{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "059aa832-245c-4923-b168-e2add62b0222", "metadata": {}, "source": [ "# 2.12 Dimensionality Reduction\n", "\n", "Ideally, one would not need to extract or select features in the input data. However, reducing the dimensionality as a separate pre-processing step may be advantageous:\n", "\n", "1. The complexity of the algorithm depends on the number of input dimensions and size of the data.\n", "2. If some features are unecessary, not extracting them saves computing time\n", "3. Simpler models are more robust on small datasets\n", "4. Fewer features lead to a better understanding of the data.\n", "5. Visualization is easier in fewer dimensions.\n", "\n", "Dimensionality reduction techniques fall into two categories:\n", "\n", "## 1. Feature selection\n", "* **Feature *selection*** finds the dimensions that explain the data without loss of information and ends with a smaller dimensionality of the input data. A *forward selection* approach starts with one variable that decreases the error the most and adds one by one. A *backward selection* starts with all variables and removes them one by one.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "881389fd-3239-4d3a-b073-ae0723a5624e", "metadata": {}, "outputs": [], "source": [ "# Import useful modules\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "4bc9f401", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Temperature (°C)Humidity (%)Precipitation (mm)Wind Speed (m/s)Solar Radiation (W/m2)
019.96714295.99033241.2433830.46096211.656245
113.61735788.86950542.9895665.69807510.737868
221.47688575.89445630.0230297.93197217.271593
330.23029965.29594829.56835919.43843826.547391
412.65846685.47335023.80052812.7827663.292481
\n", "
" ], "text/plain": [ " Temperature (°C) Humidity (%) Precipitation (mm) Wind Speed (m/s) \\\n", "0 19.967142 95.990332 41.243383 0.460962 \n", "1 13.617357 88.869505 42.989566 5.698075 \n", "2 21.476885 75.894456 30.023029 7.931972 \n", "3 30.230299 65.295948 29.568359 19.438438 \n", "4 12.658466 85.473350 23.800528 12.782766 \n", "\n", " Solar Radiation (W/m2) \n", "0 11.656245 \n", "1 10.737868 \n", "2 17.271593 \n", "3 26.547391 \n", "4 3.292481 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Generate synthetic climate data\n", "np.random.seed(42) # For reproducibility\n", "\n", "n_samples = 1000\n", "temperature = np.random.normal(loc=15, scale=10, size=n_samples) # Mean 15°C, std 10°C\n", "humidity = np.random.normal(loc=75, scale=15, size=n_samples) # Mean 75%, std 15%\n", "# Introduce correlation: precipitation is a function of humidity plus some noise\n", "precipitation = 0.5 * humidity + np.random.normal(loc=0, scale=10, size=n_samples) # Correlated with humidity\n", "wind_speed = np.random.normal(loc=10, scale=5, size=n_samples) # Mean 10m/s, std 5m/s\n", "# Introduce correlation: solar radiation is a function of temperature plus some noise\n", "solar_radiation = 0.8 * temperature + np.random.normal(loc=0, scale=5, size=n_samples) # Correlated with temperature\n", "\n", "# Combine into a DataFrame\n", "climate_data = pd.DataFrame({\n", " 'Temperature (°C)': temperature,\n", " 'Humidity (%)': humidity,\n", " 'Precipitation (mm)': precipitation,\n", " 'Wind Speed (m/s)': wind_speed,\n", " 'Solar Radiation (W/m2)': solar_radiation\n", "})\n", "climate_data.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "81215fef", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 Temperature (°C)Humidity (%)Precipitation (mm)Wind Speed (m/s)Solar Radiation (W/m2)
Temperature (°C)1.000000-0.040400-0.006884-0.0133210.840024
Humidity (%)-0.0404001.0000000.599756-0.054698-0.044765
Precipitation (mm)-0.0068840.5997561.000000-0.0160220.003570
Wind Speed (m/s)-0.013321-0.054698-0.0160221.000000-0.000992
Solar Radiation (W/m2)0.840024-0.0447650.003570-0.0009921.000000
