From 9f7c86adb59479771c007623b62aee8b04a16c42 Mon Sep 17 00:00:00 2001
From: mikhail12310 <167066766+mikhail12310@users.noreply.github.com>
Date: Sat, 17 May 2025 21:06:16 -0400
Subject: [PATCH 1/3] Analyzing and Forecasting Bitcoin data using griptape

---
 .../Dockerfile                                |  46 ++++
 .../bashrc                                    |   1 +
 .../docker_bash.sh                            |  22 ++
 .../docker_build.sh                           |   4 +
 .../docker_clean.sh                           |  11 +
 .../docker_exec.sh                            |   5 +
 .../docker_name.sh                            |  11 +
 .../docker_push.sh                            |   8 +
 .../docker_start.sh                           |   6 +
 .../etc_sudoers                               |   1 +
 .../install_jupyter_extensions.sh             |   1 +
 .../pipeline/analysis.py                      | 117 +++++++++++
 .../pipeline/analysis_visualisation.ipynb     |  67 ++++++
 .../pipeline/checkpoint.yaml                  |   1 +
 .../pipeline/config.yaml                      |   4 +
 .../pipeline/main.py                          |  31 +++
 .../pipeline/main_orchestation.ipynb          | 103 +++++++++
 .../pipeline/utils.py                         | 103 +++++++++
 .../run_jupyter.sh                            |   9 +
 .../version.sh                                |  31 +++
 .../warehouse/bitcoin_prices.csv              | 196 ++++++++++++++++++
 21 files changed, 778 insertions(+)
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/Dockerfile
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/bashrc
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_bash.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_build.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_clean.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_exec.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_name.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_push.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_start.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/etc_sudoers
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/install_jupyter_extensions.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis.py
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis_visualisation.ipynb
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/checkpoint.yaml
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main.py
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/utils.py
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/run_jupyter.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/version.sh
 create mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/warehouse/bitcoin_prices.csv

diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/Dockerfile b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/Dockerfile
new file mode 100644
index 0000000000..152fa74229
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/Dockerfile
@@ -0,0 +1,46 @@
+# Base Python image
+FROM python:3.10-slim
+
+# Set up environment
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONUNBUFFERED 1
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    curl \
+    git \
+    libatlas-base-dev \
+    libglib2.0-0 \
+    libgomp1 \
+    liblapack-dev \
+    libpq-dev \
+    gcc \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install Python packages
+RUN pip install --upgrade pip && pip install \
+    jupyter \
+    pandas \
+    numpy==1.23.5 \
+    matplotlib \
+    seaborn \
+    requests \
+    openai \
+    griptape \
+    scikit-learn \
+    statsmodels \
+    prophet \
+    plotly
+
+# Set working directory
+WORKDIR /workspace/griptape
+
+# Copy local code
+COPY . /workspace/griptape
+
+# Expose ports (Jupyter + optional API-related ports)
+EXPOSE 8888
+
+# Default command
+CMD ["./docker_start.sh"]
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/bashrc b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/bashrc
new file mode 100644
index 0000000000..6fbd519b9b
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/bashrc
@@ -0,0 +1 @@
+../../../docker_common/bashrc
\ No newline at end of file
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_bash.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_bash.sh
new file mode 100644
index 0000000000..7a1481cae9
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_bash.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+source ./docker_name.sh
+
+FULL_IMAGE_NAME=${FULL_IMAGE_NAME:-$IMAGE_NAME}
+CONTAINER_PATH="/workspace"
+
+
+echo "🔄 Running container from image: $FULL_IMAGE_NAME"
+echo "📦 Container name: $CONTAINER_NAME"
+echo "📁 Mounting local path: $HOST_PATH → $CONTAINER_PATH"
+
+echo "docker run --rm -ti \
+    --name \"$CONTAINER_NAME\" \
+    -p 8888:8888 \
+    -v $(pwd):/workspace/griptape \
+    $FULL_IMAGE_NAME"
+
+docker run --rm -ti \
+    --name "$CONTAINER_NAME" \
+    -p 8888:8888 \
+    -v $(pwd):/workspace/griptape \
+    $FULL_IMAGE_NAME
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_build.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_build.sh
new file mode 100644
index 0000000000..81a9868a77
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_build.sh
@@ -0,0 +1,4 @@
+source ./docker_name.sh
+
+echo "Building Docker image: $IMAGE_NAME"
+docker build -t $IMAGE_NAME .
