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Remove hacktoberfest 2024 folder (#6929)

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Theodore Aptekarev
2024-11-02 18:39:03 +03:00
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parent 1a632ee0c9
commit 8200b59e4e
14 changed files with 179 additions and 880 deletions
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325
examples/Ethereum Crypto Trend Analysis Notebook.ipynb vendored
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examples/Risk-Return Analysis and Portfolio Management in OpenBB.ipynb vendored
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@@ -39,120 +39,9 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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]
}
],
"outputs": [],
"source": [
"!pip install openbb\n"
]
@@ -167,133 +56,9 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"Requirement already satisfied: httptools>=0.5.0 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (0.6.1)\n",
"Requirement already satisfied: pyyaml>=5.1 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (6.0.1)\n",
"Requirement already satisfied: watchfiles>=0.13 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (0.24.0)\n",
"Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from typer>=0.12.3->fastapi-cli>=0.0.2->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (1.5.4)\n",
"Requirement already satisfied: rich>=10.11.0 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from typer>=0.12.3->fastapi-cli>=0.0.2->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (13.3.5)\n",
"Requirement already satisfied: markdown-it-py<3.0.0,>=2.2.0 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from rich>=10.11.0->typer>=0.12.3->fastapi-cli>=0.0.2->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (2.2.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\amiku\\appdata\\roaming\\python\\python312\\site-packages (from rich>=10.11.0->typer>=0.12.3->fastapi-cli>=0.0.2->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (2.18.0)\n",
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\amiku\\anaconda3\\lib\\site-packages (from markdown-it-py<3.0.0,>=2.2.0->rich>=10.11.0->typer>=0.12.3->fastapi-cli>=0.0.2->fastapi<0.112.0,>=0.111.0->openbb-core<2.0.0,>=1.3.3->openbb) (0.1.0)\n"
]
}
],
"outputs": [],
"source": [
"!pip install pandas numpy matplotlib seaborn scipy scikit-learn"
]
@@ -448,25 +213,25 @@
" try:\n",
" # Fetch historical data using the correct function and parameters\n",
" historical_data = obb.equity.price.historical(ticker)\n",
" \n",
"\n",
" # Convert the OBBject to a DataFrame using the to_dataframe() method\n",
" df = historical_data.to_dataframe()\n",
" \n",
"\n",
" # Check if DataFrame is empty and return it if not\n",
" if df is not None and not df.empty:\n",
" return df\n",
" \n",
"\n",
" except Exception as e:\n",
" print(f\"Attempt {attempt + 1} failed for {ticker}: {str(e)}\")\n",
" time.sleep(2) # Wait before retrying\n",
" \n",
"\n",
" return None\n",
"\n",
"# Fetch data and combine into a single DataFrame\n",
"combined_data = {}\n",
"for asset_name, ticker in assets.items():\n",
" df = fetch_historical_data(ticker)\n",
" \n",
"\n",
" if df is not None and not df.empty:\n",
" # Store closing prices with asset name as key\n",
" combined_data[asset_name] = df['close']\n",
@@ -670,13 +435,13 @@
"\n",
" # Visualize risk-return tradeoff\n",
" plt.figure(figsize=(12, 8))\n",
" sns.scatterplot(data=risk_return_metrics, x='Volatility', y='Return', size='Sharpe Ratio', \n",
" sns.scatterplot(data=risk_return_metrics, x='Volatility', y='Return', size='Sharpe Ratio',\n",
" sizes=(50, 500), legend='brief', hue='Sharpe Ratio', palette='viridis')\n",
"\n",
" # Annotate points with asset names\n",
" for i, asset in enumerate(risk_return_metrics.index):\n",
" plt.annotate(asset, \n",
" (risk_return_metrics['Volatility'][i], risk_return_metrics['Return'][i]), \n",
" plt.annotate(asset,\n",
" (risk_return_metrics['Volatility'][i], risk_return_metrics['Return'][i]),\n",
" xytext=(5, 5), textcoords='offset points')\n",
"\n",
" plt.title('Risk-Return Tradeoff of Various Asset Classes')\n",
@@ -747,7 +512,7 @@
"def calculate_efficient_frontier(returns, num_portfolios=1000):\n",
" num_assets = len(returns.columns)\n",
" results = np.zeros((3, num_portfolios))\n",
" \n",
"\n",
" for i in range(num_portfolios):\n",
" weights = np.random.random(num_assets)\n",
" weights /= np.sum(weights) # Normalize weights\n",
@@ -755,7 +520,7 @@
" results[0,i] = p_return\n",
