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Financial Ratios Analysis: Insights into Industry Dynamics.ipynb
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financial-ratios-analysis-insights-into-industry-dynamics.ipynb
{
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"<a href=\"https://colab.research.google.com/gist/skilfoy/f4d4521964b70c25a7b91fbae1652066/financial-ratios-analysis-insights-into-industry-dynamics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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},
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"cell_type": "markdown",
"source": [
"# Financial Ratios Analysis: Insights into Industry Dynamics\n",
"\n",
"**Sean Kilfoy**"
],
"metadata": {
"id": "DP069kPhTPK3"
},
"id": "DP069kPhTPK3"
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{
"cell_type": "markdown",
"source": [
"# Introduction\n",
"In the contemporary business environment, financial ratios serve as pivotal indicators of a company's performance and financial situation. They can provide insights into the efficiency, profitability, and stability of a company. In this project, we endeavor to analyze a dataset comprising of various companies' financial statements to calculate two crucial financial ratios: leverage ratio and profitability ratio. We then perform an in-depth comparative analysis of these ratios across different industries and also against a specific company's performance relative to its industry's average.\n",
"\n"
],
"metadata": {
"id": "pHhyglVIMT8n"
},
"id": "pHhyglVIMT8n"
},
{
"cell_type": "markdown",
"source": [
"# Loading Necessary Libraries and Data\n",
"\n",
"Here, we start by importing the necessary Python libraries, such as NumPy, pandas, and Seaborn, which are essential for data manipulation and visualization. Subsequently, we mount the Google Drive to load the datasets `Balance_Sheet.xlsx` and `Income_Statement.xlsx`.\n"
],
"metadata": {
"id": "xtcE59WbMZC6"
},
"id": "xtcE59WbMZC6"
},
{
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from google.colab import drive\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.impute import KNNImputer\n",
"import numpy as np\n",
"import statsmodels.api as sm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import scipy.stats as stats\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 54,
"lastExecutedAt": 1697599782210,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "import numpy as np\nimport pandas as pd\nimport seaborn as sns",
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{
"source": [
"drive.mount('/content/drive')\n",
"data_path = '/content/drive/MyDrive/Colab Notebooks/DataCamp Projects/workspace - Project - Building Financial Reports/data/'\n",
"balance_sheet_df = pd.read_excel(data_path + \"Balance_Sheet.xlsx\")\n",
"income_statement_df = pd.read_excel(data_path + \"Income_Statement.xlsx\")"
],
"metadata": {
"executionCancelledAt": null,
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"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "balance_sheet_df = pd.read_excel(\"data/Balance_Sheet.xlsx\")\nincome_statement_df = pd.read_excel(\"data/Income_Statement.xlsx\")",
"colab": {
"base_uri": "https://localhost:8080/"
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"id": "a197f25e-84e2-47dd-8e6e-3445c2cd434f",
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"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
]
}
]
},
{
"source": [
"balance_sheet_df.head()"
],
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},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"source": [
"# Merging and Preprocessing Data\n",
"To have a holistic view and make efficient calculations, we merge the balance sheet and income statement datasets on common columns: `company`, `comp_type`, and `Year`."
],
"metadata": {
"id": "2tAl3-7SMn-u"
},
"id": "2tAl3-7SMn-u"
},
{
"source": [
"merged_df = pd.merge(\n",
" balance_sheet_df,\n",
" income_statement_df, on=[\"company\", \"comp_type\", \"Year\"])\n",
"merged_df.head()"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 52,
"lastExecutedAt": 1697599782439,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "merged_df = pd.merge(\n balance_sheet_df, \n income_statement_df, on=[\"company\", \"comp_type\", \"Year\"])\nmerged_df.head()\n",
"outputsMetadata": {
"0": {
"height": 193,
"type": "dataFrame"
}
},
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"height": 261
},
"id": "c38f9a23-c854-446b-a80c-d50d81164f97",
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"cell_type": "code",
"id": "c38f9a23-c854-446b-a80c-d50d81164f97",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
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" Unnamed: 0_x Year comp_type company Accounts Payable Cash \\\n",
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" Total Assets Total Current Assets Total Current Liabilities \\\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-d71c0870-dcca-47de-b5e9-88f56af2f5c8\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d71c0870-dcca-47de-b5e9-88f56af2f5c8')\"\n",
" title=\"Suggest charts.\"\n",
" style=\"display:none;\">\n",
"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <g>\n",
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-d71c0870-dcca-47de-b5e9-88f56af2f5c8 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "markdown",
"source": [
"# Ratio Calculation\n",
"The core of our analysis, here we derive two key ratios:\n",
"\n",
"1. **Leverage Ratio** - Represents the relationship between a company's total assets and its stockholder equity. It indicates the proportion of equity and debt the company is using to finance its assets.\n",
"2. **Profitability Ratio** - Indicates the company's ability to generate profit from its revenues.\n"
],
"metadata": {
"id": "kvAUy6YiM4sy"
},
"id": "kvAUy6YiM4sy"
},
{
"source": [
"df_ratios = pd.DataFrame()\n",
"df_ratios[\"leverage_ratio\"] = merged_df[\"Total Assets\"] / merged_df[\"Total Stockholder Equity\"]\n",
"df_ratios[\"profitability_ratio\"] = merged_df[\"Gross Profit\"] / merged_df[\"Total Revenue\"]"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 47,
"lastExecutedAt": 1697599782486,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "df_ratios = pd.DataFrame()\ndf_ratios[\"leverage_ratio\"] = merged_df[\"Total Assets\"] / merged_df[\"Total Stockholder Equity\"]\ndf_ratios[\"profitability_ratio\"] = merged_df[\"Gross Profit\"] / merged_df[\"Total Revenue\"]\n",
"id": "8a6a1d68-38d8-4f18-af08-a0b0426a8774"
},
"cell_type": "code",
"id": "8a6a1d68-38d8-4f18-af08-a0b0426a8774",
"execution_count": 6,
"outputs": []
},
{
"source": [
"df_ratios[\"company\"] = merged_df[\"company\"]\n",
"df_ratios[\"comp_type\"] = merged_df[\"comp_type\"]\n",
"df_ratios[\"Year\"] = merged_df[\"Year\"]"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 47,
"lastExecutedAt": 1697599782534,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "df_ratios[\"company\"] = merged_df[\"company\"]\ndf_ratios[\"comp_type\"] = merged_df[\"comp_type\"]\ndf_ratios[\"Year\"] = merged_df[\"Year\"]",
"id": "12414b28-2181-4867-aaae-654dba01e285"
},
"cell_type": "code",
"id": "12414b28-2181-4867-aaae-654dba01e285",
"execution_count": 7,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Industry-Wise Ratio Analysis\n",
"\n",
"By pivoting our data, we calculate the average ratios for each industry. This allows for a concise comparison among industries and a high-level understanding of financial dynamics across different sectors."