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_clean.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_clean.sh
new file mode 100644
index 0000000000..37e461b40b
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_clean.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+source ./docker_name.sh
+
+echo "Stopping container (if running)..."
+docker stop $CONTAINER_NAME 2>/dev/null || true
+
+echo "Removing container..."
+docker rm $CONTAINER_NAME 2>/dev/null || true
+
+echo "Removing image..."
+docker rmi $IMAGE_NAME 2>/dev/null || true
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_exec.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_exec.sh
new file mode 100644
index 0000000000..198e27514d
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_exec.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+source ./docker_name.sh
+
+echo "Executing into container: $CONTAINER_NAME"
+docker exec -it $CONTAINER_NAME bash
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_name.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_name.sh
new file mode 100644
index 0000000000..cb583a9226
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_name.sh
@@ -0,0 +1,11 @@
+# Set project root
+GIT_ROOT=$(git rev-parse --show-toplevel)
+
+# Optional: Load shared utils if you have them
+if [ -f "$GIT_ROOT/docker_common/utils.sh" ]; then
+    source "$GIT_ROOT/docker_common/utils.sh"
+fi
+
+# Define Docker image and container names for reuse
+export IMAGE_NAME="griptape-bitcoin-project"
+export CONTAINER_NAME="griptape-bitcoin-container"
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_push.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_push.sh
new file mode 100644
index 0000000000..1c96a2d77e
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_push.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+source ./docker_name.sh
+
+DOCKERHUB_USER=your_dockerhub_username_here
+
+echo "Tagging and pushing image to DockerHub: $DOCKERHUB_USER/$IMAGE_NAME"
+docker tag $IMAGE_NAME $DOCKERHUB_USER/$IMAGE_NAME
+docker push $DOCKERHUB_USER/$IMAGE_NAME
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_start.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_start.sh
new file mode 100644
index 0000000000..6babe57f0f
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/docker_start.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+echo "🚀 Running main.py to update data..."
+python pipeline/main.py
+
+echo "✅ Data update complete. Launching Jupyter Notebook..."
+jupyter notebook --ip=0.0.0.0 --port=8888 --no-browser --allow-root --NotebookApp.token='' --NotebookApp.password=''
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/etc_sudoers b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/etc_sudoers
new file mode 100644
index 0000000000..37cf95d1d0
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/etc_sudoers
@@ -0,0 +1 @@
+../../../docker_common/etc_sudoers
\ No newline at end of file
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/install_jupyter_extensions.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/install_jupyter_extensions.sh
new file mode 100644
index 0000000000..6fbea6f280
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/install_jupyter_extensions.sh
@@ -0,0 +1 @@
+../../../docker_common/install_jupyter_extensions.sh
\ No newline at end of file
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis.py b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis.py
new file mode 100644
index 0000000000..cdce1e6933
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis.py
@@ -0,0 +1,117 @@
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+from statsmodels.tsa.stattools import adfuller
+from statsmodels.tsa.seasonal import seasonal_decompose
+from prophet import Prophet
+from typing import Tuple, Dict
+
+class BitcoinAnalysisTool:
+    def load_and_clean_data(self, csv_path: str) -> pd.DataFrame:
+        df = pd.read_csv(csv_path)
+        df.columns = [col.strip().lower() for col in df.columns]
+        if 'price_usd' in df.columns:
+            df = df.drop(columns=['price_usd'])
+        df['date'] = pd.to_datetime(df['date'])
+        df.set_index('date', inplace=True)
+        df = df.sort_index()
+        return df
+
+    def plot_price_series(self, df: pd.DataFrame) -> None:
+        plt.figure(figsize=(12, 5))
+        plt.plot(df, label='Price')
+        plt.title('Bitcoin Price Over Time')
+        plt.xlabel('Date')
+        plt.ylabel('Price')