" results[1,i] = p_volatility\n",
" results[2,i] = p_return / p_volatility # Sharpe Ratio\n",
" \n",
"\n",
" return results.T\n",
"\n",
"# Calculate efficient frontier\n",
@@ -785,8 +550,8 @@
"\n",
"# Plot individual assets\n",
"for i, asset in enumerate(returns.columns):\n",
" plt.scatter(risk_return_metrics.loc[asset, 'Volatility'], \n",
" risk_return_metrics.loc[asset, 'Return'], \n",
" plt.scatter(risk_return_metrics.loc[asset, 'Volatility'],\n",
" risk_return_metrics.loc[asset, 'Return'],\n",
" marker='o', s=200, label=asset)\n",
"\n",
"# Plot optimal portfolio\n",
@@ -842,13 +607,13 @@
"def calculate_var_cvar(returns, weights, confidence_level=0.95):\n",
" # Calculate portfolio returns\n",
" portfolio_returns = np.sum(returns * weights, axis=1)\n",
" \n",
"\n",
" # Calculate VaR\n",
" var = np.percentile(portfolio_returns, 100 * (1 - confidence_level))\n",
" \n",
"\n",
" # Calculate CVaR\n",
" cvar = portfolio_returns[portfolio_returns <= var].mean()\n",
" \n",
"\n",
" return var, cvar\n",
"\n",
"# Check if returns DataFrame is not empty before proceeding\n",
@@ -931,15 +696,15 @@
" # Calculate portfolio returns based on weights\n",
" portfolio_returns = np.sum(returns * weights, axis=1)\n",
" scenario_results = {}\n",
" \n",
"\n",
" for scenario, shock in scenarios.items():\n",
" # Convert shock dictionary to a Series\n",
" shock_series = pd.Series(shock)\n",
" shocked_returns = returns + shock_series\n",
" \n",
"\n",
" # Calculate scenario portfolio returns\n",
" scenario_portfolio_returns = np.sum(shocked_returns * weights, axis=1)\n",
" \n",
"\n",
" # Store results for each scenario\n",
" scenario_results[scenario] = {\n",
" 'Mean Return': scenario_portfolio_returns.mean(),\n",
@@ -947,7 +712,7 @@
" 'VaR 95%': np.percentile(scenario_portfolio_returns, 5),\n",
" 'CVaR 95%': scenario_portfolio_returns[scenario_portfolio_returns <= np.percentile(scenario_portfolio_returns, 5)].mean()\n",
" }\n",
" \n",
"\n",
" return pd.DataFrame(scenario_results).T\n",
"\n",
"# Define scenarios\n",
@@ -1047,11 +812,11 @@
"def performance_attribution(weights, returns):\n",
" # Calculate portfolio return\n",
" portfolio_return = np.sum(returns.mean() * weights) * 252 # Annualized return\n",
" \n",
"\n",
" # Calculate asset contribution to returns\n",
" asset_contribution = returns.mean() * weights * 252 # Annualized contribution\n",
" percent_contribution = asset_contribution / portfolio_return # Contribution percentage\n",
" \n",
"\n",
" # Create DataFrame for attribution data\n",
" attribution_data = pd.DataFrame({\n",
" 'Weight': weights,\n",
@@ -1066,7 +831,7 @@
" # Calculate performance attribution\n",
" attribution = performance_attribution(optimal_weights, returns)\n",
" print(attribution)\n",
" \n",
"\n",
" # Visualize performance attribution\n",
" fig, ax = plt.subplots(figsize=(12, 6))\n",
" attribution['Percent Contribution'].plot(kind='bar', ax=ax)\n",
@@ -1075,14 +840,14 @@
" ax.set_ylabel('Percent Contribution to Return')\n",
" plt.xticks(rotation=45, ha='right')\n",
" plt.tight_layout()\n",
" \n",
"\n",
" # Convert plot to base64\n",
" plot_base64 = fig_to_base64(fig)\n",
" plt.close(fig)\n",
" \n",
"\n",
" # Display the plot\n",
" display(HTML(f'<img src=\"data:image/png;base64,{plot_base64}\" />'))\n",
" \n",
"\n",
" # Store base64 string in a variable (optional, for debugging or later use)\n",
" plot_data = f'\"image/png\": \"{plot_base64[:50]}...\"'\n",
" print(\"Plot data (preview):\", plot_data)\n",
@@ -1165,14 +930,14 @@
" 'CVaR 95%': portfolio_returns[portfolio_returns <= np.percentile(portfolio_returns, 5)].mean() * np.sqrt(252),\n",
" 'Max Drawdown': (portfolio_returns.cumsum() - portfolio_returns.cumsum().cummax()).min()\n",
" }\n",
" \n",
"\n",
" scenario_results = {'Base Case': base_performance}\n",
" \n",
"\n",
" for scenario, shocks in scenarios.items():\n",
" shocked_returns = returns.copy()\n",
" for asset, shock in shocks.items():\n",
" shocked_returns[asset] += shock\n",
" \n",
"\n",
" scenario_portfolio_returns = np.sum(shocked_returns * weights, axis=1)\n",
" scenario_results[scenario] = {\n",
" 'Mean Return': scenario_portfolio_returns.mean() * 252,\n",
@@ -1182,7 +947,7 @@
" 'CVaR 95%': scenario_portfolio_returns[scenario_portfolio_returns <= np.percentile(scenario_portfolio_returns, 5)].mean() * np.sqrt(252),\n",
" 'Max Drawdown': (scenario_portfolio_returns.cumsum() - scenario_portfolio_returns.cumsum().cummax()).min()\n",
" }\n",
" \n",
"\n",
" return pd.DataFrame(scenario_results).T\n",
"\n",
"# Define more detailed scenarios\n",

