├── 00_overview.ipynb ├── 01_hvplot.ipynb ├── 02_holoviews.ipynb ├── 03_geoviews.ipynb ├── 04_panel.ipynb ├── Appendix.ipynb ├── README.md ├── anaconda-project.yml ├── app.py ├── app_no_temp.py ├── assets ├── dashboard.png └── target_dashboard.jpg ├── catalog.yaml ├── data └── bird_migration │ ├── Acadian_Flycatcher.csv │ ├── Alder_Flycatcher.csv │ ├── American_Golden-Plover.csv │ ├── American_Redstart.csv │ ├── Baird_s_Sandpiper.csv │ ├── Baird_s_Sparrow.csv │ ├── Baltimore_Oriole.csv │ ├── Bay-breasted_Warbler.csv │ ├── Bicknell_s_Thrush.csv │ ├── Black-and-white_Warbler.csv │ ├── Black-billed_Cuckoo.csv │ ├── Black-headed_Grosbeak.csv │ ├── Black-throated_Blue_Warbler.csv │ ├── Black-throated_Green_Warbler.csv │ ├── Black_Turnstone.csv │ ├── Blackburnian_Warbler.csv │ ├── Blackpoll_Warbler.csv │ ├── Blue-headed_Vireo.csv │ ├── Blue-winged_Warbler.csv │ ├── Bobolink.csv │ ├── Brown-chested_Martin.csv │ ├── Brown-crested_Flycatcher.csv │ ├── Buff-breasted_Sandpiper.csv │ ├── Bullock_s_Oriole.csv │ ├── Calliope_Hummingbird.csv │ ├── Canada_Warbler.csv │ ├── Cape_May_Warbler.csv │ ├── Cassin_s_Vireo.csv │ ├── Cerulean_Warbler.csv │ ├── Chestnut-collared_Longspur.csv │ ├── Chestnut-sided_Warbler.csv │ ├── Chimney_Swift.csv │ ├── Cinnamon-bellied_Ground-Tyrant.csv │ ├── Clay-colored_Sparrow.csv │ ├── Common_Nighthawk.csv │ ├── Connecticut_Warbler.csv │ ├── Crowned_Slaty_Flycatcher.csv │ ├── Dark-faced_Ground-Tyrant.csv │ ├── Dusky_Flycatcher.csv │ ├── Eastern_Wood-Pewee.csv │ ├── Fork-tailed_Flycatcher.csv │ ├── Golden-crowned_Sparrow.csv │ ├── Golden-winged_Warbler.csv │ ├── Gray-cheeked_Thrush.csv │ ├── Gray-crowned_Rosy-Finch.csv │ ├── Great_Crested_Flycatcher.csv │ ├── Hammond_s_Flycatcher.csv │ ├── Harris_s_Sparrow.csv │ ├── Hermit_Thrush.csv │ ├── Hermit_Warbler.csv │ ├── Indigo_Bunting.csv │ ├── Kentucky_Warbler.csv │ ├── Lapland_Longspur.csv │ ├── Lazuli_Bunting.csv │ ├── Le_Conte_s_Sparrow.csv │ ├── Least_Flycatcher.csv │ ├── Least_Seedsnipe.csv │ ├── Louisiana_Waterthrush.csv │ ├── MacGillivray_s_Warbler.csv │ ├── Magnolia_Warbler.csv │ ├── Mourning_Warbler.csv │ ├── Nashville_Warbler.csv │ ├── Nelson_s_Sparrow.csv │ ├── Northern_Parula.csv │ ├── Northern_Waterthrush.csv │ ├── Ochre-naped_Ground-Tyrant.csv │ ├── Olive-sided_Flycatcher.csv │ ├── Orange-crowned_Warbler.csv │ ├── Orchard_Oriole.csv │ ├── Ovenbird.csv │ ├── Pacific-slope_Flycatcher.csv │ ├── Palm_Warbler.csv │ ├── Pectoral_Sandpiper.csv │ ├── Philadelphia_Vireo.csv │ ├── Prothonotary_Warbler.csv │ ├── Purple_Martin.csv │ ├── Purple_Sandpiper.csv │ ├── Red-eyed_Vireo.csv │ ├── Rose-breasted_Grosbeak.csv │ ├── Ruby-throated_Hummingbird.csv │ ├── Rufous_Hummingbird.csv │ ├── Rusty_Blackbird.csv │ ├── Scarlet_Tanager.csv │ ├── Scissor-tailed_Flycatcher.csv │ ├── Small-billed_Elaenia.csv │ ├── Smith_s_Longspur.csv │ ├── Solitary_Sandpiper.csv │ ├── Southern_Martin.csv │ ├── Spot-billed_Ground-Tyrant.csv │ ├── Sprague_s_Pipit.csv │ ├── Sulphur-bellied_Flycatcher.csv │ ├── Summer_Tanager.csv │ ├── Swainson_s_Thrush.csv │ ├── Tennessee_Warbler.csv │ ├── Townsend_s_Warbler.csv │ ├── Veery.csv │ ├── Violet-green_Swallow.csv │ ├── Virginia_s_Warbler.csv │ ├── Warbling_Vireo.csv │ ├── Western_Kingbird.csv │ ├── Western_Tanager.csv │ ├── Western_Wood-Pewee.csv │ ├── White-browed_Ground-Tyrant.csv │ ├── White-crested_Elaenia.csv │ ├── White-rumped_Sandpiper.csv │ ├── Willow_Flycatcher.csv │ ├── Wilson_s_Phalarope.csv │ ├── Wilson_s_Warbler.csv │ ├── Wood_Thrush.csv │ ├── Worm-eating_Warbler.csv │ ├── Yellow-bellied_Flycatcher.csv │ ├── Yellow-bellied_Sapsucker.csv │ ├── Yellow-billed_Cuckoo.csv │ ├── Yellow-green_Vireo.csv │ ├── Yellow-rumped_Siskin.csv │ ├── Yellow-throated_Vireo.csv │ └── Yellow_Warbler.csv └── environment.yml /00_overview.