+        plt.legend()
+        plt.grid(True)
+        plt.show()
+
+    def plot_rolling_stats(self, df: pd.DataFrame, window: int = 30) -> None:
+        rolling_mean = df.rolling(window=window).mean()
+        rolling_std = df.rolling(window=window).std()
+        plt.figure(figsize=(12, 5))
+        plt.plot(df, label='Price')
+        plt.plot(rolling_mean, label=f'Rolling Mean ({window}d)')
+        plt.plot(rolling_std, label=f'Rolling Std ({window}d)')
+        plt.title('Rolling Statistics')
+        plt.legend()
+        plt.grid(True)
+        plt.show()
+
+    def decompose_series(self, df: pd.DataFrame, period: int = 30) -> None:
+        decomp = seasonal_decompose(df, model='additive', period=period)
+        decomp.plot()
+        plt.show()
+
+    def adf_test(self, df: pd.DataFrame) -> Dict[str, float]:
+        series = df.dropna().iloc[:, 0]
+        result = adfuller(series)
+        return {
+            "adf_statistic": result[0],
+            "p_value": result[1],
+            "is_stationary": result[1] < 0.05
+        }
+
+    def run_prophet_forecast(self, df: pd.DataFrame, periods: int = 30) -> Tuple[pd.DataFrame, pd.DataFrame]:
+        df_prophet = df.reset_index()[['date', 'price']].rename(columns={'date': 'ds', 'price': 'y'})
+        model = Prophet()
+        model.fit(df_prophet)
+        future = model.make_future_dataframe(periods=periods)
+        forecast = model.predict(future)
+        return df_prophet, forecast
+
+    def plot_prophet_forecast(self, df_prophet: pd.DataFrame, forecast: pd.DataFrame) -> None:
+        df_prophet['ds'] = pd.to_datetime(df_prophet['ds'])
+        forecast['ds'] = pd.to_datetime(forecast['ds'])
+        plt.figure(figsize=(12, 5))
+        plt.plot(df_prophet['ds'], df_prophet['y'], label='Actual')
+        plt.plot(forecast['ds'], forecast['yhat'], label='Prophet Forecast')
+        plt.title('Prophet Forecast vs Actual')
+        plt.xlabel('Date')
+        plt.ylabel('Price')
+        plt.legend()
+        plt.grid(True)
+        plt.show()
+
+    def generate_data_summary_report(self, df: pd.DataFrame) -> str:
+        start_date = df.index.min().strftime("%Y-%m-%d")
+        end_date = df.index.max().strftime("%Y-%m-%d")
+        stats = df.describe().T
+        summary = (
+            f"📊 Bitcoin Price Data Summary\n"
+            f"- Rows: {len(df)}\n"
+            f"- Date Range: {start_date} to {end_date}\n"
+            f"- Mean Price: {stats['mean'].values[0]:,.2f}\n"
+            f"- Std Dev: {stats['std'].values[0]:,.2f}\n"
+            f"- Min Price: {stats['min'].values[0]:,.2f}\n"
+            f"- Max Price: {stats['max'].values[0]:,.2f}\n"
+        )
+        return summary
+
+    def generate_stationarity_report(self, df: pd.DataFrame) -> str:
+        result = self.adf_test(df)
+        report = (
+            f"📈 Stationarity Test (ADF)\n"
+            f"- ADF Statistic: {result['adf_statistic']:.4f}\n"
+            f"- p-value: {result['p_value']:.4f}\n"
+            f"- Conclusion: {'✅ Series is stationary.' if result['is_stationary'] else '❌ Series is not stationary.'}"
+        )
+        return report
+
+    def generate_forecast_report(self, forecast: pd.DataFrame, periods: int = 30) -> str:
+        forecast_tail = forecast.tail(periods)
+        min_forecast = forecast_tail["yhat"].min()
+        max_forecast = forecast_tail["yhat"].max()
+        mean_forecast = forecast_tail["yhat"].mean()
+    
+        report = (
+            f"📅 Prophet Forecast Summary (Next {periods} Days)\n"
+            f"- Forecast Range: {forecast_tail['ds'].min().date()} to {forecast_tail['ds'].max().date()}\n"
+            f"- Min Forecast Price: {min_forecast:,.2f}\n"
+            f"- Max Forecast Price: {max_forecast:,.2f}\n"
+            f"- Avg Forecast Price: {mean_forecast:,.2f}"
+        )
+        return report
+
+
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis_visualisation.ipynb b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis_visualisation.ipynb
new file mode 100644
index 0000000000..d7e1cd8677
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/analysis_visualisation.ipynb
@@ -0,0 +1,67 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5f25eb16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from analysis import BitcoinAnalysisTool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e1ab4535",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tool = BitcoinAnalysisTool()\n",