69
oss.gg/README.md vendored
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@@ -1,69 +0,0 @@
[![image](https://github.com/user-attachments/assets/db4855e3-a94b-49ba-bd93-328caa323bf9)](https://oss.gg)
# Instructions for oss.gg Hacktoberfest 2024 Open Source Contributors
## Overview of OpenBB Quests
At oss.gg Hacktoberfest 2024, we have three types of contributions:
1. **GitHub Issues tagged with `🕹️ oss.gg`** (direct code contributions to this repository)
2. **Code Side-Quests** (tasks that involve coding but contribute to separate repositories or projects)
3. **No-Code Side-Quests** (non-coding tasks, such as writing tutorials, social media posts, etc.)
Each type of contribution has its own process, which we’ll describe below.
---
## How to Submit Code Contributions to this repository (GitHub Issues)
1. Choose an issue from the [GitHub issues page](https://github.com/OpenBB-Finance/OpenBB/issues). The issue should have a `🕹️ oss.gg` label.
2. Comment with the `/assign` command to assign yourself.
3. Open a PR within 48 hours where you reference your issue. The PR should point to the `develop` branch.
4. The project maintainer will review the PR, and once it’s merged, you’ll be awarded your points automatically.
---
## How to Submit Code and No-Code Side-Quests
In the root of the repository, you’ll find a folder called `oss.gg`. Inside this folder, there are two subfolders:
1. **`code_side_quests`**: This folder contains `.md` files for each Code Side-Quest.
2. **`no_code_side_quests`**: This folder contains `.md` files for each No-Code Side-Quest.
For both types of side-quests, you will need to:
- Open the relevant `.md` file for your side quest.
- Click the edit file button (little pencil icon in top right)
- Add a new entry with the following information:
- Your GitHub name
- A UTC timestamp
- A link to your proof of contribution (e.g., a fork or a new repository for code side-quests, or a blog post for no-code side-quests).
- Click the green commit changes button
- Add a commit message such as "Submitting No Code Side Quest"
- Make a helpful branch name such as feature/oss-gg-new-side-quest
- After committing - navigate to the main OpenBB repo and submit a pull request.
## How to Submit Code Side-Quests
1. Open an issue for your contribution. Use the oss.gg hack submission template.
2. Comment with the `/assign` command to assign yourself.
3. Add your details to the relevant `.md` file in the `code_side_quests` folder (as described above).
4. Open a PR where you reference your issue. The PR should point to the `develop` branch.
5. The project maintainer will review the submission, update the side quest log, and once the PR is merged, points will be awarded.
Note: Code Side-Quests often involve work in other repositories (forks or new projects) and do not contribute code directly to this repository.
## How to Submit No-Code Side-Quests
1. Open an issue for your contribution. Use the oss.gg hack submission template.
2. Comment with the `/assign` command to assign yourself.
3. Add your details to the relevant `.md` file in the `no_code_side_quests` folder (as described above).
4. Open a PR where you reference your issue. The PR should point to the `develop` branch.
5. The project maintainer will review the submission, update the side quest log, and once the PR is merged, points will be awarded.
---
Don’t forget to check your current points at oss.gg/[yourGitHubUsername]
Happy hacking!