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "slideshow": { 7 | "slide_type": "slide" 8 | } 9 | }, 10 | "source": [ 11 | "### What we want out of visualizations:" 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": { 17 | "slideshow": { 18 | "slide_type": "subslide" 19 | } 20 | }, 21 | "source": [ 22 | "Explore:\n", 23 | " - see patterns in data\n", 24 | " - identify bad data\n", 25 | " - develop intuition" 26 | ] 27 | }, 28 | { 29 | "cell_type": "markdown", 30 | "metadata": { 31 | "slideshow": { 32 | "slide_type": "subslide" 33 | } 34 | }, 35 | "source": [ 36 | "Present:\n", 37 | " - show your data to other people\n", 38 | " - tell a story" 39 | ] 40 | }, 41 | { 42 | "cell_type": "markdown", 43 | "metadata": { 44 | "slideshow": { 45 | "slide_type": "slide" 46 | } 47 | }, 48 | "source": [ 49 | "### What we want out of visualization tools:" 50 | ] 51 | }, 52 | { 53 | "cell_type": "markdown", 54 | "metadata": { 55 | "slideshow": { 56 | "slide_type": "subslide" 57 | } 58 | }, 59 | "source": [ 60 | "Interactivity:\n", 61 | " - zoom in to areas of interest\n", 62 | " - re-render on user input\n", 63 | " - draw on plots" 64 | ] 65 | }, 66 | { 67 | "cell_type": "markdown", 68 | "metadata": { 69 | "slideshow": { 70 | "slide_type": "subslide" 71 | } 72 | }, 73 | "source": [ 74 | "Reproducibility:\n", 75 | " - look at the same data again in a year\n", 76 | " - look at a new/different data" 77 | ] 78 | }, 79 | { 80 | "cell_type": "markdown", 81 | "metadata": { 82 | "slideshow": { 83 | "slide_type": "subslide" 84 | } 85 | }, 86 | "source": [ 87 | "Sharability:\n", 88 | " - deploy a dashboard\n", 89 | " - share a notebook with environment specification" 90 | ] 91 | }, 92 | { 93 | "cell_type": "markdown", 94 | "metadata": { 95 | "slideshow": { 96 | "slide_type": "slide" 97 | } 98 | }, 99 | "source": [ 100 | "## Introduction to the dataset:\n", 101 | "\n", 102 | "In these notebooks we'll be looking at bird data that was collected by citizen scientists and cleaned and compiled by scientists. This data tracks the migratory patterns of various bird species over the course of a typical year. The data are coordinates of the centroid of different bird species with for each day of the year.\n", 103 | "\n", 104 | "\n", 105 | "### References\n", 106 | "---\n", 107 | "\n", 108 | "La Sorte FA, Fink D, Hochachka WM, Kelling S. 2016 \"Convergence of broad-scale migration strategies in terrestrial birds\". Proc. R. Soc. B 283: 20152588. http://dx.doi.org/10.1098/rspb.2015.2588\n", 109 | "\n", 110 | "La Sorte FA, and Fink D. 2017 “Projected changes in prevailing winds for transatlantic migratory birds under global warming”. Journal of American Ecology 2017.86: 273-284. doi: 10.1111/1365-2656.12624" 111 | ] 112 | }, 113 | { 114 | "cell_type": "markdown", 115 | "metadata": { 116 | "slideshow": { 117 | "slide_type": "slide" 118 | } 119 | }, 120 | "source": [ 121 | "## Import the data\n", 122 | "\n", 123 | "The data are organized in csv files where each file contains the data for one species and the file is named according to the species. \n", 124 | "\n", 125 | "```\n", 126 | "data\n", 127 | "└── bird_migration\n", 128 | " ├── Acadian_Flycatcher.csv\n", 129 | " ├── Alder_Flycatcher.csv\n", 130 | " ├── American_Golden-Plover.csv\n", 131 | " ├── American_Redstart.csv\n", 132 | " ├── Baird_s_Sandpiper.csv\n", 133 | " ├── Baird_s_Sparrow.csv\n", 134 | " ├── Baltimore_Oriole.csv\n", 135 | " ├── Bay-breasted_Warbler.csv\n", 136 | " ...\n", 137 | "```\n", 138 | "\n", 139 | "For this task we can use [Intake](https://intake.readthedocs.io/) to read in all the files, parse the species name and concatenate." 140 | ] 141 | }, 142 | { 143 | "cell_type": "code", 144 | "execution_count": 1, 145 | "metadata": { 146 | "slideshow": { 147 | "slide_type": "slide" 148 | } 149 | }, 150 | "outputs": [ 151 | { 152 | "name": "stderr", 153 | "output_type": "stream", 154 | "text": [ 155 | "/Users/jsignell/conda/envs/birds/lib/python3.7/site-packages/intake/utils.py:57: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", 156 | " return yaml.load(stream)\n" 157 | ] 158 | }, 159 | { 160 | "data": { 161 | "text/html": [ 162 | "
\n", 163 | "\n", 176 | "\n", 177 | " \n", 178 | " \n", 179 | " \n", 180 | " \n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | " \n", 217 | " \n", 218 | " \n", 219 | " \n", 220 | " \n", 221 | " \n", 222 | " \n", 223 | "
daylonlatspecies
01-77.1685745.363288Acadian_Flycatcher
12-77.1511235.381112Acadian_Flycatcher
23-77.1315665.398562Acadian_Flycatcher
34-77.1100385.415599Acadian_Flycatcher
45-77.0866745.432183Acadian_Flycatcher
\n", 224 | "
