0,0.0,0.0,True
2022-12-19 00:00:00+00:00,27.52,27.9739990234375,27.38,27.52,21.811644127448197,62241.0,0.0,0.0,True
2022-12-20 00:00:00+00:00,27.5,27.62,26.8,27.38,21.700685185862625,116737.0,0.0,0.0,True
2022-12-21 00:00:00+00:00,27.64,28.1,27.24030029296875,27.86,22.08112027548874,47330.0,0.0,0.0,True
2022-12-22 00:00:00+00:00,27.86,28.26,27.3,27.48,21.779943789090108,59975.0,0.0,0.0,True
2022-12-23 00:00:00+00:00,28.26,28.26,27.240000000000002,27.46,21.764091680578,37424.0,0.0,0.0,True
2022-12-28 00:00:00+00:00,27.44,27.7,27.22,27.42,21.732387463553778,39217.0,0.0,0.0,True
2022-12-29 00:00:00+00:00,27.04,27.66,27.02,27.62,21.890902730675684,96876.0,0.0,0.0,True
2022-12-30 00:00:00+00:00,26.96,27.66,26.96,27.240000000000002,21.589724304943985,23796.0,0.0,0.0,True
2023-01-03 00:00:00+00:00,27.2,28.22,26.64,27.66,21.922605008366833,68033.0,0.0,0.0,True
2023-01-04 00:00:00+00:00,27.54,27.98,27.1572998046875,27.88,22.096972384000846,68241.0,0.0,0.0,True
2023-01-05 00:00:00+00:00,27.76,28.3,27.562900390625,28.04,22.22378343409853,99643.0,0.0,0.0,True
2023-01-06 00:00:00+00:00,27.68,28.72,27.68,28.6,22.667626957773088,132308.0,0.0,0.0,True
2023-01-09 00:00:00+00:00,27.0,28.72,26.529279785156252,28.0,22.19208115640738,144894.0,0.0,0.0,True
2023-01-10 00:00:00+00:00,29.0,29.0,27.42,27.560000000000002,21.843346405139346,108914.0,0.0,0.0,True
2023-01-11 00:00:00+00:00,28.8,28.8,27.36,28.32,22.445705195935805,117605.0,0.0,0.0,True
2023-01-12 00:00:00+00:00,28.0,28.16,26.67,26.98,21.38365271228575,394851.0,0.0,0.0,True
2023-01-13 00:00:00+00:00,26.76,27.0839990234375,25.400000000000002,25.6,20.28990182961068,356966.0,0.0,0.0,True
2023-01-16 00:00:00+00:00,25.0,26.080000000000002,24.86,25.18,19.95702112618783,336471.0,0.0,0.0,True
2023-01-17 00:00:00+00:00,25.22,25.400000000000002,24.92,25.3,20.05212795926129,221386.0,0.0,0.0,True
2023-01-18 00:00:00+00:00,25.66,26.78,25.37659912109375,26.240000000000002,20.79715184800061,1025972.0,0.0,0.0,True
2023-01-19 00:00:00+00:00,27.0,27.0,25.98,26.62,21.098328334399234,102617.0,0.0,0.0,True
2023-01-20 00:00:00+00:00,26.72,27.0,26.34,26.44,20.955663236456374,192758.0,0.0,0.0,True
2023-01-23 00:00:00+00:00,26.48,26.650000000000002,25.86,26.12,20.702041136261013,159375.0,0.0,0.0,True
2023-01-24 00:00:00+00:00,26.3,26.44,25.88,26.060000000000002,20.654486750057753,285494.0,0.0,0.0,True
2023-01-25 00:00:00+00:00,26.5,28.04,26.18,27.740000000000002,21.986009563749136,379047.0,0.0,0.0,True
2023-01-26 00:00:00+00:00,27.86,28.26,27.66,27.740000000000002,21.986009563749136,234863.0,0.0,0.0,True
2023-01-27 00:00:00+00:00,27.900000000000002,28.48,27.44,28.44,22.540812029009263,96625.0,0.0,0.0,True
2023-01-30 00:00:00+00:00,28.14,28.68,27.88,28.16,22.318892206505055,169732.0,0.0,0.0,True
2023-01-31 00:00:00+00:00,28.060000000000002,28.400000000000002,27.84,28.400000000000002,22.509109751318114,250688.0,0.0,0.0,True
2023-02-01 00:00:00+00:00,28.2,28.72,27.400000000000002,28.34,22.461555365114847,97416.0,0.0,0.0,True
2023-02-02 00:00:00+00:00,28.68,29.560000000000002,28.1,29.2,23.143168880472654,245261.0,0.0,0.0,True
2023-02-03 00:00:00+00:00,29.66,29.7,28.8,29.28,23.20657343585496,211695.0,0.0,0.0,True
2023-02-06 00:00:00+00:00,29.02,29.48,28.92597900390625,29.04,23.016357830374975,78978.0,0.0,0.0,True
2023-02-07 00:00:00+00:00,28.2,28.98,27.7,28.26,22.39814887039947,327488.0,0.0,0.0,True
2023-02-08 00:00:00+00:00,28.7,28.7,28.0,28.36,22.477405534293887,88715.0,0.0,0.0,True
2023-02-09 00:00:00+00:00,29.0,29.0,28.44,28.7,22.74688168233443,113023.0,0.0,0.0,True
2023-02-10 00:00:00+00:00,28.8,28.89,28.02,28.02,22.20793326491949,169490.0,0.0,0.0,True
2023-02-13 00:00:00+00:00,27.900000000000002,28.38,27.36,28.38,22.49325958213907,140602.0,0.0,0.0,True
2023-02-14 00:00:00+00:00,27.060000000000002,28.560000000000002,27.060000000000002,28.0,22.19208115640738,107333.0,0.0,0.0,True
2023-02-15 00:00:00+00:00,28.18,28.900000000000002,27.724599609375,28.84,22.85784256325307,129853.0,0.0,0.0,True
2023-02-16 00:00:00+00:00,27.3,29.240000000000002,27.3,29.12,23.07976432509035,63977.0,0.0,0.0,True
2023-02-17 00:00:00+00:00,29.96,29.96,28.5,28.5,22.588368354545597,75842.0,0.0,0.0,True
2023-02-20 00:00:00+00:00,28.400000000000002,28.92,28.3,28.900000000000002,22.905396949456335,44533.0,0.0,0.0,True
2023-02-21 00:00:00+00:00,28.580000000000002,29.14,28.580000000000002,28.8,22.826138346228845,176561.0,0.0,0.0,True
2023-02-22 00:00:00+00:00,28.900000000000002,28.900000000000002,28.48,28.76,22.794438007870767,146264.0,0.0,0.0,True
2023-02-23 00:00:00+00:00,28.82,29.34,28.66,28.88,22.88954484094422,86655.0,0.0,0.0,True
2023-02-24 00:00:00+00:00,28.98,28.98,28.240000000000002,28.42,22.524961859830224,69783.0,0.0,0.0,True
2023-02-27 00:00:00+00:00,28.68,29.060000000000002,28.1,28.84,22.85784256325307,78772.0,0.0,0.0,True
2023-02-28 00:00:00+00:00,28.62,29.1,28.580000000000002,28.92,22.921249057968446,386853.0,0.0,0.0,True
2023-03-01 00:00:00+00:00,28.92,29.72,28.86,29.36,23.269979930570333,106416.0,0.0,0.0,True
2023-03-02 00:00:00+00:00,29.8,29.82,28.92,29.62,23.47605152322857,60874.0,0.0,0.0,True
2023-03-03 00:00:00+00:00,29.8,29.92,29.22,29.44,23.33338836461878,59389.0,0.0,0.0,True
2023-03-06 00:00:00+00:00,29.46,29.54,29.02,29.240000000000002,23.174873097496874,68220.0,0.0,0.0,True
2023-03-07 00:00:00+00:00,28.5,29.6,28.5,29.400000000000002,23.301684147594557,69588.0,0.0,0.0,True
2023-03-08 00:00:00+00:00,28.92,29.900000000000002,28.68280029296875,29.64,23.491901692407613,57394.0,0.0,0.0,True
2023-03-09 00:00:00+00:00,29.400000000000002,30.0,29.283999023437502,29.92,23.713823454244892,85081.0,0.0,0.0,True
2023-03-10 00:00:00+00:00,30.0,30.0,29.0,29.560000000000002,23.428497137025307,121079.0,0.0,0.0,True
2023-03-13 00:00:00+00:00,29.26,29.48,28.48,28.48,22.572516246033487,451156.0,0.0,0.0,True
2023-03-14 00:00:00+00:00,28.5,29.02,28.28,29.02,23.000505721862865,173562.0,0.0,0.0,True
2023-03-15 00:00:00+00:00,28.900000000000002,28.9418505859375,25.46,26.46,20.97151728430156,646146.0,0.0,0.0,True
2023-03-16 00:00:00+00:00,26.14,26.88,26.14,26.48,20.987367453480598,240692.0,0.0,0.0,True
2023-03-17 00:00:00+00:00,26.72,27.580000000000002,26.42,26.42,20.93981306727734,145813.0,0.0,0.0,True
2023-03-20 00:00:00+00:00,26.02,27.28,25.82,26.88,21.304397987724403,156224.0,0.0,0.0,True
2023-03-21 00:00:00+00:00,27.12,27.26,26.6,27.2,21.55802008791976,101085.0,0.0,0.0,True
2023-03-22 00:00:00+00:00,27.04,27.28,26.68,27.060000000000002,21.44705920700112,61646.0,0.0,0.0,True
2023-03-23 00:00:00+00:00,27.46,27.84,27.0,27.76,22.001863611594324,238904.0,0.0,0.0,True
2023-03-24 00:00:00+00:00,27.66,27.8639990234375,27.18,27.7,21.954309225391057,151064.0,0.0,0.0,True
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2023-03-28 00:00:00+01:00,27.12,27.12,26.34,26.6,21.082476225887127,162045.0,0.0,0.0,True
2023-03-29 00:00:00+01:00,26.64,27.46,26.38,27.240000000000002,21.589724304943985,219929.0,0.0,0.0,True
2023-03-30 00:00:00+01:00,27.76,29.080000000000002,27.650000000000002,28.080000000000002,22.255487651122753,285091.0,0.0,0.0,True
2023-03-31 00:00:00+01:00,28.1,28.14,27.400000000000002,27.580000000000002,21.85919851365146,143041.0,0.0,0.0,True
2023-04-03 00:00:00+01:00,27.580000000000002,27.580000000000002,27.14,27.26,21.6055764134561,100038.0,0.0,0.0,True
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2023-04-05 00:00:00+01:00,27.6,27.8,25.48,25.5,20.21064516571627,174325.0,0.0,0.0,True
2023-04-06 00:00:00+01:00,25.6,26.03199951171875,25.46,26.0,20.606932363854487,163437.0,0.0,0.0,True
2023-04-11 00:00:00+01:00,26.0,26.580000000000002,25.86,26.22,20.781297800155432,148621.0,0.0,0.0,True
2023-04-12 00:00:00+01:00,26.68,27.0,26.02,26.64,21.114180442911348,118071.0,0.0,0.0,True
2023-04-13 00:00:00+01:00,26.96,27.400000000000002,26.68,27.18,21.542169918740722,338659.0,0.0,0.0,True
2023-04-14 00:00:00+01:00,27.5,27.86,26.72,26.72,21.177584998293653,188709.0,0.0,0.0,True
2023-04-17 00:00:00+01:00,26.78,27.060000000000002,26.0356005859375,26.98,21.38365271228575,260010.0,0.0,0.0,True
2023-04-18 00:00:00+01:00,28.0,28.0,26.86,27.2,21.55802008791976,110566.0,0.0,0.0,True
2023-04-19 00:00:00+01:00,26.8,27.38,26.72,27.240000000000002,21.589724304943985,238055.0,0.0,0.0,True
2023-04-20 00:00:00+01:00,27.78,27.78,26.66,26.66,21.130030612090387,136925.0,0.0,0.0,True
2023-04-21 00:00:00+01:00,26.5,27.400000000000002,26.48,27.02,21.415356929309976,102818.0,0.0,0.0,True
2023-04-24 00:00:00+01:00,26.400000000000002,27.36,26.400000000000002,27.0,21.399506760130933,53770.0,0.0,0.0,True
2023-04-25 00:00:00+01:00,26.78,27.34,26.7,26.96,21.36780254310671,584252.0,0.0,0.0,True
2023-04-26 00:00:00+01:00,26.78,26.82,26.32,26.64,21.114180442911348,82215.0,0.0,0.0,True
2023-04-27 00:00:00+01:00,26.14,26.78,26.14,26.76,21.209289215317877,72994.0,0.0,0.0,True
2023-04-28 00:00:00+01:00,27.18,27.18,26.62,27.0,21.399506760130933,63114.0,0.0,0.0,True
2023-05-02 00:00:00+01:00,26.400000000000002,27.095419921875,26.34,26.34,20.87640657256196,142978.0,0.0,0.0,True
2023-05-03 00:00:00+01:00,26.42,26.5,24.96,25.1,19.893616570805527,350646.0,0.0,0.0,True
2023-05-04 00:00:00+01:00,25.0,25.080000000000002,22.68,22.68,17.975585135496722,1493890.0,0.0,0.0,True
2023-05-05 00:00:00+01:00,22.6,22.7,21.92,22.0,17.43663477874871,582476.0,0.0,0.0,True
2023-05-09 00:00:00+01:00,22.5,22.84,21.75010009765625,22.5,17.83292197688693,529565.0,0.0,0.0,True
2023-05-10 00:00:00+01:00,22.5,22.8,21.78,21.8,17.27811951162681,315844.0,0.0,0.0,True
2023-05-11 00:00:00+01:00,21.7,23.38,21.7,23.06,18.276763561228417,489035.0,0.0,0.0,True
2023-05-12 00:00:00+01:00,23.34,23.38,22.72,23.38,18.53038566142378,283610.0,0.0,0.0,True
2023-05-15 00:00:00+01:00,23.04,23.62,23.04,23.5,18.625496373163376,388932.0,0.0,0.0,True
2023-05-16 00:00:00+01:00,23.36,23.54,23.02,23.3,18.466981106041473,395998.0,0.0,0.0,True
2023-05-17 00:00:00+01:00,23.56,23.580000000000002,22.68,22.84,18.102396185594404,423318.0,0.0,0.0,True
2023-05-18 00:00:00+01:00,22.96,23.240000000000002,22.42,22.72,18.007289352520946,319457.0,0.0,0.0,True
2023-05-19 00:00:00+01:00,22.5,22.9019091796875,22.04,22.46,17.80121775986271,421569.0,0.0,0.0,True
2023-05-22 00:00:00+01:00,22.78,22.84,22.38,22.8,18.07069390790325,166747.0,0.0,0.0,True
2023-05-23 00:00:00+01:00,23.2,23.22,22.38,22.38,17.737811265147336,309329.0,0.0,0.0,True
2023-05-24 00:00:00+01:00,22.02,22.33969970703125,20.56,20.94,16.59650793560207,512827.0,0.0,0.0,True
2023-05-25 00:00:00+01:00,20.52,21.0,20.32,20.32,16.10511002572425,729567.0,0.0,0.0,True
2023-05-26 00:00:00+01:00,20.88,20.88,19.72,19.78,15.677119580228338,492367.0,0.0,0.0,True
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2023-05-31 00:00:00+01:00,20.2,20.2,19.19,19.45,15.415570456110391,317942.0,0.0,0.0,True
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2023-12-11 00:00:00+00:00,12.700000000000001,13.530000000000001,12.700000000000001,13.36,12.291199615814808,316496.0,0.0,0.0,True
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2023-12-14 00:00:00+00:00,13.8,14.59,13.74,14.3,13.155999662816189,258358.0,0.0,0.0,True
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2024-06-21 00:00:00+01:00,22.5,22.900000000000002,22.22,22.38,22.38,374718.0,0.0,0.0,False
2024-06-24 00:00:00+01:00,22.400000000000002,22.62,22.2,22.38,22.38,182607.0,0.0,0.0,False
2024-06-25 00:00:00+01:00,22.3,22.32,21.32049072265625,21.92,21.92,1156786.0,0.0,0.0,False
2024-06-26 00:00:00+01:00,22.0,22.0,21.44,21.740000000000002,21.740000000000002,1321707.0,0.0,0.0,False
2024-06-27 00:00:00+01:00,21.86,21.92,21.6,21.78,21.78,1192605.0,0.0,0.0,False
2024-06-28 00:00:00+01:00,23.1,23.21093994140625,22.88800048828125,23.12,23.12,5166863.0,0.0,0.0,False
2024-07-01 00:00:00+01:00,23.26,23.26,23.06,23.080000000000002,23.080000000000002,904708.0,0.0,0.0,False
2024-07-02 00:00:00+01:00,23.080000000000002,23.240000000000002,23.06,23.18,23.18,800296.0,0.0,0.0,False
2024-07-03 00:00:00+01:00,23.84,23.900000000000002,23.78333984375,23.900000000000002,23.900000000000002,8961383.0,0.0,0.0,False
2024-07-04 00:00:00+01:00,23.92,23.94,23.83340087890625,23.86,23.86,1175939.0,0.0,0.0,False
2024-07-05 00:00:00+01:00,23.900000000000002,23.96,23.86,23.88,23.88,969052.0,0.0,0.0,False
2024-07-08 00:00:00+01:00,23.88,24.060000000000002,23.88,23.88,23.88,420214.0,0.0,0.0,False
2024-07-09 00:00:00+01:00,23.92,23.96,23.86,23.900000000000002,23.900000000000002,1264139.0,0.0,0.0,False
2024-07-10 00:00:00+01:00,23.88,23.94,23.88,23.900000000000002,23.900000000000002,371085.0,0.0,0.0,False
2024-07-11 00:00:00+01:00,23.84,23.92,23.82,23.82,23.82,458586.0,0.0,0.0,False
2024-07-12 00:00:00+01:00,23.82,23.88,23.82,23.88,23.88,681277.0,0.0,0.0,False
2024-07-15 00:00:00+01:00,23.84,23.88,23.84,23.86,23.86,739304.0,0.0,0.0,False
2024-07-16 00:00:00+01:00,23.88,23.883859863281252,23.84,23.86,23.86,1130090.0,0.0,0.0,False
2024-07-17 00:00:00+01:00,23.88,23.88,23.86,23.86,23.86,755831.0,0.0,0.0,False
2024-07-18 00:00:00+01:00,23.88,23.900000000000002,23.86,23.900000000000002,23.900000000000002,960170.0,0.0,0.0,False
2024-07-19 00:00:00+01:00,23.900000000000002,23.94,23.86,23.94,23.94,195271.0,0.0,0.0,False
2024-07-22 00:00:00+01:00,23.88,23.92,23.8,23.84,23.84,3036352.0,0.0,0.0,False
2024-07-23 00:00:00+01:00,23.82,23.86,23.8,23.82,23.82,1083480.0,0.0,0.0,False
2024-07-24 00:00:00+01:00,23.84,23.88,23.8,23.8,23.8,1445489.0,0.0,0.0,False
2024-07-25 00:00:00+01:00,23.84,23.900000000000002,23.8,23.8,23.8,582850.0,0.0,0.0,False
2024-07-26 00:00:00+01:00,23.96,23.96,23.8,23.8,23.8,675264.0,0.0,0.0,False
2024-07-29 00:00:00+01:00,23.84,23.88,23.5783203125,23.84,23.84,1403210.0,0.0,0.0,False
2024-07-30 00:00:00+01:00,23.84,23.88,23.82,23.84,23.84,1286201.0,0.0,0.0,False
2024-07-31 00:00:00+01:00,23.86,23.88,23.82,23.88,23.88,308556.0,0.0,0.0,False
2024-08-01 00:00:00+01:00,23.900000000000002,23.900000000000002,23.84,23.84,23.84,139383.0,0.0,0.0,False
2024-08-02 00:00:00+01:00,24.2,24.2,23.84,23.84,23.84,402227.0,0.0,0.0,False
2024-08-05 00:00:00+01:00,23.84,23.88,23.8,23.88,23.88,2543161.0,0.0,0.0,False
2024-08-06 00:00:00+01:00,23.900000000000002,24.060000000000002,23.82,23.88,23.88,805371.0,0.0,0.0,False
2024-08-07 00:00:00+01:00,23.900000000000002,23.92,23.84,23.86,23.86,1753790.0,0.0,0.0,False
2024-08-08 00:00:00+01:00,23.86,23.92,23.86,23.88,23.88,191998.0,0.0,0.0,False
2024-08-09 00:00:00+01:00,23.900000000000002,23.98,23.86,23.98,23.98,289215.0,0.0,0.0,False
2024-08-12 00:00:00+01:00,23.96,24.0,23.92,24.0,24.0,513766.0,0.0,0.0,False
2024-08-13 00:00:00+01:00,24.0,24.04,23.94,24.04,24.04,185320.0,0.0,0.0,False
2024-08-14 00:00:00+01:00,24.0,24.3,23.96,24.3,24.3,300442.0,0.0,0.0,False
2024-08-15 00:00:00+01:00,24.1,24.12,24.0,24.02,24.02,222740.0,0.0,0.0,False
2024-08-16 00:00:00+01:00,24.1,24.1,23.98,23.98,23.98,255770.0,0.0,0.0,False
2024-08-19 00:00:00+01:00,24.080000000000002,24.080000000000002,23.96,24.0,24.0,229725.0,0.0,0.0,False
2024-08-20 00:00:00+01:00,24.0,24.04,23.98,24.0,24.0,261084.0,0.0,0.0,False
2024-08-21 00:00:00+01:00,24.080000000000002,24.080000000000002,23.98,24.060000000000002,24.060000000000002,1086506.0,0.0,0.0,False
2024-08-22 00:00:00+01:00,24.080000000000002,24.080000000000002,24.02,24.060000000000002,24.060000000000002,163317.0,0.0,0.0,False
2024-08-23 00:00:00+01:00,24.080000000000002,24.080000000000002,24.0,24.080000000000002,24.080000000000002,202364.0,0.0,0.0,False
2024-08-27 00:00:00+01:00,24.060000000000002,24.18,24.02,24.060000000000002,24.060000000000002,245203.0,0.0,0.0,False
2024-08-28 00:00:00+01:00,24.02,24.12,24.02,24.04,24.04,349423.0,0.0,0.0,False
2024-08-29 00:00:00+01:00,24.04,24.12,24.04,24.060000000000002,24.060000000000002,187436.0,0.0,0.0,False
2024-08-30 00:00:00+01:00,24.16,24.3,24.02,24.26,24.26,1493472.0,0.0,0.0,False
2024-09-02 00:00:00+01:00,24.240000000000002,24.28,24.22,24.240000000000002,24.240000000000002,397048.0,0.0,0.0,False
2024-09-03 00:00:00+01:00,24.240000000000002,24.28,24.22,24.22,24.22,526456.0,0.0,0.0,False
2024-09-04 00:00:00+01:00,24.240000000000002,24.33919921875,24.22,24.240000000000002,24.240000000000002,830622.0,0.0,0.0,False
2024-09-05 00:00:00+01:00,24.26,24.28,24.240000000000002,24.240000000000002,24.240000000000002,2561655.0,0.0,0.0,False
2024-09-06 00:00:00+01:00,24.240000000000002,24.3,24.240000000000002,24.240000000000002,24.240000000000002,2621382.0,0.0,0.0,False
2024-09-09 00:00:00+01:00,24.240000000000002,24.333601074218752,24.240000000000002,24.26,24.26,946993.0,0.0,0.0,False
2024-09-10 00:00:00+01:00,24.28,24.38,24.240000000000002,24.28,24.28,1955248.0,0.0,0.0,False
2024-09-11 00:00:00+01:00,24.28,24.3,24.255720214843752,24.26,24.26,3357431.0,0.0,0.0,False
2024-09-12 00:00:00+01:00,24.28,24.32,24.26,24.3,24.3,1396090.0,0.0,0.0,False
2024-09-13 00:00:00+01:00,24.26,24.3,24.26,24.26,24.26,539753.0,0.0,0.0,False
2024-09-16 00:00:00+01:00,24.28,24.3,24.26,24.28,24.28,3548116.0,0.0,0.0,False
2024-09-17 00:00:00+01:00,24.3,24.3143994140625,24.28,24.28,24.28,6116775.0,0.0,0.0,False
2024-09-18 00:00:00+01:00,24.28,24.3,24.26,24.28,24.28,1315109.0,0.0,0.0,False
2024-09-19 00:00:00+01:00,24.28,24.307199707031252,24.28,24.28,24.28,3447049.0,0.0,0.0,False
2024-09-20 00:00:00+01:00,24.28,24.301000976562502,24.28,24.3,24.3,949712.0,0.0,0.0,False
2024-09-23 00:00:00+01:00,24.3,24.34,24.28,24.28,24.28,1165867.0,0.0,0.0,False
2024-09-24 00:00:00+01:00,24.3,24.34,24.29,24.3,24.3,417334.0,0.0,0.0,False
2024-09-25 00:00:00+01:00,24.32,24.356000976562502,24.28,24.32,24.32,1311755.0,0.0,0.0,False
2024-09-26 00:00:00+01:00,24.3,24.36,24.3,24.32,24.32,2165924.0,0.0,0.0,False
2024-09-27 00:00:00+01:00,24.34,24.385,24.32,24.34,24.34,191057.0,0.0,0.0,False
2024-09-30 00:00:00+01:00,24.36,24.36,24.3,24.36,24.36,418219.0,0.0,0.0,False
2024-10-01 00:00:00+01:00,24.36,24.38,24.34,24.34,24.34,834978.0,0.0,0.0,False
2024-10-02 00:00:00+01:00,24.34,24.38,24.34,24.36,24.36,321113.0,0.0,0.0,False
2024-10-03 00:00:00+01:00,24.36,24.400000000000002,24.36,24.36,24.36,119311.0,0.0,0.0,False
2024-10-04 00:00:00+01:00,24.400000000000002,24.400000000000002,24.355380859375,24.38,24.38,408506.0,0.0,0.0,False
2024-10-07 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.400000000000002,24.400000000000002,934866.0,0.0,0.0,False
2024-10-08 00:00:00+01:00,24.38,24.400000000000002,24.36,24.38,24.38,351909.0,0.0,0.0,False
2024-10-09 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.36,24.36,373356.0,0.0,0.0,False
2024-10-10 00:00:00+01:00,24.36,24.400000000000002,24.36,24.38,24.38,566301.0,0.0,0.0,False
2024-10-11 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.38,24.38,88197.0,0.0,0.0,False
2024-10-14 00:00:00+01:00,24.42,24.42,24.36,24.36,24.36,2859472.0,0.0,0.0,False
2024-10-15 00:00:00+01:00,24.38,24.42,24.38,24.400000000000002,24.400000000000002,1387949.0,0.0,0.0,False
2024-10-16 00:00:00+01:00,24.42,24.42,24.38,24.38,24.38,518018.0,0.0,0.0,False
2024-10-17 00:00:00+01:00,24.42,24.42,24.378291015625,24.38,24.38,1199504.0,0.0,0.0,False
2024-10-18 00:00:00+01:00,24.400000000000002,24.52,24.38,24.400000000000002,24.400000000000002,612904.0,0.0,0.0,False
2024-10-21 00:00:00+01:00,24.42,24.46,24.42,24.44,24.44,937999.0,0.0,0.0,False
2024-10-22 00:00:00+01:00,24.46,24.48,24.44,24.46,24.46,9890907.0,0.0,0.0,False
2024-10-23 00:00:00+01:00,24.46,24.46,24.46,24.46,24.46,0.0,0.0,0.0,False
2024-10-24 00:00:00+01:00,,,,,,,0.0,0.0,False
2024-10-25 00:00:00+01:00,,,,,,,0.0,0.0,False
2024-10-28 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-10-29 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-10-30 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-10-31 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-01 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-04 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-05 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-06 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-07 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-08 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-11 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-12 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-13 00:00:00+00:00,,,,,,,0.0,0.0,False
2024-11-14 00:00:00+00:00,,,,,,,0.0,0.0,False
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits Repaired?
2 2022-01-04 00:00:00+00:00 29.46 29.98 28.52 28.66 20.53276113953462 169521.0 0.0 0.0 True
3 2022-01-05 00:00:00+00:00 30.0 30.0 28.46 28.900000000000002 20.70470257643437 128698.0 0.0 0.0 True
4 2022-01-06 00:00:00+00:00 28.2 28.560000000000002 27.5 27.82 19.930963478279654 374659.0 0.0 0.0 True
5 2022-01-07 00:00:00+00:00 28.3 28.3 27.400000000000002 27.46 19.67305220029865 80410.0 0.0 0.0 True
6 2022-01-10 00:00:00+00:00 28.16 28.240000000000002 26.2 26.580000000000002 19.042597925349927 135881.0 0.0 0.0 True
7 2022-01-11 00:00:00+00:00 25.92 27.060000000000002 25.92 26.72 19.142895195909453 71414.0 0.0 0.0 True
8 2022-01-12 00:00:00+00:00 26.72 26.96 26.060000000000002 26.8 19.200210178034187 68611.0 0.0 0.0 True
9 2022-01-13 00:00:00+00:00 26.72 27.3239990234375 26.6 27.2 19.486779824446177 155917.0 0.0 0.0 True
10 2022-01-14 00:00:00+00:00 27.52 27.52 26.36 26.560000000000002 19.028270495871666 66402.0 0.0 0.0 True
11 2022-01-17 00:00:00+00:00 27.02 27.22 26.28 27.22 19.50111251813613 60092.0 0.0 0.0 True
12 2022-01-18 00:00:00+00:00 27.66 27.66 26.0 26.86 19.243195975943426 128385.0 0.0 0.0 True
13 2022-01-19 00:00:00+00:00 27.0 27.46 26.7 27.2 19.486779824446177 75141.0 0.0 0.0 True
14 2022-01-20 00:00:00+00:00 26.900000000000002 27.7 26.81172119140625 27.54 19.730365427686156 99304.0 0.0 0.0 True
15 2022-01-21 00:00:00+00:00 27.26 27.88 26.214208984375002 26.38 18.89931310214393 123570.0 0.0 0.0 True
16 2022-01-24 00:00:00+00:00 26.14 26.261599121093752 24.72 24.88 17.824671663887276 148794.0 0.0 0.0 True
17 2022-01-25 00:00:00+00:00 24.92 25.2 24.580000000000002 24.580000000000002 17.609746183815513 94318.0 0.0 0.0 True
18 2022-01-26 00:00:00+00:00 25.52 25.52 24.400000000000002 24.66 17.667057656465794 265198.0 0.0 0.0 True
19 2022-01-27 00:00:00+00:00 24.66 25.12669921875 24.400000000000002 24.82 17.78168762071526 248811.0 0.0 0.0 True
20 2022-01-28 00:00:00+00:00 24.7 24.88 24.1 24.32 17.4234773174375 146209.0 0.0 0.0 True
21 2022-01-31 00:00:00+00:00 25.3 25.46 24.3 25.2 18.05392983764899 495745.0 0.0 0.0 True
22 2022-02-01 00:00:00+00:00 25.580000000000002 26.78 25.580000000000002 26.7 19.128567766431193 426366.0 0.0 0.0 True
23 2022-02-02 00:00:00+00:00 25.5 27.28 25.5 26.38 18.89931310214393 134118.0 0.0 0.0 True
24 2022-02-03 00:00:00+00:00 26.28 26.3639990234375 24.82 24.88 17.824671663887276 168782.0 0.0 0.0 True
25 2022-02-04 00:00:00+00:00 24.6 25.14 24.400000000000002 24.76 17.738701822806014 110543.0 0.0 0.0 True
26 2022-02-07 00:00:00+00:00 25.04 25.04 24.54 24.54 17.581089570121758 163853.0 0.0 0.0 True
27 2022-02-08 00:00:00+00:00 24.64 24.64 23.8 24.12 17.280188984757043 146007.0 0.0 0.0 True
28 2022-02-09 00:00:00+00:00 24.5 24.98 24.3 24.7 17.695716024896768 130747.0 0.0 0.0 True
29 2022-02-10 00:00:00+00:00 24.52 24.7 24.080000000000002 24.46 17.523774587997018 113862.0 0.0 0.0 True
30 2022-02-11 00:00:00+00:00 24.5 24.72 24.1 24.42 17.49511797430327 87108.0 0.0 0.0 True
31 2022-02-14 00:00:00+00:00 24.42 24.42 23.34 23.98 17.179889959460297 79188.0 0.0 0.0 True
32 2022-02-15 00:00:00+00:00 23.86 24.560000000000002 23.54 24.22 17.35183139636004 175846.0 0.0 0.0 True
33 2022-02-16 00:00:00+00:00 24.580000000000002 24.580000000000002 23.76 23.98 17.179889959460297 62392.0 0.0 0.0 True
34 2022-02-17 00:00:00+00:00 24.78 24.78 23.86 23.86 17.09392011837903 111791.0 0.0 0.0 True
35 2022-02-18 00:00:00+00:00 23.84 23.94760009765625 23.36 23.48 16.821676146708075 61467.0 0.0 0.0 True
36 2022-02-21 00:00:00+00:00 23.46 23.64919921875 22.82 23.080000000000002 16.53510474555885 71820.0 0.0 0.0 True
37 2022-02-22 00:00:00+00:00 24.18 24.18 22.54 23.38 16.75003373510507 75721.0 0.0 0.0 True
38 2022-02-23 00:00:00+00:00 23.78 24.04 23.02 23.02 16.492122457124065 122317.0 0.0 0.0 True
39 2022-02-24 00:00:00+00:00 23.3 23.3 21.96 22.52 16.133908644371843 241118.0 0.0 0.0 True
40 2022-02-25 00:00:00+00:00 23.0 23.56 22.66 23.32 16.70704969193306 147148.0 0.0 0.0 True
41 2022-02-28 00:00:00+00:00 22.36 24.14 22.36 24.14 17.29451641423531 226698.0 0.0 0.0 True
42 2022-03-01 00:00:00+00:00 24.080000000000002 24.22 23.5 23.5 16.836007085660796 218356.0 0.0 0.0 True
43 2022-03-02 00:00:00+00:00 23.7 23.900000000000002 23.26 23.62 16.921978681479285 87219.0 0.0 0.0 True
44 2022-03-03 00:00:00+00:00 23.26 23.8 22.14 22.14 15.861666427438118 137377.0 0.0 0.0 True
45 2022-03-04 00:00:00+00:00 22.3 22.92 20.740000000000002 20.740000000000002 14.858670910258917 173972.0 0.0 0.0 True
46 2022-03-07 00:00:00+00:00 20.740000000000002 21.14 19.5 20.3 14.54344201804733 282380.0 0.0 0.0 True
47 2022-03-08 00:00:00+00:00 20.3 20.82 19.52 19.52 13.984631032070219 268763.0 0.0 0.0 True
48 2022-03-09 00:00:00+00:00 20.0 21.02 19.73 21.02 15.059270715589653 624876.0 0.0 0.0 True
49 2022-03-10 00:00:00+00:00 21.22 21.22 20.38 20.44 14.643742798081307 266261.0 0.0 0.0 True
50 2022-03-11 00:00:00+00:00 20.66 21.52 20.46 20.900000000000002 14.97329911977116 139879.0 0.0 0.0 True
51 2022-03-14 00:00:00+00:00 21.5 21.88 21.1 21.580000000000002 15.460468571513879 87051.0 0.0 0.0 True
52 2022-03-15 00:00:00+00:00 20.72 21.48 20.72 20.96 15.016284917680403 86783.0 0.0 0.0 True
53 2022-03-16 00:00:00+00:00 21.580000000000002 22.72 21.36 22.48 16.10525378541532 118783.0 0.0 0.0 True
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678 2024-09-10 00:00:00+01:00 24.28 24.38 24.240000000000002 24.28 24.28 1955248.0 0.0 0.0 False
679 2024-09-11 00:00:00+01:00 24.28 24.3 24.255720214843752 24.26 24.26 3357431.0 0.0 0.0 False
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681 2024-09-13 00:00:00+01:00 24.26 24.3 24.26 24.26 24.26 539753.0 0.0 0.0 False
682 2024-09-16 00:00:00+01:00 24.28 24.3 24.26 24.28 24.28 3548116.0 0.0 0.0 False
683 2024-09-17 00:00:00+01:00 24.3 24.3143994140625 24.28 24.28 24.28 6116775.0 0.0 0.0 False
684 2024-09-18 00:00:00+01:00 24.28 24.3 24.26 24.28 24.28 1315109.0 0.0 0.0 False
685 2024-09-19 00:00:00+01:00 24.28 24.307199707031252 24.28 24.28 24.28 3447049.0 0.0 0.0 False
686 2024-09-20 00:00:00+01:00 24.28 24.301000976562502 24.28 24.3 24.3 949712.0 0.0 0.0 False
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688 2024-09-24 00:00:00+01:00 24.3 24.34 24.29 24.3 24.3 417334.0 0.0 0.0 False
689 2024-09-25 00:00:00+01:00 24.32 24.356000976562502 24.28 24.32 24.32 1311755.0 0.0 0.0 False
690 2024-09-26 00:00:00+01:00 24.3 24.36 24.3 24.32 24.32 2165924.0 0.0 0.0 False
691 2024-09-27 00:00:00+01:00 24.34 24.385 24.32 24.34 24.34 191057.0 0.0 0.0 False
692 2024-09-30 00:00:00+01:00 24.36 24.36 24.3 24.36 24.36 418219.0 0.0 0.0 False
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View File

@@ -1,725 +0,0 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-01-04 00:00:00+00:00,29.46,29.98,28.52,28.66,28.56770263671875,169521.0,0.0,0.0
2022-01-05 00:00:00+00:00,30.0,30.0,28.46,28.900000000000002,28.806928710937502,128698.0,0.0,0.0
2022-01-06 00:00:00+00:00,28.2,28.560000000000002,27.5,27.82,27.73040771484375,374659.0,0.0,0.0
2022-01-07 00:00:00+00:00,28.3,28.3,27.400000000000002,27.46,27.37156982421875,80410.0,0.0,0.0
2022-01-10 00:00:00+00:00,28.16,28.240000000000002,26.2,26.580000000000002,26.494404296875,135881.0,0.0,0.0
2022-01-11 00:00:00+00:00,25.92,27.060000000000002,25.92,26.72,26.6339501953125,71414.0,0.0,0.0
2022-01-12 00:00:00+00:00,26.72,26.96,26.060000000000002,26.8,26.713693847656252,68611.0,0.0,0.0
2022-01-13 00:00:00+00:00,26.72,27.3239990234375,26.6,27.2,27.11240478515625,155917.0,0.0,0.0
2022-01-14 00:00:00+00:00,27.52,27.52,26.36,26.560000000000002,26.474470214843752,66402.0,0.0,0.0
2022-01-17 00:00:00+00:00,27.02,27.22,26.28,27.22,27.13234619140625,60092.0,0.0,0.0
2022-01-18 00:00:00+00:00,27.66,27.66,26.0,26.86,26.773500976562502,128385.0,0.0,0.0
2022-01-19 00:00:00+00:00,27.0,27.46,26.7,27.2,27.11240478515625,75141.0,0.0,0.0
2022-01-20 00:00:00+00:00,26.900000000000002,27.7,26.81172119140625,27.54,27.45131103515625,99304.0,0.0,0.0
2022-01-21 00:00:00+00:00,27.26,27.88,26.214208984375002,26.38,26.295048828125,123570.0,0.0,0.0
2022-01-24 00:00:00+00:00,26.14,26.261599121093752,24.72,24.88,24.799875488281252,148794.0,0.0,0.0
2022-01-25 00:00:00+00:00,24.92,25.2,24.580000000000002,24.580000000000002,24.5008447265625,94318.0,0.0,0.0
2022-01-26 00:00:00+00:00,25.52,25.52,24.400000000000002,24.66,24.58058349609375,265198.0,0.0,0.0
2022-01-27 00:00:00+00:00,24.66,25.12669921875,24.400000000000002,24.82,24.74007080078125,248811.0,0.0,0.0
2022-01-28 00:00:00+00:00,24.7,24.88,24.1,24.32,24.2416845703125,146209.0,0.0,0.0
2022-01-31 00:00:00+00:00,25.3,25.46,24.3,25.2,25.11884765625,495745.0,0.0,0.0
2022-02-01 00:00:00+00:00,25.580000000000002,26.78,25.580000000000002,26.7,26.614016113281252,426366.0,0.0,0.0
2022-02-02 00:00:00+00:00,25.5,27.28,25.5,26.38,26.295048828125,134118.0,0.0,0.0
2022-02-03 00:00:00+00:00,26.28,26.3639990234375,24.82,24.88,24.799875488281252,168782.0,0.0,0.0
2022-02-04 00:00:00+00:00,24.6,25.14,24.400000000000002,24.76,24.680263671875,110543.0,0.0,0.0
2022-02-07 00:00:00+00:00,25.04,25.04,24.54,24.54,24.460974121093752,163853.0,0.0,0.0
2022-02-08 00:00:00+00:00,24.64,24.64,23.8,24.12,24.04232421875,146007.0,0.0,0.0
2022-02-09 00:00:00+00:00,24.5,24.98,24.3,24.7,24.62045654296875,130747.0,0.0,0.0
2022-02-10 00:00:00+00:00,24.52,24.7,24.080000000000002,24.46,24.38123046875,113862.0,0.0,0.0
2022-02-11 00:00:00+00:00,24.5,24.72,24.1,24.42,24.34135986328125,87108.0,0.0,0.0
2022-02-14 00:00:00+00:00,24.42,24.42,23.34,23.98,23.90277587890625,79188.0,0.0,0.0
2022-02-15 00:00:00+00:00,23.86,24.560000000000002,23.54,24.22,24.142001953125,175846.0,0.0,0.0
2022-02-16 00:00:00+00:00,24.580000000000002,24.580000000000002,23.76,23.98,23.90277587890625,62392.0,0.0,0.0
2022-02-17 00:00:00+00:00,24.78,24.78,23.86,23.86,23.7831640625,111791.0,0.0,0.0
2022-02-18 00:00:00+00:00,23.84,23.94760009765625,23.36,23.48,23.404384765625,61467.0,0.0,0.0
2022-02-21 00:00:00+00:00,23.46,23.64919921875,22.82,23.080000000000002,23.00567138671875,71820.0,0.0,0.0
2022-02-22 00:00:00+00:00,24.18,24.18,22.54,23.38,23.30470703125,75721.0,0.0,0.0
2022-02-23 00:00:00+00:00,23.78,24.04,23.02,23.02,22.945869140625,122317.0,0.0,0.0
2022-02-24 00:00:00+00:00,23.3,23.3,21.96,22.52,22.44747802734375,241118.0,0.0,0.0
2022-02-25 00:00:00+00:00,23.0,23.56,22.66,23.32,23.24490234375,147148.0,0.0,0.0
2022-02-28 00:00:00+00:00,22.36,24.14,22.36,24.14,24.062258300781252,226698.0,0.0,0.0
2022-03-01 00:00:00+00:00,24.080000000000002,24.22,23.5,23.5,23.42432373046875,218356.0,0.0,0.0
2022-03-02 00:00:00+00:00,23.7,23.900000000000002,23.26,23.62,23.54393798828125,87219.0,0.0,0.0
2022-03-03 00:00:00+00:00,23.26,23.8,22.14,22.14,22.068701171875002,137377.0,0.0,0.0
2022-03-04 00:00:00+00:00,22.3,22.92,20.740000000000002,20.740000000000002,20.67321044921875,173972.0,0.0,0.0
2022-03-07 00:00:00+00:00,20.740000000000002,21.14,19.5,20.3,20.234625244140627,282380.0,0.0,0.0
2022-03-08 00:00:00+00:00,20.3,20.82,19.52,19.52,19.457138671875,268763.0,0.0,0.0
2022-03-09 00:00:00+00:00,20.0,21.02,19.73,21.02,20.9523095703125,624876.0,0.0,0.0
2022-03-10 00:00:00+00:00,21.22,21.22,20.38,20.44,20.374176025390625,266261.0,0.0,0.0
2022-03-11 00:00:00+00:00,20.66,21.52,20.46,20.900000000000002,20.8326953125,139879.0,0.0,0.0
2022-03-14 00:00:00+00:00,21.5,21.88,21.1,21.580000000000002,21.51050537109375,87051.0,0.0,0.0
2022-03-15 00:00:00+00:00,20.72,21.48,20.72,20.96,20.89250244140625,86783.0,0.0,0.0
2022-03-16 00:00:00+00:00,21.580000000000002,22.72,21.36,22.48,22.40760986328125,118783.0,0.0,0.0
2022-03-17 00:00:00+00:00,21.68,22.7,21.68,22.46,22.387670898437502,86717.0,0.0,0.0
2022-03-18 00:00:00+00:00,21.76,23.32,21.76,23.18,23.10535400390625,147084.0,0.0,0.0
2022-03-21 00:00:00+00:00,23.400000000000002,23.400000000000002,22.26,22.62,22.547155761718752,290436.0,0.0,0.0
2022-03-22 00:00:00+00:00,23.22,23.22,21.94,22.0,21.929150390625,89172.0,0.0,0.0
2022-03-23 00:00:00+00:00,21.68,22.7,21.68,22.56,22.487348632812502,83842.0,0.0,0.0
2022-03-24 00:00:00+00:00,21.42,22.64,21.400000000000002,22.400000000000002,22.3278662109375,121267.0,0.0,0.0
2022-03-25 00:00:00+00:00,22.5,23.1,21.92,22.66,22.5870263671875,192618.0,0.0,0.0
2022-03-28 00:00:00+01:00,22.14,23.32,22.14,22.86,22.78638427734375,109333.0,0.0,0.0
2022-03-29 00:00:00+01:00,23.02,23.511201171875,22.8360009765625,23.38,23.30470703125,85895.0,0.0,0.0
2022-03-30 00:00:00+01:00,23.82,25.740000000000002,23.82,25.740000000000002,25.657109375,571137.0,0.0,0.0
2022-03-31 00:00:00+01:00,25.68,26.2,25.0,26.2,26.11562255859375,458165.0,0.0,0.0
2022-04-01 00:00:00+01:00,26.32,26.34,25.580000000000002,25.580000000000002,25.497622070312502,206616.0,0.0,0.0
2022-04-04 00:00:00+01:00,26.400000000000002,26.400000000000002,25.2,25.92,25.836530761718752,150039.0,0.0,0.0
2022-04-05 00:00:00+01:00,25.94,26.92,25.900000000000002,26.46,26.3747900390625,2241719.0,0.0,0.0
2022-04-06 00:00:00+01:00,26.62,26.98,26.32,26.52,26.43459716796875,178598.0,0.0,0.0
2022-04-07 00:00:00+01:00,26.86,27.62,26.44,27.18,27.092470703125002,191304.0,0.0,0.0
2022-04-08 00:00:00+01:00,27.52,27.72489990234375,26.52,26.62,26.534277343750002,131026.0,0.0,0.0
2022-04-11 00:00:00+01:00,26.560000000000002,26.692480468750002,25.88,26.0,25.91627197265625,106445.0,0.0,0.0
2022-04-12 00:00:00+01:00,26.0,26.580000000000002,26.0,26.28,26.19536865234375,134222.0,0.0,0.0
2022-04-13 00:00:00+01:00,26.62,26.62,25.92,26.3,26.21530517578125,151567.0,0.0,0.0
2022-04-14 00:00:00+01:00,26.240000000000002,26.52,25.79534912109375,26.0,25.91627197265625,203268.0,0.0,0.0
2022-04-19 00:00:00+01:00,25.8,26.060000000000002,24.96,25.54,25.45775146484375,202763.0,0.0,0.0
2022-04-20 00:00:00+01:00,25.740000000000002,25.740000000000002,25.12,25.12,25.039106445312502,133972.0,0.0,0.0
2022-04-21 00:00:00+01:00,25.22,25.62,25.1,25.2,25.11884765625,134423.0,0.0,0.0
2022-04-22 00:00:00+01:00,24.62,25.38,24.62,25.02,24.93942626953125,148749.0,0.0,0.0
2022-04-25 00:00:00+01:00,24.38,24.86,24.18,24.400000000000002,24.32142333984375,283575.0,0.0,0.0
2022-04-26 00:00:00+01:00,24.3,24.82,24.22,24.3,24.221743164062502,271554.0,0.0,0.0
2022-04-27 00:00:00+01:00,24.0,24.94,23.2,23.46,23.38445068359375,147954.0,0.0,0.0
2022-04-28 00:00:00+01:00,23.48,23.90139892578125,23.42,23.76,23.68348388671875,98816.0,0.0,0.0
2022-04-29 00:00:00+01:00,23.22,24.16,23.2,24.04,23.9625830078125,139578.0,0.0,0.0
2022-05-03 00:00:00+01:00,23.6,24.3,23.18,23.48,23.404384765625,181511.0,0.0,0.0
2022-05-04 00:00:00+01:00,23.16,23.26,22.24698974609375,22.44,22.36773681640625,199215.0,0.0,0.0
2022-05-05 00:00:00+01:00,23.52,23.52,22.18,22.26,22.1883154296875,468283.0,0.0,0.0
2022-05-06 00:00:00+01:00,21.900000000000002,22.06,21.5,22.0,21.929150390625,119246.0,0.0,0.0
2022-05-09 00:00:00+01:00,21.88,21.89320068359375,20.8,21.14,21.07192138671875,216918.0,0.0,0.0
2022-05-10 00:00:00+01:00,21.3,22.02,21.14,21.52,21.4506982421875,175912.0,0.0,0.0
2022-05-11 00:00:00+01:00,22.080000000000002,22.6,21.48,21.92,21.849409179687502,161619.0,0.0,0.0
2022-05-12 00:00:00+01:00,21.54,22.0,21.0,21.96,21.88927978515625,162789.0,0.0,0.0
2022-05-13 00:00:00+01:00,22.0,22.580000000000002,21.88,22.400000000000002,22.3278662109375,136027.0,0.0,0.0
2022-05-16 00:00:00+01:00,22.28,22.32,21.66,21.88,21.80953857421875,169593.0,0.0,0.0
2022-05-17 00:00:00+01:00,21.94,22.1,21.580000000000002,21.8,21.7297998046875,230442.0,0.0,0.0
2022-05-18 00:00:00+01:00,22.76,22.76,21.34,21.36,21.29121337890625,218130.0,0.0,0.0
2022-05-19 00:00:00+01:00,21.56,21.900000000000002,20.82,21.82,21.74973388671875,161985.0,0.0,0.0
2022-05-20 00:00:00+01:00,21.88,22.5,21.7,21.76,21.689924316406252,108143.0,0.0,0.0
2022-05-23 00:00:00+01:00,21.7,22.26,21.68,21.84,21.76966552734375,114671.0,0.0,0.0
2022-05-24 00:00:00+01:00,22.0,22.0,21.22,21.34,21.271279296875,80311.0,0.0,0.0
2022-05-25 00:00:00+01:00,21.44,22.240000000000002,21.3510009765625,21.94,21.869345703125,108379.0,0.0,0.0
2022-05-26 00:00:00+01:00,22.240000000000002,22.240000000000002,21.66,22.080000000000002,22.023447265625002,54302.0,1.45,0.0
2022-05-27 00:00:00+01:00,22.14,22.68,22.04,22.5,22.44237548828125,84161.0,0.0,0.0
2022-05-30 00:00:00+01:00,22.8,23.1,22.5,22.68,22.6219140625,92952.0,0.0,0.0
2022-05-31 00:00:00+01:00,22.0,23.56,22.0,23.42,23.36001708984375,260541.0,0.0,0.0
2022-06-01 00:00:00+01:00,23.52,23.76,22.96,23.48,23.41986328125,169299.0,0.0,0.0
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2023-08-01 00:00:00+01:00,17.44,17.44,14.77,15.8,15.777642822265625,1707985.0,0.0,0.0
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2024-08-27 00:00:00+01:00,24.060000000000002,24.18,24.02,24.060000000000002,24.060000000000002,245203.0,0.0,0.0
2024-08-28 00:00:00+01:00,24.02,24.12,24.02,24.04,24.04,349423.0,0.0,0.0
2024-08-29 00:00:00+01:00,24.04,24.12,24.04,24.060000000000002,24.060000000000002,187436.0,0.0,0.0
2024-08-30 00:00:00+01:00,24.16,24.3,24.02,24.26,24.26,1493472.0,0.0,0.0
2024-09-02 00:00:00+01:00,24.240000000000002,24.28,24.22,24.240000000000002,24.240000000000002,397048.0,0.0,0.0
2024-09-03 00:00:00+01:00,24.240000000000002,24.28,24.22,24.22,24.22,526456.0,0.0,0.0
2024-09-04 00:00:00+01:00,24.240000000000002,24.33919921875,24.22,24.240000000000002,24.240000000000002,830622.0,0.0,0.0
2024-09-05 00:00:00+01:00,24.26,24.28,24.240000000000002,24.240000000000002,24.240000000000002,2561655.0,0.0,0.0
2024-09-06 00:00:00+01:00,24.240000000000002,24.3,24.240000000000002,24.240000000000002,24.240000000000002,2621382.0,0.0,0.0
2024-09-09 00:00:00+01:00,24.240000000000002,24.333601074218752,24.240000000000002,24.26,24.26,946993.0,0.0,0.0
2024-09-10 00:00:00+01:00,24.28,24.38,24.240000000000002,24.28,24.28,1955248.0,0.0,0.0
2024-09-11 00:00:00+01:00,24.28,24.3,24.255720214843752,24.26,24.26,3357431.0,0.0,0.0
2024-09-12 00:00:00+01:00,24.28,24.32,24.26,24.3,24.3,1396090.0,0.0,0.0
2024-09-13 00:00:00+01:00,24.26,24.3,24.26,24.26,24.26,539753.0,0.0,0.0
2024-09-16 00:00:00+01:00,24.28,24.3,24.26,24.28,24.28,3548116.0,0.0,0.0
2024-09-17 00:00:00+01:00,24.3,24.3143994140625,24.28,24.28,24.28,6116775.0,0.0,0.0
2024-09-18 00:00:00+01:00,24.28,24.3,24.26,24.28,24.28,1315109.0,0.0,0.0
2024-09-19 00:00:00+01:00,24.28,24.307199707031252,24.28,24.28,24.28,3447049.0,0.0,0.0
2024-09-20 00:00:00+01:00,24.28,24.301000976562502,24.28,24.3,24.3,949712.0,0.0,0.0
2024-09-23 00:00:00+01:00,24.3,24.34,24.28,24.28,24.28,1165867.0,0.0,0.0
2024-09-24 00:00:00+01:00,24.3,24.34,24.29,24.3,24.3,417334.0,0.0,0.0
2024-09-25 00:00:00+01:00,24.32,24.356000976562502,24.28,24.32,24.32,1311755.0,0.0,0.0
2024-09-26 00:00:00+01:00,24.3,24.36,24.3,24.32,24.32,2165924.0,0.0,0.0
2024-09-27 00:00:00+01:00,24.34,24.385,24.32,24.34,24.34,191057.0,0.0,0.0
2024-09-30 00:00:00+01:00,24.36,24.36,24.3,24.36,24.36,418219.0,0.0,0.0
2024-10-01 00:00:00+01:00,24.36,24.38,24.34,24.34,24.34,834978.0,0.0,0.0
2024-10-02 00:00:00+01:00,24.34,24.38,24.34,24.36,24.36,321113.0,0.0,0.0
2024-10-03 00:00:00+01:00,24.36,24.400000000000002,24.36,24.36,24.36,119311.0,0.0,0.0
2024-10-04 00:00:00+01:00,24.400000000000002,24.400000000000002,24.355380859375,24.38,24.38,408506.0,0.0,0.0
2024-10-07 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.400000000000002,24.400000000000002,934866.0,0.0,0.0
2024-10-08 00:00:00+01:00,24.38,24.400000000000002,24.36,24.38,24.38,351909.0,0.0,0.0
2024-10-09 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.36,24.36,373356.0,0.0,0.0
2024-10-10 00:00:00+01:00,24.36,24.400000000000002,24.36,24.38,24.38,566301.0,0.0,0.0
2024-10-11 00:00:00+01:00,24.400000000000002,24.400000000000002,24.36,24.38,24.38,88197.0,0.0,0.0
2024-10-14 00:00:00+01:00,24.42,24.42,24.36,24.36,24.36,2859472.0,0.0,0.0
2024-10-15 00:00:00+01:00,24.38,24.42,24.38,24.400000000000002,24.400000000000002,1387949.0,0.0,0.0
2024-10-16 00:00:00+01:00,24.42,24.42,24.38,24.38,24.38,518018.0,0.0,0.0
2024-10-17 00:00:00+01:00,24.42,24.42,24.378291015625,24.38,24.38,1199504.0,0.0,0.0
2024-10-18 00:00:00+01:00,24.400000000000002,24.52,24.38,24.400000000000002,24.400000000000002,612904.0,0.0,0.0
2024-10-21 00:00:00+01:00,24.42,24.46,24.42,24.44,24.44,937999.0,0.0,0.0
2024-10-22 00:00:00+01:00,24.46,24.48,24.44,24.46,24.46,9890907.0,0.0,0.0
2024-10-23 00:00:00+01:00,24.46,24.46,24.46,24.46,24.46,0.0,0.0,0.0
2024-10-24 00:00:00+01:00,,,,,,,0.0,0.0
2024-10-25 00:00:00+01:00,,,,,,,0.0,0.0
2024-10-28 00:00:00+00:00,,,,,,,0.0,0.0
2024-10-29 00:00:00+00:00,,,,,,,0.0,0.0
2024-10-30 00:00:00+00:00,,,,,,,0.0,0.0
2024-10-31 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-01 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-04 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-05 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-06 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-07 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-08 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-11 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-12 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-13 00:00:00+00:00,,,,,,,0.0,0.0
2024-11-14 00:00:00+00:00,,,,,,,0.0,0.0
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits
2 2022-01-04 00:00:00+00:00 29.46 29.98 28.52 28.66 28.56770263671875 169521.0 0.0 0.0
3 2022-01-05 00:00:00+00:00 30.0 30.0 28.46 28.900000000000002 28.806928710937502 128698.0 0.0 0.0
4 2022-01-06 00:00:00+00:00 28.2 28.560000000000002 27.5 27.82 27.73040771484375 374659.0 0.0 0.0
5 2022-01-07 00:00:00+00:00 28.3 28.3 27.400000000000002 27.46 27.37156982421875 80410.0 0.0 0.0
6 2022-01-10 00:00:00+00:00 28.16 28.240000000000002 26.2 26.580000000000002 26.494404296875 135881.0 0.0 0.0
7 2022-01-11 00:00:00+00:00 25.92 27.060000000000002 25.92 26.72 26.6339501953125 71414.0 0.0 0.0
8 2022-01-12 00:00:00+00:00 26.72 26.96 26.060000000000002 26.8 26.713693847656252 68611.0 0.0 0.0
9 2022-01-13 00:00:00+00:00 26.72 27.3239990234375 26.6 27.2 27.11240478515625 155917.0 0.0 0.0
10 2022-01-14 00:00:00+00:00 27.52 27.52 26.36 26.560000000000002 26.474470214843752 66402.0 0.0 0.0
11 2022-01-17 00:00:00+00:00 27.02 27.22 26.28 27.22 27.13234619140625 60092.0 0.0 0.0
12 2022-01-18 00:00:00+00:00 27.66 27.66 26.0 26.86 26.773500976562502 128385.0 0.0 0.0
13 2022-01-19 00:00:00+00:00 27.0 27.46 26.7 27.2 27.11240478515625 75141.0 0.0 0.0
14 2022-01-20 00:00:00+00:00 26.900000000000002 27.7 26.81172119140625 27.54 27.45131103515625 99304.0 0.0 0.0
15 2022-01-21 00:00:00+00:00 27.26 27.88 26.214208984375002 26.38 26.295048828125 123570.0 0.0 0.0
16 2022-01-24 00:00:00+00:00 26.14 26.261599121093752 24.72 24.88 24.799875488281252 148794.0 0.0 0.0
17 2022-01-25 00:00:00+00:00 24.92 25.2 24.580000000000002 24.580000000000002 24.5008447265625 94318.0 0.0 0.0
18 2022-01-26 00:00:00+00:00 25.52 25.52 24.400000000000002 24.66 24.58058349609375 265198.0 0.0 0.0
19 2022-01-27 00:00:00+00:00 24.66 25.12669921875 24.400000000000002 24.82 24.74007080078125 248811.0 0.0 0.0
20 2022-01-28 00:00:00+00:00 24.7 24.88 24.1 24.32 24.2416845703125 146209.0 0.0 0.0
21 2022-01-31 00:00:00+00:00 25.3 25.46 24.3 25.2 25.11884765625 495745.0 0.0 0.0
22 2022-02-01 00:00:00+00:00 25.580000000000002 26.78 25.580000000000002 26.7 26.614016113281252 426366.0 0.0 0.0
23 2022-02-02 00:00:00+00:00 25.5 27.28 25.5 26.38 26.295048828125 134118.0 0.0 0.0
24 2022-02-03 00:00:00+00:00 26.28 26.3639990234375 24.82 24.88 24.799875488281252 168782.0 0.0 0.0
25 2022-02-04 00:00:00+00:00 24.6 25.14 24.400000000000002 24.76 24.680263671875 110543.0 0.0 0.0
26 2022-02-07 00:00:00+00:00 25.04 25.04 24.54 24.54 24.460974121093752 163853.0 0.0 0.0
27 2022-02-08 00:00:00+00:00 24.64 24.64 23.8 24.12 24.04232421875 146007.0 0.0 0.0
28 2022-02-09 00:00:00+00:00 24.5 24.98 24.3 24.7 24.62045654296875 130747.0 0.0 0.0
29 2022-02-10 00:00:00+00:00 24.52 24.7 24.080000000000002 24.46 24.38123046875 113862.0 0.0 0.0
30 2022-02-11 00:00:00+00:00 24.5 24.72 24.1 24.42 24.34135986328125 87108.0 0.0 0.0
31 2022-02-14 00:00:00+00:00 24.42 24.42 23.34 23.98 23.90277587890625 79188.0 0.0 0.0
32 2022-02-15 00:00:00+00:00 23.86 24.560000000000002 23.54 24.22 24.142001953125 175846.0 0.0 0.0
33 2022-02-16 00:00:00+00:00 24.580000000000002 24.580000000000002 23.76 23.98 23.90277587890625 62392.0 0.0 0.0
34 2022-02-17 00:00:00+00:00 24.78 24.78 23.86 23.86 23.7831640625 111791.0 0.0 0.0
35 2022-02-18 00:00:00+00:00 23.84 23.94760009765625 23.36 23.48 23.404384765625 61467.0 0.0 0.0
36 2022-02-21 00:00:00+00:00 23.46 23.64919921875 22.82 23.080000000000002 23.00567138671875 71820.0 0.0 0.0
37 2022-02-22 00:00:00+00:00 24.18 24.18 22.54 23.38 23.30470703125 75721.0 0.0 0.0
38 2022-02-23 00:00:00+00:00 23.78 24.04 23.02 23.02 22.945869140625 122317.0 0.0 0.0
39 2022-02-24 00:00:00+00:00 23.3 23.3 21.96 22.52 22.44747802734375 241118.0 0.0 0.0
40 2022-02-25 00:00:00+00:00 23.0 23.56 22.66 23.32 23.24490234375 147148.0 0.0 0.0
41 2022-02-28 00:00:00+00:00 22.36 24.14 22.36 24.14 24.062258300781252 226698.0 0.0 0.0
42 2022-03-01 00:00:00+00:00 24.080000000000002 24.22 23.5 23.5 23.42432373046875 218356.0 0.0 0.0
43 2022-03-02 00:00:00+00:00 23.7 23.900000000000002 23.26 23.62 23.54393798828125 87219.0 0.0 0.0
44 2022-03-03 00:00:00+00:00 23.26 23.8 22.14 22.14 22.068701171875002 137377.0 0.0 0.0
45 2022-03-04 00:00:00+00:00 22.3 22.92 20.740000000000002 20.740000000000002 20.67321044921875 173972.0 0.0 0.0
46 2022-03-07 00:00:00+00:00 20.740000000000002 21.14 19.5 20.3 20.234625244140627 282380.0 0.0 0.0
47 2022-03-08 00:00:00+00:00 20.3 20.82 19.52 19.52 19.457138671875 268763.0 0.0 0.0
48 2022-03-09 00:00:00+00:00 20.0 21.02 19.73 21.02 20.9523095703125 624876.0 0.0 0.0
49 2022-03-10 00:00:00+00:00 21.22 21.22 20.38 20.44 20.374176025390625 266261.0 0.0 0.0
50 2022-03-11 00:00:00+00:00 20.66 21.52 20.46 20.900000000000002 20.8326953125 139879.0 0.0 0.0
51 2022-03-14 00:00:00+00:00 21.5 21.88 21.1 21.580000000000002 21.51050537109375 87051.0 0.0 0.0
52 2022-03-15 00:00:00+00:00 20.72 21.48 20.72 20.96 20.89250244140625 86783.0 0.0 0.0
53 2022-03-16 00:00:00+00:00 21.580000000000002 22.72 21.36 22.48 22.40760986328125 118783.0 0.0 0.0
54 2022-03-17 00:00:00+00:00 21.68 22.7 21.68 22.46 22.387670898437502 86717.0 0.0 0.0
55 2022-03-18 00:00:00+00:00 21.76 23.32 21.76 23.18 23.10535400390625 147084.0 0.0 0.0
56 2022-03-21 00:00:00+00:00 23.400000000000002 23.400000000000002 22.26 22.62 22.547155761718752 290436.0 0.0 0.0
57 2022-03-22 00:00:00+00:00 23.22 23.22 21.94 22.0 21.929150390625 89172.0 0.0 0.0
58 2022-03-23 00:00:00+00:00 21.68 22.7 21.68 22.56 22.487348632812502 83842.0 0.0 0.0
59 2022-03-24 00:00:00+00:00 21.42 22.64 21.400000000000002 22.400000000000002 22.3278662109375 121267.0 0.0 0.0
60 2022-03-25 00:00:00+00:00 22.5 23.1 21.92 22.66 22.5870263671875 192618.0 0.0 0.0
61 2022-03-28 00:00:00+01:00 22.14 23.32 22.14 22.86 22.78638427734375 109333.0 0.0 0.0
62 2022-03-29 00:00:00+01:00 23.02 23.511201171875 22.8360009765625 23.38 23.30470703125 85895.0 0.0 0.0
63 2022-03-30 00:00:00+01:00 23.82 25.740000000000002 23.82 25.740000000000002 25.657109375 571137.0 0.0 0.0
64 2022-03-31 00:00:00+01:00 25.68 26.2 25.0 26.2 26.11562255859375 458165.0 0.0 0.0
65 2022-04-01 00:00:00+01:00 26.32 26.34 25.580000000000002 25.580000000000002 25.497622070312502 206616.0 0.0 0.0
66 2022-04-04 00:00:00+01:00 26.400000000000002 26.400000000000002 25.2 25.92 25.836530761718752 150039.0 0.0 0.0
67 2022-04-05 00:00:00+01:00 25.94 26.92 25.900000000000002 26.46 26.3747900390625 2241719.0 0.0 0.0
68 2022-04-06 00:00:00+01:00 26.62 26.98 26.32 26.52 26.43459716796875 178598.0 0.0 0.0
69 2022-04-07 00:00:00+01:00 26.86 27.62 26.44 27.18 27.092470703125002 191304.0 0.0 0.0
70 2022-04-08 00:00:00+01:00 27.52 27.72489990234375 26.52 26.62 26.534277343750002 131026.0 0.0 0.0
71 2022-04-11 00:00:00+01:00 26.560000000000002 26.692480468750002 25.88 26.0 25.91627197265625 106445.0 0.0 0.0
72 2022-04-12 00:00:00+01:00 26.0 26.580000000000002 26.0 26.28 26.19536865234375 134222.0 0.0 0.0
73 2022-04-13 00:00:00+01:00 26.62 26.62 25.92 26.3 26.21530517578125 151567.0 0.0 0.0
74 2022-04-14 00:00:00+01:00 26.240000000000002 26.52 25.79534912109375 26.0 25.91627197265625 203268.0 0.0 0.0
75 2022-04-19 00:00:00+01:00 25.8 26.060000000000002 24.96 25.54 25.45775146484375 202763.0 0.0 0.0
76 2022-04-20 00:00:00+01:00 25.740000000000002 25.740000000000002 25.12 25.12 25.039106445312502 133972.0 0.0 0.0
77 2022-04-21 00:00:00+01:00 25.22 25.62 25.1 25.2 25.11884765625 134423.0 0.0 0.0
78 2022-04-22 00:00:00+01:00 24.62 25.38 24.62 25.02 24.93942626953125 148749.0 0.0 0.0
79 2022-04-25 00:00:00+01:00 24.38 24.86 24.18 24.400000000000002 24.32142333984375 283575.0 0.0 0.0
80 2022-04-26 00:00:00+01:00 24.3 24.82 24.22 24.3 24.221743164062502 271554.0 0.0 0.0
81 2022-04-27 00:00:00+01:00 24.0 24.94 23.2 23.46 23.38445068359375 147954.0 0.0 0.0
82 2022-04-28 00:00:00+01:00 23.48 23.90139892578125 23.42 23.76 23.68348388671875 98816.0 0.0 0.0
83 2022-04-29 00:00:00+01:00 23.22 24.16 23.2 24.04 23.9625830078125 139578.0 0.0 0.0
84 2022-05-03 00:00:00+01:00 23.6 24.3 23.18 23.48 23.404384765625 181511.0 0.0 0.0
85 2022-05-04 00:00:00+01:00 23.16 23.26 22.24698974609375 22.44 22.36773681640625 199215.0 0.0 0.0
86 2022-05-05 00:00:00+01:00 23.52 23.52 22.18 22.26 22.1883154296875 468283.0 0.0 0.0
87 2022-05-06 00:00:00+01:00 21.900000000000002 22.06 21.5 22.0 21.929150390625 119246.0 0.0 0.0
88 2022-05-09 00:00:00+01:00 21.88 21.89320068359375 20.8 21.14 21.07192138671875 216918.0 0.0 0.0
89 2022-05-10 00:00:00+01:00 21.3 22.02 21.14 21.52 21.4506982421875 175912.0 0.0 0.0
90 2022-05-11 00:00:00+01:00 22.080000000000002 22.6 21.48 21.92 21.849409179687502 161619.0 0.0 0.0
91 2022-05-12 00:00:00+01:00 21.54 22.0 21.0 21.96 21.88927978515625 162789.0 0.0 0.0
92 2022-05-13 00:00:00+01:00 22.0 22.580000000000002 21.88 22.400000000000002 22.3278662109375 136027.0 0.0 0.0
93 2022-05-16 00:00:00+01:00 22.28 22.32 21.66 21.88 21.80953857421875 169593.0 0.0 0.0
94 2022-05-17 00:00:00+01:00 21.94 22.1 21.580000000000002 21.8 21.7297998046875 230442.0 0.0 0.0
95 2022-05-18 00:00:00+01:00 22.76 22.76 21.34 21.36 21.29121337890625 218130.0 0.0 0.0
96 2022-05-19 00:00:00+01:00 21.56 21.900000000000002 20.82 21.82 21.74973388671875 161985.0 0.0 0.0
97 2022-05-20 00:00:00+01:00 21.88 22.5 21.7 21.76 21.689924316406252 108143.0 0.0 0.0
98 2022-05-23 00:00:00+01:00 21.7 22.26 21.68 21.84 21.76966552734375 114671.0 0.0 0.0
99 2022-05-24 00:00:00+01:00 22.0 22.0 21.22 21.34 21.271279296875 80311.0 0.0 0.0
100 2022-05-25 00:00:00+01:00 21.44 22.240000000000002 21.3510009765625 21.94 21.869345703125 108379.0 0.0 0.0
101 2022-05-26 00:00:00+01:00 22.240000000000002 22.240000000000002 21.66 22.080000000000002 22.023447265625002 54302.0 1.45 0.0
102 2022-05-27 00:00:00+01:00 22.14 22.68 22.04 22.5 22.44237548828125 84161.0 0.0 0.0
103 2022-05-30 00:00:00+01:00 22.8 23.1 22.5 22.68 22.6219140625 92952.0 0.0 0.0
104 2022-05-31 00:00:00+01:00 22.0 23.56 22.0 23.42 23.36001708984375 260541.0 0.0 0.0
105 2022-06-01 00:00:00+01:00 23.52 23.76 22.96 23.48 23.41986328125 169299.0 0.0 0.0
106 2022-06-06 00:00:00+01:00 23.52 23.76 23.080000000000002 23.56 23.49966064453125 62642.0 0.0 0.0
107 2022-06-07 00:00:00+01:00 22.62 23.92 22.62 23.8 23.73904541015625 131089.0 0.0 0.0
108 2022-06-08 00:00:00+01:00 23.88 24.22 23.88 24.060000000000002 23.99837646484375 144324.0 0.0 0.0
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586 2024-04-30 00:00:00+01:00 11.98 11.99 11.42 11.5 11.490799560546876 199939.0 0.0 0.0
587 2024-05-01 00:00:00+01:00 12.01 12.01 11.32 11.59 11.5807275390625 165171.0 0.0 0.0
588 2024-05-02 00:00:00+01:00 11.57 11.66 11.3 11.66 11.65067138671875 305855.0 0.0 0.0
589 2024-05-03 00:00:00+01:00 11.85 11.96 11.6 11.75 11.740599365234376 158727.0 0.0 0.0
590 2024-05-07 00:00:00+01:00 12.13 12.19 11.57 11.790000000000001 11.780567626953125 116963.0 0.0 0.0
591 2024-05-08 00:00:00+01:00 12.15 12.804000244140624 11.99 12.67 12.65986328125 362985.0 0.0 0.0
592 2024-05-09 00:00:00+01:00 12.65 12.71 12.18 12.66 12.649871826171875 261229.0 0.0 0.0
593 2024-05-10 00:00:00+01:00 12.47 12.97 12.47 12.89 12.879687500000001 187666.0 0.0 0.0
594 2024-05-13 00:00:00+01:00 12.8 13.120000000000001 12.58 12.8 12.789759521484376 164449.0 0.0 0.0
595 2024-05-14 00:00:00+01:00 12.6 13.237950439453126 12.6 13.08 13.0695361328125 166908.0 0.0 0.0
596 2024-05-15 00:00:00+01:00 13.36 13.48 13.030000000000001 13.450000000000001 13.439239501953125 178857.0 0.0 0.0
597 2024-05-16 00:00:00+01:00 13.450000000000001 14.0 13.450000000000001 14.0 13.988800048828125 314200.0 0.0 0.0
598 2024-05-17 00:00:00+01:00 14.13 14.8 13.780000000000001 14.700000000000001 14.68823974609375 558689.0 0.0 0.0
599 2024-05-20 00:00:00+01:00 24.5 24.98 22.82 22.82 22.8017431640625 8292215.0 0.0 0.0
600 2024-05-21 00:00:00+01:00 23.02 23.44 22.400000000000002 22.56 22.54195068359375 1407097.0 0.0 0.0
601 2024-05-22 00:00:00+01:00 22.46 22.64 22.0 22.0 21.98239990234375 723017.0 0.0 0.0
602 2024-05-23 00:00:00+01:00 21.98 22.47597900390625 21.62 22.3 22.3 1522184.0 1.76 0.0
603 2024-05-24 00:00:00+01:00 22.240000000000002 22.3 21.68 22.14 22.14 644971.0 0.0 0.0
604 2024-05-28 00:00:00+01:00 22.2 22.6 22.06 22.5 22.5 311246.0 0.0 0.0
605 2024-05-29 00:00:00+01:00 22.48 22.6010009765625 22.16 22.3 22.3 1482854.0 0.0 0.0
606 2024-05-30 00:00:00+01:00 22.5 22.62 22.3 22.32 22.32 138373.0 0.0 0.0
607 2024-05-31 00:00:00+01:00 22.0 22.48 22.0 22.34 22.34 695505.0 0.0 0.0
608 2024-06-03 00:00:00+01:00 22.2 22.48 22.1 22.36 22.36 148218.0 0.0 0.0
609 2024-06-04 00:00:00+01:00 22.36 22.36 21.75 22.0 22.0 1289764.0 0.0 0.0
610 2024-06-05 00:00:00+01:00 22.36 22.36 21.8 22.02 22.02 295325.0 0.0 0.0
611 2024-06-06 00:00:00+01:00 22.02 22.145700683593752 21.78 22.04 22.04 463598.0 0.0 0.0
612 2024-06-07 00:00:00+01:00 22.1 22.2 21.740000000000002 21.98 21.98 799873.0 0.0 0.0
613 2024-06-10 00:00:00+01:00 21.900000000000002 22.02 21.64 21.64 21.64 588812.0 0.0 0.0
614 2024-06-11 00:00:00+01:00 21.84 22.1 21.400000000000002 21.42 21.42 323278.0 0.0 0.0
615 2024-06-12 00:00:00+01:00 21.72 21.72 21.2 21.5 21.5 961776.0 0.0 0.0
616 2024-06-13 00:00:00+01:00 21.7 21.7 21.0 21.36 21.36 731949.0 0.0 0.0
617 2024-06-14 00:00:00+01:00 21.72 22.62 21.435 22.62 22.62 1564845.0 0.0 0.0
618 2024-06-17 00:00:00+01:00 22.42 22.60555908203125 22.05300048828125 22.3 22.3 543001.0 0.0 0.0
619 2024-06-18 00:00:00+01:00 22.5 22.5 22.011999511718752 22.28 22.28 302283.0 0.0 0.0
620 2024-06-19 00:00:00+01:00 22.0 22.36 21.94 22.0 22.0 261639.0 0.0 0.0
621 2024-06-20 00:00:00+01:00 22.5 22.5 21.900000000000002 22.400000000000002 22.400000000000002 298140.0 0.0 0.0
622 2024-06-21 00:00:00+01:00 22.5 22.900000000000002 22.22 22.38 22.38 374718.0 0.0 0.0
623 2024-06-24 00:00:00+01:00 22.400000000000002 22.62 22.2 22.38 22.38 182607.0 0.0 0.0
624 2024-06-25 00:00:00+01:00 22.3 22.32 21.32049072265625 21.92 21.92 1156786.0 0.0 0.0
625 2024-06-26 00:00:00+01:00 22.0 22.0 21.44 21.740000000000002 21.740000000000002 1321707.0 0.0 0.0
626 2024-06-27 00:00:00+01:00 21.86 21.92 21.6 21.78 21.78 1192605.0 0.0 0.0
627 2024-06-28 00:00:00+01:00 23.1 23.21093994140625 22.88800048828125 23.12 23.12 5166863.0 0.0 0.0
628 2024-07-01 00:00:00+01:00 23.26 23.26 23.06 23.080000000000002 23.080000000000002 904708.0 0.0 0.0
629 2024-07-02 00:00:00+01:00 23.080000000000002 23.240000000000002 23.06 23.18 23.18 800296.0 0.0 0.0
630 2024-07-03 00:00:00+01:00 23.84 23.900000000000002 23.78333984375 23.900000000000002 23.900000000000002 8961383.0 0.0 0.0
631 2024-07-04 00:00:00+01:00 23.92 23.94 23.83340087890625 23.86 23.86 1175939.0 0.0 0.0
632 2024-07-05 00:00:00+01:00 23.900000000000002 23.96 23.86 23.88 23.88 969052.0 0.0 0.0
633 2024-07-08 00:00:00+01:00 23.88 24.060000000000002 23.88 23.88 23.88 420214.0 0.0 0.0
634 2024-07-09 00:00:00+01:00 23.92 23.96 23.86 23.900000000000002 23.900000000000002 1264139.0 0.0 0.0
635 2024-07-10 00:00:00+01:00 23.88 23.94 23.88 23.900000000000002 23.900000000000002 371085.0 0.0 0.0
636 2024-07-11 00:00:00+01:00 23.84 23.92 23.82 23.82 23.82 458586.0 0.0 0.0
637 2024-07-12 00:00:00+01:00 23.82 23.88 23.82 23.88 23.88 681277.0 0.0 0.0
638 2024-07-15 00:00:00+01:00 23.84 23.88 23.84 23.86 23.86 739304.0 0.0 0.0
639 2024-07-16 00:00:00+01:00 23.88 23.883859863281252 23.84 23.86 23.86 1130090.0 0.0 0.0
640 2024-07-17 00:00:00+01:00 23.88 23.88 23.86 23.86 23.86 755831.0 0.0 0.0
641 2024-07-18 00:00:00+01:00 23.88 23.900000000000002 23.86 23.900000000000002 23.900000000000002 960170.0 0.0 0.0
642 2024-07-19 00:00:00+01:00 23.900000000000002 23.94 23.86 23.94 23.94 195271.0 0.0 0.0
643 2024-07-22 00:00:00+01:00 23.88 23.92 23.8 23.84 23.84 3036352.0 0.0 0.0
644 2024-07-23 00:00:00+01:00 23.82 23.86 23.8 23.82 23.82 1083480.0 0.0 0.0
645 2024-07-24 00:00:00+01:00 23.84 23.88 23.8 23.8 23.8 1445489.0 0.0 0.0
646 2024-07-25 00:00:00+01:00 23.84 23.900000000000002 23.8 23.8 23.8 582850.0 0.0 0.0
647 2024-07-26 00:00:00+01:00 23.96 23.96 23.8 23.8 23.8 675264.0 0.0 0.0
648 2024-07-29 00:00:00+01:00 23.84 23.88 23.5783203125 23.84 23.84 1403210.0 0.0 0.0
649 2024-07-30 00:00:00+01:00 23.84 23.88 23.82 23.84 23.84 1286201.0 0.0 0.0
650 2024-07-31 00:00:00+01:00 23.86 23.88 23.82 23.88 23.88 308556.0 0.0 0.0
651 2024-08-01 00:00:00+01:00 23.900000000000002 23.900000000000002 23.84 23.84 23.84 139383.0 0.0 0.0
652 2024-08-02 00:00:00+01:00 24.2 24.2 23.84 23.84 23.84 402227.0 0.0 0.0
653 2024-08-05 00:00:00+01:00 23.84 23.88 23.8 23.88 23.88 2543161.0 0.0 0.0
654 2024-08-06 00:00:00+01:00 23.900000000000002 24.060000000000002 23.82 23.88 23.88 805371.0 0.0 0.0
655 2024-08-07 00:00:00+01:00 23.900000000000002 23.92 23.84 23.86 23.86 1753790.0 0.0 0.0
656 2024-08-08 00:00:00+01:00 23.86 23.92 23.86 23.88 23.88 191998.0 0.0 0.0
657 2024-08-09 00:00:00+01:00 23.900000000000002 23.98 23.86 23.98 23.98 289215.0 0.0 0.0
658 2024-08-12 00:00:00+01:00 23.96 24.0 23.92 24.0 24.0 513766.0 0.0 0.0
659 2024-08-13 00:00:00+01:00 24.0 24.04 23.94 24.04 24.04 185320.0 0.0 0.0
660 2024-08-14 00:00:00+01:00 24.0 24.3 23.96 24.3 24.3 300442.0 0.0 0.0
661 2024-08-15 00:00:00+01:00 24.1 24.12 24.0 24.02 24.02 222740.0 0.0 0.0
662 2024-08-16 00:00:00+01:00 24.1 24.1 23.98 23.98 23.98 255770.0 0.0 0.0
663 2024-08-19 00:00:00+01:00 24.080000000000002 24.080000000000002 23.96 24.0 24.0 229725.0 0.0 0.0
664 2024-08-20 00:00:00+01:00 24.0 24.04 23.98 24.0 24.0 261084.0 0.0 0.0
665 2024-08-21 00:00:00+01:00 24.080000000000002 24.080000000000002 23.98 24.060000000000002 24.060000000000002 1086506.0 0.0 0.0
666 2024-08-22 00:00:00+01:00 24.080000000000002 24.080000000000002 24.02 24.060000000000002 24.060000000000002 163317.0 0.0 0.0
667 2024-08-23 00:00:00+01:00 24.080000000000002 24.080000000000002 24.0 24.080000000000002 24.080000000000002 202364.0 0.0 0.0
668 2024-08-27 00:00:00+01:00 24.060000000000002 24.18 24.02 24.060000000000002 24.060000000000002 245203.0 0.0 0.0
669 2024-08-28 00:00:00+01:00 24.02 24.12 24.02 24.04 24.04 349423.0 0.0 0.0
670 2024-08-29 00:00:00+01:00 24.04 24.12 24.04 24.060000000000002 24.060000000000002 187436.0 0.0 0.0
671 2024-08-30 00:00:00+01:00 24.16 24.3 24.02 24.26 24.26 1493472.0 0.0 0.0
672 2024-09-02 00:00:00+01:00 24.240000000000002 24.28 24.22 24.240000000000002 24.240000000000002 397048.0 0.0 0.0
673 2024-09-03 00:00:00+01:00 24.240000000000002 24.28 24.22 24.22 24.22 526456.0 0.0 0.0
674 2024-09-04 00:00:00+01:00 24.240000000000002 24.33919921875 24.22 24.240000000000002 24.240000000000002 830622.0 0.0 0.0
675 2024-09-05 00:00:00+01:00 24.26 24.28 24.240000000000002 24.240000000000002 24.240000000000002 2561655.0 0.0 0.0
676 2024-09-06 00:00:00+01:00 24.240000000000002 24.3 24.240000000000002 24.240000000000002 24.240000000000002 2621382.0 0.0 0.0
677 2024-09-09 00:00:00+01:00 24.240000000000002 24.333601074218752 24.240000000000002 24.26 24.26 946993.0 0.0 0.0
678 2024-09-10 00:00:00+01:00 24.28 24.38 24.240000000000002 24.28 24.28 1955248.0 0.0 0.0
679 2024-09-11 00:00:00+01:00 24.28 24.3 24.255720214843752 24.26 24.26 3357431.0 0.0 0.0
680 2024-09-12 00:00:00+01:00 24.28 24.32 24.26 24.3 24.3 1396090.0 0.0 0.0
681 2024-09-13 00:00:00+01:00 24.26 24.3 24.26 24.26 24.26 539753.0 0.0 0.0
682 2024-09-16 00:00:00+01:00 24.28 24.3 24.26 24.28 24.28 3548116.0 0.0 0.0
683 2024-09-17 00:00:00+01:00 24.3 24.3143994140625 24.28 24.28 24.28 6116775.0 0.0 0.0
684 2024-09-18 00:00:00+01:00 24.28 24.3 24.26 24.28 24.28 1315109.0 0.0 0.0
685 2024-09-19 00:00:00+01:00 24.28 24.307199707031252 24.28 24.28 24.28 3447049.0 0.0 0.0
686 2024-09-20 00:00:00+01:00 24.28 24.301000976562502 24.28 24.3 24.3 949712.0 0.0 0.0
687 2024-09-23 00:00:00+01:00 24.3 24.34 24.28 24.28 24.28 1165867.0 0.0 0.0
688 2024-09-24 00:00:00+01:00 24.3 24.34 24.29 24.3 24.3 417334.0 0.0 0.0
689 2024-09-25 00:00:00+01:00 24.32 24.356000976562502 24.28 24.32 24.32 1311755.0 0.0 0.0
690 2024-09-26 00:00:00+01:00 24.3 24.36 24.3 24.32 24.32 2165924.0 0.0 0.0
691 2024-09-27 00:00:00+01:00 24.34 24.385 24.32 24.34 24.34 191057.0 0.0 0.0
692 2024-09-30 00:00:00+01:00 24.36 24.36 24.3 24.36 24.36 418219.0 0.0 0.0
693 2024-10-01 00:00:00+01:00 24.36 24.38 24.34 24.34 24.34 834978.0 0.0 0.0
694 2024-10-02 00:00:00+01:00 24.34 24.38 24.34 24.36 24.36 321113.0 0.0 0.0
695 2024-10-03 00:00:00+01:00 24.36 24.400000000000002 24.36 24.36 24.36 119311.0 0.0 0.0
696 2024-10-04 00:00:00+01:00 24.400000000000002 24.400000000000002 24.355380859375 24.38 24.38 408506.0 0.0 0.0
697 2024-10-07 00:00:00+01:00 24.400000000000002 24.400000000000002 24.36 24.400000000000002 24.400000000000002 934866.0 0.0 0.0
698 2024-10-08 00:00:00+01:00 24.38 24.400000000000002 24.36 24.38 24.38 351909.0 0.0 0.0
699 2024-10-09 00:00:00+01:00 24.400000000000002 24.400000000000002 24.36 24.36 24.36 373356.0 0.0 0.0
700 2024-10-10 00:00:00+01:00 24.36 24.400000000000002 24.36 24.38 24.38 566301.0 0.0 0.0
701 2024-10-11 00:00:00+01:00 24.400000000000002 24.400000000000002 24.36 24.38 24.38 88197.0 0.0 0.0
702 2024-10-14 00:00:00+01:00 24.42 24.42 24.36 24.36 24.36 2859472.0 0.0 0.0
703 2024-10-15 00:00:00+01:00 24.38 24.42 24.38 24.400000000000002 24.400000000000002 1387949.0 0.0 0.0
704 2024-10-16 00:00:00+01:00 24.42 24.42 24.38 24.38 24.38 518018.0 0.0 0.0
705 2024-10-17 00:00:00+01:00 24.42 24.42 24.378291015625 24.38 24.38 1199504.0 0.0 0.0
706 2024-10-18 00:00:00+01:00 24.400000000000002 24.52 24.38 24.400000000000002 24.400000000000002 612904.0 0.0 0.0
707 2024-10-21 00:00:00+01:00 24.42 24.46 24.42 24.44 24.44 937999.0 0.0 0.0
708 2024-10-22 00:00:00+01:00 24.46 24.48 24.44 24.46 24.46 9890907.0 0.0 0.0
709 2024-10-23 00:00:00+01:00 24.46 24.46 24.46 24.46 24.46 0.0 0.0 0.0
710 2024-10-24 00:00:00+01:00 0.0 0.0
711 2024-10-25 00:00:00+01:00 0.0 0.0
712 2024-10-28 00:00:00+00:00 0.0 0.0
713 2024-10-29 00:00:00+00:00 0.0 0.0
714 2024-10-30 00:00:00+00:00 0.0 0.0
715 2024-10-31 00:00:00+00:00 0.0 0.0
716 2024-11-01 00:00:00+00:00 0.0 0.0
717 2024-11-04 00:00:00+00:00 0.0 0.0
718 2024-11-05 00:00:00+00:00 0.0 0.0
719 2024-11-06 00:00:00+00:00 0.0 0.0
720 2024-11-07 00:00:00+00:00 0.0 0.0
721 2024-11-08 00:00:00+00:00 0.0 0.0
722 2024-11-11 00:00:00+00:00 0.0 0.0
723 2024-11-12 00:00:00+00:00 0.0 0.0
724 2024-11-13 00:00:00+00:00 0.0 0.0
725 2024-11-14 00:00:00+00:00 0.0 0.0

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Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits,Repaired?
2022-01-03 00:00:00+01:00,20.400468826293945,20.80828094482422,20.400468826293945,20.629241943359375,20.04158073767676,559352,0.0,0.0,True
2022-01-04 00:00:00+01:00,20.649133682250977,20.897798538208008,20.5098819732666,20.848066329956055,20.254170979989347,930594,0.0,0.0,True
2022-01-05 00:00:00+01:00,20.897798538208008,21.126571655273438,20.838119506835938,21.126571655273438,20.524743211692808,572100,0.0,0.0,True
2022-01-06 00:00:00+01:00,20.887853622436523,21.126571655273438,20.599401473999023,20.967424392700195,20.37013149695311,532086,0.0,0.0,True
2022-01-07 00:00:00+01:00,21.007211685180664,21.186250686645508,20.867958068847656,21.126571655273438,20.524743211692808,698666,0.0,0.0,True
2022-01-10 00:00:00+01:00,21.186250686645508,21.245929718017578,20.997264862060547,21.05694580078125,20.457101019221444,972438,0.0,0.0,True
2022-01-11 00:00:00+01:00,21.226036071777344,21.514488220214844,21.226036071777344,21.37523651123047,20.766324448700836,894602,0.0,0.0,True
2022-01-12 00:00:00+01:00,21.564220428466797,21.604007720947266,21.0469970703125,21.216089248657227,20.611711003052147,838352,0.0,0.0,True
2022-01-13 00:00:00+01:00,20.897798538208008,21.14646339416504,20.897798538208008,21.14646339416504,20.558603716304646,514241,0.015,0.0,True
2022-01-14 00:00:00+01:00,20.897798538208008,21.066890716552734,20.80828094482422,21.0271053314209,20.442562606650853,708327,0.0,0.0,True
2022-01-17 00:00:00+01:00,21.106678009033203,21.633846282958984,21.0469970703125,21.554275512695312,20.95507670278679,947841,0.0,0.0,True
2022-01-18 00:00:00+01:00,21.454809188842773,21.484647750854492,21.156410217285156,21.405075073242188,20.81002451088455,966355,0.0,0.0,True
2022-01-19 00:00:00+01:00,21.37523651123047,21.822832107543945,21.295663833618164,21.78304672241211,21.177492853798224,1597827,0.0,0.0,True
2022-01-20 00:00:00+01:00,21.802940368652344,22.111284255981445,21.544328689575195,21.981977462768555,21.370893093551224,1563328,0.0,0.0,True
2022-01-21 00:00:00+01:00,21.74325942993164,21.94219207763672,21.415021896362305,21.65374183654785,21.051780846838273,1539782,0.0,0.0,True
2022-01-24 00:00:00+01:00,21.484647750854492,21.58411407470703,20.887853622436523,20.997264862060547,20.413553134072398,1334240,0.0,0.0,True
2022-01-25 00:00:00+01:00,21.156410217285156,21.186250686645508,20.877906799316406,20.917692184448242,20.336192394303197,1198631,0.0,0.0,True
2022-01-26 00:00:00+01:00,20.997264862060547,21.72336769104004,20.997264862060547,21.415021896362305,20.819697017860687,913216,0.0,0.0,True
2022-01-27 00:00:00+01:00,21.11662483215332,21.862619400024414,21.0469970703125,21.6437931060791,21.04210673019215,765306,0.0,0.0,True
2022-01-28 00:00:00+01:00,21.554275512695312,21.65374183654785,21.126571655273438,21.484647750854492,20.887385250653754,1109097,0.0,0.0,True
2022-01-31 00:00:00+01:00,21.6239013671875,21.65374183654785,21.066890716552734,21.186250686645508,20.597285695859238,999557,0.0,0.0,True
2022-02-01 00:00:00+01:00,21.27577018737793,21.405075073242188,21.05694580078125,21.11662483215332,20.529594243726194,732572,0.0,0.0,True
2022-02-02 00:00:00+01:00,21.52443504333496,22.021764755249023,21.454809188842773,21.753206253051758,21.1484769425398,1195479,0.0,0.0,True
2022-02-03 00:00:00+01:00,21.773099899291992,21.892459869384766,21.6239013671875,21.773099899291992,21.167820346822086,906159,0.0,0.0,True
2022-02-04 00:00:00+01:00,21.87256622314453,21.87256622314453,21.345396041870117,21.424968719482422,20.829366305496844,763864,0.0,0.0,True
2022-02-07 00:00:00+01:00,21.574167251586914,21.574167251586914,21.265823364257812,21.415021896362305,20.819697017860687,382854,0.0,0.0,True
2022-02-08 00:00:00+01:00,21.36528968811035,21.78304672241211,21.36528968811035,21.713420867919922,21.109798182325196,1006721,0.0,0.0,True
2022-02-09 00:00:00+01:00,21.812885284423828,21.991924285888672,21.733312606811523,21.981977462768555,21.370893093551224,893571,0.0,0.0,True
2022-02-10 00:00:00+01:00,22.021764755249023,22.210750579833984,21.962085723876953,22.041658401489258,21.428912038708134,851844,0.0,0.0,True
2022-02-11 00:00:00+01:00,21.882511138916016,22.06155014038086,21.713420867919922,21.882511138916016,21.274188949499745,893486,0.0,0.0,True
2022-02-14 00:00:00+01:00,21.514488220214844,21.514488220214844,20.818225860595703,21.14646339416504,20.558603716304646,1234728,0.0,0.0,True
2022-02-15 00:00:00+01:00,21.007211685180664,21.713420867919922,20.967424392700195,21.673633575439453,21.071116202770604,687285,0.0,0.0,True
2022-02-16 00:00:00+01:00,21.713420867919922,22.06155014038086,21.713420867919922,22.06155014038086,21.448250613980445,798177,0.0,0.0,True
2022-02-17 00:00:00+01:00,22.021764755249023,22.081443786621094,21.763153076171875,21.832778930664062,21.22583929197899,684218,0.0,0.0,True
2022-02-18 00:00:00+01:00,21.832778930664062,21.892459869384766,21.385181427001953,21.544328689575195,20.945407415150648,737030,0.0,0.0,True
2022-02-21 00:00:00+01:00,21.673633575439453,21.68358039855957,20.92763900756836,21.126571655273438,20.539265141032338,677844,0.0,0.0,True
2022-02-22 00:00:00+01:00,20.529775619506836,21.196197509765625,20.32089614868164,20.95747947692871,20.374872764187796,1273455,0.0,0.0,True
2022-02-23 00:00:00+01:00,21.415021896362305,21.862619400024414,20.987319946289062,21.216089248657227,20.626295168437693,1732461,0.0,0.0,True
2022-02-24 00:00:00+01:00,20.48004150390625,20.877906799316406,19.51124382019043,19.70221710205078,19.154507899163683,2560976,0.0,0.0,True
2022-02-25 00:00:00+01:00,19.903139114379883,20.291057586669922,19.475435256958008,20.201536178588867,19.639945736380405,1423396,0.0,0.0,True
2022-02-28 00:00:00+01:00,19.773834228515625,19.903139114379883,19.308332443237305,19.837491989135742,19.28602115677132,1569727,0.0,0.0,True
2022-03-01 00:00:00+01:00,19.77781105041504,19.95287322998047,18.73938751220703,18.73938751220703,18.218442947956373,1308216,0.0,0.0,True
2022-03-02 00:00:00+01:00,18.536476135253906,19.12929344177246,18.17840003967285,18.966169357299805,18.438921056298593,1739856,0.0,0.0,True
2022-03-03 00:00:00+01:00,19.001977920532227,19.077571868896484,18.297758102416992,18.361417770385742,17.85097943405268,834767,0.0,0.0,True
2022-03-04 00:00:00+01:00,18.13463592529297,18.14259147644043,16.893299102783203,17.05642318725586,16.58226330183782,2249030,0.0,0.0,True
2022-03-07 00:00:00+01:00,16.384033203125,17.10814666748047,15.516690254211426,16.380054473876953,15.924698623469626,2250820,0.0,0.0,True
2022-03-08 00:00:00+01:00,16.21295166015625,16.941043853759766,16.16520881652832,16.805768966674805,16.338578581234838,1388112,0.0,0.0,True
2022-03-09 00:00:00+01:00,17.207611083984375,18.22614288330078,17.17976188659668,18.22614288330078,17.719466176445042,1580329,0.0,0.0,True
2022-03-10 00:00:00+01:00,18.38926887512207,18.429054260253906,17.44632911682129,17.696983337402344,17.205017256979872,1037018,0.0,0.0,True
2022-03-11 00:00:00+01:00,17.88397979736328,18.369373321533203,17.585582733154297,17.943660736083984,17.44483715993438,985960,0.0,0.0,True
2022-03-14 00:00:00+01:00,18.285823822021484,18.747344970703125,18.250015258789062,18.52056312561035,18.005702523261068,963701,0.0,0.0,True
2022-03-15 00:00:00+01:00,19.79372787475586,19.893192291259766,17.99538230895996,18.15452766418457,17.649843120322757,2685295,0.0,0.0,True
2022-03-16 00:00:00+01:00,18.78713035583496,18.9741268157959,18.369373321533203,18.76723861694336,18.245520816545586,1321768,0.0,0.0,True
2022-03-17 00:00:00+01:00,18.89853286743164,18.966169357299805,18.433032989501953,18.854768753051758,18.330616020621715,1124314,0.0,0.0,True
2022-03-18 00:00:00+01:00,18.894554138183594,18.98606300354004,18.47281837463379,18.7990665435791,18.276461893113282,1809744,0.0,0.0,True
2022-03-21 00:00:00+01:00,18.7990665435791,19.15714454650879,18.763259887695312,18.91046905517578,18.384768538460154,703039,0.0,0.0,True
2022-03-22 00:00:00+01:00,18.966169357299805,19.184995651245117,18.85079002380371,19.05767822265625,18.527885907033173,715772,0.0,0.0,True
2022-03-23 00:00:00+01:00,19.121337890625,19.15714454650879,18.671751022338867,18.671751022338867,18.152686319152558,1351532,0.0,0.0,True
2022-03-24 00:00:00+01:00,18.659814834594727,18.731430053710938,18.234100341796875,18.30173683166504,17.792958879225786,1286093,0.0,0.0,True
2022-03-25 00:00:00+01:00,18.405181884765625,18.47281837463379,18.170442581176758,18.285823822021484,17.777488340941936,726494,0.0,0.0,True
2022-03-28 00:00:00+02:00,18.393245697021484,18.759281158447266,18.329587936401367,18.433032989501953,17.92060409984496,837768,0.0,0.0,True
2022-03-29 00:00:00+02:00,18.72745132446289,19.256610870361328,18.687665939331055,19.16908073425293,18.636190942710048,917861,0.0,0.0,True
2022-03-30 00:00:00+02:00,19.15714454650879,19.15714454650879,18.46088218688965,18.50862693786621,17.994096802625698,823527,0.0,0.0,True
2022-03-31 00:00:00+02:00,18.50862693786621,18.822938919067383,17.768600463867188,17.796449661254883,17.30171818169137,1780930,0.0,0.0,True
2022-04-01 00:00:00+02:00,17.895915985107422,18.102806091308594,17.880001068115234,17.880001068115234,17.382948568119016,751206,0.0,0.0,True
2022-04-04 00:00:00+02:00,17.92376708984375,17.991403579711914,17.517946243286133,17.79247283935547,17.2978517543729,836607,0.0,0.0,True
2022-04-05 00:00:00+02:00,17.77655792236328,17.975488662719727,17.382671356201172,17.617412567138672,17.127658126880668,842142,0.0,0.0,True
2022-04-06 00:00:00+02:00,17.577625274658203,17.625368118286133,16.87340545654297,17.016637802124023,16.543584541623215,1380130,0.0,0.0,True
2022-04-07 00:00:00+02:00,17.10814666748047,17.382671356201172,16.865449905395508,16.89727783203125,16.427541822299425,857449,0.0,0.0,True
2022-04-08 00:00:00+02:00,17.191696166992188,17.382671356201172,16.99674415588379,17.191696166992188,16.71377816911545,913588,0.0,0.0,True
2022-04-11 00:00:00+02:00,17.219547271728516,17.549774169921875,17.036529541015625,17.203632354736328,16.72538228008083,1067867,0.0,0.0,True
2022-04-12 00:00:00+02:00,17.00868034362793,17.565689086914062,16.833620071411133,17.565689086914062,17.077372036360696,1285128,0.0,0.0,True
2022-04-13 00:00:00+02:00,17.438373565673828,17.525903701782227,17.267290115356445,17.506010055541992,17.019351481533796,697328,0.0,0.0,True
2022-04-14 00:00:00+02:00,17.58160400390625,17.657197952270508,17.406543731689453,17.513967514038086,17.02708916518071,587256,0.0,0.0,True
2022-04-19 00:00:00+02:00,17.54181671142578,17.69300651550293,17.418479919433594,17.517946243286133,17.030957202169166,962344,0.0,0.0,True
2022-04-20 00:00:00+02:00,17.633325576782227,17.967531204223633,17.609453201293945,17.768600463867188,17.274643532442145,675733,0.0,0.0,True
2022-04-21 00:00:00+02:00,17.860109329223633,18.38926887512207,17.860109329223633,18.28980255126953,17.781356377930393,946132,0.0,0.0,True
2022-04-22 00:00:00+02:00,18.063018798828125,18.25399398803711,17.87204360961914,18.031190872192383,17.5299339736805,876938,0.0,0.0,True
2022-04-25 00:00:00+02:00,17.71687889099121,17.891937255859375,17.549774169921875,17.629348754882812,17.139262237846047,857539,0.0,0.0,True
2022-04-26 00:00:00+02:00,17.868066787719727,17.868066787719727,17.342885971069336,17.342885971069336,16.860763574676927,920938,0.0,0.0,True
2022-04-27 00:00:00+02:00,17.42245864868164,17.513967514038086,16.865449905395508,17.430416107177734,16.945860388423046,995898,0.0,0.0,True
2022-04-28 00:00:00+02:00,17.633325576782227,17.99538230895996,17.601497650146484,17.736770629882812,17.24369923653446,1172803,0.0,0.0,True
2022-04-29 00:00:00+02:00,17.848173141479492,18.10678482055664,17.804407119750977,18.015274047851562,17.514460216056666,988594,0.0,0.0,True
2022-05-02 00:00:00+02:00,17.88397979736328,18.05506134033203,16.90921401977539,17.74074935913086,17.24756566385293,1031151,0.0,0.0,True
2022-05-03 00:00:00+02:00,17.848173141479492,17.93570327758789,17.506010055541992,17.808385848999023,17.31332229265675,1121197,0.0,0.0,True
2022-05-04 00:00:00+02:00,18.747344970703125,19.10542106628418,18.532499313354492,18.846811294555664,18.322881556314783,2131889,0.0,0.0,True
2022-05-05 00:00:00+02:00,19.18101692199707,19.37994956970215,18.138612747192383,18.17840003967285,17.673048122913535,1420586,0.0,0.0,True
2022-05-06 00:00:00+02:00,18.110763549804688,18.560348510742188,17.97150993347168,18.369373321533203,17.858713898359614,967240,0.0,0.0,True
2022-05-09 00:00:00+02:00,18.190336227416992,18.305715560913086,17.844194412231445,17.951616287231445,17.452570014571318,1063615,0.0,0.0,True
2022-05-10 00:00:00+02:00,18.063018798828125,18.85079002380371,18.04710578918457,18.341524124145508,17.83164085878037,1106715,0.0,0.0,True
2022-05-11 00:00:00+02:00,18.46088218688965,18.659814834594727,18.27786636352539,18.47281837463379,17.95928446972956,916544,0.0,0.0,True
2022-05-12 00:00:00+02:00,18.04312515258789,18.261951446533203,17.784513473510742,18.222164154052734,17.71559974912657,899448,0.0,0.0,True
2022-05-13 00:00:00+02:00,18.405181884765625,18.55636978149414,18.194313049316406,18.38528823852539,17.87418765598344,614260,0.0,0.0,True
2022-05-16 00:00:00+02:00,18.381309509277344,18.612070083618164,18.24205780029297,18.417118072509766,17.90513356156111,734648,0.0,0.0,True
2022-05-17 00:00:00+02:00,18.21420669555664,18.747344970703125,18.21420669555664,18.512605667114258,18.020961169004284,625555,0.0235,0.0,True
2022-05-18 00:00:00+02:00,18.54443359375,18.592178344726562,18.357437133789062,18.357437133789062,17.869913837170763,676447,0.0,0.0,True
2022-05-19 00:00:00+02:00,17.677091598510742,17.903873443603516,17.474180221557617,17.513967514038086,17.048843460304507,1239650,0.0,0.0,True
2022-05-20 00:00:00+02:00,17.856130599975586,18.063018798828125,17.60547637939453,17.60547637939453,17.13792236757609,792884,0.0,0.0,True
2022-05-23 00:00:00+02:00,17.85215187072754,17.987424850463867,17.633325576782227,17.987424850463867,17.509727290657995,661658,0.0,0.0,True
2022-05-24 00:00:00+02:00,17.79247283935547,17.83623695373535,17.414501190185547,17.418479919433594,16.95589082346159,729103,0.0,0.0,True
2022-05-25 00:00:00+02:00,17.617412567138672,17.89989471435547,17.394607543945312,17.8402156829834,17.36642741796716,645185,0.0,0.0,True
2022-05-26 00:00:00+02:00,17.79247283935547,18.05506134033203,17.720855712890625,18.03516960144043,17.556203609079454,523872,0.0,0.0,True
2022-05-27 00:00:00+02:00,18.031190872192383,18.198293685913086,17.94763946533203,18.198293685913086,17.71499558791078,578243,0.0,0.0,True
2022-05-30 00:00:00+02:00,18.27786636352539,18.433032989501953,18.10678482055664,18.218185424804688,17.734358611477727,568621,0.0,0.0,True
2022-05-31 00:00:00+02:00,18.1823787689209,18.218185424804688,17.97150993347168,18.122699737548828,17.64141019285213,1795488,0.0,0.0,True
2022-06-01 00:00:00+02:00,18.293779373168945,18.44496726989746,18.17840003967285,18.28980255126953,17.804074495182356,494450,0.0,0.0,True
2022-06-02 00:00:00+02:00,18.3494815826416,18.532499313354492,18.3494815826416,18.4569034576416,17.966737391440144,412331,0.0,0.0,True
2022-06-03 00:00:00+02:00,18.592178344726562,18.639921188354492,18.433032989501953,18.564327239990234,18.071308404852203,487960,0.0,0.0,True
2022-06-06 00:00:00+02:00,18.72745132446289,18.830896377563477,18.56830596923828,18.592178344726562,18.098420293634273,605186,0.0,0.0,True
2022-06-07 00:00:00+02:00,18.500669479370117,18.540456771850586,18.32560920715332,18.468839645385742,17.978355768009287,606368,0.0,0.0,True
2022-06-08 00:00:00+02:00,18.512605667114258,18.616050720214844,18.44496726989746,18.564327239990234,18.071308404852203,631100,0.0,0.0,True
2022-06-09 00:00:00+02:00,18.452926635742188,18.82691764831543,18.401203155517578,18.41313934326172,17.924136208662464,1105870,0.0,0.0,True
2022-06-10 00:00:00+02:00,18.273887634277344,18.31367301940918,17.685047149658203,17.685047149658203,17.215380086133635,933108,0.0,0.0,True
2022-06-13 00:00:00+02:00,17.506010055541992,17.768600463867188,17.223526000976562,17.521923065185547,17.056586701229875,1102884,0.0,0.0,True
2022-06-14 00:00:00+02:00,17.71289825439453,17.756664276123047,17.255355834960938,17.255355834960938,16.79709884463027,815872,0.0,0.0,True
2022-06-15 00:00:00+02:00,17.486116409301758,18.015274047851562,17.42245864868164,17.621389389038086,17.153413067644134,987976,0.0,0.0,True
2022-06-16 00:00:00+02:00,17.533859252929688,17.577625274658203,16.328332901000977,16.328332901000977,15.894697019635123,1421657,0.0,0.0,True
2022-06-17 00:00:00+02:00,16.391990661621094,16.694366455078125,16.06574249267578,16.248760223388672,15.81723648893269,3094063,0.0,0.0,True
2022-06-20 00:00:00+02:00,16.40790557861328,16.427799224853516,16.12542152404785,16.356182098388672,15.921804690199872,496948,0.0,0.0,True
2022-06-21 00:00:00+02:00,16.491456985473633,16.821683883666992,16.427799224853516,16.48349952697754,16.045742945396203,563534,0.0,0.0,True
2022-06-22 00:00:00+02:00,16.208974838256836,16.208974838256836,15.759387016296387,15.819067001342773,15.398955247429319,1050007,0.0,0.0,True
2022-06-23 00:00:00+02:00,15.735515594482422,15.799174308776855,15.285928726196289,15.30980110168457,14.90321206915108,1064414,0.0,0.0,True
2022-06-24 00:00:00+02:00,15.413246154785156,15.898639678955078,15.234207153320312,15.86681079864502,15.44543156585078,1215616,0.0,0.0,True
2022-06-27 00:00:00+02:00,16.01799964904785,16.328332901000977,15.958318710327148,16.117464065551758,15.689428722382338,1182615,0.0,0.0,True
2022-06-28 00:00:00+02:00,16.248760223388672,16.519306182861328,16.045848846435547,16.181123733520508,15.751397146944283,1274280,0.0,0.0,True
2022-06-29 00:00:00+02:00,16.014020919799805,16.06574249267578,15.468947410583496,15.528626441955566,15.116227825546547,1058236,0.0,0.0,True
2022-06-30 00:00:00+02:00,15.234207153320312,15.381417274475098,14.800535202026367,15.381417274475098,14.972926546783269,1934410,0.0,0.0,True
2022-07-01 00:00:00+02:00,15.277972221374512,15.679815292358398,15.230228424072266,15.377437591552734,14.969054223284367,909034,0.0,0.0,True
2022-07-04 00:00:00+02:00,15.564434051513672,15.791215896606445,15.488840103149414,15.687771797180176,15.271146074806529,798569,0.0,0.0,True
2022-07-05 00:00:00+02:00,15.763365745544434,15.91455364227295,14.884086608886719,14.884086608886719,14.488804557219051,1966763,0.0,0.0,True
2022-07-06 00:00:00+02:00,15.079039573669434,15.202378273010254,14.907958984375,15.110869407653809,14.709566366684761,938909,0.0,0.0,True
2022-07-07 00:00:00+02:00,15.301843643188477,15.898639678955078,15.23818588256836,15.807130813598633,15.387335464787737,1170179,0.0,0.0,True
2022-07-08 00:00:00+02:00,15.69572925567627,16.39596939086914,15.532605171203613,16.049827575683594,15.623586568249053,1372047,0.0,0.0,True
2022-07-11 00:00:00+02:00,15.608199119567871,15.69572925567627,15.285928726196289,15.488840103149414,15.077497560195331,877119,0.0,0.0,True
2022-07-12 00:00:00+02:00,15.381417274475098,15.556476593017578,14.983552932739258,15.520668983459473,15.108481772476305,1161955,0.0,0.0,True
2022-07-13 00:00:00+02:00,15.425182342529297,15.647985458374023,15.234207153320312,15.357544898986816,14.94968838757254,1081802,0.0,0.0,True
2022-07-14 00:00:00+02:00,15.333672523498535,15.357544898986816,14.728919982910156,14.888065338134766,14.492678286790394,896311,0.0,0.0,True
2022-07-15 00:00:00+02:00,14.959680557250977,15.548519134521484,14.923872947692871,15.433138847351074,15.023276594776068,1160019,0.0,0.0,True
2022-07-18 00:00:00+02:00,15.970254898071289,16.316396713256836,15.894660949707031,16.133378982543945,15.704919422450384,1770123,0.0,0.0,True
2022-07-19 00:00:00+02:00,16.010042190551758,16.698345184326172,15.755409240722656,16.48349952697754,16.045742945396203,1574206,0.0,0.0,True
2022-07-20 00:00:00+02:00,16.551136016845703,16.67845344543457,16.145315170288086,16.439735412597656,16.003140356546087,876721,0.0,0.0,True
2022-07-21 00:00:00+02:00,16.30048179626465,16.646623611450195,16.16520881652832,16.364139556884766,15.929552149342557,1014598,0.0,0.0,True
2022-07-22 00:00:00+02:00,16.244781494140625,16.463605880737305,15.98219108581543,16.037891387939453,15.611968191679907,1100753,0.0,0.0,True
2022-07-25 00:00:00+02:00,16.014020919799805,16.39596939086914,15.874768257141113,16.11348533630371,15.685553586738559,826151,0.0,0.0,True
2022-07-26 00:00:00+02:00,16.11348533630371,16.133378982543945,15.600241661071777,15.715621948242188,15.298257963588599,1071673,0.0,0.0,True
2022-07-27 00:00:00+02:00,15.894660949707031,15.970254898071289,15.703685760498047,15.950362205505371,15.526763013979673,1076946,0.0,0.0,True
2022-07-28 00:00:00+02:00,16.368118286132812,16.686410903930664,16.232845306396484,16.551136016845703,16.11158369345705,1713701,0.0,0.0,True
2022-07-29 00:00:00+02:00,16.634687423706055,17.084274291992188,16.551136016845703,17.00868034362793,16.55697541767005,1096515,0.0,0.0,True
2022-08-01 00:00:00+02:00,17.088253021240234,17.303098678588867,16.83759880065918,16.861469268798828,16.413675544979213,698449,0.0,0.0,True
2022-08-02 00:00:00+02:00,16.833620071411133,16.992765426635742,16.674474716186523,16.937063217163086,16.48725953396542,683927,0.0,0.0,True
2022-08-03 00:00:00+02:00,16.92115020751953,17.175783157348633,16.83759880065918,17.12008285522461,16.66542016065345,520776,0.0,0.0,True
2022-08-04 00:00:00+02:00,17.132017135620117,17.334928512573242,17.004701614379883,17.064380645751953,16.61119638308931,770841,0.0,0.0,True
2022-08-05 00:00:00+02:00,17.100189208984375,17.283206939697266,16.821683883666992,17.104167938232422,16.649926648440527,676884,0.0,0.0,True
2022-08-08 00:00:00+02:00,17.283206939697266,17.47020149230957,17.076316833496094,17.319013595581055,16.859067269192213,640299,0.0,0.0,True
2022-08-09 00:00:00+02:00,17.247398376464844,17.342885971069336,16.9808292388916,17.112125396728516,16.657674107583208,513653,0.0,0.0,True
2022-08-10 00:00:00+02:00,17.084274291992188,17.43439483642578,16.90921401977539,17.394607543945312,16.932651258178424,565334,0.0,0.0,True
2022-08-11 00:00:00+02:00,17.45826530456543,17.474180221557617,17.15191078186035,17.267290115356445,16.808717221199412,740132,0.0,0.0,True
2022-08-12 00:00:00+02:00,17.23944091796875,17.486116409301758,17.231483459472656,17.342885971069336,16.88230542840294,966868,0.0,0.0,True
2022-08-15 00:00:00+02:00,17.346864700317383,17.474180221557617,17.064380645751953,17.243419647216797,16.785480468061124,404314,0.0,0.0,True
2022-08-16 00:00:00+02:00,17.342885971069336,17.426437377929688,17.175783157348633,17.36277961730957,16.90166985804233,615567,0.0,0.0,True
2022-08-17 00:00:00+02:00,17.44632911682129,17.525903701782227,16.742111206054688,16.76598358154297,16.320724314208736,1020374,0.0,0.0,True
2022-08-18 00:00:00+02:00,16.821683883666992,17.25137710571289,16.769962310791016,16.853513717651367,16.40592949190897,738694,0.0,0.0,True
2022-08-19 00:00:00+02:00,16.69038963317871,16.901256561279297,16.606836318969727,16.606836318969727,16.165803252803872,628184,0.0,0.0,True
2022-08-22 00:00:00+02:00,16.479520797729492,16.527265548706055,15.92251205444336,15.978212356567383,15.553874902761745,866276,0.0,0.0,True
2022-08-23 00:00:00+02:00,15.942404747009277,16.292524337768555,15.918533325195312,16.292524337768555,15.859837671710368,860233,0.0,0.0,True
2022-08-24 00:00:00+02:00,16.268653869628906,16.308439254760742,15.950362205505371,16.240802764892578,15.809489029790006,704240,0.0,0.0,True
2022-08-25 00:00:00+02:00,16.388011932373047,16.523286819458008,16.216930389404297,16.292524337768555,15.859837671710368,479490,0.0,0.0,True
2022-08-26 00:00:00+02:00,16.439735412597656,16.598880767822266,15.958318710327148,15.990147590637207,15.56549046718601,546820,0.0,0.0,True
2022-08-29 00:00:00+02:00,15.91455364227295,16.44769287109375,15.743473052978516,16.43177604675293,15.995390085258524,771344,0.0,0.0,True
2022-08-30 00:00:00+02:00,16.54317855834961,16.67845344543457,16.15327262878418,16.248760223388672,15.81723648893269,741509,0.0,0.0,True
2022-08-31 00:00:00+02:00,16.356182098388672,16.44371223449707,16.0418701171875,16.0418701171875,15.615841921251251,956161,0.0,0.0,True
2022-09-01 00:00:00+02:00,15.978212356567383,15.978212356567383,15.691749572753906,15.755409240722656,15.336988228939816,998562,0.0,0.0,True
2022-09-02 00:00:00+02:00,16.161230087280273,16.519306182861328,15.962298393249512,16.391990661621094,15.956664038124627,997552,0.0,0.0,True
2022-09-05 00:00:00+02:00,15.874768257141113,15.91455364227295,15.520668983459473,15.723580360412598,15.306005422731282,1129909,0.0,0.0,True
2022-09-06 00:00:00+02:00,15.763365745544434,16.09359359741211,15.683793067932129,15.86681079864502,15.44543156585078,638791,0.0,0.0,True
2022-09-07 00:00:00+02:00,15.616155624389648,16.264673233032227,15.58034896850586,16.21295166015625,15.782378547080377,819365,0.0,0.0,True
2022-09-08 00:00:00+02:00,16.292524337768555,16.364139556884766,15.954340934753418,16.14133644104004,15.712665475520629,690130,0.0,0.0,True
2022-09-09 00:00:00+02:00,16.19305992126465,16.575008392333984,16.19305992126465,16.427799224853516,15.991520573904502,623223,0.0,0.0,True
2022-09-12 00:00:00+02:00,16.614795684814453,17.076316833496094,16.571029663085938,16.98480796813965,16.533737258459322,880959,0.0,0.0,True
2022-09-13 00:00:00+02:00,17.02061653137207,17.549774169921875,16.698345184326172,16.722217559814453,16.278118913213735,1949078,0.0,0.0,True
2022-09-14 00:00:00+02:00,16.55511474609375,16.65458106994629,16.06574249267578,16.316396713256836,15.883077236993536,1147799,0.0,0.0,True
2022-09-15 00:00:00+02:00,16.316396713256836,16.50737190246582,16.01799964904785,16.12542152404785,15.697173369380144,704698,0.0,0.0,True
2022-09-16 00:00:00+02:00,15.92648983001709,16.05380630493164,15.647985458374023,15.954340934753418,15.530635337478573,1934284,0.0,0.0,True
2022-09-19 00:00:00+02:00,15.890682220458984,16.419841766357422,15.791215896606445,16.368118286132812,15.933425878913898,961766,0.0,0.0,True
2022-09-20 00:00:00+02:00,16.44769287109375,16.55511474609375,15.930468559265137,15.99412727355957,15.569367008902228,712846,0.0,0.0,True
2022-09-21 00:00:00+02:00,15.894660949707031,16.137357711791992,15.815088272094727,16.1294002532959,15.701045692879042,557165,0.0,0.0,True
2022-09-22 00:00:00+02:00,15.727558135986328,16.197038650512695,15.667879104614258,16.069721221923828,15.64295240396088,892616,0.0,0.0,True
2022-09-23 00:00:00+02:00,16.0418701171875,16.161230087280273,15.64002799987793,15.854874610900879,15.433811783209194,1425407,0.0,0.0,True
2022-09-26 00:00:00+02:00,15.675835609436035,16.037891387939453,15.604220390319824,15.604220390319824,15.189814626677634,823367,0.0,0.0,True
2022-09-27 00:00:00+02:00,15.6360502243042,15.886704444885254,15.492818832397461,15.687771797180176,15.271146074806529,1239006,0.0,0.0,True
2022-09-28 00:00:00+02:00,15.433138847351074,16.109508514404297,15.170549392700195,15.990147590637207,15.56549046718601,1753368,0.0,0.0,True
2022-09-29 00:00:00+02:00,15.986169815063477,15.986169815063477,15.40926742553711,15.516690254211426,15.104608042904962,1373640,0.0,0.0,True
2022-09-30 00:00:00+02:00,15.6360502243042,15.894660949707031,15.528626441955566,15.842939376831055,15.42219340664005,1225082,0.0,0.0,True
2022-10-03 00:00:00+02:00,15.671856880187988,16.419841766357422,15.628091812133789,16.34822654724121,15.91406144927451,968647,0.0,0.0,True
2022-10-04 00:00:00+02:00,16.618772506713867,17.267290115356445,16.618772506713867,17.267290115356445,16.808717221199412,1425231,0.0,0.0,True
2022-10-05 00:00:00+02:00,17.100189208984375,17.35084342956543,17.016637802124023,17.08029556274414,16.626688489229796,1216119,0.0,0.0,True
2022-10-06 00:00:00+02:00,17.203632354736328,17.32697105407715,16.88534164428711,16.976850509643555,16.525989799316637,825166,0.0,0.0,True
2022-10-07 00:00:00+02:00,16.976850509643555,17.12803840637207,16.65458106994629,16.730175018310547,16.28586637235642,839674,0.0,0.0,True
2022-10-10 00:00:00+02:00,16.610815048217773,17.56966781616211,16.586944580078125,17.402565002441406,16.940398717321106,1029281,0.0,0.0,True
2022-10-11 00:00:00+02:00,17.088253021240234,17.23944091796875,16.284568786621094,16.463605880737305,16.026375703611937,2020228,0.0,0.0,True
2022-10-12 00:00:00+02:00,16.499414443969727,16.929107666015625,16.320375442504883,16.789854049682617,16.343959661274585,1510536,0.0,0.0,True
2022-10-13 00:00:00+02:00,16.694366455078125,17.17976188659668,16.384033203125,17.17976188659668,16.72351485564406,1551570,0.0,0.0,True
2022-10-14 00:00:00+02:00,17.525903701782227,17.69300651550293,16.841577529907227,17.012659072875977,16.560847741168953,1388605,0.0,0.0,True
2022-10-17 00:00:00+02:00,17.012659072875977,17.49407386779785,16.913192749023438,17.287185668945312,16.82808305691124,857670,0.0,0.0,True
2022-10-18 00:00:00+02:00,17.43439483642578,17.951616287231445,17.39858627319336,17.617412567138672,17.14954215021767,1118895,0.0,0.0,True
2022-10-19 00:00:00+02:00,17.732791900634766,17.820322036743164,17.565689086914062,17.58160400390625,17.114684208365354,659672,0.0,0.0,True
2022-10-20 00:00:00+02:00,17.4980525970459,17.796449661254883,17.414501190185547,17.677091598510742,17.20763543913583,869126,0.0,0.0,True
2022-10-21 00:00:00+02:00,17.506010055541992,17.85215187072754,17.346864700317383,17.85215187072754,17.378044388463863,781749,0.0,0.0,True
2022-10-24 00:00:00+02:00,18.699600219726562,18.834875106811523,17.708919525146484,18.345502853393555,17.858295460601617,1695268,0.0,0.0,True
2022-10-25 00:00:00+02:00,18.440990447998047,18.627986907958984,17.931724548339844,18.202272415161133,17.71886931748212,1131150,0.0,0.0,True
2022-10-26 00:00:00+02:00,18.22614288330078,18.43701171875,17.975488662719727,18.329587936401367,17.84280194838869,1222905,0.0,0.0,True
2022-10-27 00:00:00+02:00,18.341524124145508,18.600135803222656,18.08291244506836,18.293779373168945,17.80794681868126,778065,0.0,0.0,True
2022-10-28 00:00:00+02:00,18.078933715820312,18.32560920715332,17.975488662719727,18.269908905029297,17.784708659470528,1099727,0.0,0.0,True
2022-10-31 00:00:00+01:00,18.369373321533203,18.532499313354492,18.14259147644043,18.150548934936523,17.66851786341688,1018936,0.0,0.0,True
2022-11-01 00:00:00+01:00,18.293779373168945,18.492712020874023,18.063018798828125,18.15452766418457,17.672391592988223,1016061,0.0,0.0,True
2022-11-02 00:00:00+01:00,18.186357498168945,18.194313049316406,17.88397979736328,18.063018798828125,17.583315497861527,1299861,0.0,0.0,True
2022-11-03 00:00:00+01:00,17.69300651550293,18.015274047851562,17.406543731689453,17.98344612121582,17.505852155014214,1179101,0.0,0.0,True
2022-11-04 00:00:00+01:00,18.202272415161133,18.894554138183594,18.15452766418457,18.791109085083008,18.292067402173036,1369272,0.0,0.0,True
2022-11-07 00:00:00+01:00,18.759281158447266,19.391883850097656,18.659814834594727,19.336183547973633,18.82266711623115,1259541,0.0,0.0,True
2022-11-08 00:00:00+01:00,19.332204818725586,19.566944122314453,19.188974380493164,19.41177749633789,18.896252511289795,886906,0.0,0.0,True
2022-11-09 00:00:00+01:00,19.415756225585938,19.415756225585938,18.954233169555664,19.208866119384766,18.69873026710726,1198007,0.0,0.0,True
2022-11-10 00:00:00+01:00,19.153165817260742,19.59479522705078,19.03778648376465,19.586837768554688,19.066662866690272,1410472,0.0,0.0,True
2022-11-11 00:00:00+01:00,19.59479522705078,19.857385635375977,19.562965393066406,19.78974723815918,19.264183704800367,1274687,0.0,0.0,True
2022-11-14 00:00:00+01:00,19.81361961364746,20.112018585205078,19.690282821655273,20.032445907592773,19.50044043255144,1295287,0.0,0.0,True
2022-11-15 00:00:00+01:00,20.01255226135254,20.191591262817383,19.61071014404297,19.805662155151367,19.279678623085733,1056914,0.0,0.0,True
2022-11-16 00:00:00+01:00,19.75394058227539,19.785770416259766,19.276504516601562,19.44758415222168,18.931107640997233,1015000,0.0,0.0,True
2022-11-17 00:00:00+01:00,19.4833927154541,19.65447425842285,19.09746551513672,19.296396255493164,18.783935444807494,644501,0.0,0.0,True
2022-11-18 00:00:00+01:00,19.42371368408203,19.666410446166992,19.332204818725586,19.666410446166992,19.1441233973927,829590,0.0,0.0,True
2022-11-21 00:00:00+01:00,19.598773956298828,19.606731414794922,19.02187156677246,19.101444244384766,18.59416065976764,918183,0.0,0.0,True
2022-11-22 00:00:00+01:00,19.137252807617188,19.49930763244629,19.073593139648438,19.395862579345703,18.880761811221753,915438,0.0,0.0,True
2022-11-23 00:00:00+01:00,19.475435256958008,19.51124382019043,19.149187088012695,19.264568328857422,18.752952638598963,867427,0.0,0.0,True
2022-11-24 00:00:00+01:00,19.31231117248535,19.551029205322266,19.31231117248535,19.539094924926758,19.02018795434125,658838,0.0,0.0,True
2022-11-25 00:00:00+01:00,19.535114288330078,19.574901580810547,19.371990203857422,19.419734954833984,18.90399856436004,444192,0.0,0.0,True
2022-11-28 00:00:00+01:00,19.296396255493164,19.356077194213867,19.085529327392578,19.16908073425293,18.660001407828485,743198,0.0,0.0,True
2022-11-29 00:00:00+01:00,18.830896377563477,18.978105545043945,18.572284698486328,18.72745132446289,18.230101789755967,1801344,0.0,0.0,True
2022-11-30 00:00:00+01:00,18.89853286743164,18.92638397216797,18.405181884765625,18.675729751586914,18.179751741763166,1555300,0.0,0.0,True
2022-12-01 00:00:00+01:00,18.87466049194336,18.958213806152344,18.56830596923828,18.73938751220703,18.241720166325113,1102744,0.0,0.0,True
2022-12-02 00:00:00+01:00,18.663793563842773,19.013914108276367,18.55636978149414,19.005956649780273,18.501209428997157,783142,0.0,0.0,True
2022-12-05 00:00:00+01:00,18.966169357299805,19.061656951904297,18.73938751220703,18.86272621154785,18.36178328587766,726414,0.0,0.0,True
2022-12-06 00:00:00+01:00,18.870683670043945,19.073593139648438,18.791109085083008,18.962190628051758,18.45860684014704,752418,0.0,0.0,True
2022-12-07 00:00:00+01:00,18.922405242919922,18.958213806152344,18.572284698486328,18.62002944946289,18.125532182416347,1312303,0.0,0.0,True
2022-12-08 00:00:00+01:00,18.48475456237793,18.759281158447266,18.421096801757812,18.516584396362305,18.024832086430745,1077991,0.0,0.0,True
2022-12-09 00:00:00+01:00,18.56830596923828,18.890575408935547,18.52056312561035,18.83885383605957,18.338543720594494,876148,0.0,0.0,True
2022-12-12 00:00:00+01:00,18.735408782958984,18.763259887695312,18.417118072509766,18.468839645385742,17.978355768009287,1151398,0.0,0.0,True
2022-12-13 00:00:00+01:00,18.604114532470703,19.065635681152344,18.552391052246094,18.942298889160156,18.43924100443521,1226494,0.0,0.0,True
2022-12-14 00:00:00+01:00,18.858747482299805,19.017892837524414,18.75530242919922,18.8865966796875,18.38502144508839,958418,0.0,0.0,True
2022-12-15 00:00:00+01:00,18.73938751220703,18.751323699951172,18.369373321533203,18.47281837463379,17.982229497580626,1115743,0.0,0.0,True
2022-12-16 00:00:00+01:00,18.4569034576416,18.627986907958984,18.329587936401367,18.564327239990234,18.071308404852203,1941860,0.0,0.0,True
2022-12-19 00:00:00+01:00,18.58422088623047,18.75530242919922,18.548412322998047,18.627986907958984,18.133276829414147,778150,0.0,0.0,True
2022-12-20 00:00:00+01:00,18.504648208618164,18.7990665435791,18.393245697021484,18.7990665435791,18.29981204917084,935164,0.0,0.0,True
2022-12-21 00:00:00+01:00,18.89853286743164,19.244674682617188,18.8865966796875,19.208866119384766,18.69873026710726,1124419,0.0,0.0,True
2022-12-22 00:00:00+01:00,19.272525787353516,19.38790512084961,18.783153533935547,18.82691764831543,18.32692253188047,1217165,0.0,0.0,True
2022-12-23 00:00:00+01:00,18.89853286743164,19.14520835876465,18.81498146057129,19.0338077545166,18.52832131777923,552525,0.0,0.0,True
2022-12-27 00:00:00+01:00,19.177038192749023,19.24069595336914,19.03778648376465,19.04972267150879,18.543813423919715,387951,0.0,0.0,True
2022-12-28 00:00:00+01:00,19.09746551513672,19.177038192749023,18.934341430664062,19.005956649780273,18.501209428997157,517744,0.0,0.0,True
2022-12-29 00:00:00+01:00,19.001977920532227,19.077571868896484,18.8865966796875,19.045743942260742,18.539939694348377,398794,0.0,0.0,True
2022-12-30 00:00:00+01:00,18.946277618408203,19.017892837524414,18.75530242919922,18.791109085083008,18.292067402173036,449339,0.0,0.0,True
2023-01-02 00:00:00+01:00,18.990041732788086,19.383926391601562,18.914447784423828,19.383926391601562,18.869143434652607,671340,0.0,0.0,True
2023-01-03 00:00:00+01:00,19.356077194213867,19.78179168701172,19.344141006469727,19.435649871826172,18.919492076572965,983215,0.0,0.0,True
2023-01-04 00:00:00+01:00,19.48737144470215,19.982711791992188,19.44758415222168,19.94292640686035,19.413296280956878,1333355,0.0,0.0,True
2023-01-05 00:00:00+01:00,19.932979583740234,20.121965408325195,19.845449447631836,20.002605438232422,19.471390975947482,1261924,0.0,0.0,True
2023-01-06 00:00:00+01:00,20.112018585205078,20.410415649414062,19.95287322998047,20.410415649414062,19.86837162606201,641716,0.0,0.0,True
2023-01-09 00:00:00+01:00,20.410415649414062,20.569562911987305,20.32089614868164,20.440256118774414,19.897418270521097,839910,0.0,0.0,True
2023-01-10 00:00:00+01:00,20.48004150390625,20.48004150390625,19.932979583740234,20.17169761657715,19.635990033954716,1099813,0.0,0.0,True
2023-01-11 00:00:00+01:00,20.241323471069336,20.838119506835938,20.10207176208496,20.599401473999023,20.052337925853514,1479852,0.0,0.0,True
2023-01-12 00:00:00+01:00,20.60934829711914,20.758546829223633,20.470096588134766,20.639188766479492,20.091066785132295,1067892,0.0,0.0,True
2023-01-13 00:00:00+01:00,20.559614181518555,21.01715850830078,20.430309295654297,20.788387298583984,20.236304225645025,1563851,0.0,0.0,True
2023-01-16 00:00:00+01:00,20.589454650878906,20.72870635986328,20.181644439697266,20.70881462097168,20.173789489152337,790612,0.0154,0.0,True
2023-01-17 00:00:00+01:00,20.698867797851562,20.997264862060547,20.499935150146484,20.659080505371094,20.125339438911386,917298,0.0,0.0,True
2023-01-18 00:00:00+01:00,20.649133682250977,20.80828094482422,20.39052391052246,20.688920974731445,20.154409208480754,976454,0.0,0.0,True
2023-01-19 00:00:00+01:00,20.569562911987305,20.57950782775879,20.26121711730957,20.39052391052246,19.86372323867117,888012,0.0,0.0,True
2023-01-20 00:00:00+01:00,20.529775619506836,20.649133682250977,20.340789794921875,20.619295120239258,20.08658148332024,757103,0.0,0.0,True
2023-01-23 00:00:00+01:00,20.678974151611328,20.70881462097168,20.5098819732666,20.57950782775879,20.047822224853086,540245,0.0,0.0,True
2023-01-24 00:00:00+01:00,20.688920974731445,20.72870635986328,20.599401473999023,20.72870635986328,20.19316455831987,497230,0.0,0.0,True
2023-01-25 00:00:00+01:00,20.72870635986328,20.788387298583984,20.539722442626953,20.72870635986328,20.19316455831987,610198,0.0,0.0,True
2023-01-26 00:00:00+01:00,20.82817268371582,21.01715850830078,20.549667358398438,21.01715850830078,20.47416625073572,1177819,0.0,0.0,True
2023-01-27 00:00:00+01:00,21.0271053314209,21.315555572509766,20.937585830688477,21.196197509765625,20.648580959523894,1399061,0.0,0.0,True
2023-01-30 00:00:00+01:00,21.106678009033203,21.196197509765625,20.967424392700195,21.096731185913086,20.551682161918006,1048142,0.0,0.0,True
2023-01-31 00:00:00+01:00,21.156410217285156,21.255876541137695,21.007211685180664,21.216089248657227,20.667957331567443,1153987,0.0,0.0,True
2023-02-01 00:00:00+01:00,21.36528968811035,21.633846282958984,21.295663833618164,21.604007720947266,21.045855215837157,1127903,0.0,0.0,True
2023-02-02 00:00:00+01:00,21.604007720947266,21.922298431396484,21.514488220214844,21.792993545532227,21.2299568077711,1405008,0.0,0.0,True
2023-02-03 00:00:00+01:00,21.733312606811523,21.981977462768555,21.6437931060791,21.981977462768555,21.414057096829026,1224408,0.0,0.0,True
2023-02-06 00:00:00+01:00,21.713420867919922,21.862619400024414,21.514488220214844,21.6437931060791,21.08461056567628,1078283,0.0,0.0,True
2023-02-07 00:00:00+01:00,21.812885284423828,21.912351608276367,21.6437931060791,21.65374183654785,21.0943039632021,983431,0.0,0.0,True
2023-02-08 00:00:00+01:00,21.68358039855957,22.051603317260742,21.68358039855957,21.832778930664062,21.268716066238255,983919,0.0,0.0,True
2023-02-09 00:00:00+01:00,21.862619400024414,22.03171157836914,21.74325942993164,21.892459869384766,21.326852999624965,921355,0.0,0.0,True
2023-02-10 00:00:00+01:00,21.773099899291992,21.892459869384766,21.39512825012207,21.58411407470703,21.026474935165574,931770,0.0,0.0,True
2023-02-13 00:00:00+01:00,21.613954544067383,21.68358039855957,21.484647750854492,21.534381866455078,20.978026187800634,653816,0.0,0.0,True
2023-02-14 00:00:00+01:00,21.564220428466797,21.6437931060791,21.415021896362305,21.484647750854492,20.929576137559682,566610,0.0,0.0,True
2023-02-15 00:00:00+01:00,21.385181427001953,21.72336769104004,21.345396041870117,21.703474044799805,21.142751407691026,971141,0.0,0.0,True
2023-02-16 00:00:00+01:00,21.733312606811523,21.852672576904297,21.58411407470703,21.753206253051758,21.19119885217995,860626,0.0,0.0,True
2023-02-17 00:00:00+01:00,21.604007720947266,21.822832107543945,21.484647750854492,21.763153076171875,21.200887038201728,558814,0.0,0.0,True
2023-02-20 00:00:00+01:00,21.78304672241211,22.340055465698242,21.78304672241211,22.340055465698242,21.762886514405384,997833,0.0,0.0,True
2023-02-21 00:00:00+01:00,22.300268173217773,22.4693603515625,22.111284255981445,22.19085693359375,21.61754157518657,907456,0.0,0.0,True
2023-02-22 00:00:00+01:00,21.59406089782715,22.011817932128906,21.484647750854492,21.97203254699707,21.404370213683265,1114536,0.0,0.0,True
2023-02-23 00:00:00+01:00,22.06155014038086,22.06155014038086,21.05694580078125,21.126571655273438,20.580754537239393,2085708,0.0,0.0,True
2023-02-24 00:00:00+01:00,21.126571655273438,21.763153076171875,20.967424392700195,21.07683753967285,20.532304486998445,1493284,0.0,0.0,True
2023-02-27 00:00:00+01:00,21.285715103149414,21.604007720947266,21.206144332885742,21.454809188842773,20.900508973742337,744495,0.0,0.0,True
2023-02-28 00:00:00+01:00,21.325502395629883,21.72336769104004,21.265823364257812,21.534381866455078,20.978026187800634,1797489,0.0,0.0,True
2023-03-01 00:00:00+01:00,21.613954544067383,21.663686752319336,21.30561065673828,21.37523651123047,20.82299175968404,1095414,0.0,0.0,True
2023-03-02 00:00:00+01:00,21.295663833618164,21.43491554260254,21.096731185913086,21.355342864990234,20.803612781888468,729153,0.0,0.0,True
2023-03-03 00:00:00+01:00,21.454809188842773,21.673633575439453,21.444862365722656,21.59406089782715,21.036164424063358,731340,0.0,0.0,True
2023-03-06 00:00:00+01:00,21.59406089782715,21.633846282958984,21.136518478393555,21.136518478393555,20.59044272326117,1177638,0.0,0.0,True
2023-03-07 00:00:00+01:00,21.14646339416504,21.255876541137695,21.0469970703125,21.126571655273438,20.580754537239393,894823,0.0,0.0,True
2023-03-08 00:00:00+01:00,21.0271053314209,21.216089248657227,20.7386531829834,21.216089248657227,20.667957331567443,1145240,0.0,0.0,True
2023-03-09 00:00:00+01:00,21.07683753967285,21.196197509765625,21.01715850830078,21.066890716552734,20.522613695224646,611676,0.0,0.0,True
2023-03-10 00:00:00+01:00,20.76849365234375,21.007211685180664,20.589454650878906,20.897798538208008,20.357888475334253,1111284,0.0,0.0,True
2023-03-13 00:00:00+01:00,20.688920974731445,20.778440475463867,20.07223129272461,20.221431732177734,19.698996715904766,1243550,0.0,0.0,True
2023-03-14 00:00:00+01:00,20.181644439697266,20.470096588134766,19.903139114379883,20.400468826293945,19.873411424692947,1301756,0.0,0.0,True
2023-03-15 00:00:00+01:00,20.430309295654297,20.440256118774414,19.093486785888672,19.121337890625,18.627325172748737,2538134,0.0,0.0,True
2023-03-16 00:00:00+01:00,19.578880310058594,19.68232536315918,18.914447784423828,19.344141006469727,18.844372590386367,1772646,0.0,0.0,True
2023-03-17 00:00:00+01:00,19.395862579345703,19.68232536315918,18.87466049194336,19.20488739013672,18.708717140065342,2459464,0.0,0.0,True
2023-03-20 00:00:00+01:00,19.196931838989258,19.531137466430664,18.723472595214844,19.467479705810547,18.96452251329411,903163,0.0,0.0,True
2023-03-21 00:00:00+01:00,19.73006820678711,20.17169761657715,19.646516799926758,19.972766876220703,19.456755584832088,1270092,0.0,0.0,True
2023-03-22 00:00:00+01:00,19.932979583740234,20.340789794921875,19.869321823120117,20.032445907592773,19.514893821094812,1100120,0.0,0.0,True
2023-03-23 00:00:00+01:00,19.962818145751953,19.962818145751953,19.6584529876709,19.845449447631836,19.332728302914013,1594495,0.0,0.0,True
2023-03-24 00:00:00+01:00,19.74200439453125,19.761898040771484,19.165102005004883,19.726089477539062,19.216454436140587,2008460,0.0,0.0,True
2023-03-27 00:00:00+02:00,20.07223129272461,20.301002502441406,19.833513259887695,20.221431732177734,19.698996715904766,1382281,0.0,0.0,True
2023-03-28 00:00:00+02:00,20.42036247253418,20.559614181518555,20.13191032409668,20.470096588134766,19.941239149853455,1220512,0.0,0.0,True
2023-03-29 00:00:00+02:00,20.559614181518555,20.639188766479492,20.370630264282227,20.539722442626953,20.009065572137956,791707,0.0,0.0,True
2023-03-30 00:00:00+02:00,20.659080505371094,21.01715850830078,20.629241943359375,20.82817268371582,20.290060750173744,968974,0.0,0.0,True
2023-03-31 00:00:00+02:00,20.82817268371582,21.01715850830078,20.748600006103516,20.95747947692871,20.416030620225015,1172265,0.0,0.0,True
2023-04-03 00:00:00+02:00,20.967424392700195,21.066890716552734,20.688920974731445,20.937585830688477,20.39665033955343,1141103,0.0,0.0,True
2023-04-04 00:00:00+02:00,21.08678436279297,21.186250686645508,20.858013153076172,20.858013153076172,20.31913182261912,728163,0.0,0.0,True
2023-04-05 00:00:00+02:00,20.897798538208008,20.947532653808594,20.46014976501465,20.499935150146484,19.970305010794792,1310588,0.0,0.0,True
2023-04-06 00:00:00+02:00,20.649133682250977,20.758546829223633,20.470096588134766,20.589454650878906,20.057513016626885,957116,0.0,0.0,True
2023-04-11 00:00:00+02:00,20.887853622436523,21.216089248657227,20.867958068847656,21.196197509765625,20.648580959523894,1155390,0.0,0.0,True
2023-04-12 00:00:00+02:00,21.156410217285156,21.285715103149414,20.907745361328125,21.226036071777344,20.67764812334124,907456,0.0,0.0,True
2023-04-13 00:00:00+02:00,21.186250686645508,21.385181427001953,21.14646339416504,21.255876541137695,20.706715287158584,1096832,0.0,0.0,True
2023-04-14 00:00:00+02:00,21.315555572509766,21.514488220214844,21.216089248657227,21.484647750854492,20.929576137559682,1071929,0.0,0.0,True
2023-04-17 00:00:00+02:00,21.882511138916016,22.07149887084961,21.58411407470703,21.892459869384766,21.326852999624965,1508490,0.0,0.0,True
2023-04-18 00:00:00+02:00,21.862619400024414,22.041658401489258,21.484647750854492,21.613954544067383,21.055546007610953,1127797,0.0,0.0,True
2023-04-19 00:00:00+02:00,21.633846282958984,21.65374183654785,21.37523651123047,21.633846282958984,21.074922379654502,908843,0.0,0.0,True
2023-04-20 00:00:00+02:00,21.68358039855957,21.68358039855957,21.484647750854492,21.6239013671875,21.065232890756718,810257,0.0,0.0,True
2023-04-21 00:00:00+02:00,21.58411407470703,21.58411407470703,21.255876541137695,21.424968719482422,20.871437901296957,823291,0.0,0.0,True
2023-04-24 00:00:00+02:00,21.385181427001953,21.703474044799805,21.295663833618164,21.633846282958984,21.074922379654502,882673,0.0,0.0,True
2023-04-25 00:00:00+02:00,21.59406089782715,21.74325942993164,21.385181427001953,21.663686752319336,21.103993452099886,1318878,0.0,0.0,True
2023-04-26 00:00:00+02:00,21.464754104614258,21.613954544067383,21.096731185913086,21.613954544067383,21.055546007610953,1135730,0.0,0.0,True
2023-04-27 00:00:00+02:00,21.504541397094727,21.504541397094727,20.897798538208008,21.11662483215332,20.571062442589582,1167454,0.0,0.0,True
2023-04-28 00:00:00+02:00,21.136518478393555,21.65374183654785,21.007211685180664,21.65374183654785,21.0943039632021,1480858,0.0,0.0,True
2023-05-02 00:00:00+02:00,21.68358039855957,21.713420867919922,21.126571655273438,21.14646339416504,20.600129606406934,1146537,0.0,0.0,True
2023-05-03 00:00:00+02:00,21.285715103149414,21.504541397094727,21.186250686645508,21.424968719482422,20.871437901296957,1054129,0.0,0.0,True
2023-05-04 00:00:00+02:00,20.987319946289062,21.6437931060791,20.340789794921875,20.66902732849121,20.13502892780917,1741640,0.0,0.0,True
2023-05-05 00:00:00+02:00,21.01715850830078,21.59406089782715,20.80828094482422,21.444862365722656,20.89082078772056,1420028,0.0,0.0,True
2023-05-08 00:00:00+02:00,21.484647750854492,21.514488220214844,21.245929718017578,21.514488220214844,20.95864721000506,674713,0.0,0.0,True
2023-05-09 00:00:00+02:00,21.663686752319336,21.663686752319336,21.17630386352539,21.444862365722656,20.89082078772056,853724,0.0,0.0,True
2023-05-10 00:00:00+02:00,21.49459457397461,21.663686752319336,21.156410217285156,21.405075073242188,20.852060226377397,826931,0.0,0.0,True
2023-05-11 00:00:00+02:00,21.464754104614258,21.633846282958984,21.106678009033203,21.37523651123047,20.82299175968404,1023400,0.0,0.0,True
2023-05-12 00:00:00+02:00,21.37523651123047,21.43491554260254,21.206144332885742,21.37523651123047,20.822991759684037,847053,0.0,0.0,True
2023-05-15 00:00:00+02:00,21.0469970703125,21.096731185913086,20.788387298583984,20.858013153076172,20.343019155002814,1023546,0.025099999999999997,0.0,True
2023-05-16 00:00:00+02:00,20.7386531829834,20.76849365234375,20.281110763549805,20.310949325561523,19.80946174919578,1280267,0.0,0.0,True
2023-05-17 00:00:00+02:00,20.201536178588867,20.57950782775879,20.092124938964844,20.549667358398438,20.042288055212353,1106539,0.0,0.0,True
2023-05-18 00:00:00+02:00,20.72870635986328,20.818225860595703,20.539722442626953,20.678974151611328,20.168400441542484,704356,0.0,0.0,True
2023-05-19 00:00:00+02:00,20.818225860595703,20.897798538208008,20.66902732849121,20.72870635986328,20.216904736568488,1030030,0.0,0.0,True
2023-05-22 00:00:00+02:00,20.66902732849121,20.788387298583984,20.57950782775879,20.76849365234375,20.255711830376843,853879,0.0,0.0,True
2023-05-23 00:00:00+02:00,20.748600006103516,20.80828094482422,20.66902732849121,20.79833221435547,20.284811562446574,779729,0.0,0.0,True
2023-05-24 00:00:00+02:00,20.60934829711914,20.60934829711914,20.291057586669922,20.489988327026367,19.984082494760305,846847,0.0,0.0,True
2023-05-25 00:00:00+02:00,20.51982879638672,20.51982879638672,19.962818145751953,20.01255226135254,19.518433946935552,1017197,0.0,0.0,True
2023-05-26 00:00:00+02:00,20.141857147216797,20.26121711730957,19.885236740112305,20.191591262817383,19.693050628291687,1058894,0.0,0.0,True
2023-05-29 00:00:00+02:00,20.301002502441406,20.340789794921875,20.181644439697266,20.26121711730957,19.760957454169773,295090,0.0,0.0,True
2023-05-30 00:00:00+02:00,20.301002502441406,20.340789794921875,20.052337646484375,20.092124938964844,19.596040006135482,641576,0.0,0.0,True
2023-05-31 00:00:00+02:00,19.77781105041504,19.77781105041504,19.184995651245117,19.427692413330078,18.948014171034597,3164263,0.0,0.0,True
2023-06-01 00:00:00+02:00,19.614688873291016,19.698240280151367,19.475435256958008,19.68232536315918,19.196361688891155,876148,0.0,0.0,True
2023-06-02 00:00:00+02:00,19.857385635375977,20.499935150146484,19.8255558013916,20.440256118774414,19.9355781997343,1069712,0.0,0.0,True
2023-06-05 00:00:00+02:00,20.529775619506836,20.589454650878906,20.39052391052246,20.499935150146484,19.993783760186346,850280,0.0,0.0,True
2023-06-06 00:00:00+02:00,20.489988327026367,20.66902732849121,20.38057518005371,20.66902732849121,20.158699176116443,646291,0.0,0.0,True
2023-06-07 00:00:00+02:00,20.678974151611328,20.92763900756836,20.569562911987305,20.92763900756836,20.410928012985096,885388,0.0,0.0,True
2023-06-08 00:00:00+02:00,20.877906799316406,21.514488220214844,20.877906799316406,21.186250686645508,20.66315278564536,1247924,0.0,0.0,True
2023-06-09 00:00:00+02:00,21.126571655273438,21.17630386352539,20.46014976501465,20.818225860595703,20.30421612540285,1294412,0.0,0.0,True
2023-06-12 00:00:00+02:00,20.887853622436523,21.08678436279297,20.80828094482422,21.05694580078125,20.537040399315227,932962,0.0,0.0,True
2023-06-13 00:00:00+02:00,21.166357040405273,21.454809188842773,20.907745361328125,21.424968719482422,20.895977059557737,905912,0.0,0.0,True
2023-06-14 00:00:00+02:00,21.862619400024414,21.882511138916016,21.424968719482422,21.514488220214844,20.9832864162879,1696595,0.0,0.0,True
2023-06-15 00:00:00+02:00,21.474702835083008,21.474702835083008,21.01715850830078,21.355342864990234,20.82807023367965,932700,0.0,0.0,True
2023-06-16 00:00:00+02:00,21.444862365722656,21.52443504333496,20.04239273071289,20.569562911987305,20.061690586064433,3430067,0.0,0.0,True
2023-06-19 00:00:00+02:00,20.291057586669922,20.291057586669922,19.932979583740234,19.982711791992188,19.489328118553235,1208865,0.0,0.0,True
2023-06-20 00:00:00+02:00,19.495328903198242,20.121965408325195,19.208866119384766,19.821577072143555,19.332173308543133,2053697,0.0,0.0,True
2023-06-21 00:00:00+02:00,19.845449447631836,19.923032760620117,19.662431716918945,19.923032760620117,19.43112255810119,644074,0.0,0.0,True
2023-06-22 00:00:00+02:00,19.749961853027344,20.022499084472656,19.68232536315918,19.797706604003906,19.30889352288735,667821,0.0,0.0,True
2023-06-23 00:00:00+02:00,19.65447425842285,19.805662155151367,19.539094924926758,19.686304092407227,19.20023894369486,893260,0.0,0.0,True
2023-06-26 00:00:00+02:00,19.757919311523438,20.032445907592773,19.65447425842285,19.982711791992188,19.489328118553235,793819,0.0,0.0,True
2023-06-27 00:00:00+02:00,20.092124938964844,20.211484909057617,19.74200439453125,19.95287322998047,19.460228386483504,871227,0.0,0.0,True
2023-06-28 00:00:00+02:00,20.112018585205078,20.151803970336914,19.865341186523438,19.95287322998047,19.460228386483504,911547,0.0,0.0,True
2023-06-29 00:00:00+02:00,20.01255226135254,20.181644439697266,19.903139114379883,20.092124938964844,19.596040006135482,1053234,0.0,0.0,True
2023-06-30 00:00:00+02:00,20.092124938964844,20.46014976501465,20.092124938964844,20.350736618041992,19.84826681089994,934560,0.0,0.0,True
2023-07-03 00:00:00+02:00,20.301002502441406,20.499935150146484,20.181644439697266,20.26121711730957,19.760957454169773,652308,0.0,0.0,True
2023-07-04 00:00:00+02:00,20.241323471069336,20.241323471069336,20.032445907592773,20.181644439697266,19.683351394969844,483753,0.0,0.0,True
2023-07-05 00:00:00+02:00,20.07223129272461,20.201536178588867,20.002605438232422,20.092124938964844,19.596040006135482,692829,0.0,0.0,True
2023-07-06 00:00:00+02:00,19.903139114379883,20.002605438232422,19.634580612182617,19.74200439453125,19.254565217239005,1098682,0.0,0.0,True
2023-07-07 00:00:00+02:00,19.7181339263916,20.350736618041992,19.7181339263916,20.350736618041992,19.84826681089994,909321,0.0,0.0,True
2023-07-10 00:00:00+02:00,20.221431732177734,20.48004150390625,20.201536178588867,20.241323471069336,19.741554923317693,599989,0.0,0.0,True
2023-07-11 00:00:00+02:00,20.291057586669922,20.60934829711914,20.211484909057617,20.51982879638672,20.01318425893423,514723,0.0,0.0,True
2023-07-12 00:00:00+02:00,20.569562911987305,21.126571655273438,20.529775619506836,21.066890716552734,20.54673963263707,903369,0.0,0.0,True
2023-07-13 00:00:00+02:00,20.967424392700195,21.226036071777344,20.92763900756836,20.967424392700195,20.449729010480866,830319,0.0,0.0,True
2023-07-14 00:00:00+02:00,20.877906799316406,20.897798538208008,20.301002502441406,20.301002502441406,19.799760483769738,959780,0.0,0.0,True
2023-07-17 00:00:00+02:00,20.191591262817383,20.330842971801758,20.151803970336914,20.201536178588867,19.702749861613533,678639,0.0,0.0,True
2023-07-18 00:00:00+02:00,20.211484909057617,20.410415649414062,20.112018585205078,20.410415649414062,19.906472371351985,696082,0.0,0.0,True
2023-07-19 00:00:00+02:00,20.340789794921875,20.430309295654297,20.04239273071289,20.310949325561523,19.80946174919578,1027451,0.0,0.0,True
2023-07-20 00:00:00+02:00,20.330842971801758,20.589454650878906,20.330842971801758,20.589454650878906,20.081091084812318,771530,0.0,0.0,True
2023-07-21 00:00:00+02:00,20.569562911987305,20.758546829223633,20.499935150146484,20.639188766479492,20.129597411942516,532559,0.0,0.0,True
2023-07-24 00:00:00+02:00,20.529775619506836,20.788387298583984,20.48004150390625,20.778440475463867,20.26541106369869,576946,0.0,0.0,True
2023-07-25 00:00:00+02:00,20.80828094482422,21.156410217285156,20.7386531829834,21.14646339416504,20.6243477239412,815268,0.0,0.0,True
2023-07-26 00:00:00+02:00,21.066890716552734,21.206144332885742,20.867958068847656,20.967424392700195,20.449729010480866,501060,0.0,0.0,True
2023-07-27 00:00:00+02:00,21.01715850830078,21.43491554260254,20.967424392700195,21.39512825012207,20.866873263279615,1024169,0.0,0.0,True
2023-07-28 00:00:00+02:00,21.30561065673828,21.802940368652344,21.255876541137695,21.802940368652344,21.264614985226284,1075428,0.0,0.0,True
2023-07-31 00:00:00+02:00,21.802940368652344,21.912351608276367,21.663686752319336,21.703474044799805,21.167606395174275,1096731,0.0,0.0,True
2023-08-01 00:00:00+02:00,21.59406089782715,21.604007720947266,21.424968719482422,21.424968719482422,20.895977059557737,660286,0.0,0.0,True
2023-08-02 00:00:00+02:00,21.186250686645508,21.58411407470703,21.08678436279297,21.454809188842773,20.925080855835855,858203,0.0,0.0,True
2023-08-03 00:00:00+02:00,21.673633575439453,21.78304672241211,20.01255226135254,20.499935150146484,19.993783760186346,1721865,0.0,0.0,True
2023-08-04 00:00:00+02:00,20.66902732849121,20.718759536743164,20.39052391052246,20.659080505371094,20.148999942794596,610022,0.0,0.0,True
2023-08-07 00:00:00+02:00,20.589454650878906,20.80828094482422,20.45020294189453,20.80828094482422,20.294514859976807,484065,0.0,0.0,True
2023-08-08 00:00:00+02:00,20.688920974731445,20.818225860595703,20.589454650878906,20.678974151611328,20.168400441542484,420797,0.0,0.0,True
2023-08-09 00:00:00+02:00,20.858013153076172,21.037052154541016,20.76849365234375,20.858013153076172,20.343019155002814,550545,0.0,0.0,True
2023-08-10 00:00:00+02:00,20.977371215820312,21.126571655273438,20.858013153076172,20.997264862060547,20.478832806758987,468059,0.0,0.0,True
2023-08-11 00:00:00+02:00,20.877906799316406,21.0271053314209,20.748600006103516,20.758546829223633,20.246010564950804,462374,0.0,0.0,True
2023-08-14 00:00:00+02:00,20.7386531829834,20.848066329956055,20.66902732849121,20.7386531829834,20.22660600199453,668188,0.0,0.0,True
2023-08-15 00:00:00+02:00,20.788387298583984,20.818225860595703,20.430309295654297,20.57950782775879,20.071389819386276,432414,0.0,0.0,True
2023-08-16 00:00:00+02:00,20.539722442626953,20.76849365234375,20.539722442626953,20.70881462097168,20.197506269924798,544437,0.0,0.0,True
2023-08-17 00:00:00+02:00,20.57950782775879,20.76849365234375,20.549667358398438,20.688920974731445,20.178101706968523,564871,0.0,0.0,True
2023-08-18 00:00:00+02:00,20.688920974731445,20.70881462097168,20.291057586669922,20.38057518005371,19.877370607178058,693870,0.0,0.0,True
2023-08-21 00:00:00+02:00,20.39052391052246,20.66902732849121,20.39052391052246,20.569562911987305,20.061690586064433,793311,0.0,0.0,True
2023-08-22 00:00:00+02:00,20.599401473999023,20.907745361328125,20.5098819732666,20.76849365234375,20.255711830376843,650046,0.0,0.0,True
2023-08-23 00:00:00+02:00,20.80828094482422,20.858013153076172,20.330842971801758,20.370630264282227,19.86766934175202,647211,0.0,0.0,True
2023-08-24 00:00:00+02:00,20.45020294189453,20.599401473999023,20.291057586669922,20.330842971801758,19.828866312152055,475896,0.0,0.0,True
2023-08-25 00:00:00+02:00,20.301002502441406,20.45020294189453,20.26121711730957,20.291057586669922,19.79006328255209,318928,0.0,0.0,True
2023-08-28 00:00:00+02:00,20.42036247253418,20.549667358398438,20.42036247253418,20.499935150146484,19.993783760186346,332741,0.0,0.0,True
2023-08-29 00:00:00+02:00,20.66902732849121,20.897798538208008,20.66902732849121,20.838119506835938,20.323616624150734,523138,0.0,0.0,True
2023-08-30 00:00:00+02:00,20.838119506835938,21.007211685180664,20.778440475463867,20.907745361328125,20.39152345002882,394929,0.0,0.0,True
2023-08-31 00:00:00+02:00,20.947532653808594,21.36528968811035,20.92763900756836,21.265823364257812,20.740760876949484,2323236,0.0,0.0,True
2023-09-01 00:00:00+02:00,21.255876541137695,21.9322452545166,21.255876541137695,21.87256622314453,21.332523843208566,966179,0.0,0.0,True
2023-09-04 00:00:00+02:00,21.981977462768555,22.021764755249023,21.544328689575195,21.58411407470703,21.05119121006179,643546,0.0,0.0,True
2023-09-05 00:00:00+02:00,21.504541397094727,21.78304672241211,21.424968719482422,21.6239013671875,21.08999627176595,541345,0.0,0.0,True
2023-09-06 00:00:00+02:00,21.544328689575195,22.111284255981445,21.504541397094727,22.09139060974121,21.545945586268864,851678,0.0,0.0,True
2023-09-07 00:00:00+02:00,21.882511138916016,21.90240478515625,21.424968719482422,21.464754104614258,20.9347800891577,700314,0.0,0.0,True
2023-09-08 00:00:00+02:00,21.574167251586914,21.574167251586914,20.887853622436523,21.235984802246094,20.711659112775557,719356,0.0,0.0,True
2023-09-11 00:00:00+02:00,21.345396041870117,21.564220428466797,21.315555572509766,21.52443504333496,20.992985649609746,524078,0.0,0.0,True
2023-09-12 00:00:00+02:00,21.58411407470703,21.6239013671875,21.11662483215332,21.11662483215332,20.595245959767272,772781,0.0,0.0,True
2023-09-13 00:00:00+02:00,21.0469970703125,21.36528968811035,20.76849365234375,20.818225860595703,20.30421612540285,691035,0.0,0.0,True
2023-09-14 00:00:00+02:00,20.887853622436523,21.196197509765625,20.629241943359375,21.126571655273438,20.604947225193314,578423,0.0,0.0,True
2023-09-15 00:00:00+02:00,21.295663833618164,21.952138900756836,21.295663833618164,21.84272575378418,21.30341801482625,2234985,0.0,0.0,True
2023-09-18 00:00:00+02:00,21.802940368652344,21.84272575378418,21.673633575439453,21.713420867919922,21.177307660600313,856277,0.0,0.0,True
2023-09-19 00:00:00+02:00,21.6437931060791,21.6437931060791,21.39512825012207,21.415021896362305,20.8862737620275,685505,0.0,0.0,True
2023-09-20 00:00:00+02:00,21.52443504333496,21.792993545532227,21.504541397094727,21.74325942993164,21.206407392670044,752488,0.0,0.0,True
2023-09-21 00:00:00+02:00,21.534381866455078,21.574167251586914,21.0271053314209,21.186250686645508,20.66315278564536,722196,0.0,0.0,True
2023-09-22 00:00:00+02:00,21.08678436279297,21.295663833618164,20.95747947692871,21.096731185913086,20.575843428915192,535977,0.0,0.0,True
2023-09-25 00:00:00+02:00,21.037052154541016,21.17630386352539,20.529775619506836,20.788387298583984,20.275112329124727,678523,0.0,0.0,True
2023-09-26 00:00:00+02:00,20.72870635986328,20.72870635986328,20.410415649414062,20.489988327026367,19.984082494760305,999281,0.0,0.0,True
2023-09-27 00:00:00+02:00,20.559614181518555,20.66902732849121,20.440256118774414,20.569562911987305,20.061690586064433,679654,0.0,0.0,True
2023-09-28 00:00:00+02:00,20.57950782775879,20.858013153076172,20.42036247253418,20.80828094482422,20.294514859976807,791858,0.0,0.0,True
2023-09-29 00:00:00+02:00,20.977371215820312,21.07683753967285,20.778440475463867,20.858013153076172,20.343019155002814,1368070,0.0,0.0,True
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2023-10-10 00:00:00+02:00,20.310949325561523,20.619295120239258,20.281110763549805,20.470096588134766,19.964679963908225,881954,0.0,0.0,True
2023-10-11 00:00:00+02:00,20.32089614868164,20.629241943359375,20.32089614868164,20.440256118774414,19.9355781997343,612797,0.0,0.0,True
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2023-10-25 00:00:00+02:00,19.133272171020508,19.184995651245117,18.882619857788086,19.093486785888672,18.622060593978105,597757,0.0,0.0,True
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2023-10-31 00:00:00+01:00,19.455543518066406,19.972766876220703,19.443607330322266,19.84147071838379,19.351575839395213,1249155,0.0,0.0,True
2023-11-01 00:00:00+01:00,19.903139114379883,20.04239273071289,19.551029205322266,19.618667602539062,19.134274809427016,645054,0.0,0.0,True
2023-11-02 00:00:00+01:00,19.734046936035156,20.410415649414062,19.726089477539062,20.141857147216797,19.64454430116149,1414951,0.0,0.0,True
2023-11-03 00:00:00+01:00,19.877277374267578,20.211484909057617,19.165102005004883,19.51124382019043,19.02950154924662,1786173,0.0,0.0,True
2023-11-06 00:00:00+01:00,19.515222549438477,19.78179168701172,19.304353713989258,19.531137466430664,19.0489040800987,1141224,0.0,0.0,True
2023-11-07 00:00:00+01:00,19.42371368408203,19.535114288330078,19.25263214111328,19.35209846496582,18.874285366638368,719557,0.0,0.0,True
2023-11-08 00:00:00+01:00,19.228759765625,19.427692413330078,19.093486785888672,19.320268630981445,18.843242942958398,829203,0.0,0.0,True
2023-11-09 00:00:00+01:00,19.308332443237305,19.903139114379883,19.308332443237305,19.574901580810547,19.09158842871076,1169455,0.0,0.0,True
2023-11-10 00:00:00+01:00,19.479415893554688,19.761898040771484,19.244674682617188,19.761898040771484,19.273967748091085,991826,0.0,0.0,True
2023-11-13 00:00:00+01:00,19.773834228515625,19.857385635375977,19.531137466430664,19.734046936035156,19.246804611319014,980360,0.0,0.0,True
2023-11-14 00:00:00+01:00,19.79372787475586,20.410415649414062,19.78974723815918,20.340789794921875,19.838567577578093,892672,0.0,0.0,True
2023-11-15 00:00:00+01:00,20.36068344116211,20.917692184448242,20.291057586669922,20.917692184448242,20.40122471545486,1168610,0.0,0.0,True
2023-11-16 00:00:00+01:00,20.79833221435547,21.07683753967285,20.549667358398438,20.549667358398438,20.042288055212353,755625,0.0,0.0,True
2023-11-17 00:00:00+01:00,20.549667358398438,20.848066329956055,20.549667358398438,20.559614181518555,20.05198932063839,784037,0.0,0.0,True
2023-11-20 00:00:00+01:00,20.589454650878906,20.887853622436523,20.51982879638672,20.72870635986328,20.216904736568488,946072,0.0,0.0,True
2023-11-21 00:00:00+01:00,20.688920974731445,20.82817268371582,20.470096588134766,20.629241943359375,20.119896146516478,1185330,0.0,0.0,True
2023-11-22 00:00:00+01:00,20.629241943359375,20.838119506835938,20.559614181518555,20.599401473999023,20.09079438234255,1261386,0.0,0.0,True
2023-11-23 00:00:00+01:00,20.599401473999023,20.76849365234375,20.599401473999023,20.7386531829834,20.22660600199453,633558,0.0,0.0,True
2023-11-24 00:00:00+01:00,20.778440475463867,20.92763900756836,20.72870635986328,20.92763900756836,20.410928012985096,719180,0.0,0.0,True
2023-11-27 00:00:00+01:00,20.887853622436523,20.907745361328125,20.51982879638672,20.57950782775879,20.071389819386276,1094505,0.0,0.0,True
2023-11-28 00:00:00+01:00,20.529775619506836,20.66902732849121,20.330842971801758,20.60934829711914,20.100495647768593,1053370,0.0,0.0,True
2023-11-29 00:00:00+01:00,20.60934829711914,21.037052154541016,20.569562911987305,20.977371215820312,20.459430275906907,957061,0.0,0.0,True
2023-11-30 00:00:00+01:00,20.947532653808594,21.27577018737793,20.818225860595703,21.11662483215332,20.595245959767272,2370750,0.0,0.0,True
2023-12-01 00:00:00+01:00,21.166357040405273,21.6437931060791,21.166357040405273,21.604007720947266,21.070595773018066,1195222,0.0,0.0,True
2023-12-04 00:00:00+01:00,21.484647750854492,21.94219207763672,21.464754104614258,21.74325942993164,21.206407392670044,1089262,0.0,0.0,True
2023-12-05 00:00:00+01:00,21.6239013671875,21.9322452545166,21.59406089782715,21.882511138916016,21.34222307653041,1150906,0.0,0.0,True
2023-12-06 00:00:00+01:00,21.882511138916016,22.081443786621094,21.84272575378418,22.041658401489258,21.497441291242858,1090639,0.0,0.0,True
2023-12-07 00:00:00+01:00,22.081443786621094,22.489255905151367,22.041658401489258,22.359949111938477,21.80787365645936,1596696,0.0,0.0,True
2023-12-08 00:00:00+01:00,22.330108642578125,22.479307174682617,21.991924285888672,22.35000228881836,21.798170358929127,1410130,0.0,0.0,True
2023-12-11 00:00:00+01:00,19.450000762939453,23.649999618530273,17.895000457763672,20.6200008392334,20.110883764412478,8998324,0.0,0.0,True
2023-12-12 00:00:00+01:00,20.790000915527344,22.3700008392334,20.75,22.139999389648438,21.593352545029667,3236690,0.0,0.0,True
2023-12-13 00:00:00+01:00,22.489999771118164,24.530000686645508,22.399999618530273,23.950000762939453,23.358663812210377,2215354,0.0,0.0,True
2023-12-14 00:00:00+01:00,24.5,25.010000228881836,23.950000762939453,24.540000915527344,23.934096789159938,1535694,0.0,0.0,True
2023-12-15 00:00:00+01:00,24.8799991607666,25.420000076293945,24.600000381469727,25.40999984741211,24.782616120433715,2385553,0.0,0.0,True
2023-12-18 00:00:00+01:00,25.649999618530273,26.969999313354492,25.489999771118164,26.1299991607666,25.484838174410278,965441,0.0,0.0,True
2023-12-19 00:00:00+01:00,26.290000915527344,27.399999618530273,26.200000762939453,27.209999084472656,26.53817328747932,908754,0.0,0.0,True
2023-12-20 00:00:00+01:00,27.3700008392334,27.469999313354492,26.350000381469727,26.350000381469727,25.699408056340648,821654,0.0,0.0,True
2023-12-21 00:00:00+01:00,26.239999771118164,26.3700008392334,25.760000228881836,26.049999237060547,25.406813501746218,744197,0.0,0.0,True
2023-12-22 00:00:00+01:00,26.1200008392334,26.510000228881836,26.049999237060547,26.239999771118164,25.59212311537546,358134,0.0,0.0,True
2023-12-27 00:00:00+01:00,26.639999389648438,26.729999542236328,26.299999237060547,26.729999542236328,26.070023219390748,398784,0.0,0.0,True
2023-12-28 00:00:00+01:00,26.899999618530273,27.200000762939453,26.899999618530273,27.190000534057617,26.518669151417498,306879,0.0,0.0,True
2023-12-29 00:00:00+01:00,27.219999313354492,27.959999084472656,27.219999313354492,27.729999542236328,27.045333659795727,508827,0.0,0.0,True
2024-01-02 00:00:00+01:00,28.059999465942383,28.600000381469727,27.520000457763672,28.030000686645508,27.337928214390157,395002,0.0,0.0,True
2024-01-03 00:00:00+01:00,28.110000610351562,28.15999984741211,27.170000076293945,27.43000030517578,26.75274113730549,517626,0.0,0.0,True
2024-01-04 00:00:00+01:00,27.5,28.110000610351562,27.5,28.09000015258789,27.396446718888203,353356,0.0,0.0,True
2024-01-05 00:00:00+01:00,28.079999923706055,28.469999313354492,28.0,28.329999923706055,27.630518704776197,426440,0.0,0.0,True
2024-01-08 00:00:00+01:00,28.290000915527344,28.329999923706055,27.540000915527344,28.0,27.308667946089034,503233,0.0,0.0,True
2024-01-09 00:00:00+01:00,27.190000534057617,27.549999237060547,27.079999923706055,27.299999237060547,26.62595002817429,592677,0.0,0.0,True
2024-01-10 00:00:00+01:00,27.100000381469727,27.170000076293945,26.350000381469727,26.350000381469727,25.699408056340648,692877,0.0,0.0,True
2024-01-11 00:00:00+01:00,26.389999389648438,26.559999465942383,25.889999389648438,26.0,25.35804706527908,631805,0.0,0.0,True
2024-01-12 00:00:00+01:00,26.639999389648438,26.860000610351562,26.06999969482422,26.139999389648438,25.49459024244119,803481,0.0,0.0,True
2024-01-15 00:00:00+01:00,25.059999465942383,25.329999923706055,25.0,25.299999237060547,24.690631866455078,726646,0.016200000000000003,0.0,False
2024-01-16 00:00:00+01:00,25.149999618530273,25.200000762939453,24.579999923706055,24.989999771118164,24.388099670410156,493029,0.0,0.0,False
2024-01-17 00:00:00+01:00,24.700000762939453,24.729999542236328,23.989999771118164,24.260000228881836,23.675682067871094,646371,0.0,0.0,False
2024-01-18 00:00:00+01:00,24.200000762939453,24.239999771118164,23.530000686645508,23.530000686645508,22.963266372680664,686723,0.0,0.0,False
2024-01-19 00:00:00+01:00,23.670000076293945,24.25,23.670000076293945,24.049999237060547,23.470739364624023,679303,0.0,0.0,False
2024-01-22 00:00:00+01:00,24.299999237060547,24.770000457763672,24.079999923706055,24.760000228881836,24.163639068603516,282294,0.0,0.0,False
2024-01-23 00:00:00+01:00,25.200000762939453,25.450000762939453,24.90999984741211,25.3799991607666,24.768705368041992,397643,0.0,0.0,False
2024-01-24 00:00:00+01:00,25.600000381469727,25.6299991607666,24.75,24.75,24.153881072998047,564082,0.0,0.0,False
2024-01-25 00:00:00+01:00,24.84000015258789,25.760000228881836,24.799999237060547,25.600000381469727,24.983407974243164,401178,0.0,0.0,False
2024-01-26 00:00:00+01:00,25.690000534057617,26.959999084472656,25.6200008392334,26.40999984741211,25.773897171020508,712857,0.0,0.0,False
2024-01-29 00:00:00+01:00,26.5,26.549999237060547,25.760000228881836,25.760000228881836,25.139554977416992,375526,0.0,0.0,False
2024-01-30 00:00:00+01:00,25.8799991607666,26.049999237060547,25.610000610351562,25.690000534057617,25.071239471435547,339731,0.0,0.0,False
2024-01-31 00:00:00+01:00,25.850000381469727,26.1299991607666,25.440000534057617,25.440000534057617,24.827260971069336,1756316,0.0,0.0,False
2024-02-01 00:00:00+01:00,25.329999923706055,25.5,24.530000686645508,24.59000015258789,23.99773406982422,398800,0.0,0.0,False
2024-02-02 00:00:00+01:00,24.899999618530273,24.979999542236328,24.40999984741211,24.40999984741211,23.82206916809082,418661,0.0,0.0,False
2024-02-05 00:00:00+01:00,24.440000534057617,24.56999969482422,23.6299991607666,23.649999618530273,23.080373764038086,640546,0.0,0.0,False
2024-02-06 00:00:00+01:00,23.739999771118164,23.81999969482422,22.8799991607666,23.469999313354492,22.904708862304688,800098,0.0,0.0,False
2024-02-07 00:00:00+01:00,23.200000762939453,23.309999465942383,22.489999771118164,22.639999389648438,22.09469985961914,896379,0.0,0.0,False
2024-02-08 00:00:00+01:00,22.799999237060547,23.1299991607666,22.690000534057617,23.0,22.446029663085938,622376,0.0,0.0,False
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2024-02-12 00:00:00+01:00,22.450000762939453,22.899999618530273,22.290000915527344,22.84000015258789,22.289884567260742,443790,0.0,0.0,False
2024-02-13 00:00:00+01:00,22.860000610351562,23.34000015258789,22.719999313354492,23.190000534057617,22.631454467773438,530025,0.0,0.0,False
2024-02-14 00:00:00+01:00,23.06999969482422,23.5,22.90999984741211,23.489999771118164,22.92422866821289,452602,0.0,0.0,False
2024-02-15 00:00:00+01:00,23.6200008392334,24.170000076293945,23.579999923706055,23.940000534057617,23.36338996887207,423885,0.0,0.0,False
2024-02-16 00:00:00+01:00,24.280000686645508,24.420000076293945,23.770000457763672,24.020000457763672,23.441463470458984,445071,0.0,0.0,False
2024-02-19 00:00:00+01:00,24.110000610351562,24.139999389648438,23.690000534057617,23.690000534057617,23.11941146850586,334433,0.0,0.0,False
2024-02-20 00:00:00+01:00,23.770000457763672,24.09000015258789,23.489999771118164,24.09000015258789,23.509777069091797,306827,0.0,0.0,False
2024-02-21 00:00:00+01:00,23.850000381469727,24.040000915527344,23.5,24.040000915527344,23.460981369018555,431924,0.0,0.0,False
2024-02-22 00:00:00+01:00,24.229999542236328,24.399999618530273,24.010000228881836,24.219999313354492,23.63664436340332,366743,0.0,0.0,False
2024-02-23 00:00:00+01:00,24.239999771118164,24.6200008392334,23.860000610351562,23.959999084472656,23.38290786743164,266603,0.0,0.0,False
2024-02-26 00:00:00+01:00,23.959999084472656,23.959999084472656,23.270000457763672,23.479999542236328,22.91446876525879,316183,0.0,0.0,False
2024-02-27 00:00:00+01:00,23.540000915527344,23.889999389648438,23.329999923706055,23.75,23.17796516418457,284263,0.0,0.0,False
2024-02-28 00:00:00+01:00,23.829999923706055,24.059999465942383,23.559999465942383,23.6200008392334,23.051097869873047,344714,0.0,0.0,False
2024-02-29 00:00:00+01:00,23.600000381469727,23.6299991607666,23.329999923706055,23.5,22.93398666381836,601749,0.0,0.0,False
2024-03-01 00:00:00+01:00,23.6299991607666,24.530000686645508,23.59000015258789,24.200000762939453,23.617128372192383,445507,0.0,0.0,False
2024-03-04 00:00:00+01:00,24.1200008392334,24.229999542236328,22.989999771118164,23.3799991607666,22.816877365112305,469234,0.0,0.0,False
2024-03-05 00:00:00+01:00,23.329999923706055,23.579999923706055,23.079999923706055,23.579999923706055,23.012060165405273,321295,0.0,0.0,False
2024-03-06 00:00:00+01:00,23.579999923706055,24.100000381469727,23.549999237060547,23.549999237060547,22.9827823638916,516710,0.0,0.0,False
2024-03-07 00:00:00+01:00,23.389999389648438,23.670000076293945,23.100000381469727,23.5,22.93398666381836,371579,0.0,0.0,False
2024-03-08 00:00:00+01:00,23.520000457763672,23.770000457763672,22.969999313354492,23.739999771118164,23.1682071685791,426367,0.0,0.0,False
2024-03-11 00:00:00+01:00,23.68000030517578,24.100000381469727,23.450000762939453,24.100000381469727,23.5195369720459,437456,0.0,0.0,False
2024-03-12 00:00:00+01:00,24.299999237060547,25.450000762939453,24.059999465942383,25.25,24.64183807373047,794906,0.0,0.0,False
2024-03-13 00:00:00+01:00,24.100000381469727,26.010000228881836,23.950000762939453,24.549999237060547,23.958696365356445,844838,0.0,0.0,False
2024-03-14 00:00:00+01:00,24.440000534057617,24.729999542236328,23.649999618530273,23.81999969482422,23.246280670166016,643203,0.0,0.0,False
2024-03-15 00:00:00+01:00,23.850000381469727,24.579999923706055,23.229999542236328,23.229999542236328,22.670490264892578,1376963,0.0,0.0,False
2024-03-18 00:00:00+01:00,23.229999542236328,23.6299991607666,23.030000686645508,23.440000534057617,22.87543296813965,406545,0.0,0.0,False
2024-03-19 00:00:00+01:00,23.149999618530273,23.75,23.040000915527344,23.670000076293945,23.09989356994629,429140,0.0,0.0,False
2024-03-20 00:00:00+01:00,23.639999389648438,24.110000610351562,23.5,24.030000686645508,23.451223373413086,308989,0.0,0.0,False
2024-03-21 00:00:00+01:00,24.18000030517578,24.479999542236328,24.030000686645508,24.15999984741211,23.57809066772461,415990,0.0,0.0,False
2024-03-22 00:00:00+01:00,24.139999389648438,24.719999313354492,23.84000015258789,24.540000915527344,23.948938369750977,295245,0.0,0.0,False
2024-03-25 00:00:00+01:00,24.549999237060547,25.100000381469727,24.520000457763672,25.059999465942383,24.45641326904297,348983,0.0,0.0,False
2024-03-26 00:00:00+01:00,25.030000686645508,25.09000015258789,24.299999237060547,24.549999237060547,23.958696365356445,323207,0.0,0.0,False
2024-03-27 00:00:00+01:00,24.459999084472656,24.969999313354492,24.31999969482422,24.969999313354492,24.368581771850586,203281,0.0,0.0,False
2024-03-28 00:00:00+01:00,25.020000457763672,25.360000610351562,24.700000762939453,25.299999237060547,24.690631866455078,292668,0.0,0.0,False
2024-04-02 00:00:00+02:00,25.350000381469727,25.799999237060547,25.299999237060547,25.600000381469727,24.983407974243164,302238,0.0,0.0,False
2024-04-03 00:00:00+02:00,25.68000030517578,26.8799991607666,25.6299991607666,26.690000534057617,26.047155380249023,448326,0.0,0.0,False
2024-04-04 00:00:00+02:00,28.5,29.190000534057617,27.709999084472656,27.709999084472656,27.042585372924805,1493843,0.0,0.0,False
2024-04-05 00:00:00+02:00,27.350000381469727,27.959999084472656,27.010000228881836,27.350000381469727,26.69125747680664,540908,0.0,0.0,False
2024-04-08 00:00:00+02:00,27.399999618530273,28.309999465942383,27.34000015258789,28.270000457763672,27.589099884033203,487088,0.0,0.0,False
2024-04-09 00:00:00+02:00,28.350000381469727,28.43000030517578,28.049999237060547,28.200000762939453,27.52078628540039,253999,0.0,0.0,False
2024-04-10 00:00:00+02:00,28.34000015258789,29.40999984741211,28.1200008392334,28.639999389648438,27.950185775756836,735134,0.0,0.0,False
2024-04-11 00:00:00+02:00,28.93000030517578,29.260000228881836,28.649999618530273,28.959999084472656,28.262479782104492,306645,0.0,0.0,False
2024-04-12 00:00:00+02:00,29.399999618530273,29.799999237060547,29.170000076293945,29.5,28.789474487304688,437731,0.0,0.0,False
2024-04-15 00:00:00+02:00,29.100000381469727,29.850000381469727,29.0,29.450000762939453,28.740678787231445,388339,0.0,0.0,False
2024-04-16 00:00:00+02:00,29.200000762939453,29.350000381469727,28.780000686645508,28.780000686645508,28.086816787719727,434787,0.0,0.0,False
2024-04-17 00:00:00+02:00,28.780000686645508,29.989999771118164,28.760000228881836,29.799999237060547,29.082246780395508,352161,0.0,0.0,False
2024-04-18 00:00:00+02:00,29.899999618530273,30.700000762939453,29.780000686645508,30.649999618530273,29.911775588989258,347317,0.0,0.0,False
2024-04-19 00:00:00+02:00,30.5,31.040000915527344,28.34000015258789,30.75,30.009366989135742,697878,0.0,0.0,False
2024-04-22 00:00:00+02:00,30.81999969482422,31.600000381469727,30.770000457763672,31.56999969482422,30.809616088867188,401308,0.0,0.0,False
2024-04-23 00:00:00+02:00,31.579999923706055,31.65999984741211,30.049999237060547,31.0,30.253345489501953,471634,0.0,0.0,False
2024-04-24 00:00:00+02:00,30.950000762939453,31.75,30.90999984741211,31.200000762939453,30.448528289794922,307607,0.0,0.0,False
2024-04-25 00:00:00+02:00,31.299999237060547,31.329999923706055,29.670000076293945,29.75,29.0334529876709,478021,0.0,0.0,False
2024-04-26 00:00:00+02:00,30.25,30.719999313354492,29.959999084472656,30.18000030517578,29.453096389770508,331898,0.0,0.0,False
2024-04-29 00:00:00+02:00,30.209999084472656,30.899999618530273,30.209999084472656,30.850000381469727,30.106958389282227,225725,0.0,0.0,False
2024-04-30 00:00:00+02:00,30.899999618530273,31.18000030517578,30.290000915527344,30.40999984741211,29.677555084228516,232054,0.0,0.0,False
2024-05-02 00:00:00+02:00,30.40999984741211,30.600000381469727,29.709999084472656,30.5,29.76538848876953,390674,0.0,0.0,False
2024-05-03 00:00:00+02:00,29.56999969482422,30.299999237060547,29.5,30.139999389648438,29.414058685302734,364126,0.0,0.0,False
2024-05-06 00:00:00+02:00,30.290000915527344,30.989999771118164,30.139999389648438,30.420000076293945,29.687314987182617,273816,0.0,0.0,False
2024-05-07 00:00:00+02:00,31.600000381469727,35.25,31.360000610351562,34.7599983215332,33.92278289794922,1075584,0.0,0.0,False
2024-05-08 00:00:00+02:00,34.34000015258789,36.619998931884766,33.43000030517578,34.68000030517578,33.84471130371094,1057246,0.0,0.0,False
2024-05-09 00:00:00+02:00,34.650001525878906,35.33000183105469,34.209999084472656,34.38999938964844,33.56169509887695,262471,0.0,0.0,False
2024-05-10 00:00:00+02:00,34.790000915527344,34.939998626708984,33.58000183105469,33.650001525878906,32.83951950073242,223080,0.0,0.0,False
2024-05-13 00:00:00+02:00,33.5,34.459999084472656,33.33000183105469,34.310001373291016,33.48362350463867,273103,0.0,0.0,False
2024-05-14 00:00:00+02:00,34.220001220703125,34.52000045776367,33.560001373291016,34.52000045776367,33.68856430053711,279550,0.0,0.0,False
2024-05-15 00:00:00+02:00,34.630001068115234,34.900001525878906,33.75,34.099998474121094,33.27867889404297,242453,0.0,0.0,False
2024-05-16 00:00:00+02:00,34.13999938964844,34.13999938964844,33.04999923706055,33.599998474121094,32.79072189331055,235321,0.0,0.0,False
2024-05-17 00:00:00+02:00,32.84000015258789,34.06999969482422,32.59000015258789,34.06999969482422,33.2494010925293,339910,0.0,0.0,False
2024-05-20 00:00:00+02:00,34.400001525878906,34.400001525878906,33.70000076293945,34.04999923706055,33.229881286621094,164887,0.0,0.0,False
2024-05-21 00:00:00+02:00,33.97999954223633,34.130001068115234,33.31999969482422,33.31999969482422,32.5174674987793,171162,0.0,0.0,False
2024-05-22 00:00:00+02:00,33.29999923706055,34.189998626708984,32.93000030517578,34.189998626708984,33.366512298583984,345186,0.0,0.0,False
2024-05-23 00:00:00+02:00,34.189998626708984,34.75,34.150001525878906,34.470001220703125,33.6397705078125,301874,0.0,0.0,False
2024-05-24 00:00:00+02:00,34.29999923706055,35.040000915527344,34.060001373291016,34.52000045776367,33.68856430053711,297474,0.0,0.0,False
2024-05-27 00:00:00+02:00,34.52000045776367,34.900001525878906,34.25,34.5,33.669044494628906,145496,0.0,0.0,False
2024-05-28 00:00:00+02:00,34.459999084472656,34.540000915527344,33.81999969482422,34.400001525878906,33.57145690917969,239174,0.0,0.0,False
2024-05-29 00:00:00+02:00,34.400001525878906,34.439998626708984,33.900001525878906,34.220001220703125,33.395790100097656,245711,0.0,0.0,False
2024-05-30 00:00:00+02:00,34.61000061035156,34.61000061035156,33.75,34.310001373291016,33.48362350463867,270049,0.0,0.0,False
2024-05-31 00:00:00+02:00,34.25,34.650001525878906,33.45000076293945,33.630001068115234,32.81999969482422,348292,0.0,0.0,False
2024-06-03 00:00:00+02:00,33.20000076293945,33.290000915527344,31.81999969482422,31.829999923706055,31.829999923706055,271111,0.81,0.0,False
2024-06-04 00:00:00+02:00,31.780000686645508,31.860000610351562,31.260000228881836,31.649999618530273,31.649999618530273,345119,0.0,0.0,False
2024-06-05 00:00:00+02:00,31.770000457763672,31.940000534057617,31.270000457763672,31.270000457763672,31.270000457763672,371491,0.0,0.0,False
2024-06-06 00:00:00+02:00,31.489999771118164,31.510000228881836,30.600000381469727,30.920000076293945,30.920000076293945,325501,0.0,0.0,False
2024-06-07 00:00:00+02:00,30.90999984741211,31.209999084472656,30.600000381469727,30.969999313354492,30.969999313354492,161556,0.0,0.0,False
2024-06-10 00:00:00+02:00,30.850000381469727,31.739999771118164,30.729999542236328,31.739999771118164,31.739999771118164,265293,0.0,0.0,False
2024-06-11 00:00:00+02:00,31.639999389648438,32.529998779296875,31.639999389648438,32.349998474121094,32.349998474121094,424271,0.0,0.0,False
2024-06-12 00:00:00+02:00,32.40999984741211,33.04999923706055,32.40999984741211,32.81999969482422,32.81999969482422,244552,0.0,0.0,False
2024-06-13 00:00:00+02:00,32.54999923706055,32.54999923706055,31.709999084472656,31.780000686645508,31.780000686645508,302052,0.0,0.0,False
2024-06-14 00:00:00+02:00,31.600000381469727,31.6299991607666,30.34000015258789,30.790000915527344,30.790000915527344,342157,0.0,0.0,False
2024-06-17 00:00:00+02:00,30.920000076293945,31.479999542236328,30.889999389648438,31.34000015258789,31.34000015258789,273690,0.0,0.0,False
2024-06-18 00:00:00+02:00,31.579999923706055,31.690000534057617,31.06999969482422,31.229999542236328,31.229999542236328,218534,0.0,0.0,False
2024-06-19 00:00:00+02:00,31.260000228881836,31.81999969482422,31.200000762939453,31.350000381469727,31.350000381469727,175454,0.0,0.0,False
2024-06-20 00:00:00+02:00,31.31999969482422,32.11000061035156,31.31999969482422,31.709999084472656,31.709999084472656,296995,0.0,0.0,False
2024-06-21 00:00:00+02:00,31.860000610351562,32.04999923706055,31.559999465942383,31.719999313354492,31.719999313354492,2005373,0.0,0.0,False
2024-06-24 00:00:00+02:00,31.700000762939453,33.630001068115234,31.700000762939453,33.06999969482422,33.06999969482422,347579,0.0,0.0,False
2024-06-25 00:00:00+02:00,33.0,33.34000015258789,31.90999984741211,31.90999984741211,31.90999984741211,241894,0.0,0.0,False
2024-06-26 00:00:00+02:00,31.899999618530273,32.349998474121094,31.649999618530273,31.8700008392334,31.8700008392334,267568,0.0,0.0,False
2024-06-27 00:00:00+02:00,32.29999923706055,33.0,32.20000076293945,32.900001525878906,32.900001525878906,182682,0.0,0.0,False
2024-06-28 00:00:00+02:00,32.95000076293945,33.060001373291016,32.31999969482422,32.869998931884766,32.869998931884766,277611,0.0,0.0,False
2024-07-01 00:00:00+02:00,33.29999923706055,33.4900016784668,32.72999954223633,33.4900016784668,33.4900016784668,206747,0.0,0.0,False
2024-07-02 00:00:00+02:00,33.5,34.0,33.13999938964844,34.0,34.0,231379,0.0,0.0,False
2024-07-03 00:00:00+02:00,33.95000076293945,34.13999938964844,33.47999954223633,34.13999938964844,34.13999938964844,262502,0.0,0.0,False
2024-07-04 00:00:00+02:00,34.0,34.20000076293945,33.540000915527344,34.060001373291016,34.060001373291016,130465,0.0,0.0,False
2024-07-05 00:00:00+02:00,34.060001373291016,34.279998779296875,33.5099983215332,33.5099983215332,33.5099983215332,212429,0.0,0.0,False
2024-07-08 00:00:00+02:00,33.400001525878906,33.95000076293945,32.81999969482422,33.95000076293945,33.95000076293945,194477,0.0,0.0,False
2024-07-09 00:00:00+02:00,33.790000915527344,34.060001373291016,32.290000915527344,32.5099983215332,32.5099983215332,364262,0.0,0.0,False
2024-07-10 00:00:00+02:00,32.29999923706055,32.38999938964844,31.75,32.040000915527344,32.040000915527344,207620,0.0,0.0,False
2024-07-11 00:00:00+02:00,32.11000061035156,32.599998474121094,32.06999969482422,32.349998474121094,32.349998474121094,159663,0.0,0.0,False
2024-07-12 00:00:00+02:00,32.29999923706055,32.93000030517578,32.29999923706055,32.59000015258789,32.59000015258789,116583,0.0,0.0,False
2024-07-15 00:00:00+02:00,32.459999084472656,32.689998626708984,31.899999618530273,32.279998779296875,32.279998779296875,123588,0.0,0.0,False
2024-07-16 00:00:00+02:00,32.20000076293945,32.65999984741211,31.940000534057617,32.45000076293945,32.45000076293945,88377,0.0,0.0,False
2024-07-17 00:00:00+02:00,32.72999954223633,33.939998626708984,32.040000915527344,33.939998626708984,33.939998626708984,222062,0.0,0.0,False
2024-07-18 00:00:00+02:00,34.0,34.93000030517578,33.79999923706055,34.63999938964844,34.63999938964844,400707,0.0,0.0,False
2024-07-19 00:00:00+02:00,34.290000915527344,34.36000061035156,33.529998779296875,34.0099983215332,34.0099983215332,188494,0.0,0.0,False
2024-07-22 00:00:00+02:00,34.349998474121094,34.5,33.66999816894531,34.13999938964844,34.13999938964844,144759,0.0,0.0,False
2024-07-23 00:00:00+02:00,33.95000076293945,34.02000045776367,33.5,33.83000183105469,33.83000183105469,99602,0.0,0.0,False
2024-07-24 00:00:00+02:00,33.54999923706055,33.97999954223633,33.459999084472656,33.5099983215332,33.5099983215332,118200,0.0,0.0,False
2024-07-25 00:00:00+02:00,33.400001525878906,33.75,32.43000030517578,33.41999816894531,33.41999816894531,143724,0.0,0.0,False
2024-07-26 00:00:00+02:00,33.09000015258789,33.439998626708984,32.650001525878906,33.2599983215332,33.2599983215332,150065,0.0,0.0,False
2024-07-29 00:00:00+02:00,33.25,33.560001373291016,33.06999969482422,33.18000030517578,33.18000030517578,101941,0.0,0.0,False
2024-07-30 00:00:00+02:00,33.0,33.619998931884766,32.86000061035156,33.18000030517578,33.18000030517578,142743,0.0,0.0,False
2024-07-31 00:00:00+02:00,33.849998474121094,34.0,32.20000076293945,32.52000045776367,32.52000045776367,561976,0.0,0.0,False
2024-08-01 00:00:00+02:00,32.13999938964844,32.599998474121094,31.190000534057617,31.469999313354492,31.469999313354492,275048,0.0,0.0,False
2024-08-02 00:00:00+02:00,31.229999542236328,31.760000228881836,30.860000610351562,30.860000610351562,30.860000610351562,265760,0.0,0.0,False
2024-08-05 00:00:00+02:00,30.100000381469727,30.479999542236328,29.469999313354492,29.940000534057617,29.940000534057617,473460,0.0,0.0,False
2024-08-06 00:00:00+02:00,30.5,31.010000228881836,30.040000915527344,30.190000534057617,30.190000534057617,264982,0.0,0.0,False
2024-08-07 00:00:00+02:00,30.510000228881836,31.229999542236328,30.3799991607666,30.889999389648438,30.889999389648438,178311,0.0,0.0,False
2024-08-08 00:00:00+02:00,30.799999237060547,30.959999084472656,30.40999984741211,30.799999237060547,30.799999237060547,172146,0.0,0.0,False
2024-08-09 00:00:00+02:00,30.90999984741211,31.520000457763672,30.90999984741211,31.15999984741211,31.15999984741211,179785,0.0,0.0,False
2024-08-12 00:00:00+02:00,31.299999237060547,31.690000534057617,30.59000015258789,30.59000015258789,30.59000015258789,132932,0.0,0.0,False
2024-08-13 00:00:00+02:00,30.690000534057617,31.040000915527344,30.360000610351562,30.600000381469727,30.600000381469727,103593,0.0,0.0,False
2024-08-14 00:00:00+02:00,30.649999618530273,30.68000030517578,30.059999465942383,30.479999542236328,30.479999542236328,209068,0.0,0.0,False
2024-08-15 00:00:00+02:00,30.549999237060547,31.09000015258789,30.450000762939453,30.920000076293945,30.920000076293945,125365,0.0,0.0,False
2024-08-16 00:00:00+02:00,30.940000534057617,31.1200008392334,30.729999542236328,30.8799991607666,30.8799991607666,141253,0.0,0.0,False
2024-08-19 00:00:00+02:00,31.030000686645508,31.299999237060547,30.670000076293945,31.030000686645508,31.030000686645508,180272,0.0,0.0,False
2024-08-20 00:00:00+02:00,31.170000076293945,31.170000076293945,30.469999313354492,30.530000686645508,30.530000686645508,152575,0.0,0.0,False
2024-08-21 00:00:00+02:00,30.530000686645508,31.020000457763672,30.530000686645508,30.969999313354492,30.969999313354492,128994,0.0,0.0,False
2024-08-22 00:00:00+02:00,30.979999542236328,31.3799991607666,30.780000686645508,31.229999542236328,31.229999542236328,87006,0.0,0.0,False
2024-08-23 00:00:00+02:00,31.18000030517578,31.540000915527344,31.18000030517578,31.270000457763672,31.270000457763672,84423,0.0,0.0,False
2024-08-26 00:00:00+02:00,31.149999618530273,31.459999084472656,30.829999923706055,31.030000686645508,31.030000686645508,72965,0.0,0.0,False
2024-08-27 00:00:00+02:00,30.90999984741211,31.360000610351562,30.809999465942383,31.139999389648438,31.139999389648438,102326,0.0,0.0,False
2024-08-28 00:00:00+02:00,31.139999389648438,31.190000534057617,30.540000915527344,30.93000030517578,30.93000030517578,133750,0.0,0.0,False
2024-08-29 00:00:00+02:00,30.81999969482422,31.25,30.81999969482422,31.079999923706055,31.079999923706055,110738,0.0,0.0,False
2024-08-30 00:00:00+02:00,31.190000534057617,31.829999923706055,31.079999923706055,31.700000762939453,31.700000762939453,222082,0.0,0.0,False
2024-09-02 00:00:00+02:00,31.739999771118164,32.36000061035156,31.469999313354492,32.18000030517578,32.18000030517578,137822,0.0,0.0,False
2024-09-03 00:00:00+02:00,32.04999923706055,32.2400016784668,31.469999313354492,31.520000457763672,31.520000457763672,115050,0.0,0.0,False
2024-09-04 00:00:00+02:00,31.100000381469727,31.739999771118164,31.030000686645508,31.559999465942383,31.559999465942383,110471,0.0,0.0,False
2024-09-05 00:00:00+02:00,31.34000015258789,32.310001373291016,31.34000015258789,31.670000076293945,31.670000076293945,230413,0.0,0.0,False
2024-09-06 00:00:00+02:00,31.489999771118164,31.8700008392334,31.18000030517578,31.209999084472656,31.209999084472656,163894,0.0,0.0,False
2024-09-09 00:00:00+02:00,31.5,31.729999542236328,31.280000686645508,31.649999618530273,31.649999618530273,150347,0.0,0.0,False
2024-09-10 00:00:00+02:00,31.59000015258789,32.040000915527344,30.8700008392334,30.8700008392334,30.8700008392334,177060,0.0,0.0,False
2024-09-11 00:00:00+02:00,30.93000030517578,32.06999969482422,30.93000030517578,31.049999237060547,31.049999237060547,253253,0.0,0.0,False
2024-09-12 00:00:00+02:00,31.049999237060547,31.3799991607666,30.809999465942383,30.809999465942383,30.809999465942383,198487,0.0,0.0,False
2024-09-13 00:00:00+02:00,30.809999465942383,31.6299991607666,30.809999465942383,31.3700008392334,31.3700008392334,160154,0.0,0.0,False
2024-09-16 00:00:00+02:00,31.270000457763672,31.469999313354492,31.100000381469727,31.450000762939453,31.450000762939453,112962,0.0,0.0,False
2024-09-17 00:00:00+02:00,31.719999313354492,32.75,31.719999313354492,32.75,32.75,181018,0.0,0.0,False
2024-09-18 00:00:00+02:00,32.81999969482422,33.84000015258789,32.38999938964844,33.72999954223633,33.72999954223633,208825,0.0,0.0,False
2024-09-19 00:00:00+02:00,34.119998931884766,34.689998626708984,33.84000015258789,34.58000183105469,34.58000183105469,292983,0.0,0.0,False
2024-09-20 00:00:00+02:00,34.599998474121094,34.599998474121094,33.93000030517578,34.279998779296875,34.279998779296875,547234,0.0,0.0,False
2024-09-23 00:00:00+02:00,34.22999954223633,34.68000030517578,34.11000061035156,34.369998931884766,34.369998931884766,148293,0.0,0.0,False
2024-09-24 00:00:00+02:00,34.709999084472656,35.13999938964844,34.279998779296875,34.279998779296875,34.279998779296875,214647,0.0,0.0,False
2024-09-25 00:00:00+02:00,34.279998779296875,34.83000183105469,33.58000183105469,33.58000183105469,33.58000183105469,194543,0.0,0.0,False
2024-09-26 00:00:00+02:00,34.0,34.119998931884766,33.650001525878906,34.119998931884766,34.119998931884766,198143,0.0,0.0,False
2024-09-27 00:00:00+02:00,34.2400016784668,35.02000045776367,34.130001068115234,34.63999938964844,34.63999938964844,196448,0.0,0.0,False
2024-09-30 00:00:00+02:00,34.150001525878906,35.45000076293945,34.0,35.20000076293945,35.20000076293945,261067,0.0,0.0,False
2024-10-01 00:00:00+02:00,35.20000076293945,35.88999938964844,35.18000030517578,35.61000061035156,35.61000061035156,218502,0.0,0.0,False
2024-10-02 00:00:00+02:00,35.61000061035156,36.810001373291016,35.45000076293945,36.310001373291016,36.310001373291016,185328,0.0,0.0,False
2024-10-03 00:00:00+02:00,36.22999954223633,36.619998931884766,36.209999084472656,36.310001373291016,36.310001373291016,246827,0.0,0.0,False
2024-10-04 00:00:00+02:00,36.209999084472656,37.560001373291016,36.13999938964844,37.5099983215332,37.5099983215332,298766,0.0,0.0,False
2024-10-07 00:00:00+02:00,37.5,37.5099983215332,36.47999954223633,36.91999816894531,36.91999816894531,161195,0.0,0.0,False
2024-10-08 00:00:00+02:00,36.7599983215332,36.7599983215332,35.66999816894531,35.93000030517578,35.93000030517578,144993,0.0,0.0,False
2024-10-09 00:00:00+02:00,35.86000061035156,36.52000045776367,35.400001525878906,36.369998931884766,36.369998931884766,123249,0.0,0.0,False
2024-10-10 00:00:00+02:00,36.619998931884766,37.0,36.439998626708984,36.959999084472656,36.959999084472656,127939,0.0,0.0,False
2024-10-11 00:00:00+02:00,36.650001525878906,37.349998474121094,36.560001373291016,37.150001525878906,37.150001525878906,110000,0.0,0.0,False
2024-10-14 00:00:00+02:00,37.349998474121094,38.0,37.0,38.0,38.0,215775,0.0,0.0,False
2024-10-15 00:00:00+02:00,38.0,38.72999954223633,37.7400016784668,38.43000030517578,38.43000030517578,289899,0.0,0.0,False
2024-10-16 00:00:00+02:00,38.5,39.31999969482422,38.310001373291016,39.31999969482422,39.31999969482422,351315,0.0,0.0,False
2024-10-17 00:00:00+02:00,39.27000045776367,39.310001373291016,37.95000076293945,38.439998626708984,38.439998626708984,336837,0.0,0.0,False
2024-10-18 00:00:00+02:00,38.209999084472656,39.369998931884766,37.939998626708984,39.349998474121094,39.349998474121094,284589,0.0,0.0,False
2024-10-21 00:00:00+02:00,39.11000061035156,39.13999938964844,38.43000030517578,39.099998474121094,39.099998474121094,176237,0.0,0.0,False
2024-10-22 00:00:00+02:00,39.119998931884766,39.369998931884766,38.63999938964844,38.900001525878906,38.900001525878906,219984,0.0,0.0,False
2024-10-23 00:00:00+02:00,38.70000076293945,38.86000061035156,37.790000915527344,38.79999923706055,38.79999923706055,212351,0.0,0.0,False
2024-10-24 00:00:00+02:00,38.70000076293945,38.939998626708984,38.36000061035156,38.68000030517578,38.68000030517578,118090,0.0,0.0,False
2024-10-25 00:00:00+02:00,38.630001068115234,38.849998474121094,38.04999923706055,38.560001373291016,38.560001373291016,164039,0.0,0.0,False
2024-10-28 00:00:00+01:00,38.560001373291016,38.81999969482422,37.84000015258789,38.25,38.25,156263,0.0,0.0,False
2024-10-29 00:00:00+01:00,38.25,38.88999938964844,38.029998779296875,38.31999969482422,38.31999969482422,213012,0.0,0.0,False
2024-10-30 00:00:00+01:00,37.75,38.04999923706055,37.029998779296875,37.029998779296875,37.029998779296875,397551,0.0,0.0,False
2024-10-31 00:00:00+01:00,37.0,37.310001373291016,36.34000015258789,37.060001373291016,37.060001373291016,281687,0.0,0.0,False
2024-11-01 00:00:00+01:00,36.84000015258789,37.43000030517578,36.84000015258789,37.2400016784668,37.2400016784668,81048,0.0,0.0,False
2024-11-04 00:00:00+01:00,37.060001373291016,37.79999923706055,37.040000915527344,37.560001373291016,37.560001373291016,82632,0.0,0.0,False
2024-11-05 00:00:00+01:00,37.560001373291016,37.95000076293945,37.369998931884766,37.95000076293945,37.95000076293945,199518,0.0,0.0,False
2024-11-06 00:00:00+01:00,38.20000076293945,38.900001525878906,34.91999816894531,34.91999816894531,34.91999816894531,469899,0.0,0.0,False
2024-11-07 00:00:00+01:00,34.08000183105469,34.900001525878906,33.72999954223633,33.72999954223633,33.72999954223633,380050,0.0,0.0,False
2024-11-08 00:00:00+01:00,33.61000061035156,33.91999816894531,33.29999923706055,33.54999923706055,33.54999923706055,389420,0.0,0.0,False
2024-11-11 00:00:00+01:00,33.810001373291016,34.31999969482422,33.130001068115234,33.130001068115234,33.130001068115234,233145,0.0,0.0,False
2024-11-12 00:00:00+01:00,32.79999923706055,33.029998779296875,31.670000076293945,31.709999084472656,31.709999084472656,284709,0.0,0.0,False
2024-11-13 00:00:00+01:00,31.780000686645508,32.11000061035156,31.360000610351562,31.510000228881836,31.510000228881836,208626,0.0,0.0,False
2024-11-14 00:00:00+01:00,31.600000381469727,31.8799991607666,31.34000015258789,31.40999984741211,31.40999984741211,193374,0.0,0.0,False
2024-11-15 00:00:00+01:00,31.309999465942383,32.5,31.309999465942383,32.22999954223633,32.22999954223633,130866,0.0,0.0,False
2024-11-18 00:00:00+01:00,32.20000076293945,32.72999954223633,32.08000183105469,32.130001068115234,32.130001068115234,94641,0.0,0.0,False
2024-11-19 00:00:00+01:00,32.099998474121094,32.650001525878906,31.06999969482422,31.920000076293945,31.920000076293945,159142,0.0,0.0,False
1 Datetime Open High Low Close Adj Close Volume Dividends Stock Splits Repaired?
2 2022-01-03 00:00:00+01:00 20.400468826293945 20.80828094482422 20.400468826293945 20.629241943359375 20.04158073767676 559352 0.0 0.0 True
3 2022-01-04 00:00:00+01:00 20.649133682250977 20.897798538208008 20.5098819732666 20.848066329956055 20.254170979989347 930594 0.0 0.0 True
4 2022-01-05 00:00:00+01:00 20.897798538208008 21.126571655273438 20.838119506835938 21.126571655273438 20.524743211692808 572100 0.0 0.0 True
5 2022-01-06 00:00:00+01:00 20.887853622436523 21.126571655273438 20.599401473999023 20.967424392700195 20.37013149695311 532086 0.0 0.0 True
6 2022-01-07 00:00:00+01:00 21.007211685180664 21.186250686645508 20.867958068847656 21.126571655273438 20.524743211692808 698666 0.0 0.0 True
7 2022-01-10 00:00:00+01:00 21.186250686645508 21.245929718017578 20.997264862060547 21.05694580078125 20.457101019221444 972438 0.0 0.0 True
8 2022-01-11 00:00:00+01:00 21.226036071777344 21.514488220214844 21.226036071777344 21.37523651123047 20.766324448700836 894602 0.0 0.0 True
9 2022-01-12 00:00:00+01:00 21.564220428466797 21.604007720947266 21.0469970703125 21.216089248657227 20.611711003052147 838352 0.0 0.0 True
10 2022-01-13 00:00:00+01:00 20.897798538208008 21.14646339416504 20.897798538208008 21.14646339416504 20.558603716304646 514241 0.015 0.0 True
11 2022-01-14 00:00:00+01:00 20.897798538208008 21.066890716552734 20.80828094482422 21.0271053314209 20.442562606650853 708327 0.0 0.0 True
12 2022-01-17 00:00:00+01:00 21.106678009033203 21.633846282958984 21.0469970703125 21.554275512695312 20.95507670278679 947841 0.0 0.0 True
13 2022-01-18 00:00:00+01:00 21.454809188842773 21.484647750854492 21.156410217285156 21.405075073242188 20.81002451088455 966355 0.0 0.0 True
14 2022-01-19 00:00:00+01:00 21.37523651123047 21.822832107543945 21.295663833618164 21.78304672241211 21.177492853798224 1597827 0.0 0.0 True
15 2022-01-20 00:00:00+01:00 21.802940368652344 22.111284255981445 21.544328689575195 21.981977462768555 21.370893093551224 1563328 0.0 0.0 True
16 2022-01-21 00:00:00+01:00 21.74325942993164 21.94219207763672 21.415021896362305 21.65374183654785 21.051780846838273 1539782 0.0 0.0 True
17 2022-01-24 00:00:00+01:00 21.484647750854492 21.58411407470703 20.887853622436523 20.997264862060547 20.413553134072398 1334240 0.0 0.0 True
18 2022-01-25 00:00:00+01:00 21.156410217285156 21.186250686645508 20.877906799316406 20.917692184448242 20.336192394303197 1198631 0.0 0.0 True
19 2022-01-26 00:00:00+01:00 20.997264862060547 21.72336769104004 20.997264862060547 21.415021896362305 20.819697017860687 913216 0.0 0.0 True
20 2022-01-27 00:00:00+01:00 21.11662483215332 21.862619400024414 21.0469970703125 21.6437931060791 21.04210673019215 765306 0.0 0.0 True
21 2022-01-28 00:00:00+01:00 21.554275512695312 21.65374183654785 21.126571655273438 21.484647750854492 20.887385250653754 1109097 0.0 0.0 True
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226 2022-11-15 00:00:00+01:00 20.01255226135254 20.191591262817383 19.61071014404297 19.805662155151367 19.279678623085733 1056914 0.0 0.0 True
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725 2024-10-28 00:00:00+01:00 38.560001373291016 38.81999969482422 37.84000015258789 38.25 38.25 156263 0.0 0.0 False
726 2024-10-29 00:00:00+01:00 38.25 38.88999938964844 38.029998779296875 38.31999969482422 38.31999969482422 213012 0.0 0.0 False
727 2024-10-30 00:00:00+01:00 37.75 38.04999923706055 37.029998779296875 37.029998779296875 37.029998779296875 397551 0.0 0.0 False
728 2024-10-31 00:00:00+01:00 37.0 37.310001373291016 36.34000015258789 37.060001373291016 37.060001373291016 281687 0.0 0.0 False
729 2024-11-01 00:00:00+01:00 36.84000015258789 37.43000030517578 36.84000015258789 37.2400016784668 37.2400016784668 81048 0.0 0.0 False
730 2024-11-04 00:00:00+01:00 37.060001373291016 37.79999923706055 37.040000915527344 37.560001373291016 37.560001373291016 82632 0.0 0.0 False
731 2024-11-05 00:00:00+01:00 37.560001373291016 37.95000076293945 37.369998931884766 37.95000076293945 37.95000076293945 199518 0.0 0.0 False
732 2024-11-06 00:00:00+01:00 38.20000076293945 38.900001525878906 34.91999816894531 34.91999816894531 34.91999816894531 469899 0.0 0.0 False
733 2024-11-07 00:00:00+01:00 34.08000183105469 34.900001525878906 33.72999954223633 33.72999954223633 33.72999954223633 380050 0.0 0.0 False
734 2024-11-08 00:00:00+01:00 33.61000061035156 33.91999816894531 33.29999923706055 33.54999923706055 33.54999923706055 389420 0.0 0.0 False
735 2024-11-11 00:00:00+01:00 33.810001373291016 34.31999969482422 33.130001068115234 33.130001068115234 33.130001068115234 233145 0.0 0.0 False
736 2024-11-12 00:00:00+01:00 32.79999923706055 33.029998779296875 31.670000076293945 31.709999084472656 31.709999084472656 284709 0.0 0.0 False
737 2024-11-13 00:00:00+01:00 31.780000686645508 32.11000061035156 31.360000610351562 31.510000228881836 31.510000228881836 208626 0.0 0.0 False
738 2024-11-14 00:00:00+01:00 31.600000381469727 31.8799991607666 31.34000015258789 31.40999984741211 31.40999984741211 193374 0.0 0.0 False
739 2024-11-15 00:00:00+01:00 31.309999465942383 32.5 31.309999465942383 32.22999954223633 32.22999954223633 130866 0.0 0.0 False
740 2024-11-18 00:00:00+01:00 32.20000076293945 32.72999954223633 32.08000183105469 32.130001068115234 32.130001068115234 94641 0.0 0.0 False
741 2024-11-19 00:00:00+01:00 32.099998474121094 32.650001525878906 31.06999969482422 31.920000076293945 31.920000076293945 159142 0.0 0.0 False

View File

@@ -1,741 +0,0 @@
Datetime,Open,High,Low,Close,Adj Close,Volume,Dividends,Stock Splits
2022-01-03 00:00:00+01:00,20.400468826293945,20.80828094482422,20.400468826293945,20.629241943359375,11.042256355285645,559352,0.0,0.0
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+01:00,20.887853622436523,21.126571655273438,20.599401473999023,20.967424392700195,11.22327709197998,532086,0.0,0.0
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+01:00,21.186250686645508,21.245929718017578,20.997264862060547,21.05694580078125,11.271194458007812,972438,0.0,0.0
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
2022-01-19 00:00:00+01:00,21.37523651123047,21.822832107543945,21.295663833618164,21.78304672241211,12.5469388961792,1597827,0.0,0.0
2022-01-20 00:00:00+01:00,21.802940368652344,22.111284255981445,21.544328689575195,21.981977462768555,12.661521911621094,1563328,0.0,0.0
2022-01-21 00:00:00+01:00,21.74325942993164,21.94219207763672,21.415021896362305,21.65374183654785,12.472458839416504,1539782,0.0,0.0
2022-01-24 00:00:00+01:00,21.484647750854492,21.58411407470703,20.887853622436523,20.997264862060547,12.094330787658691,1334240,0.0,0.0
2022-01-25 00:00:00+01:00,21.156410217285156,21.186250686645508,20.877906799316406,20.917692184448242,12.048497200012207,1198631,0.0,0.0
2022-01-26 00:00:00+01:00,20.997264862060547,21.72336769104004,20.997264862060547,21.415021896362305,12.334957122802734,913216,0.0,0.0
2022-01-27 00:00:00+01:00,21.11662483215332,21.862619400024414,21.0469970703125,21.6437931060791,12.466727256774902,765306,0.0,0.0
2022-01-28 00:00:00+01:00,21.554275512695312,21.65374183654785,21.126571655273438,21.484647750854492,12.375060081481934,1109097,0.0,0.0
2022-01-31 00:00:00+01:00,21.6239013671875,21.65374183654785,21.066890716552734,21.186250686645508,12.20318603515625,999557,0.0,0.0
2022-02-01 00:00:00+01:00,21.27577018737793,21.405075073242188,21.05694580078125,21.11662483215332,12.163081169128418,732572,0.0,0.0
2022-02-02 00:00:00+01:00,21.52443504333496,22.021764755249023,21.454809188842773,21.753206253051758,12.52974796295166,1195479,0.0,0.0
2022-02-03 00:00:00+01:00,21.773099899291992,21.892459869384766,21.6239013671875,21.773099899291992,12.541208267211914,906159,0.0,0.0
2022-02-04 00:00:00+01:00,21.87256622314453,21.87256622314453,21.345396041870117,21.424968719482422,12.340685844421387,763864,0.0,0.0
2022-02-07 00:00:00+01:00,21.574167251586914,21.574167251586914,21.265823364257812,21.415021896362305,12.334957122802734,382854,0.0,0.0
2022-02-08 00:00:00+01:00,21.36528968811035,21.78304672241211,21.36528968811035,21.713420867919922,12.506832122802734,1006721,0.0,0.0
2022-02-09 00:00:00+01:00,21.812885284423828,21.991924285888672,21.733312606811523,21.981977462768555,12.661521911621094,893571,0.0,0.0
2022-02-10 00:00:00+01:00,22.021764755249023,22.210750579833984,21.962085723876953,22.041658401489258,12.69589614868164,851844,0.0,0.0
2022-02-11 00:00:00+01:00,21.882511138916016,22.06155014038086,21.713420867919922,21.882511138916016,12.604228019714355,893486,0.0,0.0
2022-02-14 00:00:00+01:00,21.514488220214844,21.514488220214844,20.818225860595703,21.14646339416504,12.180268287658691,1234728,0.0,0.0
2022-02-15 00:00:00+01:00,21.007211685180664,21.713420867919922,20.967424392700195,21.673633575439453,12.483914375305176,687285,0.0,0.0
2022-02-16 00:00:00+01:00,21.713420867919922,22.06155014038086,21.713420867919922,22.06155014038086,12.707353591918945,798177,0.0,0.0
2022-02-17 00:00:00+01:00,22.021764755249023,22.081443786621094,21.763153076171875,21.832778930664062,12.575582504272461,684218,0.0,0.0
2022-02-18 00:00:00+01:00,21.832778930664062,21.892459869384766,21.385181427001953,21.544328689575195,12.409436225891113,737030,0.0,0.0
2022-02-21 00:00:00+01:00,21.673633575439453,21.68358039855957,20.92763900756836,21.126571655273438,12.168810844421387,677844,0.0,0.0
2022-02-22 00:00:00+01:00,20.529775619506836,21.196197509765625,20.32089614868164,20.95747947692871,12.07141399383545,1273455,0.0,0.0
2022-02-23 00:00:00+01:00,21.415021896362305,21.862619400024414,20.987319946289062,21.216089248657227,12.220373153686523,1732461,0.0,0.0
2022-02-24 00:00:00+01:00,20.48004150390625,20.877906799316406,19.51124382019043,19.70221710205078,11.348389625549316,2560976,0.0,0.0
2022-02-25 00:00:00+01:00,19.903139114379883,20.291057586669922,19.475435256958008,20.201536178588867,11.635994911193848,1423396,0.0,0.0
2022-02-28 00:00:00+01:00,19.773834228515625,19.903139114379883,19.308332443237305,19.837491989135742,11.42630672454834,1569727,0.0,0.0
2022-03-01 00:00:00+01:00,19.77781105041504,19.95287322998047,18.73938751220703,18.73938751220703,10.793803215026855,1308216,0.0,0.0
2022-03-02 00:00:00+01:00,18.536476135253906,19.12929344177246,18.17840003967285,18.966169357299805,10.924428939819336,1739856,0.0,0.0
2022-03-03 00:00:00+01:00,19.001977920532227,19.077571868896484,18.297758102416992,18.361417770385742,10.576093673706055,834767,0.0,0.0
2022-03-04 00:00:00+01:00,18.13463592529297,18.14259147644043,16.893299102783203,17.05642318725586,9.824422836303711,2249030,0.0,0.0
2022-03-07 00:00:00+01:00,16.384033203125,17.10814666748047,15.516690254211426,16.380054473876953,9.43483829498291,2250820,0.0,0.0
2022-03-08 00:00:00+01:00,16.21295166015625,16.941043853759766,16.16520881652832,16.805768966674805,9.680047988891602,1388112,0.0,0.0
2022-03-09 00:00:00+01:00,17.207611083984375,18.22614288330078,17.17976188659668,18.22614288330078,10.498176574707031,1580329,0.0,0.0
2022-03-10 00:00:00+01:00,18.38926887512207,18.429054260253906,17.44632911682129,17.696983337402344,10.19338321685791,1037018,0.0,0.0
2022-03-11 00:00:00+01:00,17.88397979736328,18.369373321533203,17.585582733154297,17.943660736083984,10.335468292236328,985960,0.0,0.0
2022-03-14 00:00:00+01:00,18.285823822021484,18.747344970703125,18.250015258789062,18.52056312561035,10.66776180267334,963701,0.0,0.0
2022-03-15 00:00:00+01:00,19.79372787475586,19.893192291259766,17.99538230895996,18.15452766418457,10.456927299499512,2685295,0.0,0.0
2022-03-16 00:00:00+01:00,18.78713035583496,18.9741268157959,18.369373321533203,18.76723861694336,10.809845924377441,1321768,0.0,0.0
2022-03-17 00:00:00+01:00,18.89853286743164,18.966169357299805,18.433032989501953,18.854768753051758,10.860261917114258,1124314,0.0,0.0
2022-03-18 00:00:00+01:00,18.894554138183594,18.98606300354004,18.47281837463379,18.7990665435791,10.828177452087402,1809744,0.0,0.0
2022-03-21 00:00:00+01:00,18.7990665435791,19.15714454650879,18.763259887695312,18.91046905517578,10.892345428466797,703039,0.0,0.0
2022-03-22 00:00:00+01:00,18.966169357299805,19.184995651245117,18.85079002380371,19.05767822265625,10.977137565612793,715772,0.0,0.0
2022-03-23 00:00:00+01:00,19.121337890625,19.15714454650879,18.671751022338867,18.671751022338867,10.754844665527344,1351532,0.0,0.0
2022-03-24 00:00:00+01:00,18.659814834594727,18.731430053710938,18.234100341796875,18.30173683166504,10.541718482971191,1286093,0.0,0.0
2022-03-25 00:00:00+01:00,18.405181884765625,18.47281837463379,18.170442581176758,18.285823822021484,10.532552719116211,726494,0.0,0.0
2022-03-28 00:00:00+02:00,18.393245697021484,18.759281158447266,18.329587936401367,18.433032989501953,10.61734390258789,837768,0.0,0.0
2022-03-29 00:00:00+02:00,18.72745132446289,19.256610870361328,18.687665939331055,19.16908073425293,11.041304588317871,917861,0.0,0.0
2022-03-30 00:00:00+02:00,19.15714454650879,19.15714454650879,18.46088218688965,18.50862693786621,10.66088581085205,823527,0.0,0.0
2022-03-31 00:00:00+02:00,18.50862693786621,18.822938919067383,17.768600463867188,17.796449661254883,10.250675201416016,1780930,0.0,0.0
2022-04-01 00:00:00+02:00,17.895915985107422,18.102806091308594,17.880001068115234,17.880001068115234,10.29880142211914,751206,0.0,0.0
2022-04-04 00:00:00+02:00,17.92376708984375,17.991403579711914,17.517946243286133,17.79247283935547,10.248384475708008,836607,0.0,0.0
2022-04-05 00:00:00+02:00,17.77655792236328,17.975488662719727,17.382671356201172,17.617412567138672,10.147550582885742,842142,0.0,0.0
2022-04-06 00:00:00+02:00,17.577625274658203,17.625368118286133,16.87340545654297,17.016637802124023,9.801506996154785,1380130,0.0,0.0
2022-04-07 00:00:00+02:00,17.10814666748047,17.382671356201172,16.865449905395508,16.89727783203125,9.732755661010742,857449,0.0,0.0
2022-04-08 00:00:00+02:00,17.191696166992188,17.382671356201172,16.99674415588379,17.191696166992188,9.90234088897705,913588,0.0,0.0
2022-04-11 00:00:00+02:00,17.219547271728516,17.549774169921875,17.036529541015625,17.203632354736328,9.909215927124023,1067867,0.0,0.0
2022-04-12 00:00:00+02:00,17.00868034362793,17.565689086914062,16.833620071411133,17.565689086914062,10.117757797241211,1285128,0.0,0.0
2022-04-13 00:00:00+02:00,17.438373565673828,17.525903701782227,17.267290115356445,17.506010055541992,10.083382606506348,697328,0.0,0.0
2022-04-14 00:00:00+02:00,17.58160400390625,17.657197952270508,17.406543731689453,17.513967514038086,10.087966918945312,587256,0.0,0.0
2022-04-19 00:00:00+02:00,17.54181671142578,17.69300651550293,17.418479919433594,17.517946243286133,10.090258598327637,962344,0.0,0.0
2022-04-20 00:00:00+02:00,17.633325576782227,17.967531204223633,17.609453201293945,17.768600463867188,10.234634399414062,675733,0.0,0.0
2022-04-21 00:00:00+02:00,17.860109329223633,18.38926887512207,17.860109329223633,18.28980255126953,10.534844398498535,946132,0.0,0.0
2022-04-22 00:00:00+02:00,18.063018798828125,18.25399398803711,17.87204360961914,18.031190872192383,10.385885238647461,876938,0.0,0.0
2022-04-25 00:00:00+02:00,17.71687889099121,17.891937255859375,17.549774169921875,17.629348754882812,10.154425621032715,857539,0.0,0.0
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+02:00,17.633325576782227,17.99538230895996,17.601497650146484,17.736770629882812,10.216300964355469,1172803,0.0,0.0
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+02:00,18.747344970703125,19.10542106628418,18.532499313354492,18.846811294555664,10.855679512023926,2131889,0.0,0.0
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+02:00,18.190336227416992,18.305715560913086,17.844194412231445,17.951616287231445,10.340049743652344,1063615,0.0,0.0
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+02:00,18.04312515258789,18.261951446533203,17.784513473510742,18.222164154052734,10.495885848999023,899448,0.0,0.0
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+02:00,18.381309509277344,18.612070083618164,18.24205780029297,18.417118072509766,10.60817813873291,734648,0.0,0.0
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+02:00,17.79247283935547,17.83623695373535,17.414501190185547,17.418479919433594,11.500401496887207,729103,0.0,0.0
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+02:00,17.79247283935547,18.05506134033203,17.720855712890625,18.03516960144043,11.90756607055664,523872,0.0,0.0
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+02:00,18.1823787689209,18.218185424804688,17.97150993347168,18.122699737548828,11.965357780456543,1795488,0.0,0.0
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+02:00,18.3494815826416,18.532499313354492,18.3494815826416,18.4569034576416,12.186012268066406,412331,0.0,0.0
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+02:00,18.72745132446289,18.830896377563477,18.56830596923828,18.592178344726562,12.2753267288208,605186,0.0,0.0
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+02:00,18.452926635742188,18.82691764831543,18.401203155517578,18.41313934326172,12.15711784362793,1105870,0.0,0.0
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+02:00,17.533859252929688,17.577625274658203,16.328332901000977,16.328332901000977,10.78064250946045,1421657,0.0,0.0
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+02:00,15.735515594482422,15.799174308776855,15.285928726196289,15.30980110168457,10.108163833618164,1064414,0.0,0.0
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+02:00,15.234207153320312,15.381417274475098,14.800535202026367,15.381417274475098,10.155447959899902,1934410,0.0,0.0
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+02:00,15.763365745544434,15.91455364227295,14.884086608886719,14.884086608886719,9.8270902633667,1966763,0.0,0.0
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+02:00,15.608199119567871,15.69572925567627,15.285928726196289,15.488840103149414,10.226373672485352,877119,0.0,0.0
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+02:00,16.010042190551758,16.698345184326172,15.755409240722656,16.48349952697754,10.883090019226074,1574206,0.0,0.0
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+02:00,16.014020919799805,16.39596939086914,15.874768257141113,16.11348533630371,10.638790130615234,826151,0.0,0.0
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+02:00,17.088253021240234,17.303098678588867,16.83759880065918,16.861469268798828,11.132641792297363,698449,0.0,0.0
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+02:00,17.100189208984375,17.283206939697266,16.821683883666992,17.104167938232422,11.292880058288574,676884,0.0,0.0
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+02:00,17.247398376464844,17.342885971069336,16.9808292388916,17.112125396728516,11.298134803771973,513653,0.0,0.0
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+02:00,17.342885971069336,17.426437377929688,17.175783157348633,17.36277961730957,11.46362590789795,615567,0.0,0.0
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+02:00,16.69038963317871,16.901256561279297,16.606836318969727,16.606836318969727,10.964521408081055,628184,0.0,0.0
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+02:00,16.268653869628906,16.308439254760742,15.950362205505371,16.240802764892578,10.72284984588623,704240,0.0,0.0
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+02:00,16.439735412597656,16.598880767822266,15.958318710327148,15.990147590637207,10.557356834411621,546820,0.0,0.0
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+02:00,15.874768257141113,15.91455364227295,15.520668983459473,15.723580360412598,10.381360054016113,1129909,0.0,0.0
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+02:00,17.02061653137207,17.549774169921875,16.698345184326172,16.722217559814453,11.04069995880127,1949078,0.0,0.0
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+02:00,16.316396713256836,16.50737190246582,16.01799964904785,16.12542152404785,10.646671295166016,704698,0.0,0.0
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+02:00,15.890682220458984,16.419841766357422,15.791215896606445,16.368118286132812,10.806910514831543,961766,0.0,0.0
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+02:00,15.433138847351074,16.109508514404297,15.170549392700195,15.990147590637207,10.557356834411621,1753368,0.0,0.0
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+02:00,15.671856880187988,16.419841766357422,15.628091812133789,16.34822654724121,10.793776512145996,968647,0.0,0.0
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+02:00,17.43439483642578,17.951616287231445,17.39858627319336,17.617412567138672,11.631746292114258,1118895,0.0,0.0
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+02:00,17.4980525970459,17.796449661254883,17.414501190185547,17.677091598510742,11.671148300170898,869126,0.0,0.0
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+02:00,18.22614288330078,18.43701171875,17.975488662719727,18.329587936401367,12.10195255279541,1222905,0.0,0.0
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+01:00,18.369373321533203,18.532499313354492,18.14259147644043,18.150548934936523,11.983743667602539,1018936,0.0,0.0
2022-11-01 00:00:00+01:00,18.293779373168945,18.492712020874023,18.063018798828125,18.15452766418457,11.986371040344238,1016061,0.0,0.0
2022-11-02 00:00:00+01:00,18.186357498168945,18.194313049316406,17.88397979736328,18.063018798828125,11.925954818725586,1299861,0.0,0.0
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
2022-11-08 00:00:00+01:00,19.332204818725586,19.566944122314453,19.188974380493164,19.41177749633789,12.816459655761719,886906,0.0,0.0
2022-11-09 00:00:00+01:00,19.415756225585938,19.415756225585938,18.954233169555664,19.208866119384766,12.682489395141602,1198007,0.0,0.0
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
2022-11-14 00:00:00+01:00,19.81361961364746,20.112018585205078,19.690282821655273,20.032445907592773,13.226252555847168,1295287,0.0,0.0
2022-11-15 00:00:00+01:00,20.01255226135254,20.191591262817383,19.61071014404297,19.805662155151367,13.076519966125488,1056914,0.0,0.0
2022-11-16 00:00:00+01:00,19.75394058227539,19.785770416259766,19.276504516601562,19.44758415222168,12.840100288391113,1015000,0.0,0.0
2022-11-17 00:00:00+01:00,19.4833927154541,19.65447425842285,19.09746551513672,19.296396255493164,12.740280151367188,644501,0.0,0.0
2022-11-18 00:00:00+01:00,19.42371368408203,19.666410446166992,19.332204818725586,19.666410446166992,12.984579086303711,829590,0.0,0.0
2022-11-21 00:00:00+01:00,19.598773956298828,19.606731414794922,19.02187156677246,19.101444244384766,12.611564636230469,918183,0.0,0.0
2022-11-22 00:00:00+01:00,19.137252807617188,19.49930763244629,19.073593139648438,19.395862579345703,12.805953025817871,915438,0.0,0.0
2022-11-23 00:00:00+01:00,19.475435256958008,19.51124382019043,19.149187088012695,19.264568328857422,12.719265937805176,867427,0.0,0.0
2022-11-24 00:00:00+01:00,19.31231117248535,19.551029205322266,19.31231117248535,19.539094924926758,12.900519371032715,658838,0.0,0.0
2022-11-25 00:00:00+01:00,19.535114288330078,19.574901580810547,19.371990203857422,19.419734954833984,12.8217134475708,444192,0.0,0.0
2022-11-28 00:00:00+01:00,19.296396255493164,19.356077194213867,19.085529327392578,19.16908073425293,12.656221389770508,743198,0.0,0.0
2022-11-29 00:00:00+01:00,18.830896377563477,18.978105545043945,18.572284698486328,18.72745132446289,12.364640235900879,1801344,0.0,0.0
2022-11-30 00:00:00+01:00,18.89853286743164,18.92638397216797,18.405181884765625,18.675729751586914,12.330490112304688,1555300,0.0,0.0
2022-12-01 00:00:00+01:00,18.87466049194336,18.958213806152344,18.56830596923828,18.73938751220703,12.372520446777344,1102744,0.0,0.0
2022-12-02 00:00:00+01:00,18.663793563842773,19.013914108276367,18.55636978149414,19.005956649780273,12.5485200881958,783142,0.0,0.0
2022-12-05 00:00:00+01:00,18.966169357299805,19.061656951904297,18.73938751220703,18.86272621154785,12.453953742980957,726414,0.0,0.0
2022-12-06 00:00:00+01:00,18.870683670043945,19.073593139648438,18.791109085083008,18.962190628051758,12.519624710083008,752418,0.0,0.0
2022-12-07 00:00:00+01:00,18.922405242919922,18.958213806152344,18.572284698486328,18.62002944946289,12.293715476989746,1312303,0.0,0.0
2022-12-08 00:00:00+01:00,18.48475456237793,18.759281158447266,18.421096801757812,18.516584396362305,12.225415229797363,1077991,0.0,0.0
2022-12-09 00:00:00+01:00,18.56830596923828,18.890575408935547,18.52056312561035,18.83885383605957,12.438191413879395,876148,0.0,0.0
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
2022-12-14 00:00:00+01:00,18.858747482299805,19.017892837524414,18.75530242919922,18.8865966796875,12.469715118408203,958418,0.0,0.0
2022-12-15 00:00:00+01:00,18.73938751220703,18.751323699951172,18.369373321533203,18.47281837463379,12.19651985168457,1115743,0.0,0.0
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
2022-12-21 00:00:00+01:00,18.89853286743164,19.244674682617188,18.8865966796875,19.208866119384766,12.682489395141602,1124419,0.0,0.0
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
2022-12-28 00:00:00+01:00,19.09746551513672,19.177038192749023,18.934341430664062,19.005956649780273,12.5485200881958,517744,0.0,0.0
2022-12-29 00:00:00+01:00,19.001977920532227,19.077571868896484,18.8865966796875,19.045743942260742,12.574789047241211,398794,0.0,0.0
2022-12-30 00:00:00+01:00,18.946277618408203,19.017892837524414,18.75530242919922,18.791109085083008,12.406668663024902,449339,0.0,0.0
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+01:00,19.932979583740234,20.121965408325195,19.845449447631836,20.002605438232422,13.206549644470215,1261924,0.0,0.0
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
2023-01-10 00:00:00+01:00,20.48004150390625,20.48004150390625,19.932979583740234,20.17169761657715,13.31818962097168,1099813,0.0,0.0
2023-01-11 00:00:00+01:00,20.241323471069336,20.838119506835938,20.10207176208496,20.599401473999023,13.600579261779785,1479852,0.0,0.0
2023-01-12 00:00:00+01:00,20.60934829711914,20.758546829223633,20.470096588134766,20.639188766479492,13.626847267150879,1067892,0.0,0.0
2023-01-13 00:00:00+01:00,20.559614181518555,21.01715850830078,20.430309295654297,20.788387298583984,13.72535514831543,1563851,0.0,0.0
2023-01-16 00:00:00+01:00,20.589454650878906,20.72870635986328,20.181644439697266,20.70881462097168,14.766735076904297,790612,1.54,0.0
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+01:00,20.569562911987305,20.57950782775879,20.26121711730957,20.39052391052246,14.539773941040039,888012,0.0,0.0
2023-01-20 00:00:00+01:00,20.529775619506836,20.649133682250977,20.340789794921875,20.619295120239258,14.702900886535645,757103,0.0,0.0
2023-01-23 00:00:00+01:00,20.678974151611328,20.70881462097168,20.5098819732666,20.57950782775879,14.674530029296875,540245,0.0,0.0
2023-01-24 00:00:00+01:00,20.688920974731445,20.72870635986328,20.599401473999023,20.72870635986328,14.780917167663574,497230,0.0,0.0
2023-01-25 00:00:00+01:00,20.72870635986328,20.788387298583984,20.539722442626953,20.72870635986328,14.780917167663574,610198,0.0,0.0
2023-01-26 00:00:00+01:00,20.82817268371582,21.01715850830078,20.549667358398438,21.01715850830078,14.986603736877441,1177819,0.0,0.0
2023-01-27 00:00:00+01:00,21.0271053314209,21.315555572509766,20.937585830688477,21.196197509765625,15.11427116394043,1399061,0.0,0.0
2023-01-30 00:00:00+01:00,21.106678009033203,21.196197509765625,20.967424392700195,21.096731185913086,15.043343544006348,1048142,0.0,0.0
2023-01-31 00:00:00+01:00,21.156410217285156,21.255876541137695,21.007211685180664,21.216089248657227,15.128454208374023,1153987,0.0,0.0
2023-02-01 00:00:00+01:00,21.36528968811035,21.633846282958984,21.295663833618164,21.604007720947266,15.40506649017334,1127903,0.0,0.0
2023-02-02 00:00:00+01:00,21.604007720947266,21.922298431396484,21.514488220214844,21.792993545532227,15.539824485778809,1405008,0.0,0.0
2023-02-03 00:00:00+01:00,21.733312606811523,21.981977462768555,21.6437931060791,21.981977462768555,15.674581527709961,1224408,0.0,0.0
2023-02-06 00:00:00+01:00,21.713420867919922,21.862619400024414,21.514488220214844,21.6437931060791,15.43343448638916,1078283,0.0,0.0
2023-02-07 00:00:00+01:00,21.812885284423828,21.912351608276367,21.6437931060791,21.65374183654785,15.440529823303223,983431,0.0,0.0
2023-02-08 00:00:00+01:00,21.68358039855957,22.051603317260742,21.68358039855957,21.832778930664062,15.568195343017578,983919,0.0,0.0
2023-02-09 00:00:00+01:00,21.862619400024414,22.03171157836914,21.74325942993164,21.892459869384766,15.610750198364258,921355,0.0,0.0
2023-02-10 00:00:00+01:00,21.773099899291992,21.892459869384766,21.39512825012207,21.58411407470703,15.390880584716797,931770,0.0,0.0
2023-02-13 00:00:00+01:00,21.613954544067383,21.68358039855957,21.484647750854492,21.534381866455078,15.355417251586914,653816,0.0,0.0
2023-02-14 00:00:00+01:00,21.564220428466797,21.6437931060791,21.415021896362305,21.484647750854492,15.319952964782715,566610,0.0,0.0
2023-02-15 00:00:00+01:00,21.385181427001953,21.72336769104004,21.345396041870117,21.703474044799805,15.475992202758789,971141,0.0,0.0
2023-02-16 00:00:00+01:00,21.733312606811523,21.852672576904297,21.58411407470703,21.753206253051758,15.511454582214355,860626,0.0,0.0
2023-02-17 00:00:00+01:00,21.604007720947266,21.822832107543945,21.484647750854492,21.763153076171875,15.518546104431152,558814,0.0,0.0
2023-02-20 00:00:00+01:00,21.78304672241211,22.340055465698242,21.78304672241211,22.340055465698242,15.929916381835938,997833,0.0,0.0
2023-02-21 00:00:00+01:00,22.300268173217773,22.4693603515625,22.111284255981445,22.19085693359375,15.823527336120605,907456,0.0,0.0
2023-02-22 00:00:00+01:00,21.59406089782715,22.011817932128906,21.484647750854492,21.97203254699707,15.66749095916748,1114536,0.0,0.0
2023-02-23 00:00:00+01:00,22.06155014038086,22.06155014038086,21.05694580078125,21.126571655273438,15.064623832702637,2085708,0.0,0.0
2023-02-24 00:00:00+01:00,21.126571655273438,21.763153076171875,20.967424392700195,21.07683753967285,15.029159545898438,1493284,0.0,0.0
2023-02-27 00:00:00+01:00,21.285715103149414,21.604007720947266,21.206144332885742,21.454809188842773,15.298676490783691,744495,0.0,0.0
2023-02-28 00:00:00+01:00,21.325502395629883,21.72336769104004,21.265823364257812,21.534381866455078,15.355417251586914,1797489,0.0,0.0
2023-03-01 00:00:00+01:00,21.613954544067383,21.663686752319336,21.30561065673828,21.37523651123047,15.241935729980469,1095414,0.0,0.0
2023-03-02 00:00:00+01:00,21.295663833618164,21.43491554260254,21.096731185913086,21.355342864990234,15.227750778198242,729153,0.0,0.0
2023-03-03 00:00:00+01:00,21.454809188842773,21.673633575439453,21.444862365722656,21.59406089782715,15.39797306060791,731340,0.0,0.0
2023-03-06 00:00:00+01:00,21.59406089782715,21.633846282958984,21.136518478393555,21.136518478393555,15.071715354919434,1177638,0.0,0.0
2023-03-07 00:00:00+01:00,21.14646339416504,21.255876541137695,21.0469970703125,21.126571655273438,15.064623832702637,894823,0.0,0.0
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2023-08-21 00:00:00+02:00,20.39052391052246,20.66902732849121,20.39052391052246,20.569562911987305,18.83005714416504,793311,0.0,0.0
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2023-12-01 00:00:00+01:00,21.166357040405273,21.6437931060791,21.166357040405273,21.604007720947266,19.777023315429688,1195222,0.0,0.0
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2023-12-07 00:00:00+01:00,22.081443786621094,22.489255905151367,22.041658401489258,22.359949111938477,20.469038009643555,1596696,0.0,0.0
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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
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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+01:00,27.100000381469727,27.170000076293945,26.350000381469727,26.350000381469727,24.121662139892578,692877,0.0,0.0
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
2024-01-17 00:00:00+01:00,24.700000762939453,24.729999542236328,23.989999771118164,24.260000228881836,23.675682067871094,646371,0.0,0.0
2024-01-18 00:00:00+01:00,24.200000762939453,24.239999771118164,23.530000686645508,23.530000686645508,22.963266372680664,686723,0.0,0.0
2024-01-19 00:00:00+01:00,23.670000076293945,24.25,23.670000076293945,24.049999237060547,23.470739364624023,679303,0.0,0.0
2024-01-22 00:00:00+01:00,24.299999237060547,24.770000457763672,24.079999923706055,24.760000228881836,24.163639068603516,282294,0.0,0.0
2024-01-23 00:00:00+01:00,25.200000762939453,25.450000762939453,24.90999984741211,25.3799991607666,24.768705368041992,397643,0.0,0.0
2024-01-24 00:00:00+01:00,25.600000381469727,25.6299991607666,24.75,24.75,24.153881072998047,564082,0.0,0.0
2024-01-25 00:00:00+01:00,24.84000015258789,25.760000228881836,24.799999237060547,25.600000381469727,24.983407974243164,401178,0.0,0.0
2024-01-26 00:00:00+01:00,25.690000534057617,26.959999084472656,25.6200008392334,26.40999984741211,25.773897171020508,712857,0.0,0.0
2024-01-29 00:00:00+01:00,26.5,26.549999237060547,25.760000228881836,25.760000228881836,25.139554977416992,375526,0.0,0.0
2024-01-30 00:00:00+01:00,25.8799991607666,26.049999237060547,25.610000610351562,25.690000534057617,25.071239471435547,339731,0.0,0.0
2024-01-31 00:00:00+01:00,25.850000381469727,26.1299991607666,25.440000534057617,25.440000534057617,24.827260971069336,1756316,0.0,0.0
2024-02-01 00:00:00+01:00,25.329999923706055,25.5,24.530000686645508,24.59000015258789,23.99773406982422,398800,0.0,0.0
2024-02-02 00:00:00+01:00,24.899999618530273,24.979999542236328,24.40999984741211,24.40999984741211,23.82206916809082,418661,0.0,0.0
2024-02-05 00:00:00+01:00,24.440000534057617,24.56999969482422,23.6299991607666,23.649999618530273,23.080373764038086,640546,0.0,0.0
2024-02-06 00:00:00+01:00,23.739999771118164,23.81999969482422,22.8799991607666,23.469999313354492,22.904708862304688,800098,0.0,0.0
2024-02-07 00:00:00+01:00,23.200000762939453,23.309999465942383,22.489999771118164,22.639999389648438,22.09469985961914,896379,0.0,0.0
2024-02-08 00:00:00+01:00,22.799999237060547,23.1299991607666,22.690000534057617,23.0,22.446029663085938,622376,0.0,0.0
2024-02-09 00:00:00+01:00,22.5,22.739999771118164,22.209999084472656,22.209999084472656,21.67505645751953,783024,0.0,0.0
2024-02-12 00:00:00+01:00,22.450000762939453,22.899999618530273,22.290000915527344,22.84000015258789,22.289884567260742,443790,0.0,0.0
2024-02-13 00:00:00+01:00,22.860000610351562,23.34000015258789,22.719999313354492,23.190000534057617,22.631454467773438,530025,0.0,0.0
2024-02-14 00:00:00+01:00,23.06999969482422,23.5,22.90999984741211,23.489999771118164,22.92422866821289,452602,0.0,0.0
2024-02-15 00:00:00+01:00,23.6200008392334,24.170000076293945,23.579999923706055,23.940000534057617,23.36338996887207,423885,0.0,0.0
2024-02-16 00:00:00+01:00,24.280000686645508,24.420000076293945,23.770000457763672,24.020000457763672,23.441463470458984,445071,0.0,0.0
2024-02-19 00:00:00+01:00,24.110000610351562,24.139999389648438,23.690000534057617,23.690000534057617,23.11941146850586,334433,0.0,0.0
2024-02-20 00:00:00+01:00,23.770000457763672,24.09000015258789,23.489999771118164,24.09000015258789,23.509777069091797,306827,0.0,0.0
2024-02-21 00:00:00+01:00,23.850000381469727,24.040000915527344,23.5,24.040000915527344,23.460981369018555,431924,0.0,0.0
2024-02-22 00:00:00+01:00,24.229999542236328,24.399999618530273,24.010000228881836,24.219999313354492,23.63664436340332,366743,0.0,0.0
2024-02-23 00:00:00+01:00,24.239999771118164,24.6200008392334,23.860000610351562,23.959999084472656,23.38290786743164,266603,0.0,0.0
2024-02-26 00:00:00+01:00,23.959999084472656,23.959999084472656,23.270000457763672,23.479999542236328,22.91446876525879,316183,0.0,0.0
2024-02-27 00:00:00+01:00,23.540000915527344,23.889999389648438,23.329999923706055,23.75,23.17796516418457,284263,0.0,0.0
2024-02-28 00:00:00+01:00,23.829999923706055,24.059999465942383,23.559999465942383,23.6200008392334,23.051097869873047,344714,0.0,0.0
2024-02-29 00:00:00+01:00,23.600000381469727,23.6299991607666,23.329999923706055,23.5,22.93398666381836,601749,0.0,0.0
2024-03-01 00:00:00+01:00,23.6299991607666,24.530000686645508,23.59000015258789,24.200000762939453,23.617128372192383,445507,0.0,0.0
2024-03-04 00:00:00+01:00,24.1200008392334,24.229999542236328,22.989999771118164,23.3799991607666,22.816877365112305,469234,0.0,0.0
2024-03-05 00:00:00+01:00,23.329999923706055,23.579999923706055,23.079999923706055,23.579999923706055,23.012060165405273,321295,0.0,0.0
2024-03-06 00:00:00+01:00,23.579999923706055,24.100000381469727,23.549999237060547,23.549999237060547,22.9827823638916,516710,0.0,0.0
2024-03-07 00:00:00+01:00,23.389999389648438,23.670000076293945,23.100000381469727,23.5,22.93398666381836,371579,0.0,0.0
2024-03-08 00:00:00+01:00,23.520000457763672,23.770000457763672,22.969999313354492,23.739999771118164,23.1682071685791,426367,0.0,0.0
2024-03-11 00:00:00+01:00,23.68000030517578,24.100000381469727,23.450000762939453,24.100000381469727,23.5195369720459,437456,0.0,0.0
2024-03-12 00:00:00+01:00,24.299999237060547,25.450000762939453,24.059999465942383,25.25,24.64183807373047,794906,0.0,0.0
2024-03-13 00:00:00+01:00,24.100000381469727,26.010000228881836,23.950000762939453,24.549999237060547,23.958696365356445,844838,0.0,0.0
2024-03-14 00:00:00+01:00,24.440000534057617,24.729999542236328,23.649999618530273,23.81999969482422,23.246280670166016,643203,0.0,0.0
2024-03-15 00:00:00+01:00,23.850000381469727,24.579999923706055,23.229999542236328,23.229999542236328,22.670490264892578,1376963,0.0,0.0
2024-03-18 00:00:00+01:00,23.229999542236328,23.6299991607666,23.030000686645508,23.440000534057617,22.87543296813965,406545,0.0,0.0
2024-03-19 00:00:00+01:00,23.149999618530273,23.75,23.040000915527344,23.670000076293945,23.09989356994629,429140,0.0,0.0
2024-03-20 00:00:00+01:00,23.639999389648438,24.110000610351562,23.5,24.030000686645508,23.451223373413086,308989,0.0,0.0
2024-03-21 00:00:00+01:00,24.18000030517578,24.479999542236328,24.030000686645508,24.15999984741211,23.57809066772461,415990,0.0,0.0
2024-03-22 00:00:00+01:00,24.139999389648438,24.719999313354492,23.84000015258789,24.540000915527344,23.948938369750977,295245,0.0,0.0
2024-03-25 00:00:00+01:00,24.549999237060547,25.100000381469727,24.520000457763672,25.059999465942383,24.45641326904297,348983,0.0,0.0
2024-03-26 00:00:00+01:00,25.030000686645508,25.09000015258789,24.299999237060547,24.549999237060547,23.958696365356445,323207,0.0,0.0
2024-03-27 00:00:00+01:00,24.459999084472656,24.969999313354492,24.31999969482422,24.969999313354492,24.368581771850586,203281,0.0,0.0
2024-03-28 00:00:00+01:00,25.020000457763672,25.360000610351562,24.700000762939453,25.299999237060547,24.690631866455078,292668,0.0,0.0
2024-04-02 00:00:00+02:00,25.350000381469727,25.799999237060547,25.299999237060547,25.600000381469727,24.983407974243164,302238,0.0,0.0
2024-04-03 00:00:00+02:00,25.68000030517578,26.8799991607666,25.6299991607666,26.690000534057617,26.047155380249023,448326,0.0,0.0
2024-04-04 00:00:00+02:00,28.5,29.190000534057617,27.709999084472656,27.709999084472656,27.042585372924805,1493843,0.0,0.0
2024-04-05 00:00:00+02:00,27.350000381469727,27.959999084472656,27.010000228881836,27.350000381469727,26.69125747680664,540908,0.0,0.0
2024-04-08 00:00:00+02:00,27.399999618530273,28.309999465942383,27.34000015258789,28.270000457763672,27.589099884033203,487088,0.0,0.0
2024-04-09 00:00:00+02:00,28.350000381469727,28.43000030517578,28.049999237060547,28.200000762939453,27.52078628540039,253999,0.0,0.0
2024-04-10 00:00:00+02:00,28.34000015258789,29.40999984741211,28.1200008392334,28.639999389648438,27.950185775756836,735134,0.0,0.0
2024-04-11 00:00:00+02:00,28.93000030517578,29.260000228881836,28.649999618530273,28.959999084472656,28.262479782104492,306645,0.0,0.0
2024-04-12 00:00:00+02:00,29.399999618530273,29.799999237060547,29.170000076293945,29.5,28.789474487304688,437731,0.0,0.0
2024-04-15 00:00:00+02:00,29.100000381469727,29.850000381469727,29.0,29.450000762939453,28.740678787231445,388339,0.0,0.0
2024-04-16 00:00:00+02:00,29.200000762939453,29.350000381469727,28.780000686645508,28.780000686645508,28.086816787719727,434787,0.0,0.0
2024-04-17 00:00:00+02:00,28.780000686645508,29.989999771118164,28.760000228881836,29.799999237060547,29.082246780395508,352161,0.0,0.0
2024-04-18 00:00:00+02:00,29.899999618530273,30.700000762939453,29.780000686645508,30.649999618530273,29.911775588989258,347317,0.0,0.0
2024-04-19 00:00:00+02:00,30.5,31.040000915527344,28.34000015258789,30.75,30.009366989135742,697878,0.0,0.0
2024-04-22 00:00:00+02:00,30.81999969482422,31.600000381469727,30.770000457763672,31.56999969482422,30.809616088867188,401308,0.0,0.0
2024-04-23 00:00:00+02:00,31.579999923706055,31.65999984741211,30.049999237060547,31.0,30.253345489501953,471634,0.0,0.0
2024-04-24 00:00:00+02:00,30.950000762939453,31.75,30.90999984741211,31.200000762939453,30.448528289794922,307607,0.0,0.0
2024-04-25 00:00:00+02:00,31.299999237060547,31.329999923706055,29.670000076293945,29.75,29.0334529876709,478021,0.0,0.0
2024-04-26 00:00:00+02:00,30.25,30.719999313354492,29.959999084472656,30.18000030517578,29.453096389770508,331898,0.0,0.0
2024-04-29 00:00:00+02:00,30.209999084472656,30.899999618530273,30.209999084472656,30.850000381469727,30.106958389282227,225725,0.0,0.0
2024-04-30 00:00:00+02:00,30.899999618530273,31.18000030517578,30.290000915527344,30.40999984741211,29.677555084228516,232054,0.0,0.0
2024-05-02 00:00:00+02:00,30.40999984741211,30.600000381469727,29.709999084472656,30.5,29.76538848876953,390674,0.0,0.0
2024-05-03 00:00:00+02:00,29.56999969482422,30.299999237060547,29.5,30.139999389648438,29.414058685302734,364126,0.0,0.0
2024-05-06 00:00:00+02:00,30.290000915527344,30.989999771118164,30.139999389648438,30.420000076293945,29.687314987182617,273816,0.0,0.0
2024-05-07 00:00:00+02:00,31.600000381469727,35.25,31.360000610351562,34.7599983215332,33.92278289794922,1075584,0.0,0.0
2024-05-08 00:00:00+02:00,34.34000015258789,36.619998931884766,33.43000030517578,34.68000030517578,33.84471130371094,1057246,0.0,0.0
2024-05-09 00:00:00+02:00,34.650001525878906,35.33000183105469,34.209999084472656,34.38999938964844,33.56169509887695,262471,0.0,0.0
2024-05-10 00:00:00+02:00,34.790000915527344,34.939998626708984,33.58000183105469,33.650001525878906,32.83951950073242,223080,0.0,0.0
2024-05-13 00:00:00+02:00,33.5,34.459999084472656,33.33000183105469,34.310001373291016,33.48362350463867,273103,0.0,0.0
2024-05-14 00:00:00+02:00,34.220001220703125,34.52000045776367,33.560001373291016,34.52000045776367,33.68856430053711,279550,0.0,0.0
2024-05-15 00:00:00+02:00,34.630001068115234,34.900001525878906,33.75,34.099998474121094,33.27867889404297,242453,0.0,0.0
2024-05-16 00:00:00+02:00,34.13999938964844,34.13999938964844,33.04999923706055,33.599998474121094,32.79072189331055,235321,0.0,0.0
2024-05-17 00:00:00+02:00,32.84000015258789,34.06999969482422,32.59000015258789,34.06999969482422,33.2494010925293,339910,0.0,0.0
2024-05-20 00:00:00+02:00,34.400001525878906,34.400001525878906,33.70000076293945,34.04999923706055,33.229881286621094,164887,0.0,0.0
2024-05-21 00:00:00+02:00,33.97999954223633,34.130001068115234,33.31999969482422,33.31999969482422,32.5174674987793,171162,0.0,0.0
2024-05-22 00:00:00+02:00,33.29999923706055,34.189998626708984,32.93000030517578,34.189998626708984,33.366512298583984,345186,0.0,0.0
2024-05-23 00:00:00+02:00,34.189998626708984,34.75,34.150001525878906,34.470001220703125,33.6397705078125,301874,0.0,0.0
2024-05-24 00:00:00+02:00,34.29999923706055,35.040000915527344,34.060001373291016,34.52000045776367,33.68856430053711,297474,0.0,0.0
2024-05-27 00:00:00+02:00,34.52000045776367,34.900001525878906,34.25,34.5,33.669044494628906,145496,0.0,0.0
2024-05-28 00:00:00+02:00,34.459999084472656,34.540000915527344,33.81999969482422,34.400001525878906,33.57145690917969,239174,0.0,0.0
2024-05-29 00:00:00+02:00,34.400001525878906,34.439998626708984,33.900001525878906,34.220001220703125,33.395790100097656,245711,0.0,0.0
2024-05-30 00:00:00+02:00,34.61000061035156,34.61000061035156,33.75,34.310001373291016,33.48362350463867,270049,0.0,0.0
2024-05-31 00:00:00+02:00,34.25,34.650001525878906,33.45000076293945,33.630001068115234,32.81999969482422,348292,0.0,0.0
2024-06-03 00:00:00+02:00,33.20000076293945,33.290000915527344,31.81999969482422,31.829999923706055,31.829999923706055,271111,0.81,0.0
2024-06-04 00:00:00+02:00,31.780000686645508,31.860000610351562,31.260000228881836,31.649999618530273,31.649999618530273,345119,0.0,0.0
2024-06-05 00:00:00+02:00,31.770000457763672,31.940000534057617,31.270000457763672,31.270000457763672,31.270000457763672,371491,0.0,0.0
2024-06-06 00:00:00+02:00,31.489999771118164,31.510000228881836,30.600000381469727,30.920000076293945,30.920000076293945,325501,0.0,0.0
2024-06-07 00:00:00+02:00,30.90999984741211,31.209999084472656,30.600000381469727,30.969999313354492,30.969999313354492,161556,0.0,0.0
2024-06-10 00:00:00+02:00,30.850000381469727,31.739999771118164,30.729999542236328,31.739999771118164,31.739999771118164,265293,0.0,0.0
2024-06-11 00:00:00+02:00,31.639999389648438,32.529998779296875,31.639999389648438,32.349998474121094,32.349998474121094,424271,0.0,0.0
2024-06-12 00:00:00+02:00,32.40999984741211,33.04999923706055,32.40999984741211,32.81999969482422,32.81999969482422,244552,0.0,0.0
2024-06-13 00:00:00+02:00,32.54999923706055,32.54999923706055,31.709999084472656,31.780000686645508,31.780000686645508,302052,0.0,0.0
2024-06-14 00:00:00+02:00,31.600000381469727,31.6299991607666,30.34000015258789,30.790000915527344,30.790000915527344,342157,0.0,0.0
2024-06-17 00:00:00+02:00,30.920000076293945,31.479999542236328,30.889999389648438,31.34000015258789,31.34000015258789,273690,0.0,0.0
2024-06-18 00:00:00+02:00,31.579999923706055,31.690000534057617,31.06999969482422,31.229999542236328,31.229999542236328,218534,0.0,0.0
2024-06-19 00:00:00+02:00,31.260000228881836,31.81999969482422,31.200000762939453,31.350000381469727,31.350000381469727,175454,0.0,0.0
2024-06-20 00:00:00+02:00,31.31999969482422,32.11000061035156,31.31999969482422,31.709999084472656,31.709999084472656,296995,0.0,0.0
2024-06-21 00:00:00+02:00,31.860000610351562,32.04999923706055,31.559999465942383,31.719999313354492,31.719999313354492,2005373,0.0,0.0
2024-06-24 00:00:00+02:00,31.700000762939453,33.630001068115234,31.700000762939453,33.06999969482422,33.06999969482422,347579,0.0,0.0
2024-06-25 00:00:00+02:00,33.0,33.34000015258789,31.90999984741211,31.90999984741211,31.90999984741211,241894,0.0,0.0
2024-06-26 00:00:00+02:00,31.899999618530273,32.349998474121094,31.649999618530273,31.8700008392334,31.8700008392334,267568,0.0,0.0
2024-06-27 00:00:00+02:00,32.29999923706055,33.0,32.20000076293945,32.900001525878906,32.900001525878906,182682,0.0,0.0
2024-06-28 00:00:00+02:00,32.95000076293945,33.060001373291016,32.31999969482422,32.869998931884766,32.869998931884766,277611,0.0,0.0
2024-07-01 00:00:00+02:00,33.29999923706055,33.4900016784668,32.72999954223633,33.4900016784668,33.4900016784668,206747,0.0,0.0
2024-07-02 00:00:00+02:00,33.5,34.0,33.13999938964844,34.0,34.0,231379,0.0,0.0
2024-07-03 00:00:00+02:00,33.95000076293945,34.13999938964844,33.47999954223633,34.13999938964844,34.13999938964844,262502,0.0,0.0
2024-07-04 00:00:00+02:00,34.0,34.20000076293945,33.540000915527344,34.060001373291016,34.060001373291016,130465,0.0,0.0
2024-07-05 00:00:00+02:00,34.060001373291016,34.279998779296875,33.5099983215332,33.5099983215332,33.5099983215332,212429,0.0,0.0
2024-07-08 00:00:00+02:00,33.400001525878906,33.95000076293945,32.81999969482422,33.95000076293945,33.95000076293945,194477,0.0,0.0
2024-07-09 00:00:00+02:00,33.790000915527344,34.060001373291016,32.290000915527344,32.5099983215332,32.5099983215332,364262,0.0,0.0
2024-07-10 00:00:00+02:00,32.29999923706055,32.38999938964844,31.75,32.040000915527344,32.040000915527344,207620,0.0,0.0
2024-07-11 00:00:00+02:00,32.11000061035156,32.599998474121094,32.06999969482422,32.349998474121094,32.349998474121094,159663,0.0,0.0
2024-07-12 00:00:00+02:00,32.29999923706055,32.93000030517578,32.29999923706055,32.59000015258789,32.59000015258789,116583,0.0,0.0
2024-07-15 00:00:00+02:00,32.459999084472656,32.689998626708984,31.899999618530273,32.279998779296875,32.279998779296875,123588,0.0,0.0
2024-07-16 00:00:00+02:00,32.20000076293945,32.65999984741211,31.940000534057617,32.45000076293945,32.45000076293945,88377,0.0,0.0
2024-07-17 00:00:00+02:00,32.72999954223633,33.939998626708984,32.040000915527344,33.939998626708984,33.939998626708984,222062,0.0,0.0
2024-07-18 00:00:00+02:00,34.0,34.93000030517578,33.79999923706055,34.63999938964844,34.63999938964844,400707,0.0,0.0
2024-07-19 00:00:00+02:00,34.290000915527344,34.36000061035156,33.529998779296875,34.0099983215332,34.0099983215332,188494,0.0,0.0
2024-07-22 00:00:00+02:00,34.349998474121094,34.5,33.66999816894531,34.13999938964844,34.13999938964844,144759,0.0,0.0
2024-07-23 00:00:00+02:00,33.95000076293945,34.02000045776367,33.5,33.83000183105469,33.83000183105469,99602,0.0,0.0
2024-07-24 00:00:00+02:00,33.54999923706055,33.97999954223633,33.459999084472656,33.5099983215332,33.5099983215332,118200,0.0,0.0
2024-07-25 00:00:00+02:00,33.400001525878906,33.75,32.43000030517578,33.41999816894531,33.41999816894531,143724,0.0,0.0
2024-07-26 00:00:00+02:00,33.09000015258789,33.439998626708984,32.650001525878906,33.2599983215332,33.2599983215332,150065,0.0,0.0
2024-07-29 00:00:00+02:00,33.25,33.560001373291016,33.06999969482422,33.18000030517578,33.18000030517578,101941,0.0,0.0
2024-07-30 00:00:00+02:00,33.0,33.619998931884766,32.86000061035156,33.18000030517578,33.18000030517578,142743,0.0,0.0
2024-07-31 00:00:00+02:00,33.849998474121094,34.0,32.20000076293945,32.52000045776367,32.52000045776367,561976,0.0,0.0
2024-08-01 00:00:00+02:00,32.13999938964844,32.599998474121094,31.190000534057617,31.469999313354492,31.469999313354492,275048,0.0,0.0
2024-08-02 00:00:00+02:00,31.229999542236328,31.760000228881836,30.860000610351562,30.860000610351562,30.860000610351562,265760,0.0,0.0
2024-08-05 00:00:00+02:00,30.100000381469727,30.479999542236328,29.469999313354492,29.940000534057617,29.940000534057617,473460,0.0,0.0
2024-08-06 00:00:00+02:00,30.5,31.010000228881836,30.040000915527344,30.190000534057617,30.190000534057617,264982,0.0,0.0
2024-08-07 00:00:00+02:00,30.510000228881836,31.229999542236328,30.3799991607666,30.889999389648438,30.889999389648438,178311,0.0,0.0
2024-08-08 00:00:00+02:00,30.799999237060547,30.959999084472656,30.40999984741211,30.799999237060547,30.799999237060547,172146,0.0,0.0
2024-08-09 00:00:00+02:00,30.90999984741211,31.520000457763672,30.90999984741211,31.15999984741211,31.15999984741211,179785,0.0,0.0
2024-08-12 00:00:00+02:00,31.299999237060547,31.690000534057617,30.59000015258789,30.59000015258789,30.59000015258789,132932,0.0,0.0
2024-08-13 00:00:00+02:00,30.690000534057617,31.040000915527344,30.360000610351562,30.600000381469727,30.600000381469727,103593,0.0,0.0
2024-08-14 00:00:00+02:00,30.649999618530273,30.68000030517578,30.059999465942383,30.479999542236328,30.479999542236328,209068,0.0,0.0
2024-08-15 00:00:00+02:00,30.549999237060547,31.09000015258789,30.450000762939453,30.920000076293945,30.920000076293945,125365,0.0,0.0
2024-08-16 00:00:00+02:00,30.940000534057617,31.1200008392334,30.729999542236328,30.8799991607666,30.8799991607666,141253,0.0,0.0
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+02:00,30.979999542236328,31.3799991607666,30.780000686645508,31.229999542236328,31.229999542236328,87006,0.0,0.0
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 11.042256355285645 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
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533 2024-01-29 00:00:00+01:00 26.5 26.549999237060547 25.760000228881836 25.760000228881836 25.139554977416992 375526 0.0 0.0
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593 2024-04-24 00:00:00+02:00 30.950000762939453 31.75 30.90999984741211 31.200000762939453 30.448528289794922 307607 0.0 0.0
594 2024-04-25 00:00:00+02:00 31.299999237060547 31.329999923706055 29.670000076293945 29.75 29.0334529876709 478021 0.0 0.0
595 2024-04-26 00:00:00+02:00 30.25 30.719999313354492 29.959999084472656 30.18000030517578 29.453096389770508 331898 0.0 0.0
596 2024-04-29 00:00:00+02:00 30.209999084472656 30.899999618530273 30.209999084472656 30.850000381469727 30.106958389282227 225725 0.0 0.0
597 2024-04-30 00:00:00+02:00 30.899999618530273 31.18000030517578 30.290000915527344 30.40999984741211 29.677555084228516 232054 0.0 0.0
598 2024-05-02 00:00:00+02:00 30.40999984741211 30.600000381469727 29.709999084472656 30.5 29.76538848876953 390674 0.0 0.0
599 2024-05-03 00:00:00+02:00 29.56999969482422 30.299999237060547 29.5 30.139999389648438 29.414058685302734 364126 0.0 0.0
600 2024-05-06 00:00:00+02:00 30.290000915527344 30.989999771118164 30.139999389648438 30.420000076293945 29.687314987182617 273816 0.0 0.0
601 2024-05-07 00:00:00+02:00 31.600000381469727 35.25 31.360000610351562 34.7599983215332 33.92278289794922 1075584 0.0 0.0
602 2024-05-08 00:00:00+02:00 34.34000015258789 36.619998931884766 33.43000030517578 34.68000030517578 33.84471130371094 1057246 0.0 0.0
603 2024-05-09 00:00:00+02:00 34.650001525878906 35.33000183105469 34.209999084472656 34.38999938964844 33.56169509887695 262471 0.0 0.0
604 2024-05-10 00:00:00+02:00 34.790000915527344 34.939998626708984 33.58000183105469 33.650001525878906 32.83951950073242 223080 0.0 0.0
605 2024-05-13 00:00:00+02:00 33.5 34.459999084472656 33.33000183105469 34.310001373291016 33.48362350463867 273103 0.0 0.0
606 2024-05-14 00:00:00+02:00 34.220001220703125 34.52000045776367 33.560001373291016 34.52000045776367 33.68856430053711 279550 0.0 0.0
607 2024-05-15 00:00:00+02:00 34.630001068115234 34.900001525878906 33.75 34.099998474121094 33.27867889404297 242453 0.0 0.0
608 2024-05-16 00:00:00+02:00 34.13999938964844 34.13999938964844 33.04999923706055 33.599998474121094 32.79072189331055 235321 0.0 0.0
609 2024-05-17 00:00:00+02:00 32.84000015258789 34.06999969482422 32.59000015258789 34.06999969482422 33.2494010925293 339910 0.0 0.0
610 2024-05-20 00:00:00+02:00 34.400001525878906 34.400001525878906 33.70000076293945 34.04999923706055 33.229881286621094 164887 0.0 0.0
611 2024-05-21 00:00:00+02:00 33.97999954223633 34.130001068115234 33.31999969482422 33.31999969482422 32.5174674987793 171162 0.0 0.0
612 2024-05-22 00:00:00+02:00 33.29999923706055 34.189998626708984 32.93000030517578 34.189998626708984 33.366512298583984 345186 0.0 0.0
613 2024-05-23 00:00:00+02:00 34.189998626708984 34.75 34.150001525878906 34.470001220703125 33.6397705078125 301874 0.0 0.0
614 2024-05-24 00:00:00+02:00 34.29999923706055 35.040000915527344 34.060001373291016 34.52000045776367 33.68856430053711 297474 0.0 0.0
615 2024-05-27 00:00:00+02:00 34.52000045776367 34.900001525878906 34.25 34.5 33.669044494628906 145496 0.0 0.0
616 2024-05-28 00:00:00+02:00 34.459999084472656 34.540000915527344 33.81999969482422 34.400001525878906 33.57145690917969 239174 0.0 0.0
617 2024-05-29 00:00:00+02:00 34.400001525878906 34.439998626708984 33.900001525878906 34.220001220703125 33.395790100097656 245711 0.0 0.0
618 2024-05-30 00:00:00+02:00 34.61000061035156 34.61000061035156 33.75 34.310001373291016 33.48362350463867 270049 0.0 0.0
619 2024-05-31 00:00:00+02:00 34.25 34.650001525878906 33.45000076293945 33.630001068115234 32.81999969482422 348292 0.0 0.0
620 2024-06-03 00:00:00+02:00 33.20000076293945 33.290000915527344 31.81999969482422 31.829999923706055 31.829999923706055 271111 0.81 0.0
621 2024-06-04 00:00:00+02:00 31.780000686645508 31.860000610351562 31.260000228881836 31.649999618530273 31.649999618530273 345119 0.0 0.0
622 2024-06-05 00:00:00+02:00 31.770000457763672 31.940000534057617 31.270000457763672 31.270000457763672 31.270000457763672 371491 0.0 0.0
623 2024-06-06 00:00:00+02:00 31.489999771118164 31.510000228881836 30.600000381469727 30.920000076293945 30.920000076293945 325501 0.0 0.0
624 2024-06-07 00:00:00+02:00 30.90999984741211 31.209999084472656 30.600000381469727 30.969999313354492 30.969999313354492 161556 0.0 0.0
625 2024-06-10 00:00:00+02:00 30.850000381469727 31.739999771118164 30.729999542236328 31.739999771118164 31.739999771118164 265293 0.0 0.0
626 2024-06-11 00:00:00+02:00 31.639999389648438 32.529998779296875 31.639999389648438 32.349998474121094 32.349998474121094 424271 0.0 0.0
627 2024-06-12 00:00:00+02:00 32.40999984741211 33.04999923706055 32.40999984741211 32.81999969482422 32.81999969482422 244552 0.0 0.0
628 2024-06-13 00:00:00+02:00 32.54999923706055 32.54999923706055 31.709999084472656 31.780000686645508 31.780000686645508 302052 0.0 0.0
629 2024-06-14 00:00:00+02:00 31.600000381469727 31.6299991607666 30.34000015258789 30.790000915527344 30.790000915527344 342157 0.0 0.0
630 2024-06-17 00:00:00+02:00 30.920000076293945 31.479999542236328 30.889999389648438 31.34000015258789 31.34000015258789 273690 0.0 0.0
631 2024-06-18 00:00:00+02:00 31.579999923706055 31.690000534057617 31.06999969482422 31.229999542236328 31.229999542236328 218534 0.0 0.0
632 2024-06-19 00:00:00+02:00 31.260000228881836 31.81999969482422 31.200000762939453 31.350000381469727 31.350000381469727 175454 0.0 0.0
633 2024-06-20 00:00:00+02:00 31.31999969482422 32.11000061035156 31.31999969482422 31.709999084472656 31.709999084472656 296995 0.0 0.0
634 2024-06-21 00:00:00+02:00 31.860000610351562 32.04999923706055 31.559999465942383 31.719999313354492 31.719999313354492 2005373 0.0 0.0
635 2024-06-24 00:00:00+02:00 31.700000762939453 33.630001068115234 31.700000762939453 33.06999969482422 33.06999969482422 347579 0.0 0.0
636 2024-06-25 00:00:00+02:00 33.0 33.34000015258789 31.90999984741211 31.90999984741211 31.90999984741211 241894 0.0 0.0
637 2024-06-26 00:00:00+02:00 31.899999618530273 32.349998474121094 31.649999618530273 31.8700008392334 31.8700008392334 267568 0.0 0.0
638 2024-06-27 00:00:00+02:00 32.29999923706055 33.0 32.20000076293945 32.900001525878906 32.900001525878906 182682 0.0 0.0
639 2024-06-28 00:00:00+02:00 32.95000076293945 33.060001373291016 32.31999969482422 32.869998931884766 32.869998931884766 277611 0.0 0.0
640 2024-07-01 00:00:00+02:00 33.29999923706055 33.4900016784668 32.72999954223633 33.4900016784668 33.4900016784668 206747 0.0 0.0
641 2024-07-02 00:00:00+02:00 33.5 34.0 33.13999938964844 34.0 34.0 231379 0.0 0.0
642 2024-07-03 00:00:00+02:00 33.95000076293945 34.13999938964844 33.47999954223633 34.13999938964844 34.13999938964844 262502 0.0 0.0
643 2024-07-04 00:00:00+02:00 34.0 34.20000076293945 33.540000915527344 34.060001373291016 34.060001373291016 130465 0.0 0.0
644 2024-07-05 00:00:00+02:00 34.060001373291016 34.279998779296875 33.5099983215332 33.5099983215332 33.5099983215332 212429 0.0 0.0
645 2024-07-08 00:00:00+02:00 33.400001525878906 33.95000076293945 32.81999969482422 33.95000076293945 33.95000076293945 194477 0.0 0.0
646 2024-07-09 00:00:00+02:00 33.790000915527344 34.060001373291016 32.290000915527344 32.5099983215332 32.5099983215332 364262 0.0 0.0
647 2024-07-10 00:00:00+02:00 32.29999923706055 32.38999938964844 31.75 32.040000915527344 32.040000915527344 207620 0.0 0.0
648 2024-07-11 00:00:00+02:00 32.11000061035156 32.599998474121094 32.06999969482422 32.349998474121094 32.349998474121094 159663 0.0 0.0
649 2024-07-12 00:00:00+02:00 32.29999923706055 32.93000030517578 32.29999923706055 32.59000015258789 32.59000015258789 116583 0.0 0.0
650 2024-07-15 00:00:00+02:00 32.459999084472656 32.689998626708984 31.899999618530273 32.279998779296875 32.279998779296875 123588 0.0 0.0
651 2024-07-16 00:00:00+02:00 32.20000076293945 32.65999984741211 31.940000534057617 32.45000076293945 32.45000076293945 88377 0.0 0.0
652 2024-07-17 00:00:00+02:00 32.72999954223633 33.939998626708984 32.040000915527344 33.939998626708984 33.939998626708984 222062 0.0 0.0
653 2024-07-18 00:00:00+02:00 34.0 34.93000030517578 33.79999923706055 34.63999938964844 34.63999938964844 400707 0.0 0.0
654 2024-07-19 00:00:00+02:00 34.290000915527344 34.36000061035156 33.529998779296875 34.0099983215332 34.0099983215332 188494 0.0 0.0
655 2024-07-22 00:00:00+02:00 34.349998474121094 34.5 33.66999816894531 34.13999938964844 34.13999938964844 144759 0.0 0.0
656 2024-07-23 00:00:00+02:00 33.95000076293945 34.02000045776367 33.5 33.83000183105469 33.83000183105469 99602 0.0 0.0
657 2024-07-24 00:00:00+02:00 33.54999923706055 33.97999954223633 33.459999084472656 33.5099983215332 33.5099983215332 118200 0.0 0.0
658 2024-07-25 00:00:00+02:00 33.400001525878906 33.75 32.43000030517578 33.41999816894531 33.41999816894531 143724 0.0 0.0
659 2024-07-26 00:00:00+02:00 33.09000015258789 33.439998626708984 32.650001525878906 33.2599983215332 33.2599983215332 150065 0.0 0.0
660 2024-07-29 00:00:00+02:00 33.25 33.560001373291016 33.06999969482422 33.18000030517578 33.18000030517578 101941 0.0 0.0
661 2024-07-30 00:00:00+02:00 33.0 33.619998931884766 32.86000061035156 33.18000030517578 33.18000030517578 142743 0.0 0.0
662 2024-07-31 00:00:00+02:00 33.849998474121094 34.0 32.20000076293945 32.52000045776367 32.52000045776367 561976 0.0 0.0
663 2024-08-01 00:00:00+02:00 32.13999938964844 32.599998474121094 31.190000534057617 31.469999313354492 31.469999313354492 275048 0.0 0.0
664 2024-08-02 00:00:00+02:00 31.229999542236328 31.760000228881836 30.860000610351562 30.860000610351562 30.860000610351562 265760 0.0 0.0
665 2024-08-05 00:00:00+02:00 30.100000381469727 30.479999542236328 29.469999313354492 29.940000534057617 29.940000534057617 473460 0.0 0.0
666 2024-08-06 00:00:00+02:00 30.5 31.010000228881836 30.040000915527344 30.190000534057617 30.190000534057617 264982 0.0 0.0
667 2024-08-07 00:00:00+02:00 30.510000228881836 31.229999542236328 30.3799991607666 30.889999389648438 30.889999389648438 178311 0.0 0.0
668 2024-08-08 00:00:00+02:00 30.799999237060547 30.959999084472656 30.40999984741211 30.799999237060547 30.799999237060547 172146 0.0 0.0
669 2024-08-09 00:00:00+02:00 30.90999984741211 31.520000457763672 30.90999984741211 31.15999984741211 31.15999984741211 179785 0.0 0.0
670 2024-08-12 00:00:00+02:00 31.299999237060547 31.690000534057617 30.59000015258789 30.59000015258789 30.59000015258789 132932 0.0 0.0
671 2024-08-13 00:00:00+02:00 30.690000534057617 31.040000915527344 30.360000610351562 30.600000381469727 30.600000381469727 103593 0.0 0.0
672 2024-08-14 00:00:00+02:00 30.649999618530273 30.68000030517578 30.059999465942383 30.479999542236328 30.479999542236328 209068 0.0 0.0
673 2024-08-15 00:00:00+02:00 30.549999237060547 31.09000015258789 30.450000762939453 30.920000076293945 30.920000076293945 125365 0.0 0.0
674 2024-08-16 00:00:00+02:00 30.940000534057617 31.1200008392334 30.729999542236328 30.8799991607666 30.8799991607666 141253 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 31.3799991607666 30.780000686645508 31.229999542236328 31.229999542236328 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

@@ -361,15 +361,15 @@ class TestPriceRepair(unittest.TestCase):
hist = dat._lazy_load_price_history()
tz_exchange = dat.fast_info["timezone"]
df_bad = _pd.DataFrame(data={"Open": [0, 102.04, 102.04],
"High": [0, 102.1, 102.11],
"Low": [0, 102.04, 102.04],
"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)]))
df_bad = _pd.DataFrame(data={"Open": [0, 114.37, 114.20],
"High": [0, 114.40, 114.40],
"Low": [0, 114.36, 114.20],
"Close": [114.39, 114.38, 114.45],
"Adj Close": [114.39, 114.38, 114.45],
"Volume": [9, 15666, 1094]},
index=_pd.to_datetime([_dt.datetime(2025, 3, 17),
_dt.datetime(2025, 3, 14),
_dt.datetime(2025, 3, 13)]))
df_bad = df_bad.sort_index()
df_bad.index.name = "Date"
df_bad.index = df_bad.index.tz_localize(tz_exchange)
@@ -377,11 +377,11 @@ 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["2025-03-17", "Open"] = 114.62
correct_df.loc["2025-03-17", "High"] = 114.62
correct_df.loc["2025-03-17", "Low"] = 114.41
for c in ["Open", "Low", "High", "Close"]:
self.assertTrue(_np.isclose(repaired_df[c], correct_df[c], rtol=1e-8).all())
self.assertTrue(_np.isclose(repaired_df[c], correct_df[c], rtol=1e-7).all())
self.assertTrue("Repaired?" in repaired_df.columns)
self.assertFalse(repaired_df["Repaired?"].isna().any())
@@ -390,19 +390,21 @@ class TestPriceRepair(unittest.TestCase):
# Test that 'Adj Close' is reconstructed correctly,
# particularly when a dividend occurred within 1 day.
self.skipTest("Currently failing because Yahoo returning slightly different data for interval 1d vs 1h on day Aug 6 2024")
tkr = "INTC"
df = _pd.DataFrame(data={"Open": [28.95, 28.65, 29.55, 29.62, 29.25],
"High": [29.12, 29.27, 29.65, 31.17, 30.30],
"Low": [28.21, 28.43, 28.61, 29.53, 28.80],
"Close": [28.24, 29.05, 28.69, 30.32, 30.19],
"Adj Close": [28.12, 28.93, 28.57, 29.83, 29.70],
"Volume": [36e6, 51e6, 49e6, 58e6, 62e6],
"Dividends": [0, 0, 0.365, 0, 0]},
index=_pd.to_datetime([_dt.datetime(2023, 2, 8),
_dt.datetime(2023, 2, 7),
_dt.datetime(2023, 2, 6),
_dt.datetime(2023, 2, 3),
_dt.datetime(2023, 2, 2)]))
df = _pd.DataFrame(data={"Open": [2.020000e+01, 2.032000e+01, 1.992000e+01, 1.910000e+01, 2.008000e+01],
"High": [2.039000e+01, 2.063000e+01, 2.025000e+01, 2.055000e+01, 2.015000e+01],
"Low": [1.929000e+01, 1.975000e+01, 1.895000e+01, 1.884000e+01, 1.950000e+01],
"Close": [2.011000e+01, 1.983000e+01, 1.899000e+01, 2.049000e+01, 1.971000e+01],
"Adj Close": [1.998323e+01, 1.970500e+01, 1.899000e+01, 2.049000e+01, 1.971000e+01],
"Volume": [1.473857e+08, 1.066704e+08, 9.797230e+07, 9.683680e+07, 7.639450e+07],
"Dividends": [0.000000e+00, 0.000000e+00, 1.250000e-01, 0.000000e+00, 0.000000e+00]},
index=_pd.to_datetime([_dt.datetime(2024, 8, 9),
_dt.datetime(2024, 8, 8),
_dt.datetime(2024, 8, 7),
_dt.datetime(2024, 8, 6),
_dt.datetime(2024, 8, 5)]))
df = df.sort_index()
df.index.name = "Date"
dat = yf.Ticker(tkr, session=self.session)
@@ -462,7 +464,7 @@ 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:
@@ -488,7 +490,7 @@ class TestPriceRepair(unittest.TestCase):
print(df_dbg[f_diff | _np.roll(f_diff, 1) | _np.roll(f_diff, -1)])
raise
bad_tkrs = ['4063.T', 'ALPHA.PA', 'AV.L', 'CNE.L', 'MOB.ST', 'SPM.MI']
bad_tkrs = ['4063.T', 'AV.L', 'CNE.L', 'MOB.ST', 'SPM.MI']
bad_tkrs.append('LA.V') # special case - stock split error is 3 years ago! why not fixed?
for tkr in bad_tkrs:
dat = yf.Ticker(tkr, session=self.session)
@@ -580,7 +582,6 @@ 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
@@ -598,7 +599,6 @@ class TestPriceRepair(unittest.TestCase):
# Phantom divs
bad_tkrs += ['KAP.IL'] # 1x 1d phantom div, and false positives 0.01x in 1wk
bad_tkrs += ['SAND']
bad_tkrs += ['SOLB.BR'] # 1x phantom div, but some false-positive 100x. and had to improve phantom detection
bad_tkrs += ['TEM.L']
bad_tkrs += ['TEP.PA']

View File

@@ -46,7 +46,7 @@ class TestPriceHistory(unittest.TestCase):
def test_download_multi_small_interval(self):
use_tkrs = ["AAPL", "0Q3.DE", "ATVI"]
df = yf.download(use_tkrs, period="1d", interval="5m")
df = yf.download(use_tkrs, period="1d", interval="5m", auto_adjust=True)
self.assertEqual(df.index.tz, _dt.timezone.utc)
def test_download_with_invalid_ticker(self):
@@ -56,10 +56,11 @@ class TestPriceHistory(unittest.TestCase):
invalid_tkrs = ["AAPL", "ATVI"] #AAPL exists and ATVI does not exist
valid_tkrs = ["AAPL", "INTC"] #AAPL and INTC both exist
data_invalid_sym = yf.download(invalid_tkrs, start='2023-11-16', end='2023-11-17')
data_valid_sym = yf.download(valid_tkrs, start='2023-11-16', end='2023-11-17')
self.assertEqual(data_invalid_sym['Close']['AAPL']['2023-11-16'],data_valid_sym['Close']['AAPL']['2023-11-16'])
start_d = _dt.date.today() - _dt.timedelta(days=30)
data_invalid_sym = yf.download(invalid_tkrs, start=start_d, auto_adjust=True)
data_valid_sym = yf.download(valid_tkrs, start=start_d, auto_adjust=True)
dt_compare = data_valid_sym.index[0]
self.assertEqual(data_invalid_sym['Close']['AAPL'][dt_compare],data_valid_sym['Close']['AAPL'][dt_compare])
def test_duplicatingHourly(self):
tkrs = ["IMP.JO", "BHG.JO", "SSW.JO", "BP.L", "INTC"]
@@ -185,7 +186,7 @@ class TestPriceHistory(unittest.TestCase):
df_intraday_divs = df_intraday["Dividends"][df_intraday["Dividends"] != 0]
df_intraday_divs.index = df_intraday_divs.index.floor('D')
self.assertTrue(df_daily_divs.equals(df_intraday_divs))
self.assertTrue(df_daily_divs.index.equals(df_intraday_divs.index))
test_run = True
@@ -212,7 +213,7 @@ class TestPriceHistory(unittest.TestCase):
df_intraday_divs = df_intraday["Dividends"][df_intraday["Dividends"] != 0]
df_intraday_divs.index = df_intraday_divs.index.floor('D')
self.assertTrue(df_daily_divs.equals(df_intraday_divs))
self.assertTrue(df_daily_divs.index.equals(df_intraday_divs.index))
test_run = True
@@ -401,7 +402,7 @@ 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)
@@ -416,6 +417,8 @@ class TestPriceHistory(unittest.TestCase):
start_d = _dt.date(special_day.year, 1, 1)
end_d = _dt.date(special_day.year+1, 1, 1)
df = dat.history(start=start_d, end=end_d, interval="1h", prepost=False, keepna=True)
if df.empty:
self.skipTest("TEST NEEDS UPDATE: 'special_day' needs to be LATEST Thanksgiving date")
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)
self.assertTrue(_np.equal(dfd.index.date, _pd.to_datetime(last_dts.index).date).all())
@@ -423,12 +426,12 @@ class TestPriceHistory(unittest.TestCase):
def test_prune_post_intraday_asx(self):
# Setup
tkr = "BHP.AX"
# No early closes in 2023
# No early closes in 2024
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

@@ -1,153 +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):
result = 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')
self.assertEqual(self.screener, result)
def test_set_predefined_body(self):
k = 'most_actives'
result = self.screener.set_predefined_body(k)
self.assertEqual(self.screener.body, PREDEFINED_SCREENER_BODY_MAP[k])
self.assertEqual(self.screener, result)
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"
}
result = self.screener.set_body(body)
self.assertEqual(self.screener.body, body)
self.assertEqual(self.screener, result)
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}
result = self.screener.patch_body(patch_values)
self.assertEqual(self.screener.body['size'], 50)
self.assertEqual(self.screener.body['query'], self.query.to_dict())
self.assertEqual(self.screener, result)
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_set_large_size_in_body(self, mock_post):
body = {
"offset": 0,
"size": 251, # yahoo limits at 250
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": self.query.to_dict(),
"userId": "",
"userIdType": "guid"
}
with self.assertRaises(ValueError):
self.screener.set_body(body).response
screen(self.query, size=251)
@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
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()

View File

@@ -4,18 +4,14 @@ from tests.context import yfinance as yf
class TestSearch(unittest.TestCase):
def test_valid_query(self):
search = yf.Search(query="AAPL", max_results=5, news_count=3)
self.assertEqual(len(search.quotes), 5)
self.assertEqual(len(search.news), 3)
self.assertIn("AAPL", search.quotes[0]['symbol'])
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="")
@@ -29,3 +25,18 @@ class TestSearch(unittest.TestCase):
# 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
@@ -35,10 +37,12 @@ ticker_attributes = (
("recommendations", Union[pd.DataFrame, dict]),
("recommendations_summary", Union[pd.DataFrame, dict]),
("upgrades_downgrades", Union[pd.DataFrame, dict]),
("ttm_cashflow", pd.DataFrame),
("quarterly_cashflow", pd.DataFrame),
("cashflow", pd.DataFrame),
("quarterly_balance_sheet", pd.DataFrame),
("balance_sheet", pd.DataFrame),
("ttm_income_stmt", pd.DataFrame),
("quarterly_income_stmt", pd.DataFrame),
("income_stmt", pd.DataFrame),
("analyst_price_targets", dict),
@@ -133,8 +137,55 @@ 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
@@ -259,14 +310,13 @@ 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")
@@ -282,6 +332,12 @@ class TestTickerHistory(unittest.TestCase):
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
def test_chained_history_calls(self):
_ = self.ticker.history(period="2d")
data = self.ticker.dividends
self.assertIsInstance(data, pd.Series, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
class TestTickerEarnings(unittest.TestCase):
session = None
@@ -309,7 +365,7 @@ 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")
@@ -506,6 +562,34 @@ class TestTickerMiscFinancials(unittest.TestCase):
data = self.ticker.get_income_stmt(as_dict=True)
self.assertIsInstance(data, dict, "data has wrong type")
def test_ttm_income_statement(self):
expected_keys = ["Total Revenue", "Pretax Income", "Normalized EBITDA"]
# Test contents of table
data = self.ticker.get_income_stmt(pretty=True, freq='trailing')
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
for k in expected_keys:
self.assertIn(k, data.index, "Did not find expected row in index")
# Trailing 12 months there must be exactly one column
self.assertEqual(len(data.columns), 1, "Only one column should be returned on TTM income statement")
# Test property defaults
data2 = self.ticker.ttm_income_stmt
self.assertTrue(data.equals(data2), "property not defaulting to 'pretty=True'")
# Test pretty=False
expected_keys = [k.replace(' ', '') for k in expected_keys]
data = self.ticker.get_income_stmt(pretty=False, freq='trailing')
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
for k in expected_keys:
self.assertIn(k, data.index, "Did not find expected row in index")
# Test to_dict
data = self.ticker.get_income_stmt(as_dict=True, freq='trailing')
self.assertIsInstance(data, dict, "data has wrong type")
def test_balance_sheet(self):
expected_keys = ["Total Assets", "Net PPE"]
expected_periods_days = 365
@@ -622,6 +706,34 @@ class TestTickerMiscFinancials(unittest.TestCase):
data = self.ticker.get_cashflow(as_dict=True)
self.assertIsInstance(data, dict, "data has wrong type")
def test_ttm_cash_flow(self):
expected_keys = ["Operating Cash Flow", "Net PPE Purchase And Sale"]
# Test contents of table
data = self.ticker.get_cashflow(pretty=True, freq='trailing')
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
for k in expected_keys:
self.assertIn(k, data.index, "Did not find expected row in index")
# Trailing 12 months there must be exactly one column
self.assertEqual(len(data.columns), 1, "Only one column should be returned on TTM cash flow")
# Test property defaults
data2 = self.ticker.ttm_cashflow
self.assertTrue(data.equals(data2), "property not defaulting to 'pretty=True'")
# Test pretty=False
expected_keys = [k.replace(' ', '') for k in expected_keys]
data = self.ticker.get_cashflow(pretty=False, freq='trailing')
self.assertIsInstance(data, pd.DataFrame, "data has wrong type")
self.assertFalse(data.empty, "data is empty")
for k in expected_keys:
self.assertIn(k, data.index, "Did not find expected row in index")
# Test to_dict
data = self.ticker.get_cashflow(as_dict=True, freq='trailing')
self.assertIsInstance(data, dict, "data has wrong type")
def test_income_alt_names(self):
i1 = self.ticker.income_stmt
i2 = self.ticker.incomestmt
@@ -647,6 +759,18 @@ class TestTickerMiscFinancials(unittest.TestCase):
i3 = self.ticker.get_financials(freq="quarterly")
self.assertTrue(i1.equals(i3))
i1 = self.ticker.ttm_income_stmt
i2 = self.ticker.ttm_incomestmt
self.assertTrue(i1.equals(i2))
i3 = self.ticker.ttm_financials
self.assertTrue(i1.equals(i3))
i1 = self.ticker.get_income_stmt(freq="trailing")
i2 = self.ticker.get_incomestmt(freq="trailing")
self.assertTrue(i1.equals(i2))
i3 = self.ticker.get_financials(freq="trailing")
self.assertTrue(i1.equals(i3))
def test_balance_sheet_alt_names(self):
i1 = self.ticker.balance_sheet
i2 = self.ticker.balancesheet
@@ -681,6 +805,14 @@ class TestTickerMiscFinancials(unittest.TestCase):
i2 = self.ticker.get_cashflow(freq="quarterly")
self.assertTrue(i1.equals(i2))
i1 = self.ticker.ttm_cash_flow
i2 = self.ticker.ttm_cashflow
self.assertTrue(i1.equals(i2))
i1 = self.ticker.get_cash_flow(freq="trailing")
i2 = self.ticker.get_cashflow(freq="trailing")
self.assertTrue(i1.equals(i2))
def test_bad_freq_value_raises_exception(self):
self.assertRaises(ValueError, lambda: self.ticker.get_cashflow(freq="badarg"))
@@ -760,7 +892,7 @@ 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
@@ -770,9 +902,6 @@ 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")
@@ -781,12 +910,6 @@ 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")
@@ -795,12 +918,6 @@ 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")
@@ -809,8 +926,6 @@ 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
@@ -821,12 +936,6 @@ 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")
@@ -835,12 +944,6 @@ 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']
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

@@ -28,8 +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"
@@ -37,5 +39,6 @@ __author__ = "Ran Aroussi"
import warnings
warnings.filterwarnings('default', category=DeprecationWarning, module='^yfinance')
__all__ = ['download', 'Search', '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
@@ -40,9 +40,11 @@ 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_
_tz_info_fetch_ctr = 0
class TickerBase:
def __init__(self, ticker, session=None, proxy=None):
self.ticker = ticker.upper()
@@ -100,9 +102,19 @@ class TickerBase:
if tz is None:
tz = self._fetch_ticker_tz(proxy, timeout)
if tz is None:
# _fetch_ticker_tz works in 99.999% of cases.
# For rare fail get from info.
global _tz_info_fetch_ctr
if _tz_info_fetch_ctr < 2:
# ... but limit. If _fetch_ticker_tz() always
# failing then bigger problem.
_tz_info_fetch_ctr += 1
for k in ['exchangeTimezoneName', 'timeZoneFullName']:
if k in self.info:
tz = self.info[k]
break
if utils.is_valid_timezone(tz):
# info fetch is relatively slow so cache timezone
c.store(self.ticker, tz)
else:
tz = None
@@ -124,6 +136,9 @@ 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
@@ -315,7 +330,7 @@ class TickerBase:
Return table as Python dict
Default is False
freq: str
"yearly" or "quarterly"
"yearly" or "quarterly" or "trailing"
Default is "yearly"
proxy: str
Optional. Proxy server URL scheme
@@ -342,7 +357,7 @@ class TickerBase:
Format row names nicely for readability
Default is False
freq: str
"yearly" or "quarterly"
"yearly" or "quarterly" or "trailing"
Default is "yearly"
proxy: str
Optional. Proxy server URL scheme
@@ -425,17 +440,17 @@ class TickerBase:
def get_cashflow(self, proxy=None, as_dict=False, pretty=False, freq="yearly"):
return self.get_cash_flow(proxy, as_dict, pretty, freq)
def get_dividends(self, proxy=None) -> pd.Series:
return self._lazy_load_price_history().get_dividends(proxy)
def get_dividends(self, proxy=None, period="max") -> pd.Series:
return self._lazy_load_price_history().get_dividends(period=period, proxy=proxy)
def get_capital_gains(self, proxy=None) -> pd.Series:
return self._lazy_load_price_history().get_capital_gains(proxy)
def get_capital_gains(self, proxy=None, period="max") -> pd.Series:
return self._lazy_load_price_history().get_capital_gains(period=period, proxy=proxy)
def get_splits(self, proxy=None) -> pd.Series:
return self._lazy_load_price_history().get_splits(proxy)
def get_splits(self, proxy=None, period="max") -> pd.Series:
return self._lazy_load_price_history().get_splits(period=period, proxy=proxy)
def get_actions(self, proxy=None) -> pd.Series:
return self._lazy_load_price_history().get_actions(proxy)
def get_actions(self, proxy=None, period="max") -> pd.Series:
return self._lazy_load_price_history().get_actions(period=period, proxy=proxy)
def get_shares(self, proxy=None, as_dict=False) -> Union[pd.DataFrame, dict]:
self._fundamentals.proxy = proxy or self.proxy
@@ -589,85 +604,62 @@ class TickerBase:
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'])
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)
@@ -676,4 +668,4 @@ 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",
@@ -426,20 +497,42 @@ EQUITY_SCREENER_EQ_MAP = {
"Banks"
}
}
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'}
}
}
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",
"exchanges"},
"peer_group"},
"price":{
"eodprice",
"intradaypricechange",
"lastclosemarketcap.lasttwelvemonths",
"percentchange",
"lastclose52weekhigh.lasttwelvemonths",
"fiftytwowkpercentchange",
"intradayprice",
"lastclose52weeklow.lasttwelvemonths",
"intradaymarketcap"},
"trading":{
@@ -530,21 +623,22 @@ EQUITY_SCREENER_FIELDS = {
"social_score",
"highest_controversy"}
}
EQUITY_SCREENER_FIELDS = merge_two_level_dicts(EQUITY_SCREENER_FIELDS, COMMON_SCREENER_FIELDS)
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"}
}
USER_AGENTS = [
# Chrome
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36",
"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36",
# Firefox
"Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:135.0) Gecko/20100101 Firefox/135.0",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 14.7; rv:135.0) Gecko/20100101 Firefox/135.0",
"Mozilla/5.0 (X11; Linux i686; rv:135.0) Gecko/20100101 Firefox/135.0",
# Safari
"Mozilla/5.0 (Macintosh; Intel Mac OS X 14_7_4) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/18.3 Safari/605.1.15",
# Edge
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36 Edg/131.0.2903.86"
]

View File

@@ -1,4 +1,5 @@
import functools
import random
from functools import lru_cache
import requests as requests
@@ -10,6 +11,9 @@ from frozendict import frozendict
from . import utils, cache
import threading
from .const import USER_AGENTS
from .exceptions import YFRateLimitError
cache_maxsize = 64
@@ -57,7 +61,8 @@ class YfData(metaclass=SingletonMeta):
Singleton means one session one cookie shared by all threads.
"""
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'}
'User-Agent': random.choice(USER_AGENTS)
}
def __init__(self, session=None):
self._crumb = None
@@ -72,6 +77,8 @@ class YfData(metaclass=SingletonMeta):
self._set_session(session or requests.Session())
utils.get_yf_logger().debug(f"Using User-Agent: {self.user_agent_headers['User-Agent']}")
def _set_session(self, session):
if session is None:
return
@@ -229,11 +236,16 @@ 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 +274,18 @@ 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 +406,10 @@ 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

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

@@ -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

@@ -36,7 +36,7 @@ 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=True, back_adjust=False,
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]:
@@ -93,6 +93,11 @@ def download(tickers, start=None, end=None, actions=False, threads=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.
@@ -106,7 +111,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True,
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:
@@ -180,7 +185,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True,
errors = {}
for ticker in shared._ERRORS:
err = shared._ERRORS[ticker]
err = err.replace(f'{ticker}', '%ticker%')
err = err.replace(f'${ticker}: ', '')
if err not in errors:
errors[err] = [ticker]
else:
@@ -192,7 +197,7 @@ def download(tickers, start=None, end=None, actions=False, threads=True,
tbs = {}
for ticker in shared._TRACEBACKS:
tb = shared._TRACEBACKS[ticker]
tb = tb.replace(f'{ticker}', '%ticker%')
tb = tb.replace(f'${ticker}: ', '')
if tb not in tbs:
tbs[tb] = [ticker]
else:

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:
@@ -205,48 +143,26 @@ class Analysis:
self._growth_estimates = pd.DataFrame()
return self._growth_estimates
# LTG is not defined in yahoo finance front-end as at 2024-11-14.
# But its addition is breaking the retrieval of growth estimates.
# Also, support for 5 year seem to have dropped.
# TODO: Revisit this change and consider permanently removing these keys.
data_dict = {
'0q': [],
'+1q': [],
'0y': [],
'+1y': [],
# 'LTG': [],
# '+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']
if period in data_dict:
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']
if period in data_dict:
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']
if period in data_dict:
data_dict[period].append(item.get('growth', None))
for item in index_trend:
period = item['period']
if period in data_dict:
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

@@ -73,12 +73,15 @@ class Financials:
# despite 'QuoteSummaryStore' containing valid data.
allowed_names = ["income", "balance-sheet", "cash-flow"]
allowed_timescales = ["yearly", "quarterly"]
allowed_timescales = ["yearly", "quarterly", "trailing"]
if name not in allowed_names:
raise ValueError(f"Illegal argument: name must be one of: {allowed_names}")
if timescale not in allowed_timescales:
raise ValueError(f"Illegal argument: timescale must be one of: {allowed_timescales}")
if timescale == "trailing" and name not in ('income', 'cash-flow'):
raise ValueError("Illegal argument: frequency 'trailing'" +
" only available for cash-flow or income data.")
try:
statement = self._create_financials_table(name, timescale, proxy)
@@ -102,7 +105,7 @@ class Financials:
pass
def get_financials_time_series(self, timescale, keys: list, proxy=None) -> pd.DataFrame:
timescale_translation = {"yearly": "annual", "quarterly": "quarterly"}
timescale_translation = {"yearly": "annual", "quarterly": "quarterly", "trailing": "trailing"}
timescale = timescale_translation[timescale]
# Step 2: construct url:
@@ -145,4 +148,8 @@ class Financials:
df = df.reindex([k for k in keys if k in df.index])
df = df[sorted(df.columns, reverse=True)]
# Trailing 12 months return only the first column.
if (timescale == "trailing"):
df = df.iloc[:, [0]]
return df

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):
@@ -19,7 +19,7 @@ class PriceHistory:
self.proxy = proxy
self.session = session
self._history = None
self._history_cache = {}
self._history_metadata = None
self._history_metadata_formatted = False
@@ -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
@@ -430,8 +439,6 @@ class PriceHistory:
else:
df.index.name = "Date"
self._history = df.copy()
# missing rows cleanup
if not actions:
df = df.drop(columns=["Dividends", "Stock Splits", "Capital Gains"], errors='ignore')
@@ -456,10 +463,19 @@ class PriceHistory:
self._reconstruct_start_interval = None
return df
def _get_history_cache(self, period="max", interval="1d", proxy=None) -> pd.DataFrame:
cache_key = (interval, period)
if cache_key in self._history_cache:
return self._history_cache[cache_key]
df = self.history(period=period, interval=interval, prepost=True, proxy=proxy)
self._history_cache[cache_key] = df
return df
def get_history_metadata(self, proxy=None) -> dict:
if self._history_metadata is None:
# Request intraday data, because then Yahoo returns exchange schedule.
self.history(period="5d", interval="1h", prepost=True, proxy=proxy)
if self._history_metadata is None or 'tradingPeriods' not in self._history_metadata:
# Request intraday data, because then Yahoo returns exchange schedule (tradingPeriods).
self._get_history_cache(period="5d", interval="1h", proxy=proxy)
if self._history_metadata_formatted is False:
self._history_metadata = utils.format_history_metadata(self._history_metadata)
@@ -467,38 +483,40 @@ class PriceHistory:
return self._history_metadata
def get_dividends(self, proxy=None) -> pd.Series:
if self._history is None:
self.history(period="max", proxy=proxy)
if self._history is not None and "Dividends" in self._history:
dividends = self._history["Dividends"]
def get_dividends(self, period="max", proxy=None) -> pd.Series:
df = self._get_history_cache(period=period, proxy=proxy)
if "Dividends" in df.columns:
dividends = df["Dividends"]
return dividends[dividends != 0]
return pd.Series()
def get_capital_gains(self, proxy=None) -> pd.Series:
if self._history is None:
self.history(period="max", proxy=proxy)
if self._history is not None and "Capital Gains" in self._history:
capital_gains = self._history["Capital Gains"]
def get_capital_gains(self, period="max", proxy=None) -> pd.Series:
df = self._get_history_cache(period=period, proxy=proxy)
if "Capital Gains" in df.columns:
capital_gains = df["Capital Gains"]
return capital_gains[capital_gains != 0]
return pd.Series()
def get_splits(self, proxy=None) -> pd.Series:
if self._history is None:
self.history(period="max", proxy=proxy)
if self._history is not None and "Stock Splits" in self._history:
splits = self._history["Stock Splits"]
def get_splits(self, period="max", proxy=None) -> pd.Series:
df = self._get_history_cache(period=period, proxy=proxy)
if "Stock Splits" in df.columns:
splits = df["Stock Splits"]
return splits[splits != 0]
return pd.Series()
def get_actions(self, proxy=None) -> pd.Series:
if self._history is None:
self.history(period="max", proxy=proxy)
if self._history is not None and "Dividends" in self._history and "Stock Splits" in self._history:
action_columns = ["Dividends", "Stock Splits"]
if "Capital Gains" in self._history:
action_columns.append("Capital Gains")
actions = self._history[action_columns]
def get_actions(self, period="max", proxy=None) -> pd.Series:
df = self._get_history_cache(period=period, proxy=proxy)
action_columns = []
if "Dividends" in df.columns:
action_columns.append("Dividends")
if "Stock Splits" in df.columns:
action_columns.append("Stock Splits")
if "Capital Gains" in df.columns:
action_columns.append("Capital Gains")
if action_columns:
actions = df[action_columns]
return actions[actions != 0].dropna(how='all').fillna(0)
return pd.Series()
@@ -1295,7 +1313,7 @@ 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()
@@ -1605,9 +1623,9 @@ 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 +1634,24 @@ 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:
@@ -1745,7 +1750,7 @@ 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()
@@ -1767,8 +1772,6 @@ 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]
@@ -1903,7 +1906,7 @@ class PriceHistory:
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
@@ -1982,10 +1985,42 @@ 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
if 'div_too_big' in checks and 'div_exceeds_adj' in checks:
c = "adj_too_small"
div_status_df[c] = False
for i in range(len(div_status_df)):
dt = div_status_df.index[i]
row = div_status_df.iloc[i]
if row['div_too_big'] and row['div_exceeds_adj']:
# Check if div_too_big AND adj-too-small-for-prices
div_yield = row['div']
pct = row['%']
close = div_yield/pct
adj_present = row['present adj']
implied_div_yield = (1-adj_present)*close
ratio = div_yield/implied_div_yield
also_correct_adj = abs(ratio-(currency_divide*currency_divide)) < currency_divide
if also_correct_adj:
div_status_df.loc[dt, c] = True
if not div_status_df[c].any():
div_status_df = div_status_df.drop(c, axis=1)
else:
checks.append(c)
if 'div_too_big_and_pre_split' in div_status_df.columns:
for c in ['div_too_big', 'div_pre_split']:
if c in div_status_df:
div_status_df[c] = div_status_df[c] | div_status_df['div_too_big_and_pre_split']
else:
div_status_df[c] = div_status_df['div_too_big_and_pre_split']
checks.append(c)
div_status_df = div_status_df.drop('div_too_big_and_pre_split', axis=1)
checks.remove('div_too_big_and_pre_split')
div_status_df = div_status_df.sort_index()
# Discard dividends with no problems
@@ -2017,6 +2052,7 @@ class PriceHistory:
# div_too_small_and_pre_split = 'div_too_small_and_pre_split' in row and row['div_too_small_and_pre_split'] # not happened yet
# div_too_big_and_pre_split = 'div_too_big_and_pre_split' in row and row['div_too_big_and_pre_split'] # not happened yet
div_date_wrong = 'div_date_wrong' in row and row['div_date_wrong']
adj_too_small = 'adj_too_small' in row and row['adj_too_small']
n_failed_checks = np.sum([row[c] for c in checks if c in row])
if div_too_big and adj_exceeds_prices and n_failed_checks == 2:
@@ -2182,23 +2218,13 @@ class PriceHistory:
cluster.loc[dt, 'Fixed?'] = True
elif div_too_big and div_exceeds_adj:
div = row['div']
close = div/row['%']
adj_present = row['present adj']
# Adj Close is correct, just need to fix Dividend.
# Probably just a currency unit mixup.
df2.loc[dt, 'Dividends'] /= currency_divide
k = 'too-big div'
if 'FX was repaired' in row and row['FX was repaired']:
# Complication: not just a currency unit mixup, but
# mixed up the local currency with $. So need to
# recalculate adjustment.
msg = None
div_adj = 1.0 - (row['%']/currency_divide)
adj_correction = div_adj / row['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
# Currently not logging this FX-fix event, since I refactored fixing.
k += " and FX mixup"
k = 'div-too-big'
div_repairs.setdefault(k, []).append(dt)
cluster.loc[dt, 'Fixed?'] = True
@@ -2218,6 +2244,68 @@ class PriceHistory:
df2_nan.loc[:enddt, 'Repaired?'] = True
cluster.loc[dt, 'Fixed?'] = True
elif div_too_small and adj_exceeds_div:
# Adj Close is correct, just need to fix Dividend.
# Probably just a currency unit mixup.
df2.loc[dt, 'Dividends'] *= currency_divide
k = 'too-small div'
if 'FX was repaired' in row and row['FX was repaired']:
# Complication: not just a currency unit mixup, but
# mixed up the local currency with $. So need to
# recalculate adjustment.
msg = None
div_adj = 1.0 - (row['%']*currency_divide)
adj_correction = div_adj / row['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
# Currently not logging this FX-fix event, since I refactored fixing.
k += " and FX mixup"
div_repairs.setdefault(k, []).append(dt)
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)
elif div_too_big and div_exceeds_adj and adj_too_small:
# Need to fix dividend AND adj close.
# Probably just a currency unit mixup.
div = row['div']
close = div/row['%']
adj_present = row['present adj']
k = 'div-too-big and adj-too-small'
#
div_true = div/currency_divide
pct_true = div_true / close
df2.loc[dt, 'Dividends'] = div_true
#
adj_correct = 1.0 - pct_true
adj_correction = adj_correct / adj_present
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
div_repairs.setdefault(k, []).append(dt)
cluster.loc[dt, 'Fixed?'] = True
if cluster.empty:
continue
@@ -2381,7 +2469,12 @@ class PriceHistory:
# Update: if a VERY large dividend is paid out, then can be mistaken for a 1:2 stock split.
# Fix = use adjusted prices
adj = df2['Adj Close'].to_numpy() / df2['Close'].to_numpy()
f_zero = df2['Close'] == 0
if f_zero.any():
adj = np.ones(len(df2))
adj[~f_zero] = df2['Adj Close'].to_numpy()[~f_zero] / df2['Close'].to_numpy()[~f_zero]
else:
adj = df2['Adj Close'].to_numpy() / df2['Close'].to_numpy()
df_dtype = price_data.dtype
if df_dtype == np.int64:
price_data = price_data.astype('float')
@@ -2473,14 +2566,14 @@ 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)
@@ -2503,7 +2596,7 @@ 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
@@ -2550,7 +2643,13 @@ class PriceHistory:
threshold = _dateutil.relativedelta.relativedelta(days=threshold_days)
else:
threshold = _datetime.timedelta(days=threshold_days)
if gap_td < threshold:
if isinstance(threshold, _dateutil.relativedelta.relativedelta) and isinstance(gap_td, _dateutil.relativedelta.relativedelta):
idx = np.where(gaps==gap_min)[0][0]
dt = df2.index[idx]
within_threshold = (dt + gap_td) < (dt + threshold)
else:
within_threshold = gap_td < threshold
if within_threshold:
logger.info('100x changes are too soon after stock split events, aborting', extra=log_extras)
return df

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 and len(result[quote]["result"]) > 0:
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

@@ -1,225 +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_of_dict
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:
PREDEFINED_SCREENER_BODY_DEFAULTS = {
"offset":0, "size":25, "userId":"","userIdType":"guid"
}
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'])])}
}
@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):
"""
The `Screener` class is used to execute the queries and return the filtered results.
Run a screen: predefined query, or custom query.
The Screener class provides methods to set and manipulate the body of a screener request,
fetch and parse the screener results, and access predefined screener bodies.
: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".
Example: predefined query
.. code-block:: python
import yfinance as yf
response = yf.screen("aggressive_small_caps")
Example: custom query
.. code-block:: python
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)
To access predefineds query code
.. code-block:: python
import yfinance as yf
query = yf.PREDEFINED_SCREENER_QUERIES['aggressive_small_caps']
{predefined_screeners}
"""
def __init__(self, session=None, proxy=None):
"""
Args:
session (requests.Session, optional): A requests session object to be used for making HTTP requests. Defaults to None.
proxy (str, optional): A proxy URL to be used for making HTTP requests. Defaults to None.
.. seealso::
:attr:`Screener.predefined_bodies <yfinance.Screener.predefined_bodies>`
supported predefined screens
"""
self.proxy = proxy
self.session = session
# 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"
}
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()
if size is not None and size > 250:
raise ValueError("Yahoo limits query size to 250, reduce size.")
@property
def body(self) -> Dict:
return self._body
@property
def response(self) -> Dict:
"""
Fetch screen result
fields = dict(locals())
for k in ['query', 'session', 'proxy']:
if k in fields:
del fields[k]
Example:
params_dict = {"corsDomain": "finance.yahoo.com", "formatted": "false", "lang": "en-US", "region": "US"}
.. code-block:: python
result = screener.response
symbols = [quote['symbol'] for quote in result['quotes']]
"""
if self._body_updated or self._response is None:
self._fetch_and_parse()
self._body_updated = False
return self._response
@dynamic_docstring({"predefined_screeners": generate_list_table_from_dict_of_dict(PREDEFINED_SCREENER_BODY_MAP,bullets=False)})
@property
def predefined_bodies(self) -> Dict:
"""
Predefined Screeners
{predefined_screeners}
"""
return self._predefined_bodies
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") -> 'Screener':
"""
Set the default body using a custom query.
Args:
query (Query): The Query object to set as the body.
offset (Optional[int]): The offset for the results. Defaults to 0.
size (Optional[int]): The number of results to return. Defaults to 100. Maximum is 250 as set by Yahoo.
sortField (Optional[str]): The field to sort the results by. Defaults to "ticker".
sortType (Optional[str]): The type of sorting (e.g., "asc" or "desc"). Defaults to "desc".
quoteType (Optional[str]): The type of quote (e.g., "equity"). Defaults to "equity".
userId (Optional[str]): The user ID. Defaults to an empty string.
userIdType (Optional[str]): The type of user ID (e.g., "guid"). Defaults to "guid".
Returns:
Screener: self
Example:
.. code-block:: python
screener.set_default_body(qf)
"""
self._body_updated = True
self._body = {
"offset": offset,
"size": size,
"sortField": sortField,
"sortType": sortType,
"quoteType": quoteType,
"query": query.to_dict(),
"userId": userId,
"userIdType": userIdType
}
return self
def set_predefined_body(self, predefined_key: str) -> 'Screener':
"""
Set a predefined body
Args:
predefined_key (str): key to one of predefined screens
Returns:
Screener: self
Example:
.. code-block:: python
screener.set_predefined_body('day_gainers')
.. seealso::
:attr:`Screener.predefined_bodies <yfinance.Screener.predefined_bodies>`
supported predefined screens
"""
body = PREDEFINED_SCREENER_BODY_MAP.get(predefined_key, None)
if not body:
raise ValueError(f'Invalid key {predefined_key} provided for predefined screener')
self._body_updated = True
self._body = body
return self
def set_body(self, body: Dict) -> 'Screener':
"""
Set the fully custom body using dictionary input
Args:
body (Dict): full query body
Returns:
Screener: self
Example:
.. code-block:: python
screener.set_body({
"offset": 0,
"size": 100,
"sortField": "ticker",
"sortType": "desc",
"quoteType": "equity",
"query": qf.to_dict(),
"userId": "",
"userIdType": "guid"
})
"""
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}")
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}")
self._body_updated = True
self._body = body
return self
def patch_body(self, values: Dict) -> 'Screener':
"""
Patch parts of the body using dictionary input
Args:
body (Dict): partial query body
Returns:
Screener: self
Example:
.. code-block:: python
screener.patch_body({"offset": 100})
"""
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]
return self
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")
if self._body["size"] > 250:
raise ValueError("Yahoo limits query size to 250. Please decrease the size of the query.")
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()
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

@@ -1,145 +0,0 @@
from abc import ABC, abstractmethod
import numbers
from typing import List, Union, Dict
from yfinance.const import EQUITY_SCREENER_EQ_MAP, EQUITY_SCREENER_FIELDS
from yfinance.exceptions import YFNotImplementedError
from ..utils import dynamic_docstring, generate_list_table_from_dict
class Query(ABC):
def __init__(self, operator: str, operand: Union[numbers.Real, str, List['Query']]):
self.operator = operator
self.operands = operand
@abstractmethod
def to_dict(self) -> Dict:
raise YFNotImplementedError('to_dict() needs to be implemented by children classes')
class EquityQuery(Query):
"""
The `EquityQuery` class constructs filters for stocks based on specific criteria such as region, sector, exchange, and peer group.
The queries support operators: `GT` (greater than), `LT` (less than), `BTWN` (between), `EQ` (equals), and logical operators `AND` and `OR` for combining multiple conditions.
Example:
Screen for stocks where the end-of-day price is greater than 3.
.. code-block:: python
gt = yf.EquityQuery('gt', ['eodprice', 3])
Screen for stocks where the average daily volume over the last 3 months is less than a very large number.
.. code-block:: python
lt = yf.EquityQuery('lt', ['avgdailyvol3m', 99999999999])
Screen for stocks where the intraday market cap is between 0 and 100 million.
.. code-block:: python
btwn = yf.EquityQuery('btwn', ['intradaymarketcap', 0, 100000000])
Screen for stocks in the Technology sector.
.. code-block:: python
eq = yf.EquityQuery('eq', ['sector', 'Technology'])
Combine queries using AND/OR.
.. code-block:: python
qt = yf.EquityQuery('and', [gt, lt])
qf = yf.EquityQuery('or', [qt, btwn, eq])
"""
def __init__(self, operator: str, operand: Union[numbers.Real, str, List['EquityQuery']]):
"""
.. seealso::
:attr:`EquityQuery.valid_operand_fields <yfinance.EquityQuery.valid_operand_fields>`
supported operand values for query
:attr:`EquityQuery.valid_eq_operand_map <yfinance.EquityQuery.valid_eq_operand_map>`
supported `EQ query operand parameters`
"""
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_operand_map = EQUITY_SCREENER_EQ_MAP
self._valid_operand_fields = EQUITY_SCREENER_FIELDS
@dynamic_docstring({"valid_eq_operand_map_table": generate_list_table_from_dict(EQUITY_SCREENER_EQ_MAP)})
@property
def valid_eq_operand_map(self) -> Dict:
"""
Valid Operand Map for Operator "EQ"
{valid_eq_operand_map_table}
"""
return self._valid_eq_operand_map
@dynamic_docstring({"valid_operand_fields_table": generate_list_table_from_dict(EQUITY_SCREENER_FIELDS)})
@property
def valid_operand_fields(self) -> Dict:
"""
Valid Operand Fields
{valid_operand_fields_table}
"""
return self._valid_operand_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 not any(operand[0] in fields_by_type for fields_by_type in EQUITY_SCREENER_FIELDS.values()):
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 not any(operand[0] in fields_by_type for fields_by_type in EQUITY_SCREENER_FIELDS.values()):
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 not any(operand[0] in fields_by_type for fields_by_type in EQUITY_SCREENER_FIELDS.values()):
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]
}

View File

@@ -27,7 +27,8 @@ from .data import YfData
class Search:
def __init__(self, query, max_results=8, news_count=8, enable_fuzzy_query=False,
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.
@@ -36,7 +37,13 @@ class Search:
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).
@@ -51,14 +58,28 @@ class Search:
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._fetch_results()
self._quotes = self._response.get("quotes", [])
self._news = self._response.get("news", [])
self._response = {}
self._all = {}
self._quotes = []
self._news = []
self._lists = []
self._research = []
self._nav = []
def _fetch_results(self):
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,
@@ -66,7 +87,13 @@ class Search:
"enableFuzzyQuery": self.enable_fuzzy_query,
"newsCount": self.news_count,
"quotesQueryId": "tss_match_phrase_query",
"newsQueryId": "news_cie_vespa"
"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))}')
@@ -79,17 +106,53 @@ class Search:
try:
data = data.json()
except _json.JSONDecodeError:
self._logger.error(f"{self.query}: Failed to retrieve the news and received faulty response instead.")
self._logger.error(f"{self.query}: Failed to retrieve search results and received faulty response instead.")
data = {}
return 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):
def quotes(self) -> 'list':
"""Get the quotes from the search results."""
return self._quotes
@property
def news(self):
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

@@ -201,6 +201,10 @@ class Ticker(TickerBase):
def quarterly_income_stmt(self) -> _pd.DataFrame:
return self.get_income_stmt(pretty=True, freq='quarterly')
@property
def ttm_income_stmt(self) -> _pd.DataFrame:
return self.get_income_stmt(pretty=True, freq='trailing')
@property
def incomestmt(self) -> _pd.DataFrame:
return self.income_stmt
@@ -209,6 +213,10 @@ class Ticker(TickerBase):
def quarterly_incomestmt(self) -> _pd.DataFrame:
return self.quarterly_income_stmt
@property
def ttm_incomestmt(self) -> _pd.DataFrame:
return self.ttm_income_stmt
@property
def financials(self) -> _pd.DataFrame:
return self.income_stmt
@@ -217,6 +225,10 @@ class Ticker(TickerBase):
def quarterly_financials(self) -> _pd.DataFrame:
return self.quarterly_income_stmt
@property
def ttm_financials(self) -> _pd.DataFrame:
return self.ttm_income_stmt
@property
def balance_sheet(self) -> _pd.DataFrame:
return self.get_balance_sheet(pretty=True)
@@ -241,6 +253,10 @@ class Ticker(TickerBase):
def quarterly_cash_flow(self) -> _pd.DataFrame:
return self.get_cash_flow(pretty=True, freq='quarterly')
@property
def ttm_cash_flow(self) -> _pd.DataFrame:
return self.get_cash_flow(pretty=True, freq='trailing')
@property
def cashflow(self) -> _pd.DataFrame:
return self.cash_flow
@@ -249,6 +265,10 @@ class Ticker(TickerBase):
def quarterly_cashflow(self) -> _pd.DataFrame:
return self.quarterly_cash_flow
@property
def ttm_cashflow(self) -> _pd.DataFrame:
return self.ttm_cash_flow
@property
def analyst_price_targets(self) -> dict:
return self.get_analyst_price_targets()

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
@@ -429,26 +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()
@@ -951,10 +954,12 @@ def dynamic_docstring(placeholders: dict):
return func
return decorator
def _generate_table_configurations() -> str:
def _generate_table_configurations(title = None) -> str:
import textwrap
table = textwrap.dedent("""
.. list-table:: Permitted Keys/Values
if title is None:
title = "Permitted Keys/Values"
table = textwrap.dedent(f"""
.. list-table:: {title}
:widths: 25 75
:header-rows: 1
@@ -964,34 +969,134 @@ def _generate_table_configurations() -> str:
return table
def generate_list_table_from_dict(data: dict, bullets: bool=True) -> str:
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()
for key, values in data.items():
value_str = ', '.join(sorted(values))
table += f" * - {key}\n"
if bullets:
table += " -\n"
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 += f" - {value}\n"
table += ' '*7 + f"- {value}\n"
else:
table += f" - {value_str}\n"
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) -> str:
# 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()
for key, values in data.items():
value_str = values
table += f" * - {key}\n"
if bullets:
table += " -\n"
for value in sorted(values):
table += f" - {value}\n"
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:
table += f" - {value_str}\n"
return table
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 = "0.2.49"
version = "0.2.55"