+    "df = tool.load_and_clean_data(\"/workspace/griptape/warehouse/bitcoin_prices.csv\")\n",
+    "tool.plot_price_series(df)\n",
+    "tool.plot_rolling_stats(df)\n",
+    "print(tool.adf_test(df))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "690f809d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "df_prophet, forecast = tool.run_prophet_forecast(df)\n",
+    "tool.plot_prophet_forecast(df_prophet, forecast)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a74783e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 🔹 Generate and display the data summary report\n",
+    "data_summary = tool.generate_data_summary_report(df)\n",
+    "print(data_summary)\n",
+    "\n",
+    "# 🔹 Generate and display the stationarity report (ADF test)\n",
+    "stationarity_report = tool.generate_stationarity_report(df)\n",
+    "print(stationarity_report)\n",
+    "\n",
+    "# 🔹 Generate and display the forecast summary report\n",
+    "forecast_report = tool.generate_forecast_report(forecast)\n",
+    "print(forecast_report)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/checkpoint.yaml b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/checkpoint.yaml
new file mode 100644
index 0000000000..c6d7b70f77
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/checkpoint.yaml
@@ -0,0 +1 @@
+last_updated: '2025-04-30'
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml
new file mode 100644
index 0000000000..146d834320
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml
@@ -0,0 +1,4 @@
+api_key: "CG-oF6aKFTXhvY2NZcMGQ9QP5fV"
+data_csv_path: /workspace/griptape/warehouse/bitcoin_prices.csv
+checkpoint_path: pipeline/checkpoint.yaml
+default_start_date: 2024-11-01
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main.py b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main.py
new file mode 100644
index 0000000000..0a2d6e1d65
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main.py
@@ -0,0 +1,31 @@
+# main.py
+import yaml
+from utils import BitcoinTool
+from analysis import BitcoinAnalysisTool  # <- contains reporting functions
+
+def main():
+    # Load config
+    with open("pipeline/config.yaml", "r") as f:
+        config = yaml.safe_load(f)
+
+    # Update data pipeline
+    tool = BitcoinTool(config=config)
+    print(tool.run({}))  # This performs data update
+
+    # Load the updated data
+    analysis = BitcoinAnalysisTool()
+    df = analysis.load_and_clean_data("warehouse/bitcoin_prices.csv")  # replace with actual path key
+
+    # Run forecast
+    df_prophet, forecast = analysis.run_prophet_forecast(df)
+
+    # Generate reports
+    data_report = analysis.generate_data_summary_report(df)
+    forecast_report = analysis.generate_forecast_report(forecast)
+
+    # Output reports
+    print(data_report)
+    print(forecast_report)
+
+if __name__ == "__main__":
+    main()
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
new file mode 100644
index 0000000000..c6416151d1
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
@@ -0,0 +1,103 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "de1d2aa8-b0cc-446d-8bde-36168be3da8a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Imports\n",
+    "from utils import BitcoinTool\n",
+    "from griptape.structures import Agent\n",
+    "from griptape.tasks import ToolTask\n",
+    "import yaml\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "6966c73f-46a1-4612-89dc-91d94492df7c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "config=[]\n",
+    "with open(\"config.yaml\", \"r\") as f:\n",
+    "    config = yaml.safe_load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3784ec94-0365-4c3c-b264-1f4bc0fbfa19",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'api_key': 'CG-oF6aKFTXhvY2NZcMGQ9QP5fV', 'data_csv_path': '/workspace/griptape/warehouse/bitcoin_prices.csv', 'checkpoint_path': 'checkpoint.yaml', 'default_start_date': datetime.date(2024, 11, 1)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(config)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "01be6f25-924a-4f23-a6f5-b63252414034",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Last update: 2025-05-01 | type: <class 'str'>\n",
+      "Start date: 2025-05-02 00:00:00+00:00 | type: <class 'pandas._libs.tslibs.timestamps.Timestamp'>\n",
+      "End date: 2025-05-14 18:52:25.447803+00:00 | type: <class 'pandas._libs.tslibs.timestamps.Timestamp'>\n",
+      "Fetching data from 2025-05-02 00:00:00+00:00 → 1746144000\n",
+      "To 2025-05-14 18:52:25.447803+00:00 → 1747248745\n",