" 225 | ], 226 | "text/plain": [ 227 | " day lon lat species\n", 228 | "0 1 -77.168574 5.363288 Acadian_Flycatcher\n", 229 | "1 2 -77.151123 5.381112 Acadian_Flycatcher\n", 230 | "2 3 -77.131566 5.398562 Acadian_Flycatcher\n", 231 | "3 4 -77.110038 5.415599 Acadian_Flycatcher\n", 232 | "4 5 -77.086674 5.432183 Acadian_Flycatcher" 233 | ] 234 | }, 235 | "execution_count": 1, 236 | "metadata": {}, 237 | "output_type": "execute_result" 238 | } 239 | ], 240 | "source": [ 241 | "import intake\n", 242 | "\n", 243 | "birds = intake.open_csv('./data/bird_migration/{species}.csv')\n", 244 | "\n", 245 | "df = birds.read()\n", 246 | "df.head()" 247 | ] 248 | }, 249 | { 250 | "cell_type": "markdown", 251 | "metadata": { 252 | "slideshow": { 253 | "slide_type": "fragment" 254 | } 255 | }, 256 | "source": [ 257 | "We can take a closer look at the species column:" 258 | ] 259 | }, 260 | { 261 | "cell_type": "code", 262 | "execution_count": 2, 263 | "metadata": { 264 | "slideshow": { 265 | "slide_type": "fragment" 266 | } 267 | }, 268 | "outputs": [ 269 | { 270 | "data": { 271 | "text/plain": [ 272 | "count 42705\n", 273 | "unique 117\n", 274 | "top Rose-breasted_Grosbeak\n", 275 | "freq 365\n", 276 | "Name: species, dtype: object" 277 | ] 278 | }, 279 | "execution_count": 2, 280 | "metadata": {}, 281 | "output_type": "execute_result" 282 | } 283 | ], 284 | "source": [ 285 | "df.species.describe()" 286 | ] 287 | }, 288 | { 289 | "cell_type": "markdown", 290 | "metadata": { 291 | "slideshow": { 292 | "slide_type": "slide" 293 | } 294 | }, 295 | "source": [ 296 | "## Dashboard\n", 297 | "\n", 298 | "We are going to be working towards a dashboard that looks something like this:\n", 299 | "\n", 300 | "" 301 | ] 302 | }, 303 | { 304 | "cell_type": "markdown", 305 | "metadata": { 306 | "slideshow": { 307 | "slide_type": "fragment" 308 | } 309 | }, 310 | "source": [ 311 | "[Next section](./01_hvplot.ipynb)" 312 | ] 313 | } 314 | ], 315 | "metadata": { 316 | "kernelspec": { 317 | "display_name": "Python 3", 318 | "language": "python", 319 | "name": "python3" 320 | }, 321 | "language_info": { 322 | "codemirror_mode": { 323 | "name": "ipython", 324 | "version": 3 325 | }, 326 | "file_extension": ".py", 327 | "mimetype": "text/x-python", 328 | "name": "python", 329 | "nbconvert_exporter": "python", 330 | "pygments_lexer": "ipython3", 331 | "version": "3.7.3" 332 | } 333 | }, 334 | "nbformat": 4, 335 | "nbformat_minor": 2 336 | } 337 | -------------------------------------------------------------------------------- /Appendix.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "## Intake + HvPlot\n", 8 | "\n", 9 | "Intake provides a plotting API (using `hvplot`) that allows for specifying plots in the `catalog.yml`. The catalog looks like:\n", 10 | "\n", 11 | "```yaml\n", 12 | "sources:\n", 13 | " bird_migration:\n", 14 | " description: \"This dataset is a cleaned composite of citizen science bird observations as described by La Sorte and Fink (2017). The eBird Citizen Science Project is a real-time, on line checklist program launched in 2002 by the Cornell Lab of Ornithology and the National Audubon Society. The observations of each volunteer participant join those of others creating a database of international avian observation events. The dataset contains count data for bird species observed by novice and experienced bird observers alike. Aggregated observation data is available for non-commercial research purposes. eBird data can be used to document the presence or absence of avian species, as well as abundance and distribution at a variety of spatial and temporal scales. The dataset includes spatial, and temporal parameters describing the observation event. The data collection is static, updated annually. La Sorte FA, and Fink D. Projected changes in prevailing winds for transatlantic migratory birds under global warming. Journal of American Ecology 86 (2017): 273-284. La Sorte FA, Fink D, Hochachka WM, Kelling S. 2016 Convergence of broad-scale migration strategies in terrestrial birds. Proc. R. Soc. B 283: 20152588. http://dx.doi.org/10.1098/rspb.2015.2588\"\n", 15 | " driver: csv\n", 16 | " args:\n", 17 | " urlpath: '{{ CATALOG_DIR }}/data/bird_migration/*.csv'\n", 18 | " path_as_pattern: 'bird_migration/{species}.csv'\n", 19 | " metadata:\n", 20 | " plot:\n", 21 | " kind: points\n", 22 | " height: 500\n", 23 | " width: 400\n", 24 | " x: lon\n", 25 | " y: lat\n", 26 | " plots:\n", 27 | " one_bird_point:\n", 28 | " groupby:\n", 29 | " - species\n", 30 | " - day\n", 31 | " c: yellow\n", 32 | " geo: true\n", 33 | " day_colored_points:\n", 34 | " groupby: species\n", 35 | " c: day\n", 36 | " cmap: colorwheel\n", 37 | " geo: true\n", 38 | " bird_colored_points:\n", 39 | " groupby: day\n", 40 | " c: species\n", 41 | " cmap: 'YlOrRd'\n", 42 | " legend: False\n", 43 | " geo: true\n", 44 | "```" 45 | ] 46 | }, 47 | { 48 | "cell_type": "code", 49 | "execution_count": null, 50 | "metadata": {}, 51 | "outputs": [], 52 | "source": [ 53 | "import intake\n", 54 | "import geoviews.tile_sources as gts\n", 55 | "\n", 56 | "intake.output_notebook()" 57 | ] 58 | }, 59 | { 60 | "cell_type": "markdown", 61 | "metadata": {}, 62 | "source": [ 63 | "We'll open the catalog and read in the bird migration data source, then we can call the plots defined in the catalog:" 64 | ] 65 | }, 66 | { 67 | "cell_type": "code", 68 | "execution_count": null, 69 | "metadata": {}, 70 | "outputs": [], 71 | "source": [ 72 | "cat = intake.open_catalog('./catalog.yaml')\n", 73 | "birds = cat.bird_migration()" 74 | ] 75 | }, 76 | { 77 | "cell_type": "code", 78 | "execution_count": null, 79 | "metadata": { 80 | "scrolled": false 81 | }, 82 | "outputs": [], 83 | "source": [ 84 | "birds.plot.day_colored_points()" 85 | ] 86 | }, 87 | { 88 | "cell_type": "markdown", 89 | "metadata": {}, 90 | "source": [ 91 | "We can add tiles under the points just as we did in the other notebooks." 92 | ] 93 | }, 94 | { 95 | "cell_type": "code", 96 | "execution_count": null, 97 | "metadata": {}, 98 | "outputs": [], 99 | "source": [ 100 | "tiles = gts.EsriImagery()\n", 101 | "tiles.extents = -160, -60, -40, 80" 102 | ] 103 | }, 104 | { 105 | "cell_type": "code", 106 | "execution_count": null, 107 | "metadata": {}, 108 | "outputs": [], 109 | "source": [ 110 | "%%output holomap='scrubber' \n", 111 | "\n", 112 | "birds.plot.bird_colored_points() * tiles" 113 | ] 114 | }, 115 | { 116 | "cell_type": "code", 117 | "execution_count": null, 118 | "metadata": {}, 119 | "outputs": [], 120 | "source": [ 121 | "tiles * birds.plot.one_bird_point()" 122 | ] 123 | } 124 | ], 125 | "metadata": { 126 | "kernelspec": { 127 | "display_name": "Python 3", 128 | "language": "python", 129 | "name": "python3" 130 | }, 131 | "language_info": { 132 | "codemirror_mode": { 133 | "name": "ipython", 134 | "version": 3 135 | }, 136 | "file_extension": ".py", 137 | "mimetype": "text/x-python", 138 | "name": "python", 139 | "nbconvert_exporter": "python", 140 | "pygments_lexer": "ipython3", 141 | "version": "3.6.6" 142 | } 143 | }, 144 | "nbformat": 4, 145 | "nbformat_minor": 2 146 | } 147 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # PyData DC 2018 2 | 3 | 4 | 5 | Materials for PyViz talk at PyDataDC 2018 - building up to the creation of this dashboard: 6 | 7 | 8 | 9 | 10 | ## Recording 11 | 12 | A recording of this talk can be found here: https://youtu.be/X4sK0R7U218 13 | -------------------------------------------------------------------------------- /anaconda-project.yml: -------------------------------------------------------------------------------- 1 | name: Birds 2 | 3 | description: Explore bird migration paths 4 | 5 | platforms: 6 | - linux-64 7 | - osx-64 8 | - win-64 9 | 10 | env_specs: 11 | anaconda50_py36: 12 | channels: 13 | - https://conda.anaconda.org/pyviz 14 | - https://conda.anaconda.org/intake 15 | - https://conda.anaconda.org/anaconda 16 | - defaults 17 | packages: 18 | - notebook 19 | - jupyter 20 | - ipywidgets=7.4.2 21 | - bokeh=1.1.0rc1 22 | - python=3.6 23 | - pandas=0.23.4 24 | - param=1.9.0 25 | - panel=0.5.0 26 | - holoviews=1.12.0 27 | - geoviews=1.6.2 28 | - hvplot=0.4.0 29 | - xarray 30 | - intake 31 | commands: 32 | notebook_app: 33 | description: Bird Migration app 34 | env_spec: anaconda50_py36 35 | unix: panel serve 04_panel.ipynb 36 | supports_http_options: true 37 | app: 38 | description: Bird Migration app (via .py) 39 | env_spec: anaconda50_py36 40 | unix: panel serve app.py 41 | supports_http_options: true 42 | app_no_temp: 43 | description: Bird Migration app (via .py) 44 | env_spec: anaconda50_py36 45 | unix: panel serve app_no_temp.py 46 | supports_http_options: true 47 | variables: 48 | MPLBACKEND: Agg 49 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | import os 2 | import intake 3 | import numpy as np 4 | import pandas as pd 5 | import xarray as xr 6 | 7 | import hvplot.pandas 8 | import hvplot.xarray 9 | 10 | import holoviews as hv 11 | from holoviews.streams import Selection1D, Params 12 | import panel as pn 13 | import colorcet as cc 14 | 15 | import geoviews as gv 16 | import geoviews.tile_sources as gts 17 | import cartopy.crs as ccrs 18 | import pyproj 19 | 20 | hv.extension('bokeh') 21 | 22 | 23 | df = intake.open_csv('./data/bird_migration/{species}.csv').read() 