| Name | FinLogic JSON |
| Version |
0.6.1
JSON |
| download |
| home_page | |
| Summary | Finance toolkit for listed Brazilian companies |
| upload_time | 2023-07-29 13:52:46 |
| maintainer | |
| docs_url | None |
| author | |
| requires_python | >=3.10 |
| license | MIT License
Copyright (c) 2022 Carlos Carvalho
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:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
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. |
| keywords |
pandas
cvm
finance
investment
accounting
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
[](https://pypi.python.org/pypi/finlogic)
[](https://python.org "Go to Python homepage")
[](#license)
[](https://github.com/psf/black)
<!-- [](https://anaconda.org/conda-forge/finlogic)" -->
## FinLogic: finance toolkit for listed Brazilian companies.
---
**FinLogic** provides a Pythonic approach to analyzing the financial data of companies listed in Brazil. The library pre-processes approximately 50 million accounting entries from the local securities market authority data repository.
The extensive pre-processing stage is automated using Polars within an AWS Lambda Function, and it is scheduled to check for updates overnight. After the CVM repository data is updated and pre-processed, the job saves the cleaned data in FinLogic data folder on GitHub. This arrangement allows the library to access the data quickly and easily.
---
## Installation
The source code is currently hosted on GitHub at:
https://github.com/crdcj/FinLogic
Binary installers for the latest released version are available at the [Python Package Index (PyPI)](https://pypi.org/project/finlogic).
```sh
# PyPI:
pip install finlogic
```
### Requirements
- [Python](https://www.python.org) \>= 3.10
- [Pandas](https://github.com/pydata/pandas) \>= 1.5.0
---
## Quick Start
### Load FinLogic Data
The 'load' function is responsible for downloading and reading the financial data stored on GitHub data folder.
```python
>>> import finlogic as fl
# Load the accounting data in memory:
>>> fl.load()
```
Loading "language" data...
Loading trading data...
Loading financials data...
Building indicators data...
✔ FinLogic is ready!
```python
# Show database info:
>>> fl.info()
```
| | FinLogic Info |
| :------------------ | -------------------------------: |
| data_url | https://raw.githubusercontent... |
| memory_usage | 255.1 MB |
| accounting_entries | 755,635 |
| number_of_reports | 2,635 |
| first_report | 2009-01-31 |
| last_report | 2023-03-31 |
| number_of_companies | 210 |
```python
# Search for a company in database:
>>> fl.search_company('petro')
```
| name_id | cvm_id | tax_id | segment | is_restructuring | most_traded_stock |
|:-----------------------------------|-------:|:-------------------|:---------------|:-----------------|:------------------|
| PETROLEO BRASILEIRO S.A. PETROBRAS | 9512 | 33.000.167/0001-01 | exploration... | False | PETR4 |
| 3R PETROLEUM ÓLEO E GÁS S.A. | 25291 | 12.091.809/0001-55 | exploration... | False | RRRP3 |
| PETRORECÔNCAVO S.A. | 25780 | 03.342.704/0001-30 | exploration... | False | RECV3 |
```python
# Search company by segment:
fl.search_company(search_by="segment", search_value="electric")
```
| name_id | cvm_id | tax_id | segment | is_restructuring | most_traded_stock |
|:---------------------------------------|-------:|:-------------------|:-------------------|:-----------------|:------------------|
| CENTRAIS ELET BRAS S.A. - ELETROBRAS | 2437 | 00.001.180/0001-26 | electric utilities | False | ELET3 |
| CIA ENERGETICA DE MINAS GERAIS - CEMIG | 2453 | 17.155.730/0001-64 | electric utilities | False | CMIG4 |
| CIA PARANAENSE DE ENERGIA - COPEL | 14311 | 76.483.817/0001-20 | electric utilities | False | CPLE6 |
| CIA ENERGETICA DO CEARA - COELCE | 14869 | 07.047.251/0001-70 | electric utilities | False | COCE5 |
| ENERGISA S.A. | 15253 | 00.864.214/0001-06 | electric utilities | False | ENGI11 |
| NEOENERGIA S.A. | 15539 | 01.083.200/0001-18 | electric utilities | False | NEOE3 |
| ENGIE BRASIL ENERGIA S.A. | 17329 | 02.474.103/0001-19 | electric utilities | False | EGIE3 |
...