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oss.gg/code_side_quests/1-openbb-integration.md vendored
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@@ -1,29 +0,0 @@
**Side Quest**: Integrate OpenBB into a dashboard or web application
**Points**: 300-750 Points
**Task**: Integrate OpenBB into a dashboard framework such as Streamlit or a web application. You can use any relevant functionalities from OpenBB to create a useful and interactive dashboard.
**Proof**: Provide a working demo via a video link and a link to your GitHub repository. The repository must be open source.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by Yash Parmar
» Link to Video: https://www.loom.com/share/3f422d3c44994e67961d1006053da8f9?sid=3726fa29-fcd4-4825-b806-6ade2ee2bcee
» Link to Repo: https://github.com/Yash-1511/openbb-dashboard
---

29
oss.gg/code_side_quests/2-custom-backend.md vendored
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@@ -1,29 +0,0 @@
**Side Quest**: Create a custom backend for OpenBB Terminal using widgets.json and a new data source
**Points**: 300-750 Points
**Task**: Build a custom backend for OpenBB’s Terminal by utilizing `widgets.json` and integrating it with a new data source. Look at the examples in the [backend-for-terminal-pro](https://github.com/OpenBB-finance/backend-for-terminal-pro) repository to guide your work.
**Proof**: Provide a working demo via a video link and a link to your GitHub repository. The repository must be open source.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---

29
oss.gg/code_side_quests/3-custom-copilot.md vendored
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@@ -1,29 +0,0 @@
**Side Quest**: Create a custom copilot for OpenBB Terminal
**Points**: 300-750 Points
**Task**: Create a custom copilot that integrates a new language model (e.g., Cohere, Llama3.2, etc.) into OpenBB's Terminal. Look at the examples in the [copilot-for-terminal-pro](https://github.com/OpenBB-finance/copilot-for-terminal-pro) repository for guidance.
**Proof**: Provide a working demo via a video link and a link to your GitHub repository. The repository must be open source.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---

29
oss.gg/code_side_quests/4-agentic-agent.md vendored
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@@ -1,29 +0,0 @@
**Side Quest**: Create an AI Agent that utilizes OpenBB
**Points**: 300-750 Points
**Task**: Develop an AI agent that utilizes OpenBB’s features for data analysis, financial insights, or other related tasks. Refer to the [openbb-agents](https://github.com/OpenBB-finance/openbb-agents) repository for examples and guidance.
**Proof**: Provide a working demo via a video link and a link to your GitHub repository. The repository must be open source.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
» Link to Repo: https://github.com/...
---