+      "✅ Pipeline complete. Data updated to 2025-05-14.\n"
+     ]
+    }
+   ],
+   "source": [
+    "tool = BitcoinTool(config=config)\n",
+    "print(tool.run({})) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3556e400-2459-4fba-9773-c1f9e2f4c0f6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.17"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/utils.py b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/utils.py
new file mode 100644
index 0000000000..6e39415a9d
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/utils.py
@@ -0,0 +1,103 @@
+import os
+import yaml
+import pandas as pd
+import requests
+from datetime import datetime, timedelta, timezone
+from griptape.tools import BaseTool
+from attr import define, field
+from typing import Any
+
+
+@define
+class BitcoinTool(BaseTool):
+    config: dict = field()
+
+    def read_checkpoint(self, path: str) -> str:
+        if os.path.exists(path):
+            with open(path, "r") as f:
+                return yaml.safe_load(f).get("last_updated")
+        return None
+
+    def update_checkpoint(self, path: str, date_str: str):
+        with open(path, "w") as f:
+            yaml.dump({"last_updated": date_str}, f)
+
+    def fetch_btc_data(self, start_date: datetime, end_date: datetime, api_key: str) -> pd.DataFrame:
+        # Ensure both datetimes are timezone-aware UTC
+        if start_date.tzinfo is None:
+            start_date = start_date.replace(tzinfo=timezone.utc)
+        if end_date.tzinfo is None:
+            end_date = end_date.replace(tzinfo=timezone.utc)
+
+        start_timestamp = int(start_date.timestamp())
+        end_timestamp = int(end_date.timestamp())
+
+        print(f"Fetching data from {start_date} → {start_timestamp}")
+        print(f"To {end_date} → {end_timestamp}")
+
+        url = "https://api.coingecko.com/api/v3/coins/bitcoin/market_chart/range"
+        headers = {
+            "accept": "application/json",
+            "x-cg-demo-api-key": api_key  # or "x-cg-pro-api-key" if using pro
+        }
+
+        response = requests.get(url, params={
+            "vs_currency": "usd",
+            "from": start_timestamp,
+            "to": end_timestamp
+        }, headers=headers)
+
+        response.raise_for_status()
+        data = response.json().get("prices", [])
+
+        # Create DataFrame and keep timestamp as normalized pd.Timestamp
+        df = pd.DataFrame(data, columns=["timestamp_ms", "price_usd"])
+        df["timestamp"] = pd.to_datetime(df["timestamp_ms"], unit="ms")
+        df["date"] = df["timestamp"].dt.normalize()  # Keep as Timestamp, strip time
+        df = df[["date", "price_usd"]]
+        return df
+
+    def run(self, _: dict) -> str:
+        csv_path = self.config["data_csv_path"]
+        checkpoint_path = self.config["checkpoint_path"]
+        default_start_date = self.config["default_start_date"]
+        api_key = self.config["api_key"]
+
+        # Read checkpoint or default start
+        last_updated = self.read_checkpoint(checkpoint_path)
+        if last_updated:
+            start_date = pd.Timestamp(last_updated, tz=timezone.utc) + timedelta(days=1)
+        else:
+            start_date = pd.Timestamp(default_start_date, tz=timezone.utc)
+
+        # End date = now - 24 hours to ensure up-to-date but not future
+        end_date = pd.to_datetime(datetime.now(timezone.utc) - timedelta(hours=24))
+
+        # Debug
+        print("Last update:", last_updated, "| type:", type(last_updated))
+        print("Start date:", start_date, "| type:", type(start_date))
+        print("End date:", end_date, "| type:", type(end_date))
+
+        # Stop if no data to fetch
+        if start_date > end_date:
+            return "No new data to fetch."
+
+        # Fetch new BTC data
+        new_df = self.fetch_btc_data(start_date, end_date, api_key)
+
+        # Append to CSV
+        if os.path.exists(csv_path):
+            existing_df = pd.read_csv(csv_path, parse_dates=["date"])
+            combined_df = pd.concat([existing_df, new_df])
+        else:
+            combined_df = new_df
+
+        # Drop duplicates and sort by date (safe now)
+        combined_df = combined_df.drop_duplicates(subset="date").sort_values("date")
+        combined_df.to_csv(csv_path, index=False)
+
+        # Update checkpoint
+        last_date = combined_df["date"].max().strftime("%Y-%m-%d")
+        self.update_checkpoint(checkpoint_path, last_date)
+
+        return f"✅ Pipeline complete. Data updated to {last_date}."