],
"metadata": {
"id": "hSIRCl-eNDmp"
},
"id": "hSIRCl-eNDmp"
},
{
"source": [
"avg_ratios_by_type = df_ratios.pivot_table(index=merged_df[\"comp_type\"], values=[\"leverage_ratio\", \"profitability_ratio\"])\n",
"print(avg_ratios_by_type)"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 60,
"lastExecutedAt": 1697599782595,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "avg_ratios_by_type = df_ratios.pivot_table(index=merged_df[\"comp_type\"], values=[\"leverage_ratio\", \"profitability_ratio\"])\nprint(avg_ratios_by_type)",
"outputsMetadata": {
"0": {
"height": 117,
"type": "stream"
}
},
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0edbf87c-ddae-4f47-a3d2-208c3bfd1236",
"outputId": "9086ac1f-3ad5-443c-8a60-032b73145554"
},
"cell_type": "code",
"id": "0edbf87c-ddae-4f47-a3d2-208c3bfd1236",
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" leverage_ratio profitability_ratio\n",
"comp_type \n",
"fmcg 4.049784 0.514396\n",
"real_est 7.353476 0.534848\n",
"tech 2.777448 0.572062\n"
]
}
]
},
{
"source": [
"lowest_profitability = avg_ratios_by_type[\"profitability_ratio\"].idxmin()\n",
"highest_leverage = avg_ratios_by_type[\"leverage_ratio\"].idxmax()\n",
"print(f\"The industry with the lowest profitability ratio is {lowest_profitability}.\")\n",
"print(f\"The industry with the highest leverage ratio is {highest_leverage}.\")"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 47,
"lastExecutedAt": 1697599782642,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "lowest_profitability = avg_ratios_by_type[\"profitability_ratio\"].idxmin()\nhighest_leverage = avg_ratios_by_type[\"leverage_ratio\"].idxmax()",
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "a584fd84-16d6-4948-b630-530b9da50d8f",
"outputId": "97a045a9-afc8-4a0e-bee3-bfb099323584"
},
"cell_type": "code",
"id": "a584fd84-16d6-4948-b630-530b9da50d8f",
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"The industry with the lowest profitability ratio is fmcg.\n",
"The industry with the highest leverage ratio is real_est.\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Visualizing Relationships\n",
"\n",
"A scatter plot with regression line for the real estate sector displays the relationship between the leverage and profitability ratios, providing a visual intuition of their correlation."
],
"metadata": {
"id": "HmhddifoNQd5"
},
"id": "HmhddifoNQd5"
},
{
"cell_type": "code",
"source": [
"industry_full_names = {\n",
" \"tech\": \"Technology\",\n",
" \"real_est\": \"Real Estate\",\n",
" \"fmcg\": \"Fast-Moving Consumer Goods\"}\n",
"\n",
"industries = merged_df['comp_type'].unique()\n",
"\n",
"fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"fig.suptitle(\"Relationship between Leverage and Profitability Ratios\", fontsize=15)\n",
"for i, industry in enumerate(industries):\n",
" industry_df = df_ratios[merged_df[\"comp_type\"] == industry]\n",
" sns.regplot(data=industry_df, x=\"leverage_ratio\", y=\"profitability_ratio\",\n",
" color=\"blue\", scatter_kws={'s':50}, line_kws={\"color\":\"red\",\"alpha\":0.7,\"lw\":2},\n",
" ax=axes[i])\n",
" axes[i].set_title(f\"Relationship for {industry_full_names[industry]}\", fontsize=10)\n",
" axes[i].set_xlabel(\"Leverage Ratio\", fontsize=9)\n",
" axes[i].set_ylabel(\"Profitability Ratio\", fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 261
},
"id": "_MynXJztPtxp",
"outputId": "e27e1c86-98a5-4117-9adb-f0aada74ee87"
},
"id": "_MynXJztPtxp",
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
],
"image/png": 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"metadata": {}
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},
{
"cell_type": "markdown",
"source": [
"### **Graph Analysis**\n",
"\n",
"Relationship between Leverage and Profitability Ratios across Industries\n",
"\n",
"#### **General Observations:** \n",
"- The scatter plots showcase the relationship between the leverage ratio (on the x-axis) and the profitability ratio (on the y-axis) across three distinct industries: Technology, Real Estate, and Fast-Moving Consumer Goods (FMCG).\n",
"- A regression line, represented in red, has been fitted to the data points of each graph to indicate the overall trend within each industry.\n",
"- The shaded region around the regression line represents the confidence interval, providing an estimation of the uncertainty regarding the predictions for each industry.\n",
"\n",
"#### **Specific Observations:**\n",
"\n",
"- **Technology Industry:**\n",
" - **Trend:** Contrary to the other two industries, there's a negative correlation between leverage and profitability ratios in the technology sector. As the leverage ratio increases, the profitability ratio appears to decrease.\n",
" - **Data Spread:** Most technology companies are clustered between leverage ratios of 1 to 7.\n",
" - **Profitability Range:** Profitability ratios vary from as low as 0.2 to as high as 0.8, indicating a wide variation in profitability among tech companies.\n",
"\n",
"- **Real Estate Industry:**\n",