### The Company Class
The Company Class allows you to easily access financial data from Brazilian companies. All values are in local currency (Real).
```python
# Create a Company object to acces its financial data:
# Both CVM (regulator) ID or Fiscal ID can be used as an identifier.
>>> petro = fl.Company(9512, is_consolidated=False, acc_unit='m')
# Change company accounting method back to consolidated (default):
>>> petro.is_consolidated = True
# Change company accounting unit to billion (default is 1):
>>> petro.acc_unit = 'b'
# Show company info:
>>> petro.info()
```
| | Company Info |
| :------------------------- | ---------------------------------: |
| Name | PETROLEO BRASILEIRO S.A. PETROBRAS |
| CVM ID | 9512 |
| Tax ID (CNPJ) | 33.000.167/0001-01 |
| Total Accounting Rows | 3,292 |
| Selected Tax Rate | 0.34 |
| Selected Accounting Method | consolidated |
| Selected Accounting Unit | 1,000,000,000 |
| First Report | 2009-12-31 |
| Last Report | 2023-03-31 |
```python
# Show company assets in Brazilian currency:
>>> petro.report(report_type='assets')
...
# Show company liabilities with custom arguments:
>>> petro.report(report_type='debt', acc_level=4, num_years=3)
```
| acc_code | acc_name | 2020-12-31 | 2021-12-31 | 2022-12-31 |
| :--------- | :------------------ | ---------: | ---------: | ---------: |
| 2.01.04 | Loans and Financing | 51.364 | 50.631 | 47.65 |
| 2.01.04.01 | Loans and Financing | 21.751 | 20.316 | 18.656 |
| 2.01.04.02 | Debentures | 0 | 0 | 0 |
| 2.01.04.03 | Lease Financing | 29.613 | 30.315 | 28.994 |
| 2.02.01 | Loans and Financing | 341.184 | 277.187 | 233.053 |
| 2.02.01.01 | Loans and Financing | 258.287 | 178.908 | 137.63 |
| 2.02.01.02 | Debentures | 0 | 0 | 0 |
| 2.02.01.03 | Lease Financing | 82.897 | 98.279 | 95.423 |
```python
# Change account names to Portuguese:
>>> petro.language = "portuguese"
>>> petro.report(report_type='debt', acc_level=4, num_years=3)
```
| acc_code | acc_name | 2020-12-31 | 2021-12-31 | 2022-12-31 |
| ---------- | ------------------------------ | ---------: | ---------: | ---------: |
| 2.01.04 | Empréstimos e Financiamentos | 51.364 | 50.631 | 47.65 |
| 2.01.04.01 | Empréstimos e Financiamentos | 21.751 | 20.316 | 18.656 |
| 2.01.04.02 | Debêntures | 0 | 0 | 0 |
| 2.01.04.03 | Financiamento por Arrendamento | 29.613 | 30.315 | 28.994 |
| 2.02.01 | Empréstimos e Financiamentos | 341.184 | 277.187 | 233.053 |
| 2.02.01.01 | Empréstimos e Financiamentos | 258.287 | 178.908 | 137.63 |
| 2.02.01.02 | Debêntures | 0 | 0 | 0 |
| 2.02.01.03 | Financiamento por Arrendamento | 82.897 | 98.279 | 95.423 |
```python
# Show company main indicators:
>>> petro.indicators(num_years=3)
```
| | 2021-12-31 | 2022-12-31 | 2023-03-31 |
|:--------------------------|-----------:|-----------:|-----------:|
| total_assets | 972.951 | 976.709 | 978.577 |
| current_assets | 168.247 | 163.052 | 157.194 |
| total_cash | 62.040 | 56.193 | 66.906 |
| working_capital | 33.334 | -0.679 | 28.744 |
| invested_capital | 655.359 | 588.895 | 607.530 |
| current_liabilities | 134.913 | 163.731 | 128.450 |
| total_debt | 327.818 | 280.703 | 271.031 |
| net_debt | 265.778 | 224.510 | 204.125 |
| equity | 389.581 | 364.385 | 403.405 |
| revenues | 452.668 | 641.256 | 638.683 |
| gross_profit | 219.637 | 334.100 | 332.645 |