24 | 25 | def fill_day(v): 26 | next_year = v.assign(day=v.day + v.day.max()) 27 | last_year = v.assign(day=v.day - v.day.max()) 28 | surrounding_years = pd.concat([last_year, v, next_year]) 29 | filled = surrounding_years.assign( 30 | lat=surrounding_years.lat.interpolate(), 31 | lon=surrounding_years.lon.interpolate()) 32 | this_year = filled[filled.day.isin(v.day)] 33 | return this_year 34 | 35 | g = pyproj.Geod(ellps='WGS84') 36 | 37 | def calculate_speed(v): 38 | today_lat = v['lat'].values 39 | today_lon = v['lon'].values 40 | tomorrow_lat = np.append(v['lat'][1:].values, v['lat'][0]) 41 | tomorrow_lon = np.append(v['lon'][1:].values, v['lon'][0]) 42 | _, _, dist = g.inv(today_lon, today_lat, tomorrow_lon, tomorrow_lat) 43 | return v.assign(speed=dist/1000.) 44 | 45 | df = pd.concat([calculate_speed(fill_day(v)) for k, v in df.groupby('species')]) 46 | 47 | species_cmap = dict(zip(df.species.cat.categories, cc.glasbey)) 48 | 49 | birds = df.hvplot.points('lon', 'lat', color='species', groupby='day', geo=True, 50 | cmap=species_cmap, legend=False, width=400, height=600, 51 | size=100).options(tools=['tap', 'hover', 'box_select']) 52 | 53 | data_url = 'http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep/air.day.ltm.nc' 54 | 55 | # I downloaded the file locally because I was hitting rate limits. 56 | local_file = './data/air.day.ltm.nc' 57 | if os.path.isfile(local_file): 58 | data_url = local_file 59 | 60 | ds = xr.open_dataset(data_url) 61 | ds = ds.rename(time='day').sel(level=1000) 62 | ds['day'] = list(range(1,366)) 63 | 64 | ## convert to F 65 | ds = ds.assign(air_F = (ds['air'] - 273.15) * 9/5 + 32) 66 | 67 | ROI = ds.sel(lon=slice(205, 310), lat=slice(75, -55)) 68 | 69 | grouped_air = (ROI.hvplot.quadmesh('lon', 'lat', 'air_F', groupby='day', geo=True) 70 | .options(height=600, width=500, tools=[]) 71 | .redim.range(air_F=(-20, 100))) 72 | 73 | 74 | tiles = gts.EsriImagery() 75 | tiles.extents = df.lon.min(), df.lat.min(), df.lon.max(), df.lat.max() 76 | 77 | def timeseries(species=None, y='lat'): 78 | data = df[df.species.isin(species)] if species else df 79 | plots = [ 80 | (data.groupby(['day', 'species'], observed=True)[y] 81 | .mean() 82 | .groupby('day').agg([np.min, np.max]) 83 | .hvplot.area('day', 'amin', 'amax', alpha=0.2, fields={'amin': y}))] 84 | if not species or len(species) > 7: 85 | plots.append(data.groupby('day')[y].mean().hvplot().relabel('mean')) 86 | else: 87 | gb = data.groupby('species', observed=True) 88 | plots.extend([v.hvplot('day', y, color=species_cmap[k]).relabel(k) for k, v in gb]) 89 | return hv.Overlay(plots).options(width=900, height=250, toolbar='below', legend_position='right', legend_offset=(20, 0), label_width=150) 90 | 91 | def daily_table(species=None, day=None): 92 | def temp_calc(ds, row): 93 | lat_lon_day = row[['lat', 'lon', 'day']] 94 | return round(ds.sel(**lat_lon_day, method='nearest')['air_F'].item()) 95 | 96 | if not species or not day: 97 | return hv.Table(pd.DataFrame(columns=['Species', 'Air [F]', 'Speed [km/day]'])).relabel('No species selected') 98 | 99 | subset = df[df.species.isin(species)] 100 | subset = subset[subset.day==day] 101 | temps = [temp_calc(ds, row) for _, row in subset.iterrows()] 102 | 103 | return hv.Table(pd.DataFrame({'Species': species, 'Air [F]': temps, 'Speed [km/day]': subset['speed']})).relabel('day: {}'.format(day)) 104 | 105 | species = pn.widgets.MultiSelect(options=df.species.cat.categories.tolist(), size=10) 106 | day = pn.widgets.Player(value=1, start=1, end=365, step=5, loop_policy='loop', name='day', width=350) 107 | toggle = pn.widgets.Toggle(name='Air Temperature Layer', active=True) 108 | highlight = pn.widgets.Toggle(name='Highlight Birds', active=False) 109 | 110 | species_stream = Params(species, ['value'], rename={'value': 'species'}) 111 | day_stream = Params(day, ['value'], rename={'value': 'day'}) 112 | toggle_stream = Params(toggle, ['active']) 113 | highlight_stream = Params(highlight, ['active']) 114 | 115 | def reset(arg=None): 116 | day_stream.update(value=1) 117 | species_stream.update(value=[]) 118 | toggle_stream.update(active=True) 119 | highlight_stream.update(active=False) 120 | 121 | reset_button = pn.widgets.Button(name='Reset') 122 | reset_button.param.watch(reset, 'clicks') 123 | 124 | def toggle_temp(layer, active=True): 125 | return layer.options(fill_alpha=int(active)) 