" - **Trend:** There's a positive correlation between leverage and profitability ratios.\n",
" - **Data Spread:** A significant number of companies operate with a leverage ratio in the 2 to 6 range, with some extending up to 14.\n",
" - **Profitability Range:** Ranges from 0.2 to 0.8, showcasing diverse profitability levels.\n",
"\n",
"- **Fast-Moving Consumer Goods (FMCG):**\n",
" - **Trend:** The positive trend suggests a general association in the FMCG sector where higher leverage might be linked to increased profitability.\n",
" - **Data Spread:** Most data points are scattered between a leverage ratio of 3 to 7.\n",
" - **Profitability Range:** The profitability ratio is relatively clustered, ranging from 0.475 to 0.625, suggesting a lesser variability in profitability compared to the other two industries.\n",
"\n",
"#### **Detailed Analysis**\n",
"\n",
"The correlations observed are reflective of the inherent characteristics and external market dynamics of each industry. While leveraging might be beneficial for some industries due to the nature of their assets and the stability of their revenues, others might face challenges due to the volatility of their market or the nature of their investments. It's essential to understand these industry-specific nuances when interpreting such data and making strategic decisions. Let's delve into possible reasons for these nuances:\n",
"\n",
"#### Technology Industry (Negative Correlation):\n",
"\n",
"1. **Nature of Investment:** Technology companies often require substantial investments in research & development, which may not immediately translate into profits. Companies that borrow heavily to fund these projects might see reduced profitability in the short term.\n",
"\n",
"2. **Lifespan of Products:** The tech world evolves rapidly. A highly-leveraged investment in a technology might not yield expected profits if that technology becomes obsolete quickly.\n",
"\n",
"3. **Competitive Landscape:** The tech industry is intensely competitive, with constant innovations and disruptions. High leverage combined with a sudden competitive disruption can lead to decreased profitability.\n",
"\n",
"4. **Risk Profile:** Investors and lenders may perceive tech companies, especially startups, as riskier ventures. As a result, borrowed funds might come at a higher cost, impacting profitability.\n",
"\n",
"#### Real Estate Industry (Positive Correlation):\n",
"\n",
"1. **Tangible Assets:** Real estate investments are typically tied to tangible assets, which can serve as collateral, often allowing for better loan terms and conditions.\n",
"\n",
"2. **Stable Revenue Streams:** Real estate often brings in steady rental incomes, which can help service debts and still ensure profitability.\n",
"\n",
"3. **Capital Appreciation:** Over time, properties generally appreciate in value. This means that even if a company is leveraged, the underlying asset might be increasing in value, positively affecting the company's balance sheet.\n",
"\n",
"4. **Leverage Magnifies Gains:** In a rising market, the use of borrowed funds can magnify gains. If a property appreciates in value, the percentage return on leveraged money can be much higher.\n",
"\n",
"#### Fast-Moving Consumer Goods (FMCG) Industry (Positive Correlation):\n",
"\n",
"1. **Consistent Demand:** FMCG products are in consistent demand, leading to stable cash flows, which can service debt and maintain profitability.\n",
"\n",
"2. **Brand Loyalty:** Established FMCG companies can command brand loyalty, providing a level of protection against downturns and ensuring steady profitability.\n",
"\n",
"3. **Scalability:** The FMCG industry benefits from economies of scale. When leveraging to scale production or distribution, the increased sales volumes can lead to increased profitability.\n",
"\n",
"4. **Low Capital Expenditure:** After initial setups, FMCG companies might not need as heavy investments as tech companies, making it easier to achieve profitability even when leveraged.\n",
"\n",
"\n",
"#### **Conclusion:** \n",
"While there's a positive correlation between leverage and profitability in the Real Estate and FMCG industries, the Technology sector exhibits the opposite trend, with increased leverage associated with decreased profitability. This highlights the importance of understanding industry-specific nuances. While leveraging can provide opportunities for growth and increased profitability, the risks associated with it vary across industries. Companies should be judicious in their leveraging strategies, ensuring they're tailored to the particular challenges and opportunities of their industry."
],
"metadata": {
"id": "WS8jB9RGSbgR"
},
"id": "WS8jB9RGSbgR"
},
{
"source": [
"# Time Series Analysis\n",
"\n",
"Year-over-Year Change in Ratios: I'll calculate the year-over-year changes in both leverage and profitability ratios for each `comp_type`. This gives insights into the financial stability or volatility in each industry over time."