\n" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the correlation matrix\n", "correlation_matrix = climate_data.corr()\n", "\n", "# Display the correlation matrix with a color gradient\n", "correlation_matrix.style.background_gradient(cmap='coolwarm')" ] }, { "cell_type": "markdown", "id": "980dc751", "metadata": {}, "source": [ "Which feature might we remove given these correlations?" ] }, { "cell_type": "markdown", "id": "78b40782", "metadata": {}, "source": [ "## 2. Feature extraction\n", "**Feature *extraction*** finds a new set of dimensions as a combination of the original dimensions. They can be supervised or unsupervised depending on the output information. Examples are **Principal Component Analysis**, **Independent Component Analysis** **Linear Discriminant Analysis**\n", "\n", "\n", "## 3 Principal Component Analysis\n", "\n", "PCA is an unsupervised learning method that finds the mapping from the input to a lower dimensional space with minimum loss of information. " ] }, { "cell_type": "markdown", "id": "9a7c7775", "metadata": {}, "source": [ "Principal Component Analysis (**PCA**) identifies the axis that accounts for the largest amount of variance in the data. \n", "\n", "Let: $\\mathbf{Y} = \\mathbf{y}_1,\\cdots,\\mathbf{y}_n $ be the data, measured $n$ times over multiple fields of measurements (the length of $\\mathbf{y})$. \n", "\n", "Each **column** of $\\mathbf{Y}$ represents a unique observation. Each **row** of $ \\mathbf{Y} $ represents a single parameter. \n", "\n", "To undertake PCA, we will\n", "\n", "1. Center and standardize the data by subtracting the mean of each row of $\\mathbf{Y} $.\n", "2. Calculate the covariance matrix of the de-meaned data $\\mathbf{C} = \\frac{1}{n-1} \\mathbf{Y}^{\\ast}\\mathbf{Y}$. By definition, the covariance matrix is positive symmetric, and thus can be diagonalized.\n", "3. Calculate the *Singular Value Decomposition (SVD)* of the covariance matrix $\\mathbf{C} $. \n", "\n", "As the name implies, SVD decomposes the data covariance matrix $\\mathbf{C} $ into 3 terms:\n", "\n", "$\\mathbf{X} = \\mathbf{U} \\Sigma \\mathbf{V}^T ,$\n", "\n", "where $\\mathbf{V}^T$ contains the eigenvectors, or principal components. \n", "\n", "Principal components are normalized, centered around zero.\n", "\n", "The *1st principal component* eigenvector has the highest eigenvalue in the direction that has the highest variance." ] }, { "cell_type": "markdown", "id": "490d730c", "metadata": {}, "source": [ "To demonstrate the application of PCA, we will start with some toy data: a two-dimensional (2D) point cloud made up of 10,000 observations, each with two parameters." ] }, { "cell_type": "code", "execution_count": 4, "id": "a89058bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generating the toy data\n", "xC = np.array([2, 1]) # Center of data (mean)\n", "sig = np.array([2, 0.5]) # Principal axes\n", "theta = np.pi/3 # Rotate cloud by pi/3\n", "R = np.array([[np.cos(theta), -np.sin(theta)], # Rotation matrix\n", " [np.sin(theta), np.cos(theta)]])\n", "nPoints = 10000 # Create 10,000 points\n", "\n", "# create the cloud of points by multiplying (np.matmul is also called by @)\n", "X = R @ np.diag(sig) @ np.random.randn(2,nPoints) + np.diag(xC) @ np.ones((2,nPoints))\n", "# plot the data\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(111)\n", "ax1.plot(X[0,:],X[1,:], '.', color='k', alpha=0.125)\n", "ax1.grid()\n", "plt.xlim((-6, 8))\n", "plt.ylim((-6,8))\n", "ax1.set_aspect('equal')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7c8c0714", "metadata": {}, "source": [ "### *Step 1*: subtract the mean" ] }, { "cell_type": "code", "execution_count": 5, "id": "e5d1d348", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Remove the mean of the data\n", "Xavg = np.mean(X, axis=1) # Compute mean\n", "B = X - np.tile(Xavg,(nPoints,1)).T # Mean-subtracted data\n", "\n", "plt.scatter(B[0,:],B[1,:], color='k', alpha=0.125)" ] }, { "cell_type": "code", "execution_count": 13, "id": "5cd1596c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape of B (2, 10000) and shape of covB (2, 2)\n", "[[1.19259352 1.64014365]\n", " [1.64014365 3.09080537]]\n" ] } ], "source": [ "# calculate the covariance matrix using matmul\n", "covB = np.matmul(B,B.T)/nPoints\n", "print(f\"shape of B {B.shape} and shape of covB {covB.shape}\")\n", "print(covB)" ] }, { "cell_type": "markdown", "id": "b679f852", "metadata": {}, "source": [ "### *Step 2*: Determine the SVD of the covariance matrix" ] }, { "cell_type": "code", "execution_count": 14, "id": "0e2f63a6", "metadata": {}, "outputs": [], "source": [ "# Find principal components (SVD): \n", "# use the option full_matrices =0 will calculate the covariance of B\n", "# Here, we transpose B so that each observation is on a