126 | 127 | def do_highlight(points, active=True): 128 | return points.options(line_alpha=(0.5 if active else 0), selection_line_alpha=active) 129 | 130 | bird_dmap = hv.util.Dynamic(birds.clone(streams=[day_stream]).options(line_color='white'), 131 | operation=do_highlight, streams=[highlight_stream]) 132 | air_dmap = grouped_air.clone(streams=[day_stream]) 133 | temp_layer = hv.util.Dynamic(air_dmap, operation=toggle_temp, streams=[toggle_stream]) 134 | ts_lat = hv.DynamicMap(lambda species: timeseries(species, 'lat'), streams=[species_stream]) 135 | ts_speed = hv.DynamicMap(lambda species: timeseries(species, 'speed'), streams=[species_stream]) 136 | table = hv.DynamicMap(daily_table, streams=[species_stream, day_stream]) 137 | 138 | def on_map_select(index): 139 | if index: 140 | species = df.species.cat.categories[index].tolist() 141 | if set(species_stream.contents['species']) != set(species): 142 | species_stream.update(value=species) 143 | 144 | map_selected_stream = Selection1D(source=bird_dmap) 145 | map_selected_stream.param.watch_values(on_map_select, ['index']) 146 | 147 | dashboard = pn.Column( 148 | pn.Row('## Bird Migration Dashboard', pn.Spacer(width=200, height=80)), 149 | pn.Row( 150 | pn.Column( 151 | pn.Row( 152 | pn.Row(tiles * temp_layer * gv.feature.coastline * bird_dmap)[0][0], 153 | pn.Spacer(width=20), 154 | pn.Column( 155 | '**Day of Year**', day, 156 | '**Species**:', 157 | 'This selector does not affect the map. Use plot selectors.', species, 158 | toggle, 159 | highlight, 160 | 'This reset button only resets widgets - otherwise use the plot reset 🔄', 161 | reset_button 162 | ), 163 | pn.Spacer(width=100), 164 | ), 165 | pn.Row(pn.layout.Tabs(('Latitude', ts_lat), ('Speed', ts_speed))), 166 | ), 167 | pn.Column(table.options(width=300, height=850)) 168 | ) 169 | ) 170 | dashboard.servable() -------------------------------------------------------------------------------- /app_no_temp.py: -------------------------------------------------------------------------------- 1 | import intake 2 | import numpy as np 3 | import pandas as pd 4 | import hvplot.pandas 5 | 6 | import holoviews as hv 7 | from holoviews.streams import Selection1D, Params 8 | import panel as pn 9 | import colorcet as cc 10 | 11 | import geoviews as gv 12 | import geoviews.tile_sources as gts 13 | import cartopy.crs as ccrs 14 | import pyproj 15 | 16 | hv.extension('bokeh') 17 | 18 | df = intake.open_csv('./data/bird_migration/{species}.csv').read() 19 | 20 | def fill_day(v): 21 | next_year = v.assign(day=v.day + v.day.max()) 22 | last_year = v.assign(day=v.day - v.day.max()) 23 | surrounding_years = pd.concat([last_year, v, next_year]) 24 | filled = surrounding_years.assign( 25 | lat=surrounding_years.lat.interpolate(), 26 | lon=surrounding_years.lon.interpolate()) 27 | this_year = filled[filled.day.isin(v.day)] 28 | return this_year 29 | 30 | g = pyproj.Geod(ellps='WGS84') 31 | 32 | def calculate_speed(v): 33 | today_lat = v['lat'].values 34 | today_lon = v['lon'].values 35 | tomorrow_lat = np.append(v['lat'][1:].values, v['lat'][0]) 36 | tomorrow_lon = np.append(v['lon'][1:].values, v['lon'][0]) 37 | _, _, dist = g.inv(today_lon, today_lat, tomorrow_lon, tomorrow_lat) 38 | return v.assign(speed=dist/1000.) 39 | 40 | df = pd.concat([calculate_speed(fill_day(v)) for k, v in df.groupby('species')]) 41 | 42 | species_cmap = dict(zip(df.species.cat.categories, cc.glasbey)) 43 | 44 | birds = df.hvplot.points('lon', 'lat', color='species', groupby='day', geo=True, 45 | cmap=species_cmap, legend=False, width=400, height=600, 46 | size=100).options(tools=['tap', 'hover', 'box_select']) 47 | 48 | tiles = gts.EsriImagery() 49 | tiles.extents = df.lon.min(), df.lat.min(), df.lon.max(), df.lat.max() 50 | 51 | def timeseries(species=None, y='lat'): 52 | data = df[df.species.isin(species)] if species else df 53 | plots = [ 54 | (data.groupby(['day', 'species'], observed=True)[y] 55 | .mean() 56 | .groupby('day').agg([np.min, np.max]) 57 | .hvplot.area('day', 'amin', 'amax', alpha=0.2, fields={'amin': y}))] 58 | if not species or len(species) > 7: 59 | plots.append(data.groupby('day')[y].mean().hvplot().relabel('mean')) 60 | else: 61 | gb = data.groupby('species', observed=True) 62 | plots.extend([v.hvplot('day', y, color=species_cmap[k]).relabel(k) for k, v in gb]) 63 | return hv.Overlay(plots).options(width=900, height=250, toolbar='below', legend_position='right', legend_offset=(20, 