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# Auto detect text files and perform LF normalization | ||
* text=auto |
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Copyright (c) 2022 Thinh Vu | thinh-vu @ Github | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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<h2 align="center">Vietnam Stock Market data extraction from TCBS with Python</h2> | ||
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vnstock is a Python package to retrieve the Vietnam stock market data from [TCBS](https://tcbs.com.vn). | ||
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vnstock allows the user to download historical, intraday stock data and market insights from [TCBS](https://tcbs.com.vn). | ||
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vnstock is relying on public/private APIs to provide stock data. It is **FREE** and has **NO LIMITATIONS**. | ||
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## 🛠 Installation | ||
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To get this package working, you will need to **install it via pip** (with a Python 3.7 version or higher) on the terminal by typing: | ||
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``$ pip install vnstock`` | ||
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--- | ||
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## 💻 Usage | ||
You can understand some basic functionality of the vnstock package by following this guide. | ||
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### :chart_with_upwards_trend: Historical Data Retrieval | ||
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vnstock allows the user to **download stock historical data from TCBS**. In | ||
the example presented below, the historical data from the past years of a stock is retrieved. | ||
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```python | ||
from vnstock import * | ||
df = stock_historical_data(symbol='GMD', | ||
start_date="2021-01-01", | ||
end_date='2022-02-25')) | ||
print(df.head()) | ||
``` | ||
You can also try the short form of every function in this library, for example: | ||
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```python | ||
df = stock_historical_data("GMD", "2021-01-01", "2022-02-25") | ||
print(df.head()) | ||
``` | ||
The result should look like this: | ||
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```{r, engine='python', count_lines} | ||
open high low close volume tradingDate | ||
0 32182.0 33157.0 31987.0 32279.0 4226500 2021-01-04 | ||
1 32279.0 33596.0 31938.0 32962.0 4851900 2021-01-05 | ||
2 33352.0 33352.0 32279.0 32572.0 3641300 2021-01-06 | ||
3 32864.0 33644.0 31694.0 33157.0 5753700 2021-01-07 | ||
4 33547.0 33937.0 32669.0 33059.0 4587500 2021-01-08 | ||
``` | ||
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### 🔥 Intraday Trading Data | ||
 | ||
 | ||
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vnstock allows the user to **download intraday real-time/historical data**. In | ||
the example presented below, you can see the intraday historical data from the last weekday of the current week. | ||
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```python | ||
from vnstock import * | ||
df = stock_intraday_data(symbol='GMD', | ||
page_num=0, | ||
page_size=5000)) | ||
print(df.head()) | ||
``` | ||
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```{r, engine='python', count_lines} | ||
p volume cp rcp a ba sa hl pcp time | ||
0 50700.0 169700 0.0 0.0 0.0 0.0 True 0.0 14:45:08 | ||
1 50800.0 1000 0.0 0.0 BU 0.0 0.0 False 0.0 14:30:05 | ||
2 50800.0 500 0.0 0.0 BU 0.0 0.0 False 0.0 14:30:05 | ||
3 50800.0 20000 0.0 0.0 BU 0.0 0.0 True 0.0 14:29:54 | ||
4 50700.0 300 0.0 0.0 SD 0.0 0.0 False 0.0 14:29:53 | ||
``` | ||
### 💰Financial Ratio | ||
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```python | ||
from vnstock import * | ||
financial_ratio("TCB") | ||
``` | ||
Output: | ||
``` | ||
ticker quarter year priceToEarning priceToBook valueBeforeEbitda dividend ... badDebtOnAsset liquidityOnLiability payableOnEquity cancelDebt ebitdaOnStockChange bookValuePerShareChange creditGrowth | ||
0 TCB 4 2021 9.9 1.9 None None ... 0.004 0.382 5.1 0.004 None 0.053 0.252 | ||
1 TCB 3 2021 10.0 2.0 None None ... 0.003 0.405 5.1 0.004 None 0.053 0.392 | ||
2 TCB 2 2021 11.4 2.2 None None ... 0.002 0.370 5.0 0.008 None 0.061 0.353 | ||
3 TCB 1 2021 9.9 1.8 None None ... 0.002 0.354 4.9 0.012 None 0.060 0.277 | ||
4 TCB 4 2020 9.0 1.5 None None ... 0.003 0.372 4.9 0.013 None 0.057 0.202 | ||
``` | ||