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/run_jupyter.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/run_jupyter.sh
new file mode 100644
index 0000000000..db73c9bafe
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/run_jupyter.sh
@@ -0,0 +1,9 @@
+#!/bin/bash -xe
+
+jupyter-notebook \
+    --port=8888 \
+    --no-browser \
+    --ip=0.0.0.0 \
+    --allow-root \
+    --NotebookApp.token='' \
+    --NotebookApp.password=''
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/version.sh b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/version.sh
new file mode 100644
index 0000000000..5454baf275
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/version.sh
@@ -0,0 +1,31 @@
+#!/bin/bash
+
+echo "=== Python Version ==="
+python3 --version
+
+echo -e "\n=== Pip Version ==="
+pip3 --version
+
+echo -e "\n=== Jupyter Version ==="
+jupyter --version
+
+echo -e "\n=== PyArrow Version ==="
+python3 -c "import pyarrow as pa; print('PyArrow:', pa.__version__)"
+
+echo -e "\n=== Pandas Version ==="
+python3 -c "import pandas as pd; print('Pandas:', pd.__version__)"
+
+echo -e "\n=== Requests Version ==="
+python3 -c "import requests; print('Requests:', requests.__version__)"
+
+echo -e "\n=== Matplotlib Version ==="
+python3 -c "import matplotlib; print('Matplotlib:', matplotlib.__version__)"
+
+echo -e "\n=== Seaborn Version ==="
+python3 -c "import seaborn as sns; print('Seaborn:', sns.__version__)"
+
+echo -e "\n=== Scikit-learn Version ==="
+python3 -c "import sklearn; print('Scikit-learn:', sklearn.__version__)"
+
+echo -e "\n=== Griptape Version ==="
+python3 -c "import griptape; print('Griptape:', griptape.__version__)"
diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/warehouse/bitcoin_prices.csv b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/warehouse/bitcoin_prices.csv
new file mode 100644
index 0000000000..39714740cb
--- /dev/null
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/warehouse/bitcoin_prices.csv
@@ -0,0 +1,196 @@
+date,price,price_usd
+2024-11-01,70264.99735573279,
+2024-11-02,69507.92256395647,
+2024-11-03,69299.16036699413,
+2024-11-04,68803.50626277467,
+2024-11-05,67793.29782704762,
+2024-11-06,69335.42553133758,
+2024-11-07,75620.88606963192,
+2024-11-08,75987.24178320667,
+2024-11-09,76550.0213845611,
+2024-11-10,76630.22631415377,
+2024-11-11,80466.71654833542,
+2024-11-12,88637.42000322911,
+2024-11-13,88264.59974582895,
+2024-11-14,90488.10007497849,
+2024-11-15,87407.51273710128,
+2024-11-16,90947.97509443705,
+2024-11-17,90606.45489380708,
+2024-11-18,89841.47194135105,
+2024-11-19,90534.62459650292,
+2024-11-20,92251.65240738312,
+2024-11-21,94217.02229634204,
+2024-11-22,98509.11859102432,
+2024-11-23,98927.494945534,
+2024-11-24,97679.46381643032,
+2024-11-25,98015.9355289458,
+2024-11-26,93004.70093103289,
+2024-11-27,91931.83077291829,
+2024-11-28,95981.18057210564,
+2024-11-29,95661.59595817851,
+2024-11-30,97453.2473451042,
+2024-12-01,96513.14234698223,
+2024-12-02,97311.70719084324,
+2024-12-03,95833.1362300365,
+2024-12-04,96031.63097759832,
+2024-12-05,98881.4694561823,
+2024-12-06,97201.5003640774,
+2024-12-07,99973.85150659826,
+2024-12-08,99781.82999198174,
+2024-12-09,101235.3717025316,
+2024-12-10,97353.94700820888,
+2024-12-11,96649.71446771533,
+2024-12-12,101123.61811033696,
+2024-12-13,100000.80836535196,