0), label_width=150) 64 | 65 | def daily_table(species=None, day=None): 66 | if not species or not day: 67 | return hv.Table(pd.DataFrame(columns=['Species', 'Speed [km/day]'])).relabel('No species selected') 68 | subset = df[df.species.isin(species)] 69 | subset = subset[subset.day==day] 70 | return hv.Table(pd.DataFrame({'Species': species, 'Speed [km/day]': subset['speed']})).relabel('day: {}'.format(day)) 71 | 72 | species = pn.widgets.MultiSelect(options=df.species.cat.categories.tolist(), size=10) 73 | day = pn.widgets.Player(value=1, start=1, end=365, step=5, loop_policy='loop', name='day', width=350) 74 | highlight = pn.widgets.Toggle(name='Highlight Birds', active=False) 75 | 76 | species_stream = Params(species, ['value'], rename={'value': 'species'}) 77 | day_stream = Params(day, ['value'], rename={'value': 'day'}) 78 | highlight_stream = Params(highlight, ['active']) 79 | 80 | def reset(arg=None): 81 | day_stream.update(value=1) 82 | species_stream.update(value=[]) 83 | highlight_stream.update(active=False) 84 | 85 | reset_button = pn.widgets.Button(name='Reset') 86 | reset_button.param.watch(reset, 'clicks') 87 | 88 | def do_highlight(points, active=True): 89 | return points.options(line_alpha=(0.5 if active else 0), selection_line_alpha=active) 90 | 91 | bird_dmap = hv.util.Dynamic(birds.clone(streams=[day_stream]).options(line_color='white'), 92 | operation=do_highlight, streams=[highlight_stream]) 93 | 94 | ts_lat = hv.DynamicMap(lambda species: timeseries(species, 'lat'), streams=[species_stream]) 95 | ts_speed = hv.DynamicMap(lambda species: timeseries(species, 'speed'), streams=[species_stream]) 96 | table = hv.DynamicMap(daily_table, streams=[species_stream, day_stream]) 97 | 98 | def on_map_select(index): 99 | if index: 100 | species = df.species.cat.categories[index].tolist() 101 | if set(species_stream.contents['species']) != set(species): 102 | species_stream.update(value=species) 103 | 104 | map_selected_stream = Selection1D(source=bird_dmap) 105 | map_selected_stream.param.watch_values(on_map_select, ['index']) 106 | 107 | dashboard = pn.Column( 108 | pn.Row('## Bird Migration Dashboard', pn.Spacer(width=200, height=80)), 109 | pn.Row( 110 | pn.Column( 111 | pn.Row( 112 | pn.Row(tiles * bird_dmap)[0][0], 113 | pn.Spacer(width=20), 114 | pn.Column( 115 | '**Day of Year**', day, 116 | '**Species**:', 117 | 'This selector does not affect the map. Use plot selectors.', species, 118 | highlight, 119 | 'This reset button only resets widgets - otherwise use the plot reset 🔄', 120 | reset_button 121 | ), 122 | pn.Spacer(width=100), 123 | ), 124 | pn.Row(pn.layout.Tabs(('Latitude', ts_lat), ('Speed', ts_speed))), 125 | ), 126 | pn.Column(table.options(width=300, height=850)) 127 | ) 128 | ) 129 | dashboard.servable() -------------------------------------------------------------------------------- /assets/dashboard.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsignell/pydata_dc_2018/a5bee90d89bf74214d8e2ae1d9e2d41695dbe8d0/assets/dashboard.png -------------------------------------------------------------------------------- /assets/target_dashboard.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsignell/pydata_dc_2018/a5bee90d89bf74214d8e2ae1d9e2d41695dbe8d0/assets/target_dashboard.jpg -------------------------------------------------------------------------------- /catalog.yaml: -------------------------------------------------------------------------------- 1 | sources: 2 | bird_migration: 3 | description: "This dataset is a cleaned composite of citizen science bird observations as described by La Sorte and Fink (2017). The eBird Citizen Science Project is a real-time, on line checklist program launched in 2002 by the Cornell Lab of Ornithology and the National Audubon Society. The observations of each volunteer participant join those of others creating a database of international avian observation events. The dataset contains count data for bird species observed by novice and experienced bird observers alike. Aggregated observation data is available for non-commercial research purposes. eBird data can be used to document the presence or absence of avian species, as well as abundance and distribution at a variety of spatial and temporal scales. The dataset includes spatial, and temporal parameters describing the observation event. The data collection is