| net_income | 107.264 | 189.005 | 182.529 |
| ebitda | 273.879 | 362.457 | 355.838 |
| ebit | 210.831 | 294.255 | 289.054 |
| ebt | 151.575 | 274.998 | 263.614 |
| effective_tax | -44.311 | -85.993 | -81.085 |
| operating_cash_flow | 203.126 | 255.410 | 256.345 |
| depreciation_amortization | 63.048 | 68.202 | 66.784 |
| effective_tax_rate | 0.292 | 0.312 | 0.307 |
| return_on_assets | 0.141 | 0.199 | 0.192 |
| return_on_equity | 0.397 | 0.515 | 0.453 |
| roic | 0.214 | 0.312 | 0.309 |
| gross_margin | 0.485 | 0.521 | 0.520 |
| ebitda_margin | 0.605 | 0.565 | 0.557 |
| operating_margin | 0.465 | 0.458 | 0.452 |
| net_margin | 0.236 | 0.294 | 0.285 |
| eps | 8.180 | 14.440 | 13.950 |
<<<<<<< HEAD
=======
>>>>>>> 09ed54610af5e9d61b25dcb3dc8f9157c36a4b81
---
P.S.: All contributors are welcome, from beginner to advanced.
**Felipe Costa and Carlos Carvalho**
<table border=1 cellpadding=10><tr><td>
#### \*\*\* IMPORTANT LEGAL DISCLAIMER \*\*\*
---
**FinLogic** is **not** affiliated, endorsed or vetted by the Securities and Exchange Commission of Brazil (CVM). It's an open-source tool that uses CVM publicly available data and is intended for research and educational purposes. This finance tool is distributed under the **MIT License** (see the [LICENSE](./LICENSE) file in the release for details).
---
</td></tr></table>
Raw data
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"description": "[](https://pypi.python.org/pypi/finlogic)\n[](https://python.org \"Go to Python homepage\")\n[](#license)\n[](https://github.com/psf/black)\n\n<!-- [](https://anaconda.org/conda-forge/finlogic)\" -->\n\n## FinLogic: finance toolkit for listed Brazilian companies.\n\n---\n\n**FinLogic** provides a Pythonic approach to analyzing the financial data of companies listed in Brazil. The library pre-processes approximately 50 million accounting entries from the local securities market authority data repository.\n\nThe extensive pre-processing stage is automated using Polars within an AWS Lambda Function, and it is scheduled to check for updates overnight. After the CVM repository data is updated and pre-processed, the job saves the cleaned data in FinLogic data folder on GitHub. This arrangement allows the library to access the data quickly and easily.\n\n---\n\n## Installation\n\nThe source code is currently hosted on GitHub at:\nhttps://github.com/crdcj/FinLogic\n\nBinary installers for the latest released version are available at the [Python Package Index (PyPI)](https://pypi.org/project/finlogic).\n\n```sh\n# PyPI:\npip install finlogic\n```\n\n### Requirements\n\n- [Python](https://www.python.org) \\>= 3.10\n- [Pandas](https://github.com/pydata/pandas) \\>= 1.5.0\n\n---\n\n## Quick Start\n\n### Load FinLogic Data\n\nThe 'load' function is responsible for downloading and reading the financial data stored on GitHub data folder.\n\n```python\n>>> import finlogic as fl\n\n# Load the accounting data in memory:\n>>> fl.load()\n```\n Loading \"language\" data...\n Loading trading data...\n Loading financials data...\n Building indicators data...\n \u2714 FinLogic is ready!