+2024-12-14,101352.22971292294,
+2024-12-15,101367.01064553364,
+2024-12-16,104721.50151808978,
+2024-12-17,106074.10723541168,
+2024-12-18,106034.913402645,
+2024-12-19,100355.5761481501,
+2024-12-20,97851.35377075804,
+2024-12-21,97691.43431692652,
+2024-12-22,97202.82496847631,
+2024-12-23,95094.27394862172,
+2024-12-24,94644.9108546432,
+2024-12-25,98695.714007826,
+2024-12-26,99344.95417367227,
+2024-12-27,95678.31244565404,
+2024-12-28,94331.94727053076,
+2024-12-29,95184.61945288602,
+2024-12-30,93663.44751964069,
+2024-12-31,92627.28213113276,
+2025-01-01,93507.85874741492,
+2025-01-02,94384.1761153871,
+2025-01-03,96852.14681235077,
+2025-01-04,98084.34279280754,
+2025-01-05,98256.73876849932,
+2025-01-06,98364.58946599838,
+2025-01-07,102229.39453189744,
+2025-01-08,96952.09886774956,
+2025-01-09,95016.71440989176,
+2025-01-10,92376.275783461,
+2025-01-11,94736.6267420969,
+2025-01-12,94559.55167224212,
+2025-01-13,94454.77089638809,
+2025-01-14,94456.3493746993,
+2025-01-15,96574.07768799194,
+2025-01-16,100313.15239828422,
+2025-01-17,100044.57926776377,
+2025-01-18,104160.69358484232,
+2025-01-19,104334.61575724394,
+2025-01-20,101275.33714814208,
+2025-01-21,101764.90860170544,
+2025-01-22,106182.2368201815,
+2025-01-23,103673.53509537788,
+2025-01-24,104067.60991206949,
+2025-01-25,104835.19253555956,
+2025-01-26,104796.04077738234,
+2025-01-27,102552.24874280208,
+2025-01-28,101958.46953745594,
+2025-01-29,101313.11264498268,
+2025-01-30,103718.97939813643,
+2025-01-31,104781.5135100103,
+2025-02-01,102382.39409722164,
+2025-02-02,100674.78762544956,
+2025-02-03,97568.31653024876,
+2025-02-04,101466.8606657039,
+2025-02-05,98118.43921664466,
+2025-02-06,96582.88682919052,
+2025-02-07,96635.41875332213,
+2025-02-08,96558.4563096667,
+2025-02-09,96558.23762501092,
+2025-02-10,96548.57865379583,
+2025-02-11,97399.98161383196,
+2025-02-12,95739.9773707924,
+2025-02-13,97836.18856127484,
+2025-02-14,96561.6639990985,
+2025-02-15,97488.48148536457,
+2025-02-16,97569.95169430463,
+2025-02-17,96149.3484548204,
+2025-02-18,95776.15723852724,
+2025-02-19,95495.89153299289,
+2025-02-20,96554.87156259285,
+2025-02-21,98384.31738240314,
+2025-02-22,96135.15541305284,
+2025-02-23,96564.15414290236,
+2025-02-24,96327.46309127836,
+2025-02-25,91396.76686930266,
+2025-02-26,88755.7693356979,
+2025-02-27,83900.11496524839,
+2025-02-28,84709.14477847965,
+2025-03-01,84441.9012237131,
+2025-03-02,86005.25629681018,
+2025-03-03,94261.5328653844,
+2025-03-04,86124.71418722175,
+2025-03-05,87310.80531078295,
+2025-03-06,90604.08098523636,
+2025-03-07,90001.40087607042,
+2025-03-08,86773.33597555371,
+2025-03-09,86142.9833586432,
+2025-03-10,80751.13893300897,
+2025-03-11,78783.94057934263,
+2025-03-12,82799.1080292053,
+2025-03-13,83884.24578828987,
+2025-03-14,81098.90052436228,
+2025-03-15,83971.70916064628,
+2025-03-16,84391.69087647168,
+2025-03-17,82610.61750343916,
+2025-03-18,84075.36559694471,
+2025-03-19,82780.03048688271,
+2025-03-20,86815.44109470697,
+2025-03-21,84270.84358966233,
+2025-03-22,84009.532917822,
+2025-03-23,83793.30854192551,
+2025-03-24,85787.70914901773,
+2025-03-25,87327.72969669085,
+2025-03-26,87520.58391530563,
+2025-03-27,86960.8555491039,
+2025-03-28,87227.27158032371,
+2025-03-29,84359.46915506005,
+2025-03-30,82679.17255385047,
+2025-03-31,82356.38111183756,