41
oss.gg/no_code_side_quests/0-set-upper.md vendored
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@@ -1,41 +0,0 @@
**Side Quest**: Record your onboarding and first steps with OpenBB Terminal
**Points**: 150 Points - 300 Points
**Task**: Record yourself going through the setup of OpenBB for the first time and provide feedback. Depending on how much feedback you provide, we’ll assign 150 or 300 points.
You do not need to show your face if you don’t want to, but voice is required. Please say out loud what you’re thinking or expecting as you go.
What should be included:
- Sign up on pro.openbb.co
- Going through the onboarding process in OpenBB Terminal
- Exploring and trying out key features in OpenBB Terminal (e.g., loading data, creating a dashboard, etc.)
- Adding your own data to OpenBB Terminal (e.g., adding a file, adding an API endpoint, OpenBB Platform API, custom backend, etc.)
If you get stuck or encounter issues, please report that in the video. Honest feedback, even if you're unable to complete certain steps, is valuable.
**Proof**: Paste your video or add a link (YouTube, Loom, etc.) in the PR description. If you have more feedback that is not mentioned in the video, please add it in the PR as well.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Video: https://youtube.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 12-October-2024 by Aritra Sadhukhan
» Link to Video: https://www.loom.com/share/91a9bf88a1c74d9daa0a5cd26a710159?sid=cadceda1-d434-4f2f-b300-e822e6bb24c1
» 26-October-2024 by Zia Ur Rehman (Khaan25)
» Link to Video: https://www.youtube.com/watch?v=7RMp9Pxwixs
---

27
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@@ -1,27 +0,0 @@
**Side Quest**: Create a YouTube Tutorial for Custom Copilot Development and Setup
**Points**: 300 Points
**Task**: Produce a step-by-step YouTube video tutorial on setting up and using OpenBB’s custom copilot framework with a real-life example.
**Proof**: Add a link to your YouTube video in the PR description and update the list below with the submission.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to YouTube video: https://youtube.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to YouTube video: https://youtube.com/...
---

30
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@@ -1,30 +0,0 @@
**Side Quest**: Write a Use-Case Blog for OpenBB in Fundamental Analysis
**Points**: 300 Points
**Task**: Create a detailed blog post showcasing how OpenBB can be used for fundamental analysis in stock markets.
**Proof**: Add a link to your blog post in the PR description and update the list below with the submission.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Blog Post: https://medium.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Blog Post: https://medium.com/...
» 12-October-2024 by Zia Ur Rehman (Khaan25)
» Link to Blog Post: [Click here](https://medium.com/@ziaurzai/mastering-fundamental-analysis-with-openbb-a-free-open-source-powerhouse-57f3c6e92c90)
---

27
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@@ -1,27 +0,0 @@
**Side Quest**: Post Your Investment Research on Subreddits like WSB or Investing
**Points**: 150 Points
**Task**: Share your research that leverages OpenBB in relevant Reddit communities.
**Proof**: Add a link to your Reddit post in the PR description and update the list below with the submission.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Reddit Post: https://reddit.com/r/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Reddit Post: https://reddit.com/r/...
---

