diff --git a/_quarto.yml b/_quarto.yml index 9003572..158c1a9 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -54,48 +54,49 @@ book: - basic_concepts/sql_database.ipynb - - part: "EXERCISES" + - part: "GENERAL EXERCISES" chapters: - exercises/meteogram.ipynb - exercises/group_least_variance.ipynb - - exercises/random_plots.ipynb - - exercises/curve_number.ipynb + - exercises/random_plots.ipynb - exercises/mixing_model.ipynb - exercises/mass_volume_relationships.ipynb - exercises/soil_textural_class.ipynb - exercises/distribution_daily_precipitation.ipynb - exercises/high_resolution_rainfall_events.ipynb - exercises/first_and_last_frost.ipynb - - exercises/evapotranspiration.ipynb - - exercises/thermal_time.ipynb - exercises/central_dogma.ipynb - exercises/error_metrics.ipynb - exercises/request_web_data.ipynb + - exercises/soil_water_storage.ipynb + - exercises/plant_available_water.ipynb + - exercises/photoperiod.ipynb + + - part: "MODELS" + chapters: + - exercises/curve_number.ipynb + - exercises/air_temperature_model.ipynb + - exercises/soil_temperature_model.ipynb + - exercises/thermal_time.ipynb + - exercises/evapotranspiration.ipynb + - exercises/photoperiod.ipynb + - exercises/wheat_potential_yield.ipynb + - exercises/autoregressive_model.ipynb + + - part: "CURVE FITTING" + chapters: - exercises/anscombe_quartet.ipynb - exercises/neutron_probe_calibration.ipynb - exercises/sorghum_yields.ipynb - exercises/proctor_test.ipynb - exercises/optimal_nitrogen_rate.ipynb - exercises/maximum_return_to_nitrogen.ipynb - - exercises/air_temperature_model.ipynb - - exercises/frontier_function.ipynb - - exercises/atmospheric_carbon_dioxide.ipynb - - exercises/autoregressive_model.ipynb - - exercises/soil_water_storage.ipynb - - exercises/plant_available_water.ipynb - - exercises/photoperiod.ipynb - exercises/solar_radiation.ipynb - - exercises/wheat_potential_yield.ipynb - - exercises/soil_temperature_model.ipynb - exercises/soil_water_retention_curve.ipynb - - exercises/count_seeds.ipynb - - exercises/canopy_cover.ipynb - - exercises/soil_moisture_monitoring_stations.ipynb - - exercises/field_random_samples.ipynb - - exercises/yield_monitor_clean.ipynb - - exercises/yield_monitor_zones.ipynb - - exercises/largest_empty_circle.ipynb - + - exercises/frontier_function.ipynb + - exercises/atmospheric_carbon_dioxide.ipynb + - exercises/drydowns.ipynb + - part: "NUMERICAL MODELS" chapters: - exercises/newton_law_cooling.ipynb @@ -108,10 +109,24 @@ book: - exercises/weed_population.ipynb - exercises/rainfall_generator.ipynb + - part: "IMAGE ANALYSIS" + chapters: + - exercises/count_seeds.ipynb + - exercises/canopy_cover.ipynb + + - part: "MAPPING AND SPATIAL ANALYSIS" + chapters: + - exercises/soil_moisture_monitoring_stations.ipynb + - exercises/field_random_samples.ipynb + - exercises/yield_monitor_clean.ipynb + - exercises/yield_monitor_zones.ipynb + - exercises/largest_empty_circle.ipynb + - part: "MACHINE LEARNING" chapters: - exercises/estimate_daily_vapor_pressure.ipynb + - part: "GOOGLE EARTH ENGINE" chapters: diff --git a/datasets/images/plant_seeds/Untitled.ipynb b/datasets/images/plant_seeds/Untitled.ipynb index 9d2c5f1..6f70aae 100644 --- a/datasets/images/plant_seeds/Untitled.ipynb +++ b/datasets/images/plant_seeds/Untitled.ipynb @@ -2,123 +2,119 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "id": "3de0a859-f37c-4281-98d4-3c46236e1f1c", "metadata": {}, "outputs": [], "source": [ - "import os\n", - "import matplotlib.pyplot as plt" + "import glob\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegression, SGDClassifier\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.preprocessing import MinMaxScaler, LabelBinarizer\n", + "\n", + "from skimage.io import imread\n", + "from skimage.transform import resize, rotate\n", + "from skimage.feature import hog, canny\n", + "from skimage.color import rgb2gray\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "id": "dd203627-b218-4a37-9035-6e291185f648", "metadata": {}, "outputs": [], "source": [ - "dirs = os.listdir()\n", - "counter = 0\n", - "for d in dirs:\n", - " if os.path.isdir(d) == True and 'ipynb' not in d:\n", - " os.chdir(d)\n", - " filenames = os.listdir()\n", - " for f in filenames:\n", - " counter += 1\n", - " img = plt.imread(f)\n", - " new_filename = f'../{counter:03d}_{d}.jpg'\n", - " plt.imsave(new_filename, img)\n", - " os.chdir('..')" + "# Read image filenames\n", + "image_names = glob.glob('*.jpg')\n", + "image_names.sort()\n", + "\n", + "# Using the OS module\n", + "#filenames = [f for f in os.listdir(dataset_folder) if f.endswith('.jpg')]\n" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "bf16f22e-c462-4771-a5d9-4135599fe370", + "execution_count": 3, + "id": "780a1899-1ee9-496c-a300-691e327e5b0d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "75\n" + ] + } + ], + "source": [ + "# Read one image to find dimensions\n", + "test_image = imread(image_names[20])\n", + "\n", + "# Define new size of images for speed\n", + "rows, cols, bands = test_image.shape\n", + "\n", + "# Define new square size\n", + "size = rows//16\n", + "print(size)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "23568679-800e-4b61-bcd3-f178481105a0", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "'001'" + "
" ] }, - "execution_count": 5, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "counter = 1\n", - "f'{counter:03d}'" + "# Cropp and rotate image\n", + "test_image = test_image[:,(cols-rows)//2:cols-(cols-rows)//2,:]\n", + "\n", + "plt.figure(figsize=(6,6))\n", + "\n", + "plt.subplot(2,2,1)\n", + "plt.imshow(test_image)\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(2,2,2)\n", + "plt.imshow(rotate(test_image, 90))\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(2,2,3)\n", + "plt.imshow(rotate(test_image, 180))\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(2,2,4)\n", + "plt.imshow(rotate(test_image, 270))\n", + "plt.axis('off')\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "7e40efa1-0d8f-48bb-a3b1-9c66923b440d", + "execution_count": 5, + "id": "0d978f17-6f63-4d72-a688-e2f56ace7d89", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "\u001b[0;31mSignature:\u001b[0m\n", - "\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimsave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | os.PathLike | BinaryIO'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'ArrayLike'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'None'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mDocstring:\u001b[0m\n", - "Colormap and save an array as an image file.\n", - "\n", - "RGB(A) images are passed through. Single channel images will be\n", - "colormapped according to *cmap* and *norm*.\n", - "\n", - ".. note::\n", - "\n", - " If you want to save a single channel image as gray scale please use an\n", - " image I/O library (such as pillow, tifffile, or imageio) directly.\n", - "\n", - "Parameters\n", - "----------\n", - "fname : str or path-like or file-like\n", - " A path or a file-like object to store the image in.\n", - " If *format* is not set, then the output format is inferred from the\n", - " extension of *fname*, if any, and from :rc:`savefig.format` otherwise.\n", - " If *format* is set, it determines the output format.