+2025-04-01,82514.09365397849,
+2025-04-02,85237.5876052852,
+2025-04-03,82526.4221526433,
+2025-04-04,83163.98757387721,
+2025-04-05,83852.00765399594,
+2025-04-06,83595.88550177493,
+2025-04-07,78211.48358199988,
+2025-04-08,79179.29226757778,
+2025-04-09,76329.090356324,
+2025-04-10,82622.17029546302,
+2025-04-11,79596.35732250768,
+2025-04-12,83439.28818043756,
+2025-04-13,85305.09728392666,
+2025-04-14,83600.82010054543,
+2025-04-15,84523.4524914945,
+2025-04-16,83656.49248858042,
+2025-04-17,84105.77942167096,
+2025-04-18,84930.90857600998,
+2025-04-19,84433.75017215389,
+2025-04-20,85126.66244301842,
+2025-04-21,85073.16544858096,
+2025-04-22,87452.04699068287,
+2025-04-23,93576.1658857398,
+2025-04-24,93605.45230873208,
+2025-04-25,93872.81422867288,
+2025-04-26,94773.11200643536,
+2025-04-27,94644.06637120109,
+2025-04-28,93809.33781968225,
+2025-04-29,95030.60645474444,
+2025-04-30,94256.35946318062,
+2025-05-01,94235.75331048168,
+2025-05-02,96426.94522273028,
+2025-05-03,96855.5681343944,
+2025-05-04,95922.86842404422,
+2025-05-05,94326.62048529249,
+2025-05-06,94758.8237105546,
+2025-05-07,96854.53198815876,
+2025-05-08,97026.493769668,
+2025-05-09,103076.27555512934,
+2025-05-10,102962.540456923,
+2025-05-11,104630.8792994166,
+2025-05-12,103994.061616746,
+2025-05-13,102876.8304286011,
+2025-05-14,104184.49039270742,

From 8a9a7c192c9d569bd97b93a0ef61b9b00e13fb0d Mon Sep 17 00:00:00 2001
From: mikhail12310 <167066766+mikhail12310@users.noreply.github.com>
Date: Sun, 18 May 2025 14:06:15 -0400
Subject: [PATCH 2/3] removing print statements

---
 .../pipeline/main_orchestation.ipynb           | 18 ------------------
 1 file changed, 18 deletions(-)

diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
index c6416151d1..44898ef9f8 100644
--- a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
+++ b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/main_orchestation.ipynb
@@ -26,24 +26,6 @@
     "    config = yaml.safe_load(f)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "3784ec94-0365-4c3c-b264-1f4bc0fbfa19",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'api_key': 'CG-oF6aKFTXhvY2NZcMGQ9QP5fV', 'data_csv_path': '/workspace/griptape/warehouse/bitcoin_prices.csv', 'checkpoint_path': 'checkpoint.yaml', 'default_start_date': datetime.date(2024, 11, 1)}\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(config)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 4,

From 6b4ec1662c77d58f52f1b063bd83aa39b8b82e49 Mon Sep 17 00:00:00 2001
From: mikhail12310 <167066766+mikhail12310@users.noreply.github.com>
Date: Sun, 18 May 2025 14:41:45 -0400
Subject: [PATCH 3/3] Removing configs

---
 .../pipeline/config.yaml                                      | 4 ----
 1 file changed, 4 deletions(-)
 delete mode 100644 DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml

diff --git a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml b/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml
deleted file mode 100644
index 146d834320..0000000000
--- a/DATA605/Spring2025/projects/TutorTask180_Spring2025_Analyze_Real_time_Bitcoin_Data_with_Griptape/pipeline/config.yaml
+++ /dev/null
@@ -1,4 +0,0 @@
-api_key: "CG-oF6aKFTXhvY2NZcMGQ9QP5fV"
-data_csv_path: /workspace/griptape/warehouse/bitcoin_prices.csv
-checkpoint_path: pipeline/checkpoint.yaml
-default_start_date: 2024-11-01