{"cells":[{"cell_type":"markdown","metadata":{},"source":["## Overview\n","\n","1. Data Preparation: \n","Loaded the dataset containing stock market data. Performed data cleaning and feature engineering to create 7-day and 30-day moving averages for closing prices and trading volumes.\n","\n","2. Exploratory Data Analysis (EDA): \n","Conducted initial data exploration to understand the dataset's structure and identify key features for clustering.\n","\n","3. K-means Clustering: \n","Applied K-means clustering algorithm to segment the customer base into different groups based on selected features.\n","Added cluster labels to the original dataset for further analysis.\n","\n","4. Generating Insights:\n","Calculated the mean of each feature for every cluster to understand the characteristics and behaviors of each segment.\n","\n","5. Visualization & Dashboarding:\n","Created a simple dashboard using bar charts to visualize the average values of key features for each cluster.\n","Enhanced the dashboard with radar charts for a more holistic and engaging view of each customer segment.\n","\n","6. Business Insights:\n","Provided actionable business insights based on the clustering results, touching on aspects like investment strategy, marketing, customer engagement, resource allocation, product development, and risk management."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Importing necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","!pip install -q yfinance"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"text/plain":["[*********************100%***********************] 1 of 1 completed\n"]},"execution_count":null,"metadata":{},"output_type":"execute_result"},{"data":{"application/vnd.hex.export+parquet":"{\"success\":true,\"exportKey\":\"4a8043e5-f038-4821-9c1d-4b8d3d5b0fcd/df320f05-512c-4a64-89b3-8cf0cd9c2caf/exports/a7764ac9-4396-4e09-aa33-98a6450297be\"}","text/html":["
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OpenHighLowCloseAdj CloseVolume
Date
2020-01-0229.57704029.62235629.23716029.35045220.62943343165445
2020-01-0329.13897329.60725029.13142029.50151120.73560336296666
2020-01-0629.44864129.56948729.32024229.53172120.75684251229797
2020-01-0729.51661729.68277929.44108829.64501620.83646837337462
2020-01-0829.70543929.87160129.67522629.73564920.90017353645832
\n","
"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Importing data using Yahoo Finance API\n","import yfinance as yf\n","\n","# Downloading historical data for AT&T (a major telecom company)\n","data = yf.download('T', start='2020-01-01', end='2023-01-01')\n","data.head()"]},{"cell_type":"markdown","metadata":{},"source":["## Exploratory Data Analysis (EDA)\n","Before applying K-means clustering, it's essential to understand the data's distribution and relationships between variables. Let's start by visualizing some key aspects of the data."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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Plotting the distribution of stock prices (Close and Adj Close)\n","plt.figure(figsize=(12, 6))\n","sns.histplot(data[['Close', 'Adj Close']], kde=True, element='step')\n","plt.title('Distribution of Stock Prices')\n","plt.xlabel('Stock Price')\n","plt.ylabel('Frequency')\n","plt.legend(['Close', 'Adj Close'])\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["## Feature Engineering\n","To make the data more suitable for customer segmentation, we can create some new features that could be more informative. For example, we can calculate moving averages to smooth out the data and better capture long-term trends."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"application/vnd.hex.export+parquet":"{\"success\":true,\"exportKey\":\"4a8043e5-f038-4821-9c1d-4b8d3d5b0fcd/df320f05-512c-4a64-89b3-8cf0cd9c2caf/exports/95b24be2-da2c-4a00-85bc-afa3e8216696\"}","text/html":["
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OpenHighLowCloseAdj CloseVolume7_day_MA_Close30_day_MA_Close7_day_MA_Volume30_day_MA_Volume
Date
2020-01-0229.57704029.62235629.23716029.35045220.62943343165445NaNNaNNaNNaN
2020-01-0329.13897329.60725029.13142029.50151120.73560336296666NaNNaNNaNNaN
2020-01-0629.44864129.56948729.32024229.53172120.75684251229797NaNNaNNaNNaN
2020-01-0729.51661729.68277929.44108829.64501620.83646837337462NaNNaNNaNNaN
2020-01-0829.70543929.87160129.67522629.73564920.90017353645832NaNNaNNaNNaN
\n","