row\n", "\n", "U, S, VT = np.linalg.svd(covB,full_matrices=0)" ] }, { "cell_type": "code", "execution_count": 17, "id": "890b0f16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[4.0366594 , 0. ],\n", " [0. , 0.24673948]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.diag(S)" ] }, { "cell_type": "code", "execution_count": 18, "id": "0b87f92b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.4995708 , -0.86627306],\n", " [-0.86627306, 0.4995708 ]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "VT" ] }, { "cell_type": "markdown", "id": "be99f580", "metadata": {}, "source": [ "### *Step 3*: explore the outcomes" ] }, { "cell_type": "code", "execution_count": 20, "id": "419efef0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax2 = fig.add_subplot(111)\n", "ax2.plot(X[0,:],X[1,:], '.', color='k', alpha=0.125) # Plot data to overlay PCA\n", "ax2.grid()\n", "plt.xlim((-6, 8))\n", "plt.ylim((-6,8))\n", "ax2.set_aspect('equal')\n", "\n", "# Plot eigenvectors VT[:,0] and VT[:,1]\n", "ax2.plot(np.array([Xavg[0], Xavg[0]+VT[0,0]]),\n", " np.array([Xavg[1], Xavg[1]+VT[1,0]]),'-',color='cyan',linewidth=2)\n", "ax2.plot(np.array([Xavg[0], Xavg[0]+VT[0,1]]),\n", " np.array([Xavg[1], Xavg[1]+VT[1,1]]),'-',color='white',linewidth=2)\n", "\n", "plt.show()\n", "# Plot eigenvectors VT[:,0] and VT[:,1]\n", "ax2.plot(np.array([Xavg[0], Xavg[0]+VT[0,0]*S[0]]),\n", " np.array([Xavg[1], Xavg[1]+VT[1,0]*S[0]]),'-',color='cyan',linewidth=2)\n", "ax2.plot(np.array([Xavg[0], Xavg[0]+VT[0,1]*S[1]]),\n", " np.array([Xavg[1], Xavg[1]+VT[1,1]*S[1]]),'-',color='white',linewidth=2)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "24e97d50", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let us project the original data\n", "# Projecting the data onto the right singular vectors\n", "\n", "projected = X.T.dot(VT.T)\n", "\n", "plt.scatter(projected[:,0], projected[:,1], c='k', alpha=0.5)\n", "ax = plt.gca()\n", "ax.set_axisbelow(True)\n", "ax.grid()\n", "ax.set_aspect('equal')\n" ] }, { "cell_type": "markdown", "id": "6bf37758", "metadata": {}, "source": [ "### 3.2 PCA on Climate Data\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "41f1194a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Temperature (°C)Humidity (%)Precipitation (mm)Wind Speed (m/s)Solar Radiation (W/m2)
019.96714295.99033241.2433830.46096211.656245
113.61735788.86950542.9895665.69807510.737868
221.47688575.89445630.0230297.93197217.271593
330.23029965.29594829.56835919.43843826.547391
412.65846685.47335023.80052812.7827663.292481
\n", "
" ], "text/plain": [ " Temperature (°C) Humidity (%) Precipitation (mm) Wind Speed (m/s) \\\n", "0 19.967142 95.990332 41.243383 0.460962 \n", "1 13.617357 88.869505 42.989566 5.698075 \n", "2 21.476885 75.894456 30.023029 7.931972 \n", "3 30.230299 65.295948 29.568359 19.438438 \n", "4 12.658466 85.473350 23.800528 12.782766 \n", "\n", " Solar Radiation (W/m2) \n", "0 11.656245 \n", "1 10.737868 \n", "2 17.271593 \n", "3 26.547391 \n", "4 3.292481 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climate_data.head()" ] }, { "cell_type": "code", "execution_count": 25, "id": "3f80e9c7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 5)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climate_data_scaled.shape" ] }, { "cell_type": "code", "execution_count": 26, "id": "3dd08a11", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.1040393 , -1.31195709],\n", " [-0.36471427, -0.903754 ],\n", " [ 0.92535981, 0.28148253],\n", " ...,\n", " [ 2.32755929, 1.3884194 ],\n", " [-0.43357006, 0.29246707],\n", " [ 0.60857732, 0.96030444]])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climate_pca" ] }, { "cell_type": "code", "execution_count": 22, "id": "edd6c2ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Explained variance ratio: [0.36980642 0.31925119]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "\n", "# Standardize the data before applying PCA\n", "scaler = StandardScaler()\n", "climate_data_scaled = scaler.fit_transform(climate_data)\n", "# Apply PCA\n", "pca = PCA(n_components=2) # Reduce to 2 dimensions for visualization\n", "climate_pca = pca.fit_transform(climate_data_scaled)\n", "\n", "# Display the explained variance ratio\n", "print(\"Explained variance ratio:\", pca.explained_variance_ratio_)\n", "\n", "# Plot the PCA results\n", "plt.figure(figsize=(10, 7))\n", "plt.scatter(climate_pca[:, 0], climate_pca[:, 1], c='blue', alpha=0.5)\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title('PCA of Climate Data')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c9d04dd8-de1c-47e9-afc7-43ee6d85622c", "metadata": {}, "source": [ "*SVD* can be computationally intensive for larger dimensions.