],
"metadata": {
"id": "689aae6f-79fd-4c8d-b466-4d53d9df902d"
},
"cell_type": "markdown",
"id": "689aae6f-79fd-4c8d-b466-4d53d9df902d"
},
{
"source": [
"df_ratios['YoY_leverage_change'] = df_ratios.groupby(['company', 'comp_type'])['leverage_ratio'].pct_change()\n",
"df_ratios['YoY_profitability_change'] = df_ratios.groupby(['company', 'comp_type'])['profitability_ratio'].pct_change()"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 573,
"lastExecutedAt": 1697599783540,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "df_ratios['YoY_leverage_change'] = df_ratios.groupby(['company', 'comp_type'])['leverage_ratio'].pct_change()\ndf_ratios['YoY_profitability_change'] = df_ratios.groupby(['company', 'comp_type'])['profitability_ratio'].pct_change()\n#Visualize Time Series Trends: Plot these Year-over-Year changes for each industry type.\nsns.lineplot(x='Year', y='YoY_leverage_change', hue='comp_type', data=df_ratios)\nsns.lineplot(x='Year', y='YoY_profitability_change', hue='comp_type', data=df_ratios)",
"id": "92201c39-51c9-4cf7-a937-a4281b2811e0"
},
"cell_type": "code",
"id": "92201c39-51c9-4cf7-a937-a4281b2811e0",
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"\n",
"# Line plot for 'YoY_leverage_change' and 'YoY_profitability_change'\n",
"sns.lineplot(x='Year', y='YoY_leverage_change', hue='comp_type', data=df_ratios, palette=\"deep\", lw=2.5, linestyle='--')\n",
"sns.lineplot(x='Year', y='YoY_profitability_change', hue='comp_type', data=df_ratios, palette=\"pastel\", lw=2.5)\n",
"\n",
"# Add informative labels, title, and legend\n",
"plt.title(\"Yearly Changes in Leverage and Profitability Ratios by Company Type\", fontsize=18)\n",
"plt.xlabel(\"Year\", fontsize=16)\n",
"plt.ylabel(\"Change Rate\", fontsize=16)\n",
"plt.legend(title='Metrics and Company Types', labels=['YoY Leverage Change', 'YoY Profitability Change'] + list(df_ratios['comp_type'].unique()))\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 504
},
"id": "xH4AIYM0QNAW",
"outputId": "99f048b6-950b-4bdf-f451-0a4491f881c3"
},
"id": "xH4AIYM0QNAW",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
],
"image/png": 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},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Graph Analysis\n",
"\n",
"**Title:** Yearly Changes in Leverage and Profitability Ratios by Company Type\n",
"\n",
"**General Observation:**\n",
"The graph showcases the yearly changes in leverage and profitability ratios for three distinct company types: tech, real estate (real_est), and fast-moving consumer goods (fmcg). The x-axis represents the timeline from 2019 to 2022, while the y-axis quantifies the change rate. Each company type is presented with a unique color, and the metrics (Year-over-Year Leverage and Profitability changes) are distinguished using different line styles (dashed for leverage and solid for profitability).\n",
"\n",
"**Specific Observations:**\n",
"\n",
"1. **Tech Companies:**\n",
" - The leverage ratio for tech companies, depicted by the blue dashed line, indicates a steady decline from 2019 to 2021, after which it begins to stabilize towards 2022.\n",
" - Profitability, represented by the solid blue line, also shows a decline but at a lesser rate than the leverage ratio. However, by 2022, the profitability change seems to be stabilizing or showing a slight uptrend.\n",
"\n",
"2. **Real Estate Companies (real_est):**\n",
" - The leverage ratio for real estate companies, shown by the orange dashed line, reveals a fluctuating pattern. It decreases from 2019 to 2020, experiences a slight increase in 2021, and then decreases again approaching 2022.\n",
" - Profitability for real estate companies, represented by the solid orange line, appears to decline consistently from 2019 to 2021. By 2022, there's a hint of stabilization or a minor upward shift.\n",
"\n",
"3. **Fast-Moving Consumer Goods (fmcg):**\n",
" - FMCG companies, shown by the green dashed line, exhibit a continuous decline in their leverage ratio from 2019 through 2022, with the rate of decline reducing as they approach 2022.\n",
" - Their profitability, represented by the solid green line, also demonstrates a decline, albeit at a more moderate pace compared to their leverage ratio. By 2022, there's a suggestion of stabilization.\n",
"\n",
"**General Trends & Insights:**\n",
"\n",
"- **Leverage Trends:** All three company types, to varying extents, display a downward trend in leverage from 2019 to 2022. This could suggest that companies, across sectors, are either reducing their debt or increasing their equity. This might be a response to economic conditions, industry-specific factors, or a more conservative financial strategy.\n",
" \n",
"- **Profitability Trends:** Similar to leverage, profitability ratios for all company types also seem to decrease over the observed years. However, by 2022, there is a general trend of stabilization or slight recovery across all sectors.\n",
"\n",
"- **Sector-Specific Insights:** Tech companies appear to have the steepest decline in both metrics but show signs of stabilization by 2022. Real estate companies have fluctuating leverage but a consistent decline in profitability until 2022. FMCG companies display a steady decline in both metrics but at different rates.\n",
"\n",
"**Conclusion:**\n",
"From 2019 to 2022, there's an observable decline in both leverage and profitability ratios across tech, real estate, and FMCG sectors. By 2022, many sectors show signs of recovery or stabilization, especially in profitability. Factors leading to these patterns could be multiple - from global economic conditions, sector-specific challenges, or strategic decisions made by companies in these sectors."
],
"metadata": {
"id": "jb7o83I7QzdC"
},
"id": "jb7o83I7QzdC"
},
{
"source": [
"# Comparative Analysis\n",
"I compare companies' ratios against the relevant industry averages."