42
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@@ -1,42 +0,0 @@
**Side Quest**: Create a Social Media Post Highlighting OpenBB’s Customizability
**Points**: 50 Points
**Task**: Design and share a social media post (e.g., meme, infographic) focusing on OpenBB’s flexibility and customizability features.
**Proof**: Add a screenshot of the post to the PR description and update the list below with the submission.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Social Media Post: https://x.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 01-October-2024 by YOUR NAME
» Link to Social Media Post: https://x.com/...
» 21-October-2024 by sateshcharan
» Link to Social Media Post: https://x.com/sateshcharans/status/1848422001733431734
» 24-October-2024 by Khaan25
» Link to Social Media Post: https://x.com/zia_webdev/status/1849362101816426936
» 25-October-2024 by harshsbhat
» Link to the post: https://x.com/HarshBhatX/status/1849881530887438765
» 30-October-2024 by adityadeshlahre
» Link to the post: https://x.com/adityadeshlahre/status/1851501295678706100
» 30-October-2024 by Atharva Deshmukh
» Link to the post: https://x.com/0x_atharva/status/1851583789199511554
---

30
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@@ -1,30 +0,0 @@
**Side Quest**: Write a Article Comparing OpenBB and Other Financial Tools
**Points**: 300 Points
**Task**: Write an article for Medium, substack, beehiiv, dev.to, or any other appropriate platform comparing OpenBB with proprietary tools emphasizing its open-source benefits.
**Proof**: Add a link to your article in the PR description and update the list below with the submission.
Please follow the following schema:
---
» 05-April-2024 by YOUR NAME
» Link to Article: https://medium.com/...
---
////////////////////////////
Your turn 👇
////////////////////////////
» 28-October-2024 by [Atharva Deshmukh](https://oss.gg/Atharva-3000)
» Link to Article [HERE](https://dev.to/atharva3000/openbb-vs-proprietary-tools-why-open-source-is-the-future-of-financial-analysis-391a)
» 30-October-2024 by Adil Kadivala
» Link to Article: https://dev.to/k-adi/financial-freedom-through-open-source-openbb-vs-proprietary-tools-2l6j
---

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@@ -1,51 +0,0 @@
**Side Quest**: Publish a LinkedIn post or a Twitter Thread on OpenBB’s Use in Investment Research
**Points**: 150-500 Points
**Task**: Create a detailed LinkedIn post or a Twitter Thread explaining how OpenBB can be used to enhance personal or professional investment research.
**Proof**: Add a link to your LinkedIn post or Twitter thread in the PR description and update the list below with the submission.
Please follow the following schema:
---
» 10-october-2024 by Anjali sharma
» Link to the post: https://www.linkedin.com/posts/anjali-sharma-760a06238_opensource-investmenttools-finance-activity-7250156507839819778-iOxG?utm_source=share&utm_medium=member_android
---
////////////////////////////
Your turn 👇
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» 10-October-2024 by Anjali sharma
» Link to the post: https://x.com/AnjaliS57610098/status/1844391459581198659?t=komZnwk6nGkJ07X77LekKQ&s=08
» 15-October-2024 by Suvam Das
» Link to the post:https://www.linkedin.com/posts/suvamd_openbb-decisions-optimization-activity-7251919213701824512-WLSg?utm_source=share&utm_medium=member_desktop
>> 21-October-2024 by Mitarth Pandey(github Profile - newcomer119)
Link to the post : https://x.com/12a_5615909/status/1848097312087970158
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» 19-October-2024 by Harsh Raj
» Link to the post: https://www.linkedin.com/posts/harshraj1512_opensource-financetool-investmentresearch-activity-7253401682892447744-sxQF?utm_source=share&utm_medium=member_desktop
» 22-October-2024 by adilkadivala
» Link to the post: [https://www.linkedin.com/posts/harshraj1512_opensource-financetool-investmentresearch-activity-7253401682892447744-sxQF?utm_source=share&utm_medium=member_desktop](https://x.com/adil_kadival/status/1848576037954982310)
» 24-October-2024 by Khaan25
» Link to the post: https://x.com/zia_webdev/status/1849385144785793341
» 25-October-2024 by Naprila
» Link to the post:  https://x.com/mkprasad_821/status/1847707536562028901
» 25-October-2024 by harshsbhat
» Link to the post: https://x.com/HarshBhatX/status/1849882759637995920
» 30-October-2024 by adityadeshlahre
» Link to the post: https://x.com/adityadeshlahre/status/1851496396962349500