\n", "\n", "It is recommended to use a **randomized PCA** to approximate the first principal components. Scikit-learn automatically switches to randomized PCA in either the following happens: data size > 500, number of vectors is > 500 and the number of PCs selected is less than 80% of either one.\n", "\n", "### 3.3 PCA on geospatial and temporal data\n", "Principal Component Analysis (PCA) to spatial-temporal datasets yields 2 important dimensions: \n", "\n", "* **Empirical Orthogonal Functions**: \n", "EOFs are the eigenvectors obtained from the covariance matrix of the dataset. Each EOF corresponds to a spatial pattern that explains a portion of the total variance in the data. In climate science, EOFs help identify dominant patterns like atmospheric circulation modes or temperature anomalies.\n", "\n", "\n", "* **Principal Components (PCs)**:\n", "The time series associated with each EOF is called a principal component. PCs show how the amplitude of the corresponding EOF varies over time.\n", "\n", "Together, EOFs and PCs describe the spatial-temporal variability of the dataset.\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "a1ccdff8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "\n", "# Step 1: Define the spatial grid\n", "lat_points = 50\n", "lon_points = 50\n", "latitudes = np.linspace(-90, 90, lat_points) # From South Pole to North Pole\n", "longitudes = np.linspace(-180, 180, lon_points) # Full range of longitudes\n", "\n", "# Create a meshgrid for latitude and longitude\n", "lon_grid, lat_grid = np.meshgrid(longitudes, latitudes)\n", "\n", "# Step 2: Generate the latitudinal temperature gradient\n", "# Assume temperatures decrease linearly from the equator to the poles\n", "latitudinal_gradient = np.cos(np.radians(lat_grid)) # Cosine function for smooth transition\n", "latitudinal_gradient = latitudinal_gradient / np.max(latitudinal_gradient) # Normalize\n", "\n", "\n", "# Step 3: Generate the seasonal cycle\n", "time_steps = 360 # 30 years of monthly data\n", "months = np.arange(time_steps) % 12 # Months from 0 to 11\n", "seasonal_cycle = np.sin(2 * np.pi * months / 12) # 12-month cycle\n", "\n", "\n", "# Step 4: Introduce a climate trend\n", "# Simulate a small temperature increase over 30 years\n", "trend = np.linspace(0, 0.5, time_steps) # Temperature increases by 0.5 units over 30 years\n", "\n", "# Step 5: Combine latitudinal gradient and seasonal cycle\n", "# Initialize the data array\n", "data = np.zeros((time_steps, lat_points, lon_points))\n", "\n", "for t in range(time_steps):\n", " # Temperature at each time step is the product of latitudinal gradient and seasonal cycle\n", " data[t] = latitudinal_gradient * seasonal_cycle[t] + trend[t]\n", "\n", "# Step 6: Add random noise to simulate variability\n", "noise_level = 0.2 # Adjust the noise level as needed\n", "random_noise = noise_level * np.random.randn(time_steps, lat_points, lon_points)\n", "data += random_noise\n", "\n", "# Visualize the synthetic climate data\n", "plt.imshow(data[1], extent=[-180, 180, -90, 90], cmap='coolwarm')\n", "plt.title('Synthetic Climate Data (Month 2)')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.colorbar(label='Temperature', fraction=0.025, pad=0.04)\n", "plt.show()\n", "# make the colorbar smaller\n" ] }, { "cell_type": "markdown", "id": "fbd12d9e", "metadata": {}, "source": [ "### PCA" ] }, { "cell_type": "code", "execution_count": 30, "id": "8eb6a02d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Explained Variance Ratios: [0.72900329 0.04557341 0.00145263 0.00137667 0.00135938]\n" ] } ], "source": [ "\n", "# Step 7: Reshape data for PCA\n", "data_reshaped = data.reshape(time_steps, lat_points * lon_points)\n", "\n", "# Step 8: Standardize the data\n", "from sklearn.preprocessing import StandardScaler\n", "scaler = StandardScaler()\n", "data_standardized = scaler.fit_transform(data_reshaped)\n", "\n", "# Step 9: Apply PCA\n", "pca = PCA(n_components=5)\n", "principal_components = pca.fit_transform(data_standardized)\n", "\n", "# Step 10: Interpret Results\n", "# Reshape the principal components back to spatial dimensions for plotting\n", "eofs = pca.components_.reshape(5, lat_points, lon_points)\n", "\n", "# Plot the first EOF (Spatial Pattern)\n", "plt.imshow(eofs[0], extent=[-180, 180, -90, 90], cmap='coolwarm')\n", "plt.title('First EOF - Spatial Pattern')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.colorbar(label='Amplitude', fraction=0.025, pad=0.04)\n", "plt.show()\n", "\n", "# Plot the corresponding time series of the first principal component\n", "plt.plot(principal_components[:, 0])\n", "plt.title('First Principal Component Time Series')\n", "plt.xlabel('Time (Months)')\n", "plt.ylabel('Amplitude')\n", "plt.show()\n", "\n", "# Plot the second EOF (Spatial Pattern)\n", "plt.imshow(eofs[1], extent=[-180, 180, -90, 90], cmap='coolwarm')\n", "plt.title('Second EOF - Spatial Pattern')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.colorbar(label='Amplitude', fraction=0.025, pad=0.04)\n", "plt.show()\n", "\n", "# Plot the corresponding time series of the second principal component\n", "plt.plot(principal_components[:, 1])\n", "plt.title('Second Principal Component Time Series')\n", "plt.xlabel('Time (Months)')\n", "plt.ylabel('Amplitude')\n", "plt.show()\n", "\n", "\n", "# Plot the third EOF (Spatial Pattern)\n", "plt.imshow(eofs[2], extent=[-180, 180, -90, 90], cmap='coolwarm')\n", "plt.title('Third EOF - Spatial Pattern')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.colorbar(label='Amplitude', fraction=0.025, pad=0.04)\n", "plt.show()\n", "\n", "# Plot the corresponding time series of the third principal component\n", "plt.plot(principal_components[:, 2])\n", "plt.title('Third Principal Component Time Series')\n", "plt.xlabel('Time (Months)')\n", "plt.ylabel('Amplitude')\n", "plt.show()\n", "\n", "\n", "# Explained variance ratios\n", "explained_variance = pca.explained_variance_ratio_\n", "print(\"Explained Variance Ratios:\", explained_variance)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a665ceaf", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 31, "id": "0c225b95", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the scree plot\n", "plt.plot(np.arange(1, 6), explained_variance, 'o-')\n", "plt.title('Variance explained by each PC ')\n", "plt.xlabel('Principal Component')\n", "plt.ylabel('Explained Variance Ratio')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "c639db97", "metadata": {}, "source": [ "It is noted here that there is no good separatation between the first two components. Here are some limitations in using PCA for geospatial-temporal data.\n", "\n", "### 1. **Correlation Structure in Geospatial-Temporal Data**\n", " - **Spatial and Temporal Autocorrelation**: Geospatial data often exhibits strong spatial and temporal autocorrelation—nearby locations and consecutive time points tend to be similar. This can make it challenging for PCA to separate patterns, as ***PCA is based on the assumption that components are linearly uncorrelated***. However, in geospatial-temporal data, the patterns are often interdependent, which can result in components that do not separate spatial and temporal influences cleanly.\n", " - **Smooth Transitions**: Many geospatial-temporal processes (e.g., climate variables) change smoothly over space and time. These gradual transitions may not produce distinct, orthogonal components when applying PCA, as the variance is spread across broad regions or time spans rather than concentrated in distinct patterns.\n", "\n", "### 2. **Mixing of Spatial and Temporal Variance**\n", " - **Spatial and Temporal Dynamics Interact**: In geospatial-temporal datasets, spatial variability and temporal variability are often intertwined. For example, seasonal patterns might dominate both spatial and temporal dimensions, leading PCA to pick components that capture a mix of spatial and temporal variance, rather than separating them into different components. The result is components that may reflect a combination of both dimensions, but not in a way that provides clear separation.