],
"metadata": {
"id": "77249208-4d26-4402-8436-8435d6b184b4"
},
"cell_type": "markdown",
"id": "77249208-4d26-4402-8436-8435d6b184b4"
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(15, 5))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"for index, industry_name in enumerate(industries, 1):\n",
" plt.subplot(1, 3, index)\n",
" all_companies_in_industry = df_ratios[df_ratios['comp_type'] == industry_name]['company'].unique()\n",
" for selected_company in all_companies_in_industry:\n",
" company_data = df_ratios[df_ratios['company'] == selected_company]\n",
" sns.lineplot(x='Year', y='leverage_ratio', data=company_data, label=f'{selected_company}', linewidth=2.5)\n",
" industry_avg = df_ratios[df_ratios['comp_type'] == industry_name].groupby('Year').mean()\n",
" sns.lineplot(x='Year', y='leverage_ratio', data=industry_avg.reset_index(), label=f'{industry_name} Avg', linestyle='--', alpha=0.7)\n",
" plt.title(f'{industry_full_names[industry_name]} Industry')\n",
" plt.xticks(rotation=45)\n",
" plt.ylabel(\"Leverage Ratio\", fontsize=12)\n",
" plt.legend(loc=\"upper left\")\n",
" plt.suptitle(\"Comparative Analysis of Leverage Ratios Across Key Industries\", fontsize=16)\n",
" plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 261
},
"id": "_UeV7YVEbnO4",
"outputId": "d8c07bbd-37ea-4997-8270-b545412759d3"
},
"id": "_UeV7YVEbnO4",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Analysis of Leverage Ratios Across Key Industries:\n",
"\n",
"##### Comparative Examination of Leverage Ratios in the Technology, Real Estate, and Fast-Moving Consumer Goods Industries (2018-2022)\n",
"\n",
"**General Observations:**\n",
"\n",
"1. **Trends Over Time:** All three industries have displayed varying trends in leverage ratios over the five-year span, indicating differing financial strategies and external economic pressures.\n",
" \n",
"2. **Volatility:** The Fast-Moving Consumer Goods (FMCG) industry seems to exhibit the most volatility, particularly between 2020 and 2021, whereas the Technology and Real Estate industries demonstrate relatively steadier trends.\n",
"\n",
"3. **Industry Averages:** The dotted lines representing industry averages provide a good benchmark for individual companies to be compared against. Interestingly, not all companies follow the industry trend.\n",
"\n",
"**Specific Observations:**\n",
"\n",
"1. **Technology Industry:**\n",
" - **Rising Ratios:** Companies like AAPL show a consistent increase in leverage over the period, indicating a potential increase in borrowing or decrease in equity.\n",
" - **Industry Leader:** MSFT's leverage ratio remains notably higher than other tech companies throughout the period.\n",
" - **Below Average:** Companies like GOOG and AMZN have maintained ratios below the tech industry average, suggesting a more conservative financial approach.\n",
"\n",
"2. **Real Estate Industry:**\n",
" - **Diverse Strategies:** The industry shows a diverse range of leverage ratios, with companies like BAM and AMT at higher ratios, while WY remains at the lower end.\n",
" - **Converging Ratios:** By 2021, leverage ratios of most companies seem to converge towards the industry average.\n",
"\n",
"3. **Fast-Moving Consumer Goods Industry:**\n",
" - **Peak and Trough:** PEP experienced a significant peak in 2020, followed by a sharp decline by 2021.\n",
" - **Stable Players:** While UL and KO display moderate fluctuations, they generally align closer to the industry average over the period.\n",
" - **Notable Divergence:** NSRGY deviates from the industry trend, showcasing a gradual decrease in its leverage ratio.\n",
"\n",
"**Conclusion:**\n",
"\n",
"The analysis offers insights into the financial strategies and health of companies across these industries. While some companies prefer to operate at higher leverage, possibly to finance aggressive growth or take advantage of low interest rates, others adopt a more conservative stance, possibly to maintain financial flexibility or minimize risk.\n",
"\n",
"It's crucial for stakeholders to understand these dynamics as leverage can amplify both potential returns and potential losses. The diversity in leverage ratios, even within the same industry, highlights the unique strategies and circumstances each company faces. Future financial decisions and investments should consider these leverage trends and their implications."
],
"metadata": {
"id": "cb4B_chqcCf9"
},
"id": "cb4B_chqcCf9"
},
{
"source": [
"# Correlation Matrix\n",
"I generate a correlation matrix to study how different financial metrics are related to each other.\n"
],
"metadata": {
"id": "5b03b811-1167-458a-a208-8ffa77c315f1"
},
"cell_type": "markdown",
"id": "5b03b811-1167-458a-a208-8ffa77c315f1"
},
{
"source": [
"correlation_matrix = merged_df.corr()\n",
"plt.figure(figsize=(12, 8))\n",
"sns.set_style('white')\n",
"\n",
"# Mask for the upper triangle\n",
"mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n",
"\n",
"# Drawing the heatmap with the mask\n",
"cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
"sns.heatmap(correlation_matrix, mask=mask, annot=True, fmt=\".2f\", cmap=cmap, linewidths=.5, cbar_kws={\"shrink\": 0.75})\n",
"\n",
"plt.title('Correlation Matrix Heatmap', fontsize=18)\n",
"plt.xticks(fontsize=12)\n",
"plt.yticks(fontsize=12)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 893,
"lastExecutedAt": 1697599784660,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "correlation_matrix = merged_df.corr()\nsns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 535
},
"id": "9189811e-0a3f-46c9-a213-aab878876a1a",
"outputId": "f04ae666-e672-44b7-870f-0eb42ebeabb0"
},
"cell_type": "code",
"id": "9189811e-0a3f-46c9-a213-aab878876a1a",
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Graph Analysis\n",
"\n",
"#### Correlation Analysis of Financial Metrics\n",
"\n",
"**General Observations:**\n",
"1. **Nature of Correlations**: The heatmap presents correlations between various financial metrics, with values ranging from -1 (perfect negative correlation) to 1 (perfect positive correlation). A value of 0 indicates no correlation.\n",
"2. **Color Coding**: Positive correlations are represented in shades of red, with deeper shades indicating stronger positive correlations. Negative correlations are shown in shades of blue, with deeper shades signifying stronger negative correlations.\n",
"3. **Predominance of Positive Correlations**: Most of the metrics appear to be positively correlated with each other, as indicated by the extensive red shades across the heatmap.\n",
"\n",
"**Specific Observations:**\n",
"1. **High Correlations**:\n",
" - \"Total Revenue\" has strong positive correlations with metrics like \"Gross Profit\", \"Total Assets\", and \"Total Current Assets\", with values close to or exceeding 0.9.\n",
" - \"Total Operating Expenses\" is similarly closely related to \"Total Revenue\" and \"Gross Profit\", showcasing the tight relationship between revenue, profit, and operational costs.\n",
" - \"Total Current Assets\" and \"Total Assets\" exhibit almost a perfect positive correlation, suggesting that most assets are in a current state (liquid or expected to be turned to cash within a year).\n",
" \n",
"2. **Negative Correlations**:\n",
" - The \"Year\" metric has a slight negative correlation with several financial metrics, suggesting that as years progress, some financial metrics might be decreasing. However, this negative correlation is weak, as indicated by the pale blue shades.\n",
" - \"Cash\" is negatively correlated with \"Accounts Payable\", which might suggest that as outstanding liabilities increase, available cash decreases.\n",
"\n",
"3. **Neutral Correlations**:\n",
" - The columns \"Unnamed: 0_x\" and \"Unnamed: 0_y\" don't seem to provide significant insight, as they show little to no correlation with other financial metrics. These might be index columns or non-informative metrics.\n",
"\n",
"**Conclusion:**\n",
"\n",
"The financial metrics of the dataset predominantly showcase positive correlations, suggesting that as one metric grows, others tend to grow as well. Key relationships such as between \"Total Revenue\" and \"Gross Profit\" underscore the intertwined nature of financial performance. The slight negative correlations with \"Year\" could hint at evolving financial dynamics over time. However, any strategic business decision based on these correlations should be taken after a deeper dive into the causative factors and considering the broader business context."
],
"metadata": {
"id": "191wUtsGg9DF"
},
"id": "191wUtsGg9DF"
},
{
"source": [
"# Principal Component Analysis (PCA)\n",
"PCA is used to identify the key features that explain the most variance in the data."
],
"metadata": {
"id": "b3ce6516-ab2b-49ed-9d3b-9aa899c8df96"
},
"cell_type": "markdown",
"id": "b3ce6516-ab2b-49ed-9d3b-9aa899c8df96"
},
{
"source": [
"# Initialize PCA object\n",
"pca = PCA(n_components=2)\n",
"\n",
"# Remove rows with NaNs\n",
"filtered_df = merged_df.dropna()\n",
"principalComponents_filtered = pca.fit_transform(filtered_df.select_dtypes(include=[np.number]))\n",
"\n",
"# Using SimpleImputer with 'mean' strategy\n",
"imputer_mean = SimpleImputer(strategy='mean')\n",
"imputed_data_mean = imputer_mean.fit_transform(merged_df.select_dtypes(include=[np.number]))\n",
"principalComponents_mean = pca.fit_transform(imputed_data_mean)\n",
"\n",
"# Using KNNImputer\n",
"imputer_knn = KNNImputer(n_neighbors=5)\n",
"imputed_data_knn = imputer_knn.fit_transform(merged_df.select_dtypes(include=[np.number]))\n",
"principalComponents_knn = pca.fit_transform(imputed_data_knn)\n"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 51,
"lastExecutedAt": 1697599784711,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "from sklearn.decomposition import PCA\nfrom sklearn.impute import SimpleImputer\nfrom sklearn.impute import KNNImputer\nimport numpy as np\n\n# Initialize PCA object\npca = PCA(n_components=2)\n\n# Remove rows with NaNs\nfiltered_df = merged_df.dropna()\nprincipalComponents_filtered = pca.fit_transform(filtered_df.select_dtypes(include=[np.number]))\n\n# Using SimpleImputer with 'mean' strategy\nimputer_mean = SimpleImputer(strategy='mean')\nimputed_data_mean = imputer_mean.fit_transform(merged_df.select_dtypes(include=[np.number]))\nprincipalComponents_mean = pca.fit_transform(imputed_data_mean)\n\n# Using KNNImputer\nimputer_knn = KNNImputer(n_neighbors=5)\nimputed_data_knn = imputer_knn.fit_transform(merged_df.select_dtypes(include=[np.number]))\nprincipalComponents_knn = pca.fit_transform(imputed_data_knn)\n",
"id": "0d65648d-1a6d-488c-bb6e-79cb16a55125"
},
"cell_type": "code",
"id": "0d65648d-1a6d-488c-bb6e-79cb16a55125",
"execution_count": 15,
"outputs": []
},
{
"source": [
"# Extract the explained variance ratios and components for the filtered data\n",
"explained_variance_filtered = pca.explained_variance_ratio_\n",
"components_filtered = pca.components_\n",
"\n",
"# Fit and transform again for the mean-imputed data\n",
"pca.fit(imputed_data_mean)\n",
"explained_variance_mean = pca.explained_variance_ratio_\n",
"components_mean = pca.components_\n",
"\n",
"# Fit and transform again for the KNN-imputed data\n",
"pca.fit(imputed_data_knn)\n",
"explained_variance_knn = pca.explained_variance_ratio_\n",
"components_knn = pca.components_"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 52,
"lastExecutedAt": 1697599784763,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "# Extract the explained variance ratios and components for the filtered data\nexplained_variance_filtered = pca.explained_variance_ratio_\ncomponents_filtered = pca.components_\n\n# Fit and transform again for the mean-imputed data\npca.fit(imputed_data_mean)\nexplained_variance_mean = pca.explained_variance_ratio_\ncomponents_mean = pca.components_\n\n# Fit and transform again for the KNN-imputed data\npca.fit(imputed_data_knn)\nexplained_variance_knn = pca.explained_variance_ratio_\ncomponents_knn = pca.components_\n\n# Output the explained variance ratios and components\nprint(\"For filtered data:\")\nprint(f\"Explained Variance Ratios: {explained_variance_filtered}\")\nprint(f\"Principal Components: {components_filtered}\")\n\nprint(\"For mean-imputed data:\")\nprint(f\"Explained Variance Ratios: {explained_variance_mean}\")\nprint(f\"Principal Components: {components_mean}\")\n\nprint(\"For KNN-imputed data:\")\nprint(f\"Explained Variance Ratios: {explained_variance_knn}\")\nprint(f\"Principal Components: {components_knn}\")\n",
"id": "82bf9b6b-4b38-4b55-ac9d-badac9cc1b60"
},
"cell_type": "code",
"id": "82bf9b6b-4b38-4b55-ac9d-badac9cc1b60",
"execution_count": 16,
"outputs": []
},
{
"source": [
"# Function to create a DataFrame for easier interpretation\n",
"def create_pca_df(components, columns, explained_variance):\n",
" pca_df = pd.DataFrame(components, columns=columns, index=[f'PC{i+1}' for i in range(components.shape[0])])\n",
" pca_df['Explained Variance Ratio'] = explained_variance\n",
" return pca_df\n",
"\n",
"# Numerical columns are stored in a variable called 'num_columns'\n",
"num_columns = merged_df.select_dtypes(include=[np.number]).columns.tolist()\n",
"\n",
"# Create DataFrames for the PCA results\n",
"pca_df_filtered = create_pca_df(components_filtered, num_columns, explained_variance_filtered)\n",
"pca_df_mean = create_pca_df(components_mean, num_columns, explained_variance_mean)\n",
"pca_df_knn = create_pca_df(components_knn, num_columns, explained_variance_knn)\n",
"\n",
"# Display the top 5 influential features for each principal component, for each imputation method\n",
"def display_top_features(pca_df, method_name):\n",
" print(f\"Top contributing features for {method_name}\")\n",
" for i, row in pca_df.iterrows():\n",
" sorted_features = row.drop('Explained Variance Ratio').sort_values(ascending=False)\n",
" print(f\"For {i} (Explained Variance: {row['Explained Variance Ratio']*100:.2f}%)\")\n",
" print(sorted_features.head(5))\n",
" print(\"----------\")\n",
"\n",
"print(\"Filtered Data:\")\n",
"display_top_features(pca_df_filtered, \"Filtered Data\")\n",
"print(\"\\nMean-Imputed Data:\")\n",
"display_top_features(pca_df_mean, \"Mean-Imputed Data\")\n",
"print(\"\\nKNN-Imputed Data:\")\n",
"display_top_features(pca_df_knn, \"KNN-Imputed Data\")\n"
],
"metadata": {
"executionCancelledAt": null,
"executionTime": 57,
"lastExecutedAt": 1697599784820,
"lastScheduledRunId": null,
"lastSuccessfullyExecutedCode": "import pandas as pd\n\n# Function to create a DataFrame for easier interpretation\ndef create_pca_df(components, columns, explained_variance):\n pca_df = pd.DataFrame(components, columns=columns, index=[f'PC{i+1}' for i in range(components.shape[0])])\n pca_df['Explained Variance Ratio'] = explained_variance\n return pca_df\n\n# Numerical columns are stored in a variable called 'num_columns'\nnum_columns = merged_df.select_dtypes(include=[np.number]).columns.tolist()\n\n# Create DataFrames for the PCA results\npca_df_filtered = create_pca_df(components_filtered, num_columns, explained_variance_filtered)\npca_df_mean = create_pca_df(components_mean, num_columns, explained_variance_mean)\npca_df_knn = create_pca_df(components_knn, num_columns, explained_variance_knn)\n\n# Display the top 5 influential features for each principal component, for each imputation method\ndef display_top_features(pca_df, method_name):\n print(f\"Top contributing features for {method_name}\")\n for i, row in pca_df.iterrows():\n sorted_features = row.drop('Explained Variance Ratio').sort_values(ascending=False)\n print(f\"For {i} (Explained Variance: {row['Explained Variance Ratio']*100:.2f}%)\")\n print(sorted_features.head(5))\n print(\"----------\")\n\nprint(\"Filtered Data:\")\ndisplay_top_features(pca_df_filtered, \"Filtered Data\")\nprint(\"\\nMean-Imputed Data:\")\ndisplay_top_features(pca_df_mean, \"Mean-Imputed Data\")\nprint(\"\\nKNN-Imputed Data:\")\ndisplay_top_features(pca_df_knn, \"KNN-Imputed Data\")\n",
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dc22d6d5-c2a8-4e2b-871f-3b352737e2b6",
"outputId": "547e024b-3e37-447b-fefa-73d984640aa5"
},
"cell_type": "code",
"id": "dc22d6d5-c2a8-4e2b-871f-3b352737e2b6",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Filtered Data:\n",
"Top contributing features for Filtered Data\n",
"For PC1 (Explained Variance: 80.55%)\n",
"Total Assets 0.510366\n",
"Total Revenue 0.464344\n",
"Total Operating Expenses 0.375423\n",
"Total Liab 0.323431\n",
"Cost Of Goods Sold 0.260501\n",
"Name: PC1, dtype: float64\n",
"----------\n",
"For PC2 (Explained Variance: 9.96%)\n",
"Total Assets 0.505275\n",
"Short Term Investments 0.340669\n",
"Total Stockholder Equity 0.297029\n",
"Property Plant Equipment 0.225055\n",
"Total Current Assets 0.197820\n",
"Name: PC2, dtype: float64\n",
"----------\n",
"\n",
"Mean-Imputed Data:\n",
"Top contributing features for Mean-Imputed Data\n",
"For PC1 (Explained Variance: 80.44%)\n",
"Total Assets 0.510933\n",
"Total Revenue 0.467679\n",
"Total Operating Expenses 0.378375\n",
"Total Liab 0.324612\n",
"Cost Of Goods Sold 0.262602\n",
"Name: PC1, dtype: float64\n",
"----------\n",
"For PC2 (Explained Variance: 9.46%)\n",
"Total Assets 0.526485\n",
"Total Stockholder Equity 0.327693\n",
"Short Term Investments 0.260847\n",
"Property Plant Equipment 0.223651\n",
"Total Current Assets 0.221411\n",
"Name: PC2, dtype: float64\n",
"----------\n",
"\n",
"KNN-Imputed Data:\n",
"Top contributing features for KNN-Imputed Data\n",
"For PC1 (Explained Variance: 80.55%)\n",
"Total Assets 0.510366\n",
"Total Revenue 0.464344\n",
"Total Operating Expenses 0.375423\n",
"Total Liab 0.323431\n",
"Cost Of Goods Sold 0.260501\n",
"Name: PC1, dtype: float64\n",
"----------\n",
"For PC2 (Explained Variance: 9.96%)\n",
"Total Assets 0.505275\n",
"Short Term Investments 0.340669\n",
"Total Stockholder Equity 0.297029\n",
"Property Plant Equipment 0.225055\n",
"Total Current Assets 0.197820\n",
"Name: PC2, dtype: float64\n",
"----------\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"### PCA Visualizations"
],
"metadata": {
"id": "620CRBqJlAIJ"
},
"id": "620CRBqJlAIJ"
},
{
"cell_type": "markdown",
"source": [
"#### Scatter Plots of Principal Components\n",
"Certainly. Let's interpret and analyze the provided scatter plots:\n",
"\n",
"##### 1. **Filtered Data**:\n",
"- **Clustering**: Two primary clusters of data points are evident in this plot. The lower-left cluster is denser and more compact, while the upper-right cluster is more spread out.\n",
"- **Density Estimation**: The KDE plot's red contours highlight these clusters, with the most dense regions (as indicated by the dark blue dots) situated at the center of each cluster. The number of concentric lines (5, as specified in the `levels` parameter) gives a topological sense of the density – more concentric circles around a region signify higher density.\n",
"- **Trend**: There is a notable upward-right diagonal trend in the data points, suggesting a positive correlation between PC1 and PC2 for this dataset.\n",
"\n",
"##### 2. **Mean-Imputed Data**:\n",
"- **Clustering**: Data points seem more dispersed compared to the Filtered Data, although two primary clusters are still distinguishable.\n",
"- **Density Estimation**: The denser region in the lower-left quadrant suggests the data points are closely packed in that region, possibly a result of mean-imputation which tends to pull data points towards the mean value.\n",
"- **Trend**: The upward-right trend is still present, but the data points appear more spread out than in the Filtered Data plot.\n",
"\n",
"##### 3. **KNN-Imputed Data**:\n",
"- **Clustering**: Similar to the Mean-Imputed Data plot, two primary clusters are noticeable. However, they appear slightly more defined, especially the cluster in the upper-right quadrant.\n",
"- **Density Estimation**: The density contours for this plot are more distinct than in the Mean-Imputed Data, which suggests that KNN imputation may preserve some data structure better than mean imputation.\n",
"- **Trend**: The positive correlation between PC1 and PC2 is still present, with data points generally moving in an upward-right direction.\n",
"\n",
"##### **Overall Observations:**\n",
"\n",
"- **Filtered Data**: The data seems the most \"natural\", possibly because it hasn't been subjected to any imputation. The clusters are clear, and the relationship between PC1 and PC2 is straightforward.\n",
" \n",
"- **Mean-Imputed Data**: Mean imputation tends to pull data points towards the average, which can lead to a loss in the variability of the data. This could explain why the data points seem more dispersed and less clustered than in the Filtered Data plot.\n",
" \n",
"- **KNN-Imputed Data**: KNN imputation takes into account the structure of the data by considering the 'k' nearest neighbors when imputing. As a result, it often preserves data patterns better than mean imputation, leading to clearer clusters.\n",
"\n",
"In conclusion, these plots provide a valuable comparison of different data preprocessing techniques. The trends and patterns observed across the plots offer insights into the characteristics of each dataset and the potential impacts of the chosen preprocessing method."
],
"metadata": {
"id": "UGuH1Q4alIaF"
},
"id": "UGuH1Q4alIaF"
},
{
"cell_type": "code",
"source": [
"fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n",
"\n",
"# Data and titles\n",
"datasets = [principalComponents_filtered, principalComponents_mean, principalComponents_knn]\n",
"titles = [\"Filtered Data\", \"Mean-Imputed Data\", \"KNN-Imputed Data\"]\n",
"\n",
"# Scatter plots\n",
"for i, data in enumerate(datasets):\n",
" axs[i].scatter(data[:, 0], data[:, 1], alpha=0.5)\n",
" axs[i].set_title(titles[i])\n",
" axs[i].set_xlabel(\"PC1\")\n",
" axs[i].set_ylabel(\"PC2\")\n",
" axs[i].grid(True) # Add grid\n",
"\n",
" # Add 2D density estimation\n",
" sns.kdeplot(x=data[:, 0], y=data[:, 1], ax=axs[i], levels=5, color='r', alpha=0.5)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
},
"id": "56xofA0JuXv-",
"outputId": "f0bb7aee-059a-4e52-94c5-caa4f963b22e"
},
"id": "56xofA0JuXv-",
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
],
"image/png": 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