\n\n```python\n# Show database info:\n>>> fl.info()\n```\n\n| | FinLogic Info |\n| :------------------ | -------------------------------: |\n| data_url | https://raw.githubusercontent... |\n| memory_usage | 255.1 MB |\n| accounting_entries | 755,635 |\n| number_of_reports | 2,635 |\n| first_report | 2009-01-31 |\n| last_report | 2023-03-31 |\n| number_of_companies | 210 |\n\n```python\n# Search for a company in database:\n>>> fl.search_company('petro')\n```\n\n| name_id | cvm_id | tax_id | segment | is_restructuring | most_traded_stock |\n|:-----------------------------------|-------:|:-------------------|:---------------|:-----------------|:------------------|\n| PETROLEO BRASILEIRO S.A. PETROBRAS | 9512 | 33.000.167/0001-01 | exploration... | False | PETR4 |\n| 3R PETROLEUM \u00d3LEO E G\u00c1S S.A. | 25291 | 12.091.809/0001-55 | exploration... | False | RRRP3 |\n| PETROREC\u00d4NCAVO S.A. | 25780 | 03.342.704/0001-30 | exploration... | False | RECV3 |\n\n```python\n# Search company by segment:\nfl.search_company(search_by=\"segment\", search_value=\"electric\")\n```\n| name_id | cvm_id | tax_id | segment | is_restructuring | most_traded_stock |\n|:---------------------------------------|-------:|:-------------------|:-------------------|:-----------------|:------------------|\n| CENTRAIS ELET BRAS S.A. - ELETROBRAS | 2437 | 00.001.180/0001-26 | electric utilities | False | ELET3 |\n| CIA ENERGETICA DE MINAS GERAIS - CEMIG | 2453 | 17.155.730/0001-64 | electric utilities | False | CMIG4 |\n| CIA PARANAENSE DE ENERGIA - COPEL | 14311 | 76.483.817/0001-20 | electric utilities | False | CPLE6 |\n| CIA ENERGETICA DO CEARA - COELCE | 14869 | 07.047.251/0001-70 | electric utilities | False | COCE5 |\n| ENERGISA S.A. | 15253 | 00.864.214/0001-06 | electric utilities | False | ENGI11 |\n| NEOENERGIA S.A. | 15539 | 01.083.200/0001-18 | electric utilities | False | NEOE3 |\n| ENGIE BRASIL ENERGIA S.A. | 17329 | 02.474.103/0001-19 | electric utilities | False | EGIE3 |\n...\n\n### The Company Class\n\nThe Company Class allows you to easily access financial data from Brazilian companies. All values are in local currency (Real).\n\n```python\n# Create a Company object to acces its financial data:\n# Both CVM (regulator) ID or Fiscal ID can be used as an identifier.\n>>> petro = fl.Company(9512, is_consolidated=False, acc_unit='m')\n\n# Change company accounting method back to consolidated (default):\n>>> petro.is_consolidated = True\n\n# Change company accounting unit to billion (default is 1):\n>>> petro.acc_unit = 'b'\n\n# Show company info:\n>>> petro.info()\n```\n\n| | Company Info |\n| :------------------------- | ---------------------------------: |\n| Name | PETROLEO BRASILEIRO S.A. PETROBRAS |\n| CVM ID | 9512 |\n| Tax ID (CNPJ) | 33.000.167/0001-01 |\n| Total Accounting Rows | 3,292 |\n| Selected Tax Rate | 0.34 |\n| Selected Accounting Method | consolidated |\n| Selected Accounting Unit | 1,000,000,000 |\n| First Report | 2009-12-31 |\n| Last Report | 2023-03-31 |\n\n```python\n# Show company assets in Brazilian currency:\n>>> petro.report(report_type='assets')\n...