\n", " - **Complex, Non-linear Interactions**: Many geospatial-temporal processes are driven by non-linear interactions (e.g., atmospheric processes, hydrology). PCA, being a linear method, is not well-suited to capturing non-linear relationships, leading to components that fail to distinguish between different driving forces of the variability.\n", "\n", "### 3. **Dominance of Global Trends**\n", " - **Global Trends Overwhelm Local Variations**: In geospatial-temporal data, large-scale trends (such as global warming, large climatic events) can dominate the variability, overwhelming more subtle, local patterns. PCA, which seeks to maximize the explained variance in the first few components, may focus on these global trends. As a result, the components may primarily reflect large-scale phenomena, leaving less variance to be explained by smaller, localized processes that are of interest.\n", "\n", "### 4. **Temporal Non-stationarity**\n", " - **Changing Processes Over Time**: In many geospatial-temporal datasets, the underlying processes are non-stationary, meaning the dominant patterns of variability change over time. PCA assumes that the variance structure is constant, which can lead to components that reflect averaged patterns over the entire dataset but fail to capture temporal shifts in dominant processes, making interpretation difficult.\n", "\n", "### 5. **Sensitivity to Data Preprocessing**\n", " - **Scaling and Centering Issues**: In geospatial-temporal data, variables often have different units, magnitudes, or scales (e.g., temperature, precipitation, vegetation indices). Proper scaling and centering of variables are crucial in PCA, but choosing an appropriate scaling method can be difficult when dealing with multiple variables or dimensions (e.g., space and time). Incorrect scaling can lead to overemphasis on one variable or dimension, causing poor separation of components.\n", "\n", "### 6. **Dimensionality Challenges**\n", " - **High-Dimensional Data**: Geospatial-temporal datasets often have a very high dimensionality, with many spatial points and time steps. In such cases, PCA can struggle because the variance is spread across many dimensions, leading to components that capture small amounts of variance and are difficult to interpret. This is often referred to as the \"curse of dimensionality,\" where the high number of variables makes it difficult to reduce the dataset to a small number of interpretable components." ] }, { "cell_type": "markdown", "id": "647aa4ae-0c00-47ae-8f15-e85c8e4aa327", "metadata": {}, "source": [ "## 4. Independent Component Analysis\n", "\n", "\n", "**What is ICA and How Does It Differ from PCA?**\n", "Independent Component Analysis (ICA) is a computational method for separating a multivariate signal into additive, independent non-Gaussian components. It is a type of blind source separation technique.\n", "\n", "### Key Differences Between ICA and PCA:\n", "\n", "PCA: Finds orthogonal axes (principal components) that maximize the variance in the data.\n", "ICA: Seeks statistically independent components, not necessarily orthogonal, by minimizing mutual information.\n", "Assumptions:\n", "\n", "PCA: Assumes that the data is linearly correlated and relies on second-order statistics (covariance).\n", "ICA: Assumes that the underlying components are statistically independent and non-Gaussian.\n", "Results:\n", "\n", "PCA: Components are uncorrelated but may not be independent.\n", "ICA: Components are both uncorrelated and independent, capturing more complex underlying structures.\n", "\n", "ICA is used to estimate sources given noisy measurements. It is frequently used in Geodesy to isolate contributions from earthquakes and hydrology. \n", "\n", "### Advantages of ICA in Geosciences:\n", "\n", "* **Blind Source Separation**: ICA can separate mixed signals into their original sources without prior knowledge, which is useful when the underlying processes are unknown.\n", "\n", "* **Non-Gaussian Signals**: Many geophysical processes generate non-Gaussian data (e.g., precipitation events, seismic signals), where ICA can be more effective than PCA.\n", "\n", "* **Independent Components**: Identifying independent factors can help in understanding and modeling complex geoscientific phenomena that are driven by multiple independent sources." ] }, { "cell_type": "code", "execution_count": 32, "id": "d7e0d7c0-9003-4dff-879a-231802865b3f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.495126 0.07841108 -1.31840023]\n", " [ 0.64019598 1.34570272 -1.94657351]\n", " [ 0.28913069 0.9500949 -1.646886 ]\n", " ...