\n", - "arr : array-like\n", - " The image data. The shape can be one of\n", - " MxN (luminance), MxNx3 (RGB) or MxNx4 (RGBA).\n", - "vmin, vmax : float, optional\n", - " *vmin* and *vmax* set the color scaling for the image by fixing the\n", - " values that map to the colormap color limits. If either *vmin*\n", - " or *vmax* is None, that limit is determined from the *arr*\n", - " min/max value.\n", - "cmap : str or `~matplotlib.colors.Colormap`, default: :rc:`image.cmap`\n", - " A Colormap instance or registered colormap name. The colormap\n", - " maps scalar data to colors. It is ignored for RGB(A) data.\n", - "format : str, optional\n", - " The file format, e.g. 'png', 'pdf', 'svg', ... The behavior when this\n", - " is unset is documented under *fname*.\n", - "origin : {'upper', 'lower'}, default: :rc:`image.origin`\n", - " Indicates whether the ``(0, 0)`` index of the array is in the upper\n", - " left or lower left corner of the axes.\n", - "dpi : float\n", - " The DPI to store in the metadata of the file. This does not affect the\n", - " resolution of the output image. Depending on file format, this may be\n", - " rounded to the nearest integer.\n", - "metadata : dict, optional\n", - " Metadata in the image file. The supported keys depend on the output\n", - " format, see the documentation of the respective backends for more\n", - " information.\n", - " Currently only supported for \"png\", \"pdf\", \"ps\", \"eps\", and \"svg\".\n", - "pil_kwargs : dict, optional\n", - " Keyword arguments passed to `PIL.Image.Image.save`. If the 'pnginfo'\n", - " key is present, it completely overrides *metadata*, including the\n", - " default 'Software' key.\n", - "\u001b[0;31mFile:\u001b[0m ~/anaconda3/lib/python3.10/site-packages/matplotlib/pyplot.py\n", - "\u001b[0;31mType:\u001b[0m function" + "
" ] }, "metadata": {}, @@ -126,8 +122,283 @@ } ], "source": [ - "plt.imsave?" + "# Compute the histogram of oriented gradients\n", + "test_image_resized = rgb2gray(resize(test_image, (size,size), anti_aliasing=True))\n", + "\n", + "# Canny edges\n", + "canny_image = canny(test_image_resized, sigma=2.5)\n", + "\n", + "# Compute the histogram of oriented gradients\n", + "fv, hog_image = hog(test_image_resized, visualize=True, transform_sqrt=True)\n", + "\n", + "# Create figure to compare outputs\n", + "plt.figure(figsize=(8,6))\n", + "plt.subplot(1,4,1)\n", + "plt.imshow(test_image)\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(1,4,2)\n", + "plt.imshow(test_image_resized, cmap='gray')\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(1,4,3)\n", + "plt.imshow(hog_image, cmap='gray')\n", + "plt.axis('off')\n", + "\n", + "plt.subplot(1,4,4)\n", + "plt.imshow(canny_image, cmap='gray')\n", + "plt.axis('off')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "97ce392b-90ff-4030-b68a-d25b34468b92", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3969\n" + ] + } + ], + "source": [ + "# Check size of feature vector\n", + "fv_size = fv.size\n", + "print(fv_size)\n" + ] + }, + { + "cell_type": "raw", + "id": "763775d3-aff0-40bb-aa55-87b33ed0ea21", + "metadata": {}, + "source": [ + "::: {.callout-note}\n", + "## Anti-alising\n", + "It means to apply a Gaussian filter to smooth the image prior to down-scaling.\n", + ":::\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "674cf27d-7bd7-4857-ba8b-f4891ecaf06e", + "metadata": {}, + "outputs": [], + "source": [ + "# Read, resize, and flatten images\n", + "image_labels = []\n", + "image_numbers = []\n", + "#X = np.empty((len(image_names)*4, fv_size + 3 ), float)\n", + "X = np.empty((len(image_names)*4, size*size ), float)\n", + "\n", + "for k,name in enumerate(image_names):\n", + " \n", + " # Extract number and species label\n", + " name_parts = glob.os.path.splitext(name)\n", + " number, label = name_parts[0].split('_')\n", + " \n", + " # Read and resize RGB image\n", + " rgb = resize(imread(name), (size, size, 3), anti_aliasing=True)\n", + " \n", + " for angle in [0, 90, 180, 270]:\n", + " rgb_rotated = rotate(rgb, angle)\n", + " \n", + " # Mean color\n", + " R_avg = np.median(rgb_rotated[20:50,20:50,0])\n", + " G_avg = np.median(rgb_rotated[20:50,20:50,1])\n", + " B_avg = np.median(rgb_rotated[20:50,20:50,2])\n", + " \n", + " # Convert RGB image to grayscale\n", + " im = rgb2gray(rgb_rotated)\n", + "\n", + " # Greyscale image\n", + " #X[k,:] = im.flatten()\n", + "\n", + " # Compute the feature vector using HOG\n", + " #fv = hog(im, visualize=False, feature_vector=True, transform_sqrt=True)\n", + " \n", + " # Canny edge detection\n", + " #canny_image = canny(im)\n", + "\n", + " # Add feature vector to input matrix X\n", + " #X[k,:] = np.concatenate((fv, [R_avg], [G_avg], [B_avg]))\n", + " X[k,:] = im.flatten()\n", + " image_numbers.append(number)\n", + " image_labels.append(label)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9450198d-e82a-41fd-9a91-e9f1703c39a4", + "metadata": {}, + "outputs": [], + "source": [ + "# Create array to keep track of image order\n", + "indices = np.arange(len(image_labels))\n", + "\n", + "# Stratified split\n", + "X_train, X_test, y_train, y_test, index_train, index_test = train_test_split(X, image_labels, indices,\n", + " test_size=0.3, \n", + " stratify=image_labels, \n", + " random_state=1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "253ce5ff-f42b-43f0-81d7-1cc58e11474d", + "metadata": {}, + "outputs": [], + "source": [ + "# Scale data to range between 0 and 1\n", + "scaler = MinMaxScaler()\n", + "scaler.fit(X_train)\n", + "X_train = scaler.transform(X_train)\n", + "X_test = scaler.transform(X_test)\n" ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "254ad0f7-77cf-4040-b0a0-e245370bd2b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train score: 0.35714285714285715\n", + "Test score: 0.25\n" + ] + } + ], + "source": [ + "# Train the logistic model\n", + "LR_model = LogisticRegression(solver='liblinear').fit(X_train, y_train)\n", + "print('Train score:', LR_model.score(X_train, y_train))\n", + "\n", + "# Test of the logistic model\n", + "LR_test = LR_model.predict(X_test)\n", + "print('Test score:', LR_model.score(X_test, y_test))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "466f14a5-0602-4661-b5ed-f9657659e0d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train score: 0.25\n", + "Test score: 0.1875\n" + ] + } + ], + "source": [ + "# Train the SGD Classifier\n", + "SGD_model = SGDClassifier().fit(X_train, y_train)\n", + "print('Train score:', SGD_model.score(X_train, y_train))\n", + "\n", + "# Test of the SGD Classifier\n", + "SGD_test = SGD_model.predict(X_test)\n", + "print('Test score:', SGD_model.score(X_test, y_test))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "a4e22ebd-0040-4c62-8b50-185b40201330", + "metadata": {}, + "outputs": [], + "source": [ + "# Multi-layer perceptron\n", + "y_dense = LabelBinarizer().fit_transform(image_labels)\n", + "\n", + "# Stratified split\n", + "X_train, X_test, y_train, y_test, index_train, index_test = train_test_split(X, y_dense, indices,\n", + " test_size=0.3, \n", + " stratify=image_labels, \n", + " random_state=1)\n", + "\n", + "scaler = MinMaxScaler()\n", + "scaler.fit(X_train)\n", + "X_train = scaler.transform(X_train)\n", + "X_test = scaler.transform(X_test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "89df6ffb-64d0-43ef-a4d9-20eeba2f5ec3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set score: 0.254464\n", + "Test set score: 0.145833\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrespatrignani/anaconda3/lib/python3.10/site-packages/sklearn/neural_network/_multilayer_perceptron.py:541: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + " self.n_iter_ = _check_optimize_result(\"lbfgs\", opt_res, self.max_iter)\n" + ] + } + ], + "source": [ + "mlp = MLPClassifier(solver='lbfgs', activation='logistic', learning_rate='adaptive',\n", + " learning_rate_init=0.01, hidden_layer_sizes=(500, 2),\n", + " random_state=2, max_iter=1000)\n", + "mlp.fit(X_train, y_train)\n", + "#mlp.predict(X_test);\n", + "\n", + "print(\"Training set score: %f\" % mlp.score(X_train, y_train))\n", + "print(\"Test set score: %f\" % mlp.score(X_test, y_test))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "84ede541-cccb-4b60-ac35-485c037abfad", + "metadata": {}, + "outputs": [], + "source": [ + "# Show the observed and predicted labels\n", + "for k,label in enumerate(y_test):\n", + " if (label != LR_test[k]) or (label != SGD_test[k]):\n", + " flag = '***'\n", + " else:\n", + " flag = ''\n", + " \n", + " print(f\"{k} Image {image_numbers[index_test[k]]} => Observed:{label} Pred:{LR_test[k]} {flag}\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "548cb8e8-8334-4f6a-a597-a0434b2b7124", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/exercises/air_temperature_model.ipynb b/exercises/air_temperature_model.ipynb index 19fae8c..cf95a5c 100644 --- a/exercises/air_temperature_model.ipynb +++ b/exercises/air_temperature_model.ipynb @@ -29,7 +29,7 @@ "- $T_{avg}$ is the annual mean temperature,\n", "- $A$ is the mean annual thermal amplitude (half the difference between the maximum and minimum air temperatures),\n", "- $d$ is the day of the year,\n", - "- $d_{min}$ is the day of the year corresponding to the minimum temperature, and\n", + "- $d_{min}$ is an offset day of the year corresponding to the minimum temperature, and\n", "- $\\phi$ is the phase shift needed to align the model with the observed data, in this case $\\pi$ . \n", "\n", "This sinusoidal model captures the regular, predictable changes in temperature due to the Earth's position relative to the Sun." @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 2, "id": "584f2e23-a133-408a-b3b4-f512620751a7", "metadata": {}, "outputs": [], @@ -49,6 +49,68 @@ "from scipy.stats import circmean\n" ] }, + { + "cell_type": "markdown", + "id": "131d53d7-1085-4166-8eb1-38420e3ab3c1", + "metadata": {}, + "source": [ + "## Basics of waves" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "55a9b1b1-b59e-44f6-b0b9-66de8bcfa07a", + "metadata": {}, + "outputs": [], + "source": [ + "doy = np.arange(1, 366)\n", + "wave_model = lambda x,a,b,c: a + b * np.cos(2*np.pi*(x-c)/365 + np.pi)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "630986b1-7d36-4d87-9779-051f47748ea6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "doy = np.arange(1,366,1)\n", + "\n", + "plt.figure(figsize=(12,3))\n", + "\n", + "plt.subplot(1,3,1)\n", + "plt.title('Change mean value')\n", + "plt.plot(doy, wave_model(doy, a=10, b=20, c=1), '-k')\n", + "plt.plot(doy, wave_model(doy, a=25, b=20, c=1), '--r')\n", + "plt.xlabel('Day of the year')\n", + "\n", + "plt.subplot(1,3,2)\n", + "plt.title('Change amplitude value')\n", + "plt.plot(doy, wave_model(doy, a=25, b=20, c=1), '-k')\n", + "plt.plot(doy, wave_model(doy, a=25, b=5, c=20), '--r')\n", + "plt.xlabel('Day of the year')\n", + "\n", + "plt.subplot(1,3,3)\n", + "plt.title('Change offset value')\n", + "plt.plot(doy, wave_model(doy, a=25, b=5, c=0), '-k')\n", + "plt.plot(doy, wave_model(doy, a=25, b=5, c=50), '--r')\n", + "plt.xlabel('Day of the year')\n", + "\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "id": "053764c1-8167-46a0-afd8-2c2ef6be0a46", diff --git a/exercises/drydowns.ipynb b/exercises/drydowns.ipynb new file mode 100644 index 0000000..25314cd --- /dev/null +++ b/exercises/drydowns.ipynb @@ -0,0 +1,531 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "title: \"Soil moisture drydowns\"\n", + "author: \"Andres Patrignani\"\n", + "date: \"1/22/2024\"\n", + "keywords: [\"soil moisture\", \"drydown\", \"exponential decay\"]\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Soil moisture drydowns refer to the rate at which soil loses its moisture content over time, typically following a rainfall event. The initial rate of moisture loss is typically rapid, slowing down as the soil reaches a lower moisture content. Thus, this process is often described by an exponential decay model. \n", + "\n", + "In this exercise we will extract drydown events from a time series of rootzone soil moisture. Basically, a drydown represents the period of moisture loss between precipitation events. Since in this region small rainfall events don't usually contribute to appreciable soil moisture recharge, we will set a tolerance level to ignore small rainfall events.\n", + "\n", + "## Model description\n", + "\n", + "$$ SWC = A \\ e^{-t/\\tau} + \\theta_{res}$$\n", + "\n", + "$SWC$ = Soil water content in $m^{3}/m^{3}$
\n", + "$A$ = The initial soil water content $m^{3}/m^{3}$. Soil water at time $t=0$
\n", + "$t$ = Days since rainfall event
\n", + "$\\tau$ = Constant that modulates the rate at which the soil dries
\n", + "$\\theta_{res}$ = Residual soil water content $m^{3}/m^{3}$.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import modules\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "from pprint import pprint\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Define model using an anonymous lamda function\n", + "model = lambda t,tau,A,S_min: A * np.exp(-t/tau) + S_min\n", + "xrange = np.arange(30)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure with example drydowns\n", + "plt.figure(figsize=(5,4))\n", + "\n", + "# Rapid decay. Typical of summer, coarse soils, and actively growing vegetation\n", + "plt.plot(xrange, model(xrange,5,70,50), color='green') \n", + "\n", + "# Drydowns during moderate atmospheric demand (spring and fall)\n", + "plt.plot(xrange, model(xrange,20,70,50), color='tomato')\n", + "\n", + "# Drydown during low atmospheric demand (winter)\n", + "plt.plot(xrange, model(xrange,100,70,50), color='navy')\n", + "\n", + "plt.xlabel('Days since last rainfall')\n", + "plt.ylabel('Storage (mm)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimepressuretmintmaxtavgrminrmaxprcpsradwspdwdirvpdvwc_5cmvwc_20cmvwc_40cmsoiltemp_5cmsoiltemp_20cmsoiltemp_40cmbattvdischarge
02022-01-0196.838-14.8-4.4-9.6078.47598.0120.252.0985.4830.9690.0280.2570.3070.3592.9965.3927.4258714.8330.0
12022-01-0297.995-20.4-7.2-13.8050.54384.9360.259.7562.2162.0230.0720.2560.3070.3582.5624.2506.6928890.0420.0
22022-01-0397.844-9.48.8-0.3040.62282.6620.509.6812.7495.6670.2620.2550.3070.3582.4543.9176.2088924.8330.0
32022-01-0496.4190.18.64.3548.32669.4020.258.3795.8062.6270.3630.2890.3190.3572.4963.7545.8428838.2920.0
42022-01-0597.462-11.1-2.2-6.6550.34176.8280.005.7174.2071.2510.1260.3130.3370.3571.6883.4295.5678848.0830.0
\n", + "
" + ], + "text/plain": [ + " datetime pressure tmin tmax tavg rmin rmax prcp srad wspd \\\n", + "0 2022-01-01 96.838 -14.8 -4.4 -9.60 78.475 98.012 0.25 2.098 5.483 \n", + "1 2022-01-02 97.995 -20.4 -7.2 -13.80 50.543 84.936 0.25 9.756 2.216 \n", + "2 2022-01-03 97.844 -9.4 8.8 -0.30 40.622 82.662 0.50 9.681 2.749 \n", + "3 2022-01-04 96.419 0.1 8.6 4.35 48.326 69.402 0.25 8.379 5.806 \n", + "4 2022-01-05 97.462 -11.1 -2.2 -6.65 50.341 76.828 0.00 5.717 4.207 \n", + "\n", + " wdir vpd vwc_5cm vwc_20cm vwc_40cm soiltemp_5cm soiltemp_20cm \\\n", + "0 0.969 0.028 0.257 0.307 0.359 2.996 5.392 \n", + "1 2.023 0.072 0.256 0.307 0.358 2.562 4.250 \n", + "2 5.667 0.262 0.255 0.307 0.358 2.454 3.917 \n", + "3 2.627 0.363 0.289 0.319 0.357 2.496 3.754 \n", + "4 1.251 0.126 0.313 0.337 0.357 1.688 3.429 \n", + "\n", + " soiltemp_40cm battv discharge \n", + "0 7.425 8714.833 0.0 \n", + "1 6.692 8890.042 0.0 \n", + "2 6.208 8924.833 0.0 \n", + "3 5.842 8838.292 0.0 \n", + "4 5.567 8848.083 0.0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data\n", + "df = pd.read_csv('../datasets/kings_creek_2022_2023_daily.csv',parse_dates=['datetime'])\n", + "df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert date strings into pandas datetie format\n", + "df.insert(1, 'doy', df['datetime'].dt.dayofyear)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute soil water storage in top 50 cm\n", + "df['storage'] = df['vwc_5cm']*100 + df['vwc_20cm']*200 + df['vwc_40cm']*200\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot timeseries of soil moisture and EDDI\n", + "plt.figure(figsize=(8,3))\n", + "\n", + "plt.plot(df['datetime'], df['storage'], color='k', linewidth=1.0)\n", + "plt.ylabel('Soil water storage (mm)')\n", + "\n", + "plt.twinx()\n", + "\n", + "plt.plot(df['datetime'], df['prcp'], color='tomato', linewidth=0.5)\n", + "plt.ylabel('Precipitation (mm)', color='tomato')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "90.80000000000001\n" + ] + } + ], + "source": [ + "# Find residual volumetric water content\n", + "storage_min = df['storage'].min()\n", + "print(storage_min)\n", + "\n", + "# Define model by forcing minimum storage\n", + "model = lambda t,tau,A: A * np.exp(-t/tau) + storage_min" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are a total of 34 drydowns\n" + ] + } + ], + "source": [ + "# Iterate over soil moisture timeseries to retrieve drydowns\n", + "day_counter = 0\n", + "drydown_min_length = 7\n", + "all_drydowns = []\n", + "drydown_event = {'date':[],'storage':[],'doy':[],\n", + " 'days':[],'length':[], 'par':[]}\n", + "\n", + "# We start the loop on the second day\n", + "for i in range(1,len(df)):\n", + " delta = df[\"storage\"][i] - df[\"storage\"][i-1]\n", + " \n", + " if delta < 0:\n", + " day_counter += 1\n", + " drydown_event['date'].append(df.loc[i,'datetime'])\n", + " drydown_event['storage'].append(df.loc[i,'storage'])\n", + " drydown_event['doy'].append(df.loc[i,'doy'])\n", + " drydown_event['days'].append(day_counter)\n", + " drydown_event['length'] = day_counter\n", + "\n", + " else:\n", + " # Avoid saving data for short drydowns\n", + " if day_counter < drydown_min_length:\n", + " \n", + " # Reset variables\n", + " day_counter = 0\n", + " drydown_event = {'date':[],'storage':[],'doy':[],\n", + " 'days':[],'length':[], 'par':[]}\n", + " continue\n", + " else:\n", + " \n", + " # Fit model to drydown event\n", + " par_opt, par_cov = curve_fit(model, \n", + " drydown_event['days'], \n", + " drydown_event['storage'])\n", + " drydown_event['par'] = par_opt\n", + " \n", + " # Append current event\n", + " all_drydowns.append(drydown_event)\n", + " \n", + " # Reset variables\n", + " day_counter = 0\n", + " drydown_event = {'date':[],'storage':[],'doy':[],\n", + " 'days':[],'length':[], 'par':[]}\n", + "\n", + " \n", + "print('There are a total of',len(all_drydowns),'drydowns') \n" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'date': [Timestamp('2022-04-12 00:00:00'),\n", + " Timestamp('2022-04-13 00:00:00'),\n", + " Timestamp('2022-04-14 00:00:00'),\n", + " Timestamp('2022-04-15 00:00:00'),\n", + " Timestamp('2022-04-16 00:00:00'),\n", + " Timestamp('2022-04-17 00:00:00'),\n", + " Timestamp('2022-04-18 00:00:00'),\n", + " Timestamp('2022-04-19 00:00:00'),\n", + " Timestamp('2022-04-20 00:00:00')],\n", + " 'days': [1, 2, 3, 4, 5, 6, 7, 8, 9],\n", + " 'doy': [102, 103, 104, 105, 106, 107, 108, 109, 110],\n", + " 'length': 9,\n", + " 'par': array([156.17218773, 76.60354863]),\n", + " 'storage': [167.0,\n", + " 166.4,\n", + " 165.8,\n", + " 165.60000000000002,\n", + " 164.9,\n", + " 164.5,\n", + " 164.1,\n", + " 163.6,\n", + " 163.1]}\n" + ] + } + ], + "source": [ + "# Inspect one drydown event\n", + "pprint(all_drydowns[2])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overlay soil moisture timeseries and extracted drydowns" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,3))\n", + "plt.plot(df['datetime'], df['storage'], color='k', linewidth=1.0)\n", + "for event in all_drydowns:\n", + " plt.plot(event['date'], model(np.asarray(event['days']), *event['par']), '-r')\n", + "\n", + "plt.ylabel('Soil water storage (mm)')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/exercises/drydowns_from_timeseries.ipynb b/exercises/drydowns_from_timeseries.ipynb deleted file mode 100644 index 9d140a5..0000000 --- a/exercises/drydowns_from_timeseries.ipynb +++ /dev/null @@ -1,505 +0,0 @@ -{ - "cells": [ - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "---\n", - "title: \"Soil moisture drydowns\"\n", - "author: \"Andres Patrignani\"\n", - "date: \"1/22/2024\"\n", - "keywords: [\"soil moisture\", \"drydown\", \"exponential decay\"]\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Soil moisture drydowns refer to the rate at which soil loses its moisture content over time, typically following a rainfall event. The initial rate of moisture loss is typically rapid, slowing down as the soil reaches a lower moisture content. Thus, this process is often described by an exponential decay model. \n", - "\n", - "In this exercise we will extract drydown events from a time series of rootzone soil moisture. Basically, a drydown represents the period of moisture loss between precipitation events. Since in this region small rainfall events don't usually contribute to appreciable soil moisture recharge, we will set a tolerance level to ignore small rainfall events.\n", - "\n", - "## Model description\n", - "\n", - "$$ SWC = A \\ e^{-t/\\tau} + \\theta_{res}$$\n", - "\n", - "$SWC$ = Soil water content in $m^{3}/m^{3}$
\n", - "$A$ = The initial soil water content $m^{3}/m^{3}$. Soil water at time $t=0$
\n", - "$t$ = Days since rainfall event
\n", - "$\\tau$ = Constant that modulates the rate at which the soil dries
\n", - "$\\theta_{res}$ = Residual soil water content $m^{3}/m^{3}$.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Import modules\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "from scipy.optimize import curve_fit\n", - "from pprint import pprint\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Define model using an anonymous lamda function\n", - "A = 0.15 # Initial soil moisture minus the residual moisture. \n", - "theta_res = 0.10 # m3/m3 \n", - "model = lambda t,tau: A * np.exp(-t/tau) + theta_res;\n", - "xrange = np.arange(30)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create figure with example drydowns\n", - "plt.figure(figsize=(5,4))\n", - "\n", - "# Rapid decay. Typical of summer, coarse soils, and actively growing vegetation\n", - "plt.plot(xrange, model(xrange,5), color='green') \n", - "\n", - "# Drydowns during moderate atmospheric demand (spring and fall)\n", - "plt.plot(xrange, model(xrange,20), color='tomato')\n", - "\n", - "# Drydown during low atmospheric demand (winter)\n", - "plt.plot(xrange, model(xrange,100), color='navy')\n", - "\n", - "plt.xlabel('Days since last rainfall')\n", - "plt.ylabel('Volumetric Water Content $m^3/m^3$')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datetimepressuretmintmaxtavgrminrmaxprcpsradwspdwdirvpdvwc_5cmvwc_20cmvwc_40cmsoiltemp_5cmsoiltemp_20cmsoiltemp_40cmbattvdischarge
02022-01-0196.838-14.8-4.4-9.6078.47598.0120.252.0985.4830.9690.0280.2570.3070.3592.9965.3927.4258714.8330.0
12022-01-0297.995-20.4-7.2-13.8050.54384.9360.259.7562.2162.0230.0720.2560.3070.3582.5624.2506.6928890.0420.0
22022-01-0397.844-9.48.8-0.3040.62282.6620.509.6812.7495.6670.2620.2550.3070.3582.4543.9176.2088924.8330.0
32022-01-0496.4190.18.64.3548.32669.4020.258.3795.8062.6270.3630.2890.3190.3572.4963.7545.8428838.2920.0
42022-01-0597.462-11.1-2.2-6.6550.34176.8280.005.7174.2071.2510.1260.3130.3370.3571.6883.4295.5678848.0830.0
\n", - "
" - ], - "text/plain": [ - " datetime pressure tmin tmax tavg rmin rmax prcp srad wspd \\\n", - "0 2022-01-01 96.838 -14.8 -4.4 -9.60 78.475 98.012 0.25 2.098 5.483 \n", - "1 2022-01-02 97.995 -20.4 -7.2 -13.80 50.543 84.936 0.25 9.756 2.216 \n", - "2 2022-01-03 97.844 -9.4 8.8 -0.30 40.622 82.662 0.50 9.681 2.749 \n", - "3 2022-01-04 96.419 0.1 8.6 4.35 48.326 69.402 0.25 8.379 5.806 \n", - "4 2022-01-05 97.462 -11.1 -2.2 -6.65 50.341 76.828 0.00 5.717 4.207 \n", - "\n", - " wdir vpd vwc_5cm vwc_20cm vwc_40cm soiltemp_5cm soiltemp_20cm \\\n", - "0 0.969 0.028 0.257 0.307 0.359 2.996 5.392 \n", - "1 2.023 0.072 0.256 0.307 0.358 2.562 4.250 \n", - "2 5.667 0.262 0.255 0.307 0.358 2.454 3.917 \n", - "3 2.627 0.363 0.289 0.319 0.357 2.496 3.754 \n", - "4 1.251 0.126 0.313 0.337 0.357 1.688 3.429 \n", - "\n", - " soiltemp_40cm battv discharge \n", - "0 7.425 8714.833 0.0 \n", - "1 6.692 8890.042 0.0 \n", - "2 6.208 8924.833 0.0 \n", - "3 5.842 8838.292 0.0 \n", - "4 5.567 8848.083 0.0 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Load data\n", - "df = pd.read_csv('../datasets/kings_creek_2022_2023_daily.csv',parse_dates=['datetime'])\n", - "df.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Convert date strings into pandas datetie format\n", - "df.insert(1, 'doy', df['datetime'].dt.dayofyear)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot timeseries of soil moisture and EDDI\n", - "plt.figure(figsize=(8,3))\n", - "plt.plot(df['datetime'], df['vwc_5cm'], color='k', linewidth=0.5)\n", - "plt.ylabel('Volumetric Water Content $m^3/m^3$')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Find residual volumetric water content\n", - "# We can also approximate this value by taking the first or fifth percentiles for example\n", - "theta_res = df['v'].min()\n", - "print(theta_res)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Iterate over soil moisture timeseries to retrieve drydowns\n", - "drydown_counter = 0\n", - "day_counter = 0\n", - "\n", - "# Initialize drydowns\n", - "drydowns = [{'date':[],'VWC':[],'doy':[],'days':[],'length':[]}]\n", - "\n", - "# We start the loop on the second day\n", - "for i in range(1,len(df)):\n", - " delta = df[\"VWC5CM\"][i] - data[\"VWC5CM\"][i-1]\n", - " \n", - " if delta < 0:\n", - " drydowns[drydown_counter]['date'].append(df['TIMESTAMP'][i])\n", - " drydowns[drydown_counter]['VWC'].append(df['VWC5CM'][i])\n", - " drydowns[drydown_counter]['doy'].append(df['DOY'][i])\n", - " drydowns[drydown_counter]['days'].append(day_counter)\n", - " drydowns[drydown_counter]['length'] = day_counter+1\n", - " day_counter += 1\n", - " \n", - " else:\n", - " drydown_counter += 1\n", - " day_counter = 0\n", - " drydowns.append({'date':[],'VWC':[],'doy':[],'days':[],'length':[]})\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "drydowns_clean = []\n", - "for i in range(len(drydowns)):\n", - " if (drydowns[i]['length'] != [] and drydowns[i]['length'] > 5):\n", - " drydowns_clean.append(drydowns[i])\n", - " \n", - "print('There are a total of',len(drydowns_clean),'drydowns') \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Print dictionary with all the data for the first drydown period.\n", - "# The pretty print module just makes the dictionary easy to read. Keys are sorted alphabetically\n", - "pprint(drydowns_clean[0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Overlay soil moisture timeseries and extracted drydowns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = figure(width=500, height=300, x_axis_type='datetime')\n", - "f.line(df['TIMESTAMP'], df['VWC5CM'])\n", - "\n", - "for i in range(len(drydowns_clean)):\n", - " f.line(drydowns_clean[i]['date'],drydowns_clean[i]['VWC'], line_color='red', line_width=2)\n", - " \n", - "f.yaxis.axis_label = 'Volumetric Water Content m³/m³'\n", - "show(f)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Overlay soil moisture timeseries, extracted drydowns, and fitted model\n", - "\n", - "It's important to highlight that:\n", - "\n", - "- the \"x\" variable, in this case $t$ needs to be defined first in the lambda function\n", - "\n", - "- the lambda function needs to be defined in each iteration to ensure that $A$ is updated with the initial soil moisture of the current drydown period in the iteration process.\n", - "\n", - "- It is possible to also fit $A$, but since we do know the value of the parameter from the soil moisture signal it is better to force the model thourhg this value and only optimize tau.\n", - "\n", - "- The $\\theta_{res} is considered constant. In other words, for any day of the year it assumed that the soil moisture tends towards this point.\n", - "\n", - "- Values of $\\tau$ are inversely related to the drydown rate" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(len(drydowns_clean)):\n", - " xdata = drydowns_clean[i]['days']\n", - " ydata = drydowns_clean[i]['VWC']\n", - " A = drydowns_clean[i]['VWC'][0] - theta_res # Initial soil moisture minus theta_res\n", - " model = lambda t,tau: A * np.exp(-t/tau) + theta_res; # Define lambda function in each iteration\n", - " par_opt, par_cov = curve_fit(model, xdata, ydata)\n", - " drydowns_clean[i]['tau'] = par_opt[0]\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = figure(width=700,height=300, x_axis_type='datetime')\n", - "f.line(df['TIMESTAMP'], df['VWC5CM'])\n", - "\n", - "for i in range(len(drydowns_clean)):\n", - " #f.line(drydowns_clean[i]['date'],drydowns_clean[i]['VWC'], line_color='gray',line_width=4)\n", - " A = drydowns_clean[i]['VWC'][0] - theta_res\n", - " model = lambda t,tau: A * np.exp(-t/tau) + theta_res;\n", - " f.line(drydowns_clean[i]['date'],model(np.array(drydowns_clean[i]['days']), drydowns_clean[i]['tau']),\n", - " line_color='red',\n", - " line_width=2)\n", - " \n", - "show(f)\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/exercises/game_of_life.ipynb b/exercises/game_of_life.ipynb deleted file mode 100644 index 2b2fe03..0000000 --- a/exercises/game_of_life.ipynb +++ /dev/null @@ -1,344 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Conway's Game of Life\n", - "\n", - "A [cellular automaton created by John Conway in 1970](https://www.wikiwand.com/en/Conway%27s_Game_of_Life). In each iteration, the game evolves according to a set of rules that determine whether grid cells are live or dead. The game requires the set up of the initial conditions by the player, and the different patterns in initial conditions trigger a myriad of possible scenarios.\n", - "\n", - "## Rules\n", - "\n", - "- Any live cell with fewer than two live neighbours dies, as if by underpopulation.\n", - "- Any live cell with two or three live neighbours lives on to the next generation.\n", - "- Any live cell with more than three live neighbours dies, as if by overpopulation.\n", - "- Any dead cell with exactly three live neighbours becomes a live cell, as if by reproduction." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import clear_output\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generate the two-dimensional grid\n", - "\n", - "The grid is the universe of the game." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "grid_rows = 100\n", - "grid_cols = 100\n", - "grid = np.zeros([grid_rows,grid_cols])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generate initial conditions\n", - "\n", - "This is one of the most important steps in the game of life. The evolution of the game in each iteration stems from the initial condition. As a player, you can change the initial conditions to explore different scenarios and patterns. For simplicity we will generate random live cells, but you can create any pattern you want." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# Set random seed for reproducibility\n", - "np.random.seed(3)\n", - "\n", - "# Number of live cells\n", - "N_seeds = 3000\n", - "\n", - "# Randomly select rows and columns for the random seeds\n", - "row_seeds = np.random.randint(0, grid.shape[0], N_seeds)\n", - "col_seeds = np.random.randint(0, grid.shape[1], N_seeds)\n", - "\n", - "# Convert randomly selected cells from 0 to 1 (bring them to life)\n", - "grid[row_seeds,col_seeds] = 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Display initial conditions\n", - "\n", - "Before we keep going we should check our work." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.pcolormesh(grid)\n", - "plt.axis('off')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Iterations and offsets\n", - "\n", - "Set row and column combinations for each neighboring cell, excluding the center cell in a 8-connected neighbor array. The original Game of Life was developed using a 4-connected neighbor array. In the cell below I provide both alternatives, just mute/unmute the neighbor array that you want to use.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# 8-connected neighboring cells\n", - "offset_rows = np.array([-1, -1, -1, 0, 0, 1, 1, 1])\n", - "offset_cols = np.array([-1, 0, 1, -1, 1, -1, 0, 1])\n", - "\n", - "# 4-connected neighboring cells\n", - "# offset_rows = np.array([-1, 0, 0, 1])\n", - "# offset_cols = np.array([0, -1, 1, 0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Iterate over each cell and apply rules\n", - "\n", - "In this step will iterate over each cell, compute the number of neighbors (without include the center cell), and then we will apply the rules to determine whether the cell will be live or dead in the next generation. As you can imagine, when visitng cells in the top-most row, bottom-most row, left-most column, or right-most column we will be missing some of the neighboring cells. So at this point, the goal is to make the game work ignoring the boundaries to simplify the problem. We will take care of the boundaries in following steps." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "N = 100 # days\n", - "\n", - "# Time loop\n", - "for i in range(N):\n", - " clear_output(wait=True)\n", - " plt.pcolormesh(grid, cmap='gray')\n", - " plt.show()\n", - "\n", - " # Create new empty grid to store results for next generation\n", - " new_grid = np.zeros([grid_rows,grid_cols])\n", - " \n", - " # Grid scanning loops\n", - " for row in range(1, grid.shape[0]-1):\n", - " for col in range(1, grid.shape[1]-1):\n", - " \n", - " # Compute sum of neighbors\n", - " cell_sum = grid[row + offset_rows, col + offset_cols].sum()\n", - " \n", - " # Decide whether current cell grid will live or die\n", - " if grid[row,col] == 1:\n", - " \n", - " # Cell with fewer than two live neighbours dies (underpopulation)\n", - " if cell_sum < 2:\n", - " new_grid[row,col] = 0\n", - "\n", - " # Cell with two or three live neighbours lives on to the next generation\n", - " elif cell_sum == 2 or cell_sum == 3:\n", - " new_grid[row,col] = 1\n", - "\n", - " # Cell with more than three live neighbours dies (overpopulation)\n", - " elif cell_sum > 3:\n", - " new_grid[row,col] = 0\n", - " else:\n", - " \n", - " # Cell with exactly three live neighbours becomes a live cell (reproduction)\n", - " if cell_sum == 3:\n", - " new_grid[row,col] = 1\n", - " \n", - " # Replace current generation with next generation\n", - " grid = new_grid" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Full code with torus boundaries\n", - "\n", - "We will handle the boundaries using a [torus](https://www.wikiwand.com/en/Torus) approach. A torus simply means that if rows or columns have values that beyond the dimensions of the grid, then we will set the boundary on the opposite side of the grid as the continuation, so that we have 8 neighboring cells for each cell on the grid.\n", - "\n", - "\n", - "\n", - "Below is a full example including the computation of the torus and the real-time visualization of the total number of live cells. Will the population perish or will it reach equilibrium and perpetuate indefinitely?" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Final version with Torus and subplots\n", - "grid_rows = 100\n", - "grid_cols = 100\n", - "grid = np.zeros([grid_rows,grid_cols])\n", - "\n", - "np.random.seed(2) # 2\n", - "N_seeds = 1000\n", - "row_seeds = np.random.randint(0, grid.shape[0], N_seeds)\n", - "col_seeds = np.random.randint(0, grid.shape[1], N_seeds)\n", - "\n", - "\n", - "grid[row_seeds,col_seeds] = 1\n", - "\n", - "N = 100\n", - "offset_rows = np.array([-1, -1, -1, 0, 0, 1, 1, 1])\n", - "offset_cols = np.array([-1, 0, 1, -1, 1, -1, 0, 1])\n", - "\n", - "total_live = np.array([grid.sum()])\n", - "\n", - "for i in range(N):\n", - " clear_output(wait=True)\n", - " \n", - " fig = plt.figure(figsize=(12,4))\n", - " fig.tight_layout()\n", - "\n", - " left_img = fig.add_subplot(1, 2, 1)\n", - " left_img.axis('off')\n", - " plt.pcolormesh(grid, cmap='gray')\n", - "\n", - " right_img = fig.add_subplot(1, 2, 2)\n", - " right_img.set_ylabel('Live count')\n", - " right_img.set_xlabel('Generations')\n", - " right_img.set_xlim([0, N])\n", - " right_img.set_ylim([0, total_live.max()])\n", - " plt.plot(np.arange(i+1),total_live) # Re-plot the entire line\n", - "\n", - " plt.show()\n", - " \n", - " # Create new empty grid to store results for next generation\n", - " new_grid = np.zeros([grid_rows,grid_cols])\n", - " \n", - " for row in range(0, grid.shape[0]):\n", - " for col in range(0, grid.shape[1]):\n", - " \n", - " # Torus for rows\n", - " rows = row + offset_rows\n", - " rows[rows >= grid_rows] = 0 # if higher than last row, then use first row\n", - " rows[rows < 0] = grid_rows -1 # if lower than first row, then use last row\n", - " \n", - " # Torus for columns\n", - " cols = col + offset_cols\n", - " cols[cols >= grid_cols] = 0 # if higher than last column, then use first column\n", - " cols[cols < 0] = grid_cols - 1 # if lower than first column, then use last column\n", - " \n", - " # Compute sum of neighbors\n", - " cell_sum = grid[rows, cols].sum()\n", - " \n", - " # Decide whether current cell grid will live or die\n", - " if grid[row,col] == 1:\n", - " \n", - " # Cell with fewer than two live neighbours dies (underpopulation)\n", - " if cell_sum < 2:\n", - " new_grid[row,col] = 0\n", - "\n", - " # Cell with two or three live neighbours lives on to the next generation\n", - " elif cell_sum == 2 or cell_sum == 3:\n", - " new_grid[row,col] = 1\n", - "\n", - " # Cell with more than three live neighbours dies (overpopulation)\n", - " elif cell_sum > 3:\n", - " new_grid[row,col] = 0\n", - " else:\n", - " \n", - " # Cell with exactly three live neighbours becomes a live cell (reproduction)\n", - " if cell_sum == 3:\n", - " new_grid[row,col] = 1\n", - " \n", - " # Replace current generation with next generation\n", - " grid = new_grid\n", - " \n", - " # Count and append number of live cells\n", - " total_live = np.append(total_live, grid.sum())\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/exercises/segmented_lake.ipynb b/exercises/segmented_lake.ipynb new file mode 100644 index 0000000..2235c61 --- /dev/null +++ b/exercises/segmented_lake.ipynb @@ -0,0 +1,488 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Patch analysis\n", + "\n", + "An aerial image of the Marion County Lake and Park (Lat: 38.320885, Lon: -96.983912) near Marion, KS was labeled into its major landscape components using a labeling tool. The labeling basically consisted of painting by hand using a brush or flooding tool different features of the landscape such as the lake itself, impervious road delimiting the boundary of the park, pervious roads within the park area, fishing docks, and buildings (mobile homes, shelters).\n", + "\n", + "Marion County Lake and Park is primarily used for recreational activitis such as fishing, boating, jogging, and even bird watching. There is a residential area right outside the edge of the park that was not included in this analysis since we are only concerned with the land ara of the park. \n", + "\n", + "The goal is to quantify the size and shape properties of the different land patches within the land area of the park that are isolated due to roads. Hopefully you can see from the aerial image that within the park there multiple road loops covered with gravel. While these internal roads were developed to facilitate access to fishing docks and picnic areas, there seems to be substantial fragmentation of the land area.\n", + "\n", + "We will use some image analysis tools to quantify the total lake and park area, the lake area, the land area, the surface covered by roads, the number of fishing docks, and the classification, numer, and size of patches.\n", + "\n", + "\n", + "Each label is repreented in the image with a specific number assigned during the labelling process:\n", + "\n", + "## Labels\n", + "\n", + "`0` = background\n", + "\n", + "`1` = pervious roads\n", + "\n", + "`2` = impervious roads\n", + "\n", + "`3` = water body (lake area)\n", + "\n", + "`4` = fishing and boating docks\n", + "\n", + "`5` = Buildings and houses\n", + "\n", + "\n", + "## Image source and resolution\n", + "\n", + "The aerial image was exported from Google Earth Pro. The image is not georeferenced, but the size of an individual pixel is approximately 0.75 squared meters" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import modules\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from skimage import io\n", + "from scipy import ndimage\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'gee'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgee\u001b[39;00m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'gee'" + ] + } + ], + "source": [ + "import ee" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step before we do any data analysisis is to import the aerial and labeled images. The rea re multiple alternatives to do this. We can use methods within the scikit-image library, methods within the `matplotlib` library or we can even consider installing other modules such as `OpenCV`.\n", + "\n", + "We will use the imread method available in scikit-image for consistency with the rest of the operations along the exercise." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Read aerial image\n", + "image_aerial = io.imread(\"../datasets/marion_park/marion_county_lake_park_aerial.jpg\")\n", + "\n", + "# Read labeled image\n", + "image_labels = io.imread(\"../datasets/marion_park/marion_county_lake_park_labels.png\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most images have two dimensions (grayscale) or three dimension (red, green, and blue). It is always good to quickly check the dimensions of the image." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2886, 4800)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print image shape\n", + "image_labels.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "plt.imshow(image_labels)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Extract features in separate variables\n", + "background = image_labels == 0\n", + "pervious_roads = image_labels == 1\n", + "impervious_roads = image_labels == 2\n", + "lake = image_labels == 3\n", + "docks = image_labels == 4\n", + "buildings = image_labels == 5\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "all_roads = pervious_roads | impervious_roads\n", + "plt.imshow(all_roads, cmap=cm.binary)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compute park\n", + "lake_and_park = ndimage.binary_fill_holes(all_roads)\n", + "plt.imshow(lake_and_park, cmap=cm.binary)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compute land\n", + "park = lake_and_park & ~lake\n", + "plt.imshow(park, cmap=cm.binary)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ncODbMqgc+pLOAr4EvC8ifjxu0YKyGFN+ckHEvogYRMRgy5YtVTev95o6CbusY+rrqjJRXfb1ZR1+ajZSKfQlncYw8D8XEV9OxS+kbhvS/bFUvgFsz7x9G3BkTLk1pGrrfNxsl30KtTrfZvIHgJG+1JktvyqjdwR8BjgcER/PvLQfGI3A2Q3cmym/Po3iuQx4MXX/PABcKWlzOoF7ZSqzORsFeX7mS1jtrpz8aKWykUyzrL9PB0lbDVXG6V8OvBt4QtJjqewDwEeBeyTdCHwPeGd67X7gWmAd+AlwA0BEnJD0EeBgWu7DEXGikb3oubKunaIZL5dxHpw6iva9imnqx2Fvy0hd/sMdDAaxtrbW9mZ0VhNhnr+KdlWupi2b/K2srMpr+eXMukrSoYgYFL3mK3J7btUu2MqHfdE+zbqfDnxbZp5wbUXMejFRfv6cZZTtY59UH03MKGq2jBz6K6RuIK3CMM1s91SVA+C4bqxpy82WiUN/hdTpj1+F0Sd1T9pm6ys/mqloKKvZKnDor5hpryBdhX58KB4zP80BLV8PZeFvtuwc+iugzhTAy9yHn58mYXSf/6WrfHAXHRhW5aBnVpVH76yoSa34ZRyamT/3UGWkTna5SWVmfeDQX1HjQm3Zwh7KTzbPq4tqGevIrAqH/goruzBpWRRdfFbU9960Zaojs2m5T79HlinM8rNaFoX7PPZnmerIrA639FfAKvVPV5laos5J2HlesGW2TNzSX3LL/gMfVefAyY42msfMoF2tH7OmuaW/xPJBmH+tS1fa5kcLjZvzp2h/slfcTqsL+2/WFQ79FZQfj96V8K86oqisS2eW1v24bxRmfeLQX0H5kG8z2KbtR59H4Ff9bLM+cOiviLI+8DZNal1PMzla07pQP2ZtcOivkC5MLTDuuoBZ+uWb5MC3PnPor6C2fgGrynQHbQR+174BmbXJQzZXVJst6rJzCbMEbhNh7cA3c+ivtEUGf5UTtm126zjwzYYc+itukWFb9iPrDnyz7nDo90AboVs0v30bHPhmJ3Po98Qign+e89b7SlyzZjj0e2ReIZgfHdP059RZnwPfrJhDv6eabPXnx+I3ve5p1+fANyvn0O+ptrp75s2BbzbexNCXtF3SQ5IOS3pK0ntT+YckfV/SY+l2beY9t0hal/S0pKsy5VensnVJe+ezS1ZV08FfFLjZHyWf9tbE55vZyapckfsy8P6I+LqkVwGHJB1Ir30iIv4uu7Cki4BdwBuBXwf+XdJvppc/CbwN2AAOStofEd9qYkesnqau3s3P5jl6vOjhomY23sTQj4ijwNH0+CVJh4GtY96yE7g7In4KfFfSOnBpem09Ip4FkHR3Wtah37KmArNsSudZVJmvx4FvVt1UffqSLgDeBDySim6W9LikOyRtTmVbgeczb9tIZWXl+c/YI2lN0trx48en2TxrQNPdPfmumrKArhvcDnyz6VQOfUlnAV8C3hcRPwZuB14HXMzwm8DHRosWvD3GlJ9cELEvIgYRMdiyZUvVzbOGzHPu+uycPEX992X9+f4BFLPmVJplU9JpDAP/cxHxZYCIeCHz+qeB+9LTDWB75u3bgCPpcVm5dUhbs3SO08XfCzBbRlVG7wj4DHA4Ij6eKT8/s9jbgSfT4/3ALklnSLoQ2AE8ChwEdki6UNLpDE/27m9mN6xpbU7WVnZlbxd+Ccxs2VVp6V8OvBt4QtJjqewDwLskXcywi+Y54D0AEfGUpHsYnqB9GbgpIn4OIOlm4AFgE3BHRDzV4L5Yw4p+X7eotV33W0HR/DyT1uPAN5uNuvxPNBgMYm1tre3N6L2ioZhVwjof6kV99UXfKMrKzKwaSYciYlD0mn85yyYqauVnp03Ov1b0E4n5svxyZrYYnobBKpsmpIuCve5PJ/rgYNYch75NZdJPIea7ZvJX5hYF/7hQd+CbNcuhb1MbF8STRt5Ufc+kzzGzehz6thBVfkM3u6wD32w+HPrWiFnnxvE4fLPFcOhbI2adU8eBb7YYHrJpjfEJWbPuc0vfzKxHHPpmZj3i0Dcz6xGHvplZjzj0zcx6xKFvZtYjDn0zsx5x6JuZ9YhD38ysRxz6ZmY94tA3M+sRh76ZWY849M3MekRdnv1Q0kvA021vRwe9BvhB2xvRQa6XYq6XU616nfxGRGwpeqHrUys/HRGDtjeiayStuV5O5Xop5no5VZ/rxN07ZmY94tA3M+uRrof+vrY3oKNcL8VcL8VcL6fqbZ10+kSumZk1q+stfTMza1BnQ1/S1ZKelrQuaW/b2zNvku6QdEzSk5mycyQdkPRMut+cyiXptlQ3j0u6JPOe3Wn5ZyTtbmNfmiJpu6SHJB2W9JSk96byvtfLKyU9KumbqV7+OpVfKOmRtI//JOn0VH5Ger6eXr8gs65bUvnTkq5qZ4+aI2mTpG9Iui89732dnCIiOncDNgHfAV4LnA58E7io7e2a8z7/HnAJ8GSm7G+BvenxXuBv0uNrgX8BBFwGPJLKzwGeTfeb0+PNbe/bDHVyPnBJevwq4NvARa4XBJyVHp8GPJL29x5gVyr/FPBn6fGfA59Kj3cB/5QeX5T+t84ALkz/c5va3r8Z6+YvgM8D96Xnva+T/K2rLf1LgfWIeDYifgbcDexseZvmKiK+BpzIFe8E7kyP7wSuy5TfFUMPA2dLOh+4CjgQESci4ofAAeDq+W/9fETE0Yj4enr8EnAY2IrrJSLif9LT09ItgLcAX0zl+XoZ1dcXgbdKUiq/OyJ+GhHfBdYZ/u8tJUnbgD8E/jE9Fz2vkyJdDf2twPOZ5xuprG/Oi4ijMAxA4NxUXlY/K1tv6ev3mxi2antfL6kb4zHgGMOD2HeAH0XEy2mR7D7+Yv/T6y8Cr2b16uXvgb8E/i89fzWuk1N0NfRVUOZhRr9UVj8rWW+SzgK+BLwvIn48btGCspWsl4j4eURcDGxj2BJ9Q9Fi6X7l60XSHwHHIuJQtrhg0d7USZmuhv4GsD3zfBtwpKVtadMLqXuCdH8slZfVz8rVm6TTGAb+5yLiy6m49/UyEhE/Av6DYZ/+2ZJGU6tk9/EX+59e/zWGXYmrVC+XA38s6TmG3cFvYdjy73OdFOpq6B8EdqQz76czPNGyv+VtasN+YDTSZDdwb6b8+jRa5TLgxdTN8QBwpaTNaUTLlalsKaU+1s8AhyPi45mX+l4vWySdnR7/KvAHDM93PAS8Iy2Wr5dRfb0D+GoMz1ruB3alkSwXAjuARxezF82KiFsiYltEXMAwL74aEX9Cj+ukVNtnkstuDEdifJthX+UH296eBezvF4CjwP8ybG3cyLCP8UHgmXR/TlpWwCdT3TwBDDLr+VOGJ5/WgRva3q8Z6+R3GX61fhx4LN2udb3wW8A3Ur08CfxVKn8tw4BaB/4ZOCOVvzI9X0+vvzazrg+m+noauKbtfWuofq7gl6N3XCe5m6/INTPrka5275iZ2Rw49M3MesShb2bWIw59M7MeceibmfWIQ9/MrEcc+mZmPeLQNzPrkf8H0u/ZYj/ksL4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "park_patches = park & ~all_roads\n", + "plt.imshow(park_patches, cmap=cm.binary)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from skimage.color import label2rgb\n", + "labeled_patches,_ = ndimage.label(park_patches)\n", + "\n", + "\n", + "# Custom colormap\n", + "from matplotlib.colors import LinearSegmentedColormap\n", + "colors = [(1, 1, 1), (1, 0.5, 0.4), (1, 0.3, 1), (1, 0, 1), (0.4,1,0.8), (0.3,0.7,0.7)] \n", + "cm = LinearSegmentedColormap.from_list('lake_patches', colors)\n", + "\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.imshow(labeled_patches, cmap=cm)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ], + "text/plain": [ + " centroid-0 centroid-1 area major_axis_length minor_axis_length\n", + "0 1189 2217 118295 2314.431978 295.586768\n", + "1 322 2926 1 0.000000 0.000000\n", + "2 353 2959 287 80.236387 7.807229\n", + "3 405 2754 2992 77.429743 52.171199\n", + "4 390 2982 1 0.000000 0.000000" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "props = pd.DataFrame(props)\n", + "props.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert area from number of pixels to m^2\n", + "props[\"area\"] = props[\"area\"] * 0.75 # 1 pixels is about 0.75 m^2" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(props.area, bins=15)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/index.qmd b/index.qmd index 94f668b..51d3445 100644 --- a/index.qmd +++ b/index.qmd @@ -2,7 +2,7 @@ Welcome to a journey at the intersection of programming, data science, and agronomy. This book presents hands-on coding exercises designed to address common tasks in crop and soil sciences. -Coding is an essential component of modern scientific research that enables more creative solutions, in-depth analyses, and ensures reproducibility of findings. This material is part of an introductory graduate level course offered to students in plant and soil sciences with little or no coding experience. Anyone with sufficient motivation, discipline, and interest in learning how to code and adopt reproducible research practices should (hopefully) find the content of this notes useful. The material is aimed at students that are transitioning from spreadsheets analysis to a programming environemnt and that first need to learn basic building blocks before tackling more complicated challenges. With most datasets in a tabular format, the material is easily accessible and inspectable using common spreadsheet software. +Coding is an essential component of modern scientific research that enables more creative solutions, in-depth analyses, and ensures reproducibility of findings. This material is part of an introductory graduate level course offered to students in plant and soil sciences with little or no coding experience. Anyone with sufficient motivation, discipline, and interest in learning how to code and adopt reproducible research practices should (hopefully) find this content useful. The material is aimed at students that are transitioning from spreadsheets analysis to a programming environemnt and that first need to learn basic building blocks before tackling more complicated challenges. With most datasets in a tabular format, the material is easily accessible and inspectable using common spreadsheet software. I selected Python because of its accessibility (it's free), straightforward syntax, multi-purpose applications (data analysis, desktop applications, websites, games), widespread adoption in the scientific community, and a rich ecosystem of tools for reproducible research that makes the transition into the coding world a lot easier to beginners. The code presented here is complemented by live coding lectures and might not always reflect the most efficient or 'pythonic' methods. The goal is to present clear and explicit code to gradually familiarize students with the Python syntax, documentation resources, and improve the process of breaking down problems into a sequence of smaller logical steps to ultimately reach more advanced and elegant coding. This book strives for a balanced approach, blending task complexity with a judicious use of libraries. While libraries enhance reproducibility and benefit from extensive testing of the community, an overreliance on them can hinder beginners from truly grasping the underlying concepts and logic of programming.