static, updated annually. La Sorte FA, and Fink D. Projected changes in prevailing winds for transatlantic migratory birds under global warming. Journal of American Ecology 86 (2017): 273-284. La Sorte FA, Fink D, Hochachka WM, Kelling S. 2016 Convergence of broad-scale migration strategies in terrestrial birds. Proc. R. Soc. B 283: 20152588. http://dx.doi.org/10.1098/rspb.2015.2588" 4 | driver: csv 5 | args: 6 | urlpath: '{{ CATALOG_DIR }}/data/bird_migration/*.csv' 7 | path_as_pattern: 'bird_migration/{species}.csv' 8 | metadata: 9 | plot: 10 | kind: points 11 | height: 500 12 | width: 400 13 | x: lon 14 | y: lat 15 | plots: 16 | one_bird_point: 17 | groupby: 18 | - species 19 | - day 20 | c: yellow 21 | geo: true 22 | day_colored_points: 23 | groupby: species 24 | c: day 25 | cmap: colorwheel 26 | geo: true 27 | bird_colored_points: 28 | groupby: day 29 | c: species 30 | cmap: 'YlOrRd' 31 | legend: False 32 | geo: true 33 | -------------------------------------------------------------------------------- /data/bird_migration/Alder_Flycatcher.csv: -------------------------------------------------------------------------------- 1 | "day","lon","lat" 2 | 1,-68.2503868220297,-12.4009700350258 3 | 2,NA,NA 4 | 3,-68.3339215847936,-12.1178141666679 5 | 4,-68.3799559997786,-11.9680750638083 6 | 5,NA,NA 7 | 6,-68.480146613472,-11.6549520999999 8 | 7,NA,NA 9 | 8,NA,NA 10 | 9,-68.6494883925435,-11.1592763143476 11 | 10,NA,NA 12 | 11,-68.7741082627659,-10.8178789081087 13 | 12,NA,NA 14 | 13,NA,NA 15 | 14,-68.9769365886896,-10.300424189324 16 | 15,NA,NA 17 | 16,-69.1217643578456,-9.95839323098808 18 | 17,NA,NA 19 | 18,NA,NA 20 | 19,NA,NA 21 | 20,NA,NA 22 | 21,NA,NA 23 | 22,NA,NA 24 | 23,NA,NA 25 | 24,NA,NA 26 | 25,NA,NA 27 | 26,NA,NA 28 | 27,-70.031507793695,-8.30620082268334 29 | 28,NA,NA 30 | 29,NA,NA 31 | 30,NA,NA 32 | 31,NA,NA 33 | 32,NA,NA 34 | 33,-70.6079701484549,-7.65903068194933 35 | 34,-70.7099356206993,-7.57298628103591 36 | 35,NA,NA 37 | 36,-70.9190905549935,-7.42137055305116 38 | 37,NA,NA 39 | 38,NA,NA 40 | 39,-71.2461866961602,-7.24743089095651 41 | 40,NA,NA 42 | 41,NA,NA 43 | 42,NA,NA 44 | 43,-71.7082609041641,-7.10111120521692 45 | 44,NA,NA 46 | 45,NA,NA 47 | 46,NA,NA 48 | 47,NA,NA 49 | 48,-72.3299955621279,-6.99810799628124 50 | 49,NA,NA 51 | 50,NA,NA 52 | 51,NA,NA 53 | 52,NA,NA 54 | 53,NA,NA 55 | 54,NA,NA 56 | 55,NA,NA 57 | 56,NA,NA 58 | 57,NA,NA 59 | 58,-73.7348044161863,-6.75303563827122 60 | 59,NA,NA 61 | 60,-74.0431545634672,-6.65572596305866 62 | 61,-74.2006981806722,-6.59744348453875 63 | 62,NA,NA 64 | 63,-74.5224200701267,-6.45901231443476 65 | 64,-74.6865633274351,-6.37781463811057 66 | 65,-74.8528748628377,-6.28792603644776 67 | 66,NA,NA 68 | 67,NA,NA 69 | 68,NA,NA 70 | 69,NA,NA 71 | 70,NA,NA 72 | 71,-75.8957411400293,-5.53612554582014 73 | 72,-76.0770093563023,-5.37033247808958 74 | 73,NA,NA 75 | 74,NA,NA 76 | 75,-76.6335958527375,-4.79248113711209 77 | 76,-76.8232319440421,-4.57169843078165 78 | 77,NA,NA 79 | 78,NA,NA 80 | 79,-77.4028443248045,-3.82241169826685 81 | 80,-77.59922593629,-3.54313425797599 82 | 81,NA,NA 83 | 82,-77.9960961695609,-2.93924332425652 84 | 83,NA,NA 85 | 84,NA,NA 86 | 85,NA,NA 87 | 86,NA,NA 88 | 87,NA,NA 89 | 88,NA,NA 90 | 89,NA,NA 91 | 90,-79.6243629898261,0.112057052143803 92 | 91,-79.8311177578529,0.569044208912362 93 | 92,-80.0383533281782,1.04375624568364 94 | 93,-80.2459954494689,1.53648264260565 95 | 94,-80.4539139810332,2.04744228357749 96 | 95,-80.6619672423087,2.57684377807932 97 | 96,NA,NA 98 | 97,-81.0779270971546,3.69185481264126 99 | 98,NA,NA 100 | 99,NA,NA 101 | 100,-81.69951129596,5.50843544635919 102 | 101,NA,NA 103 | 102,NA,NA 104 | 103,NA,NA 105 | 104,NA,NA 106 | 105,-82.7208227892615,8.93735818224116 107 | 106,-82.92180449429,9.68578013898134 108 | 107,-83.1214209796316,10.4557302055426 109 | 108,NA,NA 110 | 109,NA,NA 111 | 110,NA,NA 112 | 111,-83.9039619199571,13.7561582825366 113 | 112,-84.0951972940287,14.6365712301163 114 | 113,-84.2847043111479,15.5375805056281 115 | 114,-84.4725432057046,16.4579968289005 116 | 115,-84.6587707196361,17.3965982168326 117 | 116,-84.8434401839047,18.3521319465659 118 | 117,-85.0266015871769,19.3233171773998 119 | 118,-85.2083016319024,20.3088482034538 120 | 119,-85.3885837777188,21.3073982969967 121 | 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--------------------------------------------------------------------------------