\n", " [-0.38561943 -0.71624672 1.34043406]\n", " [-0.50777458 -1.24052539 1.74176784]\n", " [-0.5550078 -0.90265774 -1.54534953]]\n" ] } ], "source": [ "from scipy import signal\n", "from sklearn.decomposition import FastICA\n", "\n", "# Generate sample data\n", "np.random.seed(0)\n", "n_samples = 2000\n", "time = np.linspace(0, 8, n_samples)\n", "\n", "# create 3 source signals\n", "s1 = np.sin(2 * time) # Signal 1 : sinusoidal signal\n", "s2 = np.sign(np.sin(3 * time)) # Signal 2 : square signal\n", "s3 = signal.sawtooth(2 * np.pi * time) # Signal 3: saw tooth signal\n", "\n", "\n", "S = np.c_[s1, s2, s3]\n", "S += 0.2 * np.random.normal(size=S.shape) # Add noise\n", "S /= S.std(axis=0) # Standardize data\n", "\n", "print(S)\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "06ee601b", "metadata": {}, "outputs": [], "source": [ "# Mix data\n", "# create 3 signals at 3 receivers:\n", "A = np.array([[1, 1, 1], [0.5, 2, 1.0], [1.5, 1.0, 2.0]]) # Mixing matrix\n", "X = np.dot(S, A.T) # Generate observations\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "98940018", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 7))\n", "plt.subplot(3, 1, 1)\n", "plt.plot(S)\n", "plt.title('True Sources')\n", "plt.subplot(3, 1, 2)\n", "plt.plot(X)\n", "plt.title('Mixed Signals')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 37, "id": "59882032-8754-401f-a9f2-3868aa66bab8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 1.01396018 1.02993002 -0.94915864]\n", " [ 1.9826966 0.98533885 -0.47232592]\n", " [ 0.99746591 2.05242661 -1.37841317]] [[1. 1. 1. ]\n", " [0.5 2. 1. ]\n", " [1.5 1. 2. ]]\n" ] } ], "source": [ "# Compute ICA\n", "ica = FastICA(n_components=3)\n", "S_ = ica.fit_transform(X) # Reconstruct signals\n", "A_ = ica.mixing_ # Get estimated mixing matrix\n", "print(A_,A)\n", "\n", "# For comparison, compute PCA\n", "pca = PCA(n_components=3)\n", "H = pca.fit_transform(X) # Reconstruct signals based on orthogonal components\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "4fc634c8-f44b-4383-9004-7a4199a8e32f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,8))\n", "models = [X, S, S_, H]\n", "names = ['Observations (mixed signal)',\n", " 'True Sources',\n", " 'ICA recovered signals', \n", " 'PCA recovered signals']\n", "colors = ['red', 'steelblue', 'orange']\n", "for ii, (model, name) in enumerate(zip(models, names), 1):\n", " plt.subplot(4, 1, ii)\n", " plt.title(name)\n", " for sig, color in zip(model.T, colors):\n", " plt.plot(sig, color=color)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "id": "1adc52d8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import FastICA\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Step 8: Center and whiten the data\n", "scaler = StandardScaler()\n", "data_whitened = scaler.fit_transform(data_reshaped)\n", "\n", "# Step 9: Apply ICA\n", "n_components = 3\n", "ica = FastICA(n_components=n_components, random_state=0, max_iter=1000)\n", "S_ = ica.fit_transform(data_whitened) # Reconstructed signals\n", "A_ = ica.mixing_ # Estimated mixing matrix\n", "\n", "# Step 10: Reshape independent components for plotting\n", "ICs = A_.T.reshape(n_components, lat_points, lon_points)\n", "\n", "# Step 11: Plot the independent components\n", "for i in range(n_components):\n", " plt.figure(figsize=(8, 4))\n", " plt.subplot(1, 2, 1)\n", " plt.imshow(ICs[i], extent=[-180, 180, -90, 90], cmap='coolwarm')\n", " plt.title(f'Independent Component {i+1} - Spatial Pattern')\n", " plt.xlabel('Longitude')\n", " plt.ylabel('Latitude')\n", " plt.colorbar(label='Amplitude', fraction=0.025, pad=0.04)\n", "\n", " plt.subplot(1, 2, 2)\n", " plt.plot(S_[:, i])\n", " plt.title(f'Independent Component {i+1} - Time Series')\n", " plt.xlabel('Time (Months)')\n", " plt.ylabel('Amplitude')\n", "\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "ee662218-0920-4a44-9bcf-64af0bf6675f", "metadata": {}, "source": [ "## 6. Other Techniques\n", "\n", "\n", "1. Random Projections\n", "https://scikit-learn.org/stable/modules/random_projection.html\n", "2. Multidimensional Scaling\n", "3. Isomap\n", "4. t-Distributed stochastic neighbor embedding\n", "5. Linear discriminant analysis" ] }, { "cell_type": "code", "execution_count": 40, "id": "9718b5ed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting earthaccess\n", " Downloading earthaccess-0.11.0-py3-none-any.whl.metadata (7.0 kB)\n", "Requirement already satisfied: fsspec>=2022.11 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from earthaccess) (2024.9.0)\n", "Collecting importlib-resources>=6.3.2 (from earthaccess)\n", " Downloading importlib_resources-6.4.5-py3-none-any.whl.metadata (4.0 kB)\n", "Collecting multimethod>=1.8 (from earthaccess)\n", " Downloading multimethod-1.12-py3-none-any.whl.metadata (9.6 kB)\n", "Requirement already satisfied: numpy>=1.24.