\n# Show company liabilities with custom arguments:\n>>> petro.report(report_type='debt', acc_level=4, num_years=3)\n```\n\n| acc_code | acc_name | 2020-12-31 | 2021-12-31 | 2022-12-31 |\n| :--------- | :------------------ | ---------: | ---------: | ---------: |\n| 2.01.04 | Loans and Financing | 51.364 | 50.631 | 47.65 |\n| 2.01.04.01 | Loans and Financing | 21.751 | 20.316 | 18.656 |\n| 2.01.04.02 | Debentures | 0 | 0 | 0 |\n| 2.01.04.03 | Lease Financing | 29.613 | 30.315 | 28.994 |\n| 2.02.01 | Loans and Financing | 341.184 | 277.187 | 233.053 |\n| 2.02.01.01 | Loans and Financing | 258.287 | 178.908 | 137.63 |\n| 2.02.01.02 | Debentures | 0 | 0 | 0 |\n| 2.02.01.03 | Lease Financing | 82.897 | 98.279 | 95.423 |\n\n```python\n# Change account names to Portuguese:\n>>> petro.language = \"portuguese\"\n>>> petro.report(report_type='debt', acc_level=4, num_years=3)\n```\n\n| acc_code | acc_name | 2020-12-31 | 2021-12-31 | 2022-12-31 |\n| ---------- | ------------------------------ | ---------: | ---------: | ---------: |\n| 2.01.04 | Empr\u00e9stimos e Financiamentos | 51.364 | 50.631 | 47.65 |\n| 2.01.04.01 | Empr\u00e9stimos e Financiamentos | 21.751 | 20.316 | 18.656 |\n| 2.01.04.02 | Deb\u00eantures | 0 | 0 | 0 |\n| 2.01.04.03 | Financiamento por Arrendamento | 29.613 | 30.315 | 28.994 |\n| 2.02.01 | Empr\u00e9stimos e Financiamentos | 341.184 | 277.187 | 233.053 |\n| 2.02.01.01 | Empr\u00e9stimos e Financiamentos | 258.287 | 178.908 | 137.63 |\n| 2.02.01.02 | Deb\u00eantures | 0 | 0 | 0 |\n| 2.02.01.03 | Financiamento por Arrendamento | 82.897 | 98.279 | 95.423 |\n\n```python\n# Show company main indicators:\n>>> petro.indicators(num_years=3)\n```\n\n| | 2021-12-31 | 2022-12-31 | 2023-03-31 |\n|:--------------------------|-----------:|-----------:|-----------:|\n| total_assets | 972.951 | 976.709 | 978.577 |\n| current_assets | 168.247 | 163.052 | 157.194 |\n| total_cash | 62.040 | 56.193 | 66.906 |\n| working_capital | 33.334 | -0.679 | 28.744 |\n| invested_capital | 655.359 | 588.895 | 607.530 |\n| current_liabilities | 134.913 | 163.731 | 128.450 |\n| total_debt | 327.818 | 280.703 | 271.031 |\n| net_debt | 265.778 | 224.510 | 204.125 |\n| equity | 389.581 | 364.385 | 403.405 |\n| revenues | 452.668 | 641.256 | 638.683 |\n| gross_profit | 219.637 | 334.100 | 332.645 |\n| net_income | 107.264 | 189.005 | 182.529 |\n| ebitda | 273.879 | 362.457 | 355.838 |\n| ebit | 210.831 | 294.255 | 289.054 |\n| ebt | 151.575 | 274.998 | 263.614 |\n| effective_tax | -44.311 | -85.993 | -81.085 |\n| operating_cash_flow | 203.126 | 255.410 | 256.345 |\n| depreciation_amortization | 63.048 | 68.202 | 66.784 |\n| effective_tax_rate | 0.292 | 0.312 | 0.307 |\n| return_on_assets | 0.141 | 0.199 | 0.192 |\n| return_on_equity | 0.397 | 0.515 | 0.453 |\n| roic | 0.214 | 0.312 | 0.309 |\n| gross_margin | 0.485 | 0.521 | 0.520 |\n| ebitda_margin | 0.605 | 0.565 | 0.557 |\n| operating_margin | 0.465 | 0.458 | 0.452 |\n| net_margin | 0.236 | 0.294 | 0.285 |\n| eps | 8.180 | 14.440 | 13.950 |\n<<<<<<< HEAD\n=======\n\n>>>>>>> 09ed54610af5e9d61b25dcb3dc8f9157c36a4b81\n---\n\nP.S.: All contributors are welcome, from beginner to advanced.\n\n**Felipe Costa and Carlos Carvalho**\n\n<table border=1 cellpadding=10><tr><td>\n\n#### \\*\\*\\* IMPORTANT LEGAL DISCLAIMER \\*\\*\\*\n\n---\n\n**FinLogic** is **not** affiliated, endorsed or vetted by the Securities and Exchange Commission of Brazil (CVM). It's an open-source tool that uses CVM publicly available data and is intended for research and educational purposes. This finance tool is distributed under the **MIT License** (see the [LICENSE](./LICENSE) file in the release for details).\n\n---\n\n</td></tr></table>\n",
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