"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Calculating 7-day and 30-day moving averages for the 'Close' price\n","data['7_day_MA_Close'] = data['Close'].rolling(window=7).mean()\n","data['30_day_MA_Close'] = data['Close'].rolling(window=30).mean()\n","\n","# Calculating 7-day and 30-day moving averages for the 'Volume'\n","data['7_day_MA_Volume'] = data['Volume'].rolling(window=7).mean()\n","data['30_day_MA_Volume'] = data['Volume'].rolling(window=30).mean()\n","\n","# Displaying the first few rows of the modified dataset\n","data.head()"]},{"cell_type":"markdown","metadata":{},"source":["## K-means Clustering\n","Now that we have prepared the data and created some new features, let's proceed with K-means clustering to segment the data into different customer groups."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"text/plain":["/home/hexuser/.cache/pypoetry/virtualenvs/python-kernel-OtKFaj5M-py3.9/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n"," warnings.warn(\n","/tmp/ipykernel_12/3726270761.py:23: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," data_clustering['Cluster'] = kmeans.labels_\n"]},"execution_count":null,"metadata":{},"output_type":"execute_result"},{"data":{"application/vnd.hex.export+parquet":"{\"success\":true,\"exportKey\":\"4a8043e5-f038-4821-9c1d-4b8d3d5b0fcd/df320f05-512c-4a64-89b3-8cf0cd9c2caf/exports/8d91fb58-b6b5-420f-8d75-f66a6ba0d84c\"}","text/html":["
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OpenHighLowCloseAdj CloseVolume7_day_MA_Close30_day_MA_Close7_day_MA_Volume30_day_MA_VolumeCluster
Date
2020-02-1328.61027129.02568128.58761228.93504520.6994343260694228.86922828.9337863.452010e+074.403017e+070
2020-02-1428.91238829.05589128.78398928.88972920.6670153626290428.91670328.9184293.504051e+074.380009e+070
2020-02-1828.83685928.94259828.73111728.89728220.6724243213864428.89728128.8982883.467382e+074.366149e+070
2020-02-1928.88217529.19184328.82175329.03323420.7696762992398928.89620228.8816723.418252e+074.295129e+070
2020-02-2029.00302129.20694928.93504529.16163120.8615303598115628.92533528.8655593.581516e+074.290608e+070
\n","
"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Importing KMeans from sklearn\n","from sklearn.cluster import KMeans\n","\n","# Dropping rows with NaN values\n","data_clustering = data.dropna()\n","\n","# Selecting features for clustering\n","features = ['7_day_MA_Close', '30_day_MA_Close', '7_day_MA_Volume', '30_day_MA_Volume']\n","X = data_clustering[features]\n","\n","# Fitting KMeans model\n","kmeans = KMeans(n_clusters=3, random_state=0).fit(X)\n","\n","# Adding cluster labels to the original data\n","data_clustering['Cluster'] = kmeans.labels_\n","\n","# Displaying the first few rows of data with cluster labels\n","data_clustering.head()"]},{"cell_type":"markdown","metadata":{},"source":["## Generating Insights from Clusters\n","Now that we have segmented the data into clusters, let's analyze these clusters to understand the characteristics and behaviors of each segment. We'll start by looking at the statistical summary of each cluster."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"application/vnd.hex.export+parquet":"{\"success\":true,\"exportKey\":\"4a8043e5-f038-4821-9c1d-4b8d3d5b0fcd/df320f05-512c-4a64-89b3-8cf0cd9c2caf/exports/8dc2fb06-b96f-4600-9268-7fdb4766d9b7\"}","text/html":["
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OpenHighLowCloseAdj CloseVolume7_day_MA_Close30_day_MA_Close7_day_MA_Volume30_day_MA_Volume
Cluster
020.75359720.91743820.57860120.73866316.9372014.291059e+0720.79296620.8643554.283065e+074.538892e+07
120.95252121.19451720.73318720.95584816.8242316.226546e+0720.94642021.1075906.119079e+076.233569e+07
219.85464620.19113419.53187619.87900016.2068709.525092e+0720.14823920.9982221.028595e+087.706689e+07
\n","
"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Grouping the data by cluster and calculating the mean for each feature\n","cluster_summary = data_clustering.groupby('Cluster').mean()\n","\n","# Displaying the statistical summary of each cluster\n","cluster_summary"]},{"cell_type":"markdown","metadata":{},"source":["## Interpretation:\n","1. Cluster 0 seems to represent a more stable segment with moderate trading volume and close prices.\n","2. Cluster 1 shows higher trading volume and slightly higher close prices, indicating a more active or premium segment.\n","3. Cluster 2 has the highest trading volume but lower close prices, possibly representing a more volatile or riskier segment."]},{"cell_type":"markdown","metadata":{},"source":["## Creating a Dashboard to Visualize Insights\n","To make the insights more accessible and interactive, we'll create a simple dashboard using matplotlib. This dashboard will include various plots to visualize the characteristics of each cluster."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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"},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Creating a dashboard to visualize cluster insights\n","fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n","\n","# Plotting the average Adjusted Close Price for each cluster\n","sns.barplot(x=cluster_summary.index, y='Adj Close', data=cluster_summary, ax=axes[0, 0])\n","axes[0, 0].set_title('Average Adjusted Close Price by Cluster')\n","\n","# Plotting the average Volume for each cluster\n","sns.barplot(x=cluster_summary.index, y='Volume', data=cluster_summary, ax=axes[0, 1])\n","axes[0, 1].set_title('Average Volume by Cluster')\n","\n","# Plotting the average 7-day MA Close for each cluster\n","sns.barplot(x=cluster_summary.index, y='7_day_MA_Close', data=cluster_summary, ax=axes[1, 0])\n","axes[1, 0].set_title('Average 7-day MA Close by Cluster')\n","\n","# Plotting the average 30-day MA Close for each