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from earthaccess) (1.26.0)\n", "Collecting pqdm>=0.1 (from earthaccess)\n", " Downloading pqdm-0.2.0-py2.py3-none-any.whl.metadata (3.2 kB)\n", "Collecting 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This behaviour is the source of the following dependency conflicts.\n", "tensorflow 2.12.1 requires typing-extensions<4.6.0,>=3.6.6, but you have typing-extensions 4.12.2 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mSuccessfully installed bounded-pool-executor-0.0.3 earthaccess-0.11.0 importlib-resources-6.4.5 multimethod-1.12 pqdm-0.2.0 python-cmr-0.13.0 tinynetrc-1.3.1 typing-extensions-4.12.2\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install earthaccess" ] }, { "cell_type": "code", "execution_count": 41, "id": "f0100486", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting sliderule@ git+https://github.com/SlideRuleEarth/sliderule#subdirectory=clients/python\n", " Cloning https://github.com/SlideRuleEarth/sliderule to /private/var/folders/js/lzmy975n0l5bjbmr9db291m00000gn/T/pip-install-nbzikxge/sliderule_75a8f52e3d2a4c65b4d67ac42ee0abe3\n", " Running command git clone --filter=blob:none --quiet https://github.com/SlideRuleEarth/sliderule /private/var/folders/js/lzmy975n0l5bjbmr9db291m00000gn/T/pip-install-nbzikxge/sliderule_75a8f52e3d2a4c65b4d67ac42ee0abe3\n", " Resolved https://github.com/SlideRuleEarth/sliderule to commit 93fc823b661bf80e054a8c89c3e63ba14f1f8a35\n", " Preparing metadata (setup.py) ... \u001b[?25ldone\n", "\u001b[?25hRequirement already satisfied: requests in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from sliderule@ git+https://github.com/SlideRuleEarth/sliderule#subdirectory=clients/python) (2.31.0)\n", "Requirement already satisfied: numpy in 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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install \"sliderule @ git+https://github.com/SlideRuleEarth/sliderule#subdirectory=clients/python\"" ] }, { "cell_type": "code", "execution_count": 42, "id": "5ac96cd4", "metadata": {}, "outputs": [], "source": [ "import sliderule" ] }, { "cell_type": "code", "execution_count": 45, "id": "4fcda12a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "requests.get() returned an error code 401\n" ] } ], "source": [ "import requests\n", "\n", "URL = 'https://data.gesdisc.earthdata.nasa.gov/data/MERRA2/M2T1NXSLV.5.12.4/1980/01/MERRA2_100.tavg1_2d_slv_Nx.19800101.nc4'\n", "\n", "# Set the FILENAME string to the data file name, the LABEL keyword value, or any customized name. \n", "# Remember to include the same file extension as in the URL.\n", "FILENAME = 'MERRA2_100.tavg1_2d_slv_Nx.19800101.nc4'\n", "\n", "result = requests.get(URL)\n", "\n", "\n", "try:\n", " result.raise_for_status()\n", " f = open(FILENAME,'wb')\n", " f.write(result.content)\n", " f.close()\n", " print('contents of URL written to '+FILENAME)\n", "except:\n", " print('requests.get() returned an error code '+str(result.status_code))" ] }, { "cell_type": "code", "execution_count": null, "id": "bb9a8e24", "metadata": {}, "outputs": [], "source": [ "\n", "# To download multiple files, change the second temporal parameter\n", "results = earthaccess.search_data(\n", " doi=\"10.5067/VJAFPLI1CSIV\",\n", " temporal=('1980-01-01', '1980-01-01'), # This will stream one granule, but can be edited for a longer temporal extent\n", " bounding_box=(-180, 0, 180, 90)\n", ")\n", "\n", "downloaded_files = earthaccess.download(\n", " results,\n", " local_path='.', # Change this string to download to a different path\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "mlgeo", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }