|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "id": "e243172d-a731-4f1a-ae97-7c7a1fd63757", |
| 6 | + "metadata": { |
| 7 | + "tags": [] |
| 8 | + }, |
| 9 | + "source": [ |
| 10 | + "# ATL06 Subsetting and On-Demand Product Generation" |
| 11 | + ] |
| 12 | + }, |
| 13 | + { |
| 14 | + "cell_type": "markdown", |
| 15 | + "id": "a824b4cc-e7a1-4d4e-be55-13f3a6c8e96e", |
| 16 | + "metadata": {}, |
| 17 | + "source": [ |
| 18 | + "### Purpose\n", |
| 19 | + "Subset ATL06 granule and compare against on-demand generated ATL06 elevations using SlideRule" |
| 20 | + ] |
| 21 | + }, |
| 22 | + { |
| 23 | + "cell_type": "markdown", |
| 24 | + "id": "e5e2efc2-078a-4e37-8083-75994ebf62e8", |
| 25 | + "metadata": { |
| 26 | + "tags": [] |
| 27 | + }, |
| 28 | + "source": [ |
| 29 | + "#### Import Packages" |
| 30 | + ] |
| 31 | + }, |
| 32 | + { |
| 33 | + "cell_type": "code", |
| 34 | + "execution_count": null, |
| 35 | + "id": "338d80d9-e8f7-40ec-a294-683562437f69", |
| 36 | + "metadata": { |
| 37 | + "tags": [] |
| 38 | + }, |
| 39 | + "outputs": [], |
| 40 | + "source": [ |
| 41 | + "from sliderule import sliderule, icesat2, earthdata" |
| 42 | + ] |
| 43 | + }, |
| 44 | + { |
| 45 | + "cell_type": "markdown", |
| 46 | + "id": "7dc950a2-4b0c-4c8f-b7cc-ea6092f8c96e", |
| 47 | + "metadata": { |
| 48 | + "tags": [] |
| 49 | + }, |
| 50 | + "source": [ |
| 51 | + "#### Configure Logging" |
| 52 | + ] |
| 53 | + }, |
| 54 | + { |
| 55 | + "cell_type": "code", |
| 56 | + "execution_count": null, |
| 57 | + "id": "73e23172-83d2-4bd7-a2e9-84b9ac296037", |
| 58 | + "metadata": { |
| 59 | + "tags": [] |
| 60 | + }, |
| 61 | + "outputs": [], |
| 62 | + "source": [ |
| 63 | + "import logging\n", |
| 64 | + "loglevel = logging.CRITICAL\n", |
| 65 | + "logging.basicConfig(level=loglevel)" |
| 66 | + ] |
| 67 | + }, |
| 68 | + { |
| 69 | + "cell_type": "markdown", |
| 70 | + "id": "613b066a-fbda-4583-a29c-dbe35c182252", |
| 71 | + "metadata": { |
| 72 | + "tags": [] |
| 73 | + }, |
| 74 | + "source": [ |
| 75 | + "#### Initialize SlideRule Python Client" |
| 76 | + ] |
| 77 | + }, |
| 78 | + { |
| 79 | + "cell_type": "code", |
| 80 | + "execution_count": null, |
| 81 | + "id": "0ca128df-4ff0-4b95-ae40-d0a040c9a9db", |
| 82 | + "metadata": { |
| 83 | + "tags": [] |
| 84 | + }, |
| 85 | + "outputs": [], |
| 86 | + "source": [ |
| 87 | + "domain = \"slideruleearth.io\"\n", |
| 88 | + "organization = \"uw\"\n", |
| 89 | + "sliderule.init(domain, organization=organization, verbose=True, loglevel=loglevel)" |
| 90 | + ] |
| 91 | + }, |
| 92 | + { |
| 93 | + "cell_type": "markdown", |
| 94 | + "id": "95e29e39-bef3-4312-8498-f037267da964", |
| 95 | + "metadata": { |
| 96 | + "tags": [] |
| 97 | + }, |
| 98 | + "source": [ |
| 99 | + "#### Build Request Parameters" |
| 100 | + ] |
| 101 | + }, |
| 102 | + { |
| 103 | + "cell_type": "code", |
| 104 | + "execution_count": null, |
| 105 | + "id": "3f58197d-5265-4c83-bc62-6049ace71538", |
| 106 | + "metadata": { |
| 107 | + "tags": [] |
| 108 | + }, |
| 109 | + "outputs": [], |
| 110 | + "source": [ |
| 111 | + "granule = '_20181016104402_02720106_006_02.h5'" |
| 112 | + ] |
| 113 | + }, |
| 114 | + { |
| 115 | + "cell_type": "code", |
| 116 | + "execution_count": null, |
| 117 | + "id": "07da0425-2ebf-41aa-b84d-8f27a508cdbe", |
| 118 | + "metadata": { |
| 119 | + "tags": [] |
| 120 | + }, |
| 121 | + "outputs": [], |
| 122 | + "source": [ |
| 123 | + "region = sliderule.toregion(\"tests/data/grandmesa.geojson\")" |
| 124 | + ] |
| 125 | + }, |
| 126 | + { |
| 127 | + "cell_type": "code", |
| 128 | + "execution_count": null, |
| 129 | + "id": "3f01b208-4665-47c0-90e3-95834cc61338", |
| 130 | + "metadata": { |
| 131 | + "tags": [] |
| 132 | + }, |
| 133 | + "outputs": [], |
| 134 | + "source": [ |
| 135 | + "parms = {\n", |
| 136 | + " \"poly\": region[\"poly\"],\n", |
| 137 | + " \"srt\": icesat2.SRT_LAND,\n", |
| 138 | + " \"cnf\": icesat2.CNF_SURFACE_HIGH,\n", |
| 139 | + " \"ats\": 10.0,\n", |
| 140 | + " \"cnt\": 10,\n", |
| 141 | + " \"len\": 40.0,\n", |
| 142 | + " \"res\": 20.0,\n", |
| 143 | + " \"maxi\": 1\n", |
| 144 | + "}" |
| 145 | + ] |
| 146 | + }, |
| 147 | + { |
| 148 | + "cell_type": "markdown", |
| 149 | + "id": "90bb8070-d857-424a-a100-d1ea32631e82", |
| 150 | + "metadata": { |
| 151 | + "tags": [] |
| 152 | + }, |
| 153 | + "source": [ |
| 154 | + "#### Make ATL06 Subsetting Request" |
| 155 | + ] |
| 156 | + }, |
| 157 | + { |
| 158 | + "cell_type": "code", |
| 159 | + "execution_count": null, |
| 160 | + "id": "ecc3f250-0785-4630-a261-13d12ab59819", |
| 161 | + "metadata": { |
| 162 | + "tags": [] |
| 163 | + }, |
| 164 | + "outputs": [], |
| 165 | + "source": [ |
| 166 | + "sdp = icesat2.atl06sp(parms, resources=['ATL06'+granule])\n", |
| 167 | + "sdp" |
| 168 | + ] |
| 169 | + }, |
| 170 | + { |
| 171 | + "cell_type": "markdown", |
| 172 | + "id": "a0f5c12e-c439-4549-ae7d-61af9954787b", |
| 173 | + "metadata": {}, |
| 174 | + "source": [ |
| 175 | + "#### Make ATL06 On-Demand Request" |
| 176 | + ] |
| 177 | + }, |
| 178 | + { |
| 179 | + "cell_type": "code", |
| 180 | + "execution_count": null, |
| 181 | + "id": "d5128cac-5df0-4102-91e5-bb65cce7e0f2", |
| 182 | + "metadata": {}, |
| 183 | + "outputs": [], |
| 184 | + "source": [ |
| 185 | + "sr = icesat2.atl06p(parms, resources=['ATL03_20181016104402_02720106_006_02.h5'])\n", |
| 186 | + "sr" |
| 187 | + ] |
| 188 | + }, |
| 189 | + { |
| 190 | + "cell_type": "markdown", |
| 191 | + "id": "0b5a2b18-f3fb-48bc-90d2-53350638d1dc", |
| 192 | + "metadata": { |
| 193 | + "tags": [] |
| 194 | + }, |
| 195 | + "source": [ |
| 196 | + "#### Plot Results" |
| 197 | + ] |
| 198 | + }, |
| 199 | + { |
| 200 | + "cell_type": "code", |
| 201 | + "execution_count": null, |
| 202 | + "id": "61c365cf-6bab-408c-8b2f-49a3d896692b", |
| 203 | + "metadata": { |
| 204 | + "tags": [] |
| 205 | + }, |
| 206 | + "outputs": [], |
| 207 | + "source": [ |
| 208 | + "# Import Plotting Library\n", |
| 209 | + "import matplotlib.pyplot as plt\n", |
| 210 | + "import matplotlib" |
| 211 | + ] |
| 212 | + }, |
| 213 | + { |
| 214 | + "cell_type": "code", |
| 215 | + "execution_count": null, |
| 216 | + "id": "64bc423d-2348-4217-804f-63119ff71d16", |
| 217 | + "metadata": { |
| 218 | + "tags": [] |
| 219 | + }, |
| 220 | + "outputs": [], |
| 221 | + "source": [ |
| 222 | + "# Setup Plot\n", |
| 223 | + "fig,ax = plt.subplots(num=None, figsize=(10, 8))\n", |
| 224 | + "fig.set_facecolor('white')\n", |
| 225 | + "fig.canvas.header_visible = False\n", |
| 226 | + "ax.set_title(\"SlideRule vs. Standard Data Product Elevations\")\n", |
| 227 | + "ax.set_xlabel('UTC')\n", |
| 228 | + "ax.set_ylabel('height (m)')\n", |
| 229 | + "legend_elements = []\n", |
| 230 | + "\n", |
| 231 | + "# Plot SlideRule ATL06 Elevations\n", |
| 232 | + "sc1 = ax.scatter(sr.index.values, sr[\"h_mean\"].values, c='red', s=2.5)\n", |
| 233 | + "legend_elements.append(matplotlib.lines.Line2D([0], [0], color='red', lw=6, label='SR'))\n", |
| 234 | + "\n", |
| 235 | + "# Plot SDP ATL06 Elevations\n", |
| 236 | + "sdp_filtered = sdp[sdp[\"h_li\"] < 10000]\n", |
| 237 | + "sc2 = ax.scatter(sdp_filtered.index.values, sdp_filtered[\"h_li\"].values, c='blue', s=2.5)\n", |
| 238 | + "legend_elements.append(matplotlib.lines.Line2D([0], [0], color='blue', lw=6, label='SDP'))\n", |
| 239 | + "\n", |
| 240 | + "# Display Legend\n", |
| 241 | + "lgd = ax.legend(handles=legend_elements, loc=3, frameon=True)\n", |
| 242 | + "lgd.get_frame().set_alpha(1.0)\n", |
| 243 | + "lgd.get_frame().set_edgecolor('white')\n", |
| 244 | + "\n", |
| 245 | + "# Show Plot\n", |
| 246 | + "plt.show()" |
| 247 | + ] |
| 248 | + }, |
| 249 | + { |
| 250 | + "cell_type": "code", |
| 251 | + "execution_count": null, |
| 252 | + "id": "04137254-5356-4f1d-9438-2126063f2258", |
| 253 | + "metadata": {}, |
| 254 | + "outputs": [], |
| 255 | + "source": [] |
| 256 | + } |
| 257 | + ], |
| 258 | + "metadata": { |
| 259 | + "kernelspec": { |
| 260 | + "display_name": "Python 3 (ipykernel)", |
| 261 | + "language": "python", |
| 262 | + "name": "python3" |
| 263 | + }, |
| 264 | + "language_info": { |
| 265 | + "codemirror_mode": { |
| 266 | + "name": "ipython", |
| 267 | + "version": 3 |
| 268 | + }, |
| 269 | + "file_extension": ".py", |
| 270 | + "mimetype": "text/x-python", |
| 271 | + "name": "python", |
| 272 | + "nbconvert_exporter": "python", |
| 273 | + "pygments_lexer": "ipython3", |
| 274 | + "version": "3.11.3" |
| 275 | + } |
| 276 | + }, |
| 277 | + "nbformat": 4, |
| 278 | + "nbformat_minor": 5 |
| 279 | +} |
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