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### 💵 Income Statement, Balance Sheet & Cashflow report | ||
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#### 📄 Income Statement | ||
```python | ||
from vnstock import * | ||
financial_flow(symbol="TCB", report_type='incomestatement', report_range='quarterly') | ||
``` | ||
Output: | ||
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``` | ||
ticker revenue yearRevenueGrowth quarterRevenueGrowth costOfGoodSold grossProfit ... investProfit serviceProfit otherProfit provisionExpense operationIncome ebitda | ||
index ... | ||
2021-Q4 TCB 7245 0.328 0.074 None None ... 279 2103 532 -627 6767 None | ||
2021-Q3 TCB 6742 0.310 0.023 None None ... 384 1497 156 -589 6151 None | ||
2021-Q2 TCB 6588 0.674 0.076 None None ... 717 1457 444 -598 6615 None | ||
2021-Q1 TCB 6124 0.454 0.122 None None ... 812 1325 671 -851 6369 None | ||
``` | ||
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#### 🧾Balance Sheet | ||
```python | ||
from vnstock import * | ||
financial_flow(symbol="TCB", report_type='balancesheet', report_range='quarterly') | ||
``` | ||
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Output: | ||
``` | ||
ticker shortAsset cash shortInvest shortReceivable inventory longAsset fixedAsset ... payableInterest receivableInterest deposit otherDebt fund unDistributedIncome minorShareHolderProfit payable | ||
index ... | ||
2021-Q4 TCB None 3579 None None None None 7224 ... 3098 5808 314753 33680 9156 47469 845 475756 | ||
2021-Q3 TCB None 3303 None None None None 7106 ... 3074 6224 316376 34003 6784 45261 753 453251 | ||
2021-Q2 TCB None 3554 None None None None 6739 ... 2643 5736 289335 27678 6790 40924 659 420403 | ||
2021-Q1 TCB None 4273 None None None None 4726 ... 2897 5664 287446 26035 6790 36213 563 3837 | ||
``` | ||
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#### 💶Cashflow Report | ||
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```python | ||
from vnstock import * | ||
financial_flow(symbol="TCB", report_type='cashflow', report_range='quarterly') | ||
``` | ||
Output: | ||
``` | ||
ticker investCost fromInvest fromFinancial fromSale freeCashFlow | ||
index | ||
2021-Q4 TCB -280 -276 0 -9328 0 | ||
2021-Q3 TCB -180 -179 60 17974 0 | ||
2021-Q2 TCB -337 -282 0 11205 0 | ||
2021-Q1 TCB -143 -143 0 -6954 0 | ||
``` | ||
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### 🧧 Dividend Historical Data | ||
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```python | ||
from vnstock import * | ||
divident_history("VNM") | ||
``` | ||
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Output: | ||
``` | ||
exerciseDate cashYear cashDividendPercentage issueMethod | ||
0 10/01/22 2021 0.14 cash | ||
1 07/09/21 2021 0.15 cash | ||
2 07/06/21 2020 0.11 cash | ||
3 05/01/21 2020 0.10 cash | ||
``` | ||
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### ⭐General Rating | ||
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```python | ||
from vnstock import * | ||
general_rating("VNM") | ||
``` | ||
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Output: | ||
``` | ||
stockRating valuation financialHealth businessModel businessOperation rsRating taScore ... ticker highestPrice lowestPrice priceChange3m priceChange1y beta alpha | ||
0 2.4 1.5 4.8 3.0 3.2 1.0 1.0 ... VNM 102722.2 78600.0 -0.092 -0.232 0.49 -0.0014 | ||
``` | ||
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### 🌱 Business Model Rating | ||
```python | ||
from vnstock import * | ||
biz_model_rating("VNM") | ||
``` | ||
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Output: | ||
``` | ||
ticker businessModel businessEfficiency assetQuality cashFlowQuality bom businessAdministration productService businessAdvantage companyPosition industry operationRisk | ||
0 VNM 3.0 3 3 3 3 3 3 3 3 3 3 | ||
``` | ||
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### 🎮 Business Operation Rating | ||
```python | ||
from vnstock import * | ||
biz_operation_rating("VNM") | ||
``` | ||
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Output: | ||
``` | ||
industryEn loanGrowth depositGrowth netInterestIncomeGrowth netInterestMargin ... last5yearsFCFFGrowth lastYearGrossProfitMargin lastYearOperatingProfitMargin lastYearNetProfitMargin TOIGrowth | ||
0 Food Products None None None None ... 2 5 3 4 None | ||
``` | ||
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### 📑 Financial Health Rating | ||
```python | ||
from vnstock import * | ||
financial_health_rating("VNM") | ||
``` | ||
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Output: | ||
``` | ||
industryEn loanDeposit badLoanGrossLoan badLoanAsset provisionBadLoan ticker financialHealth netDebtEquity currentRatio quickRatio interestCoverage netDebtEBITDA | ||
0 Food Products None None None None VNM 4.8 4 5 5 5 5 | ||
``` | ||
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### 💲 Valuation Rating | ||
```python | ||
from vnstock import * | ||
valuation_rating("VNM") | ||
``` | ||
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Output: | ||
``` | ||
industryEn ticker valuation pe pb ps evebitda dividendRate | ||
0 Food Products VNM 1.5 2 1 1 1 3 | ||
``` | ||
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### 💳 Industry Financial Health | ||
```python | ||
from vnstock import * | ||
industry_financial_health("VNM") | ||
``` | ||
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Output: | ||
``` | ||
industryEn loanDeposit badLoanGrossLoan badLoanAsset provisionBadLoan ticker financialHealth netDebtEquity currentRatio quickRatio interestCoverage netDebtEBITDA | ||
0 None None None None None VNM 3.4 4 4 3 3 3 | ||
``` | ||
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### 🏭 Industry Analysis | ||
```python | ||
from vnstock import * | ||
industry_analysis("VNM") | ||
``` | ||
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Output: | ||
``` | ||
>>> industry_analysis("VNM") | ||
ticker marcap price numberOfDays priceToEarning peg priceToBook valueBeforeEbitda dividend ... debtOnEbitda income5year sale5year income1quarter sale1quarter nextIncome nextSale rsi rs | ||
0 MSN 186524 158000 -1 21.8 0.0 5.7 22.5 0.008 ... 5.5 0.251 0.154 4.610 0.009 NaN NaN 54.5 58.0 | ||
1 MCH 80250 112100 1 14.7 0.7 4.9 12.0 0.000 ... 1.2 0.152 0.150 0.381 0.372 NaN NaN 48.6 36.0 | ||
2 MML 26061 79700 -1 19.6 0.0 4.7 24.9 0.000 ... 4.2 -0.029 -0.050 6.771 -0.243 0.904 0.22 58.8 60.0 | ||
3 QNS 16340 45800 -2 13.2 0.7 2.3 9.9 0.000 ... 1.1 -0.025 0.010 0.070 -0.263 0.106 0.10 34.8 18.0 | ||
4 SBT 14902 22900 1 19.2 0.6 1.7 14.3 0.000 ... 5.9 0.210 0.308 0.101 0.157 NaN NaN 48.6 42.0 | ||
``` | ||
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## 🙋♂️ Contact Information | ||
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You can contact me at one of my social network profiles: | ||
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- :briefcase: LinkedIn: https://linkedin.com/in/thinh-vu | ||
- :octocat: GitHub: https://github.com/thinh-vu | ||
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--- | ||
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## ⚠ Disclaimer | ||
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This Python package has been made for **research purposes** to fit the needs that tcbs.com does not cover, | ||
so this package works like an Application Programming Interface (API) of tcbs.com developed in an **altruistic way**. | ||
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Conclude that **vnstock is not affiliated in any way to tcbs.com or any dependant company**. | ||
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[build-system] | ||
requires = [ | ||
"setuptools>=42", | ||
"wheel" | ||
] | ||
build-backend = "setuptools.build_meta" |
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[metadata] | ||
name = vnstock | ||
version = 0.0.2 | ||
author = Thinh Vu | ||
author_email = [email protected] | ||
description = Vietnam Stock Market Data | ||
long_description = file: README.md | ||
long_description_content_type = text/markdown | ||
url = https://github.com/thinh-vu/public_repo/tree/main/vnstock | ||
classifiers = | ||
Programming Language :: Python :: 3 | ||
License :: OSI Approved :: MIT License | ||
Operating System :: OS Independent | ||
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[options] | ||
package_dir = | ||
packages = find: | ||
python_requires = >=3.7 |
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# Copyright 2022 Thinh Vu @ GitHub | ||
# See LICENSE for details. | ||
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__author__ = "Thinh Vu @thinh-vu in GitHub" | ||
__version__ = "0.0.2" | ||
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from .stock import ( | ||
company_ls, | ||
last_xd, | ||
start_xm, | ||
company_ls, | ||
stock_historical_data, | ||
stock_intraday_data, | ||
financial_ratio, | ||
financial_flow, | ||
dividend_history, | ||
general_rating, | ||
biz_model_rating, | ||
biz_operation_rating, | ||
financial_health_rating, | ||
valuation_rating, | ||
industry_analysis, | ||
industry_financial_health | ||
) |
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