cluster\n","sns.barplot(x=cluster_summary.index, y='30_day_MA_Close', data=cluster_summary, ax=axes[1, 1])\n","axes[1, 1].set_title('Average 30-day MA Close by Cluster')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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"},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["# Renaming cluster labels for better interpretation\n","cluster_names = {\n"," 0: 'Stable Segment',\n"," 1: 'Active/Premium Segment',\n"," 2: 'Volatile/Riskier Segment'\n","}\n","cluster_summary.rename(index=cluster_names, inplace=True)\n","\n","# Creating a dashboard with renamed cluster labels\n","fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n","\n","# Plotting the average Adjusted Close Price for each cluster\n","sns.barplot(x=cluster_summary.index, y='Adj Close', data=cluster_summary, ax=axes[0, 0])\n","axes[0, 0].set_title('Average Adjusted Close Price by Cluster')\n","\n","# Plotting the average Volume for each cluster\n","sns.barplot(x=cluster_summary.index, y='Volume', data=cluster_summary, ax=axes[0, 1])\n","axes[0, 1].set_title('Average Volume by Cluster')\n","\n","# Plotting the average 7-day MA Close for each cluster\n","sns.barplot(x=cluster_summary.index, y='7_day_MA_Close', data=cluster_summary, ax=axes[1, 0])\n","axes[1, 0].set_title('Average 7-day MA Close by Cluster')\n","\n","# Plotting the average 30-day MA Close for each cluster\n","sns.barplot(x=cluster_summary.index, y='30_day_MA_Close', data=cluster_summary, ax=axes[1, 1])\n","axes[1, 1].set_title('Average 30-day MA Close by Cluster')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["## Enhancing Visualizations\n","To make the notebook more engaging and insightful, let's incorporate some advanced visualizations. We'll use radar charts to compare the features across different clusters, providing a more holistic view of each segment."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[{"data":{"image/png":"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"},"execution_count":null,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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"},"execution_count":null,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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"},"execution_count":null,"metadata":{},"output_type":"execute_result"}],"source":["from math import pi\n","\n","# Function to create radar chart\n","def create_radar_chart(data, title):\n"," labels = data.index\n"," num_vars = len(labels)\n","\n"," angles = np.linspace(0, 2 * np.pi, num_vars, endpoint=False).tolist()\n"," angles += angles[:1]\n","\n"," fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n"," ax.fill(angles, data.tolist() + data.tolist()[:1], color='blue', alpha=0.25)\n"," ax.set_yticklabels([])\n"," ax.set_xticks(angles[:-1])\n"," ax.set_xticklabels(labels)\n","\n"," ax.set_title(title, size=14, color='blue', y=1.1)\n"," plt.show()\n","\n","# Normalizing the data for radar chart\n","cluster_summary_normalized = (cluster_summary - cluster_summary.min()) / (cluster_summary.max() - cluster_summary.min())\n","\n","# Creating radar charts for each cluster\n","for cluster, row in cluster_summary_normalized.iterrows():\n"," create_radar_chart(row, f'Radar Chart for {cluster}')"]},{"cell_type":"markdown","metadata":{},"source":["## Conclustion and Business Insights:\n","\n","1. Stable Segment: This group represents a stable customer base with moderate trading volume and stock prices. These could be long-term investors who are less reactive to market fluctuations. May require less frequent monitoring and customer service intervention. Suitable for conservative investment strategies focused on long-term growth.\n","\n","2. Active/Premium Segment: This segment has higher trading volumes and slightly higher stock prices, indicating more active trading. These could be institutional investors or high-net-worth individuals. May require more robust infrastructure to handle higher trading volumes and customer service needs. Suitable for more aggressive strategies, possibly involving derivatives and short-term trading.\n","\n","3. Volatile/Riskier Segment: This group has the highest trading volume but lower stock prices, indicating more speculative or high-frequency trading. Suitable for high-risk, high-reward strategies, possibly involving leverage. Could be targeted with risk management tools and tutorials on speculative trading.\n","\n","Understanding the behavior of these segments can help in assessing the overall risk profile of the customer base and in making informed decisions on risk mitigation strategies. By understanding these segments, businesses can tailor their services, marketing strategies, and risk management protocols to better meet the needs of their diverse customer base.\n"]}],"metadata":{"hex_info":{"author":"Brandon Doey","exported_date":"Wed Apr 17 2024 17:53:16 GMT+0000 (Coordinated Universal Time)","project_id":"df320f05-512c-4a64-89b3-8cf0cd9c2caf","version":"draft"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"orig_nbformat":4},"nbformat":4,"nbformat_minor":4}