{ "cells": [ { "cell_type": "markdown", "id": "997afb15", "metadata": {}, "source": [ "# Preprocessing iNaturalist data" ] }, { "cell_type": "markdown", "id": "e0592dd2", "metadata": {}, "source": [ "This section covers:\n", "\n", "- Download iNaturalist 'research-grade' vasuclar plant observations\n", "- iNaturalist global observation density \n", "- Observation growth over the years\n", "- Frequency of observations per species" ] }, { "cell_type": "markdown", "id": "94292637", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": null, "id": "58d1a044", "metadata": {}, "outputs": [], "source": [ "import pandas as pd # for handling dataframes in python\n", "import numpy as np # array handling\n", "import os # operating system interfaces\n", "\n", "# packages needed for plotting:\n", "import matplotlib.pyplot as plt # main Python plotting library \n", "import seaborn as sns # pretty plots\n", "from matplotlib.colors import LogNorm, Normalize, BoundaryNorm\n", "import cartopy.crs as ccrs # maps \n", "from matplotlib.ticker import MaxNLocator\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable" ] }, { "cell_type": "markdown", "id": "1df68a12", "metadata": {}, "source": [ "## Download iNaturalist observation data\n" ] }, { "cell_type": "markdown", "id": "5bbfafbf", "metadata": {}, "source": [ "For this study we used the following download: GBIF.org (4 January 2022) GBIF Occurrence Download https://doi.org/10.15468/dl.34tjre\n", "\n", "If you would like to use the most recent data: Follow the above link and click **'Rerun Query'** and proceed to download. For this analysis the 'simple' version is sufficient." ] }, { "cell_type": "markdown", "id": "0fcc8a61", "metadata": {}, "source": [ "### Load observations as data frame\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "f675f0dc", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/net/home/swolf/.conda/envs/cartopy/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3172: DtypeWarning: Columns (46) have mixed types.Specify dtype option on import or set low_memory=False.\n", " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n" ] } ], "source": [ "iNat = pd.read_csv('/net/data/iNaturalist/Tracheophyta/0091819-210914110416597.csv', sep='\\t')" ] }, { "cell_type": "code", "execution_count": 4, "id": "1b235940", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gbifIDdatasetKeyoccurrenceIDkingdomphylumclassorderfamilygenusspecies...identifiedBydateIdentifiedlicenserightsHolderrecordedBytypeStatusestablishmentMeanslastInterpretedmediaTypeissue
0122961543650c9509d-22c7-4a22-a47d-8c48425ef4a7http://www.inaturalist.org/observations/324100PlantaeTracheophytaLiliopsidaCommelinalesCommelinaceaeCommelinaCommelina communis...Suzanne Cadwell2013-07-07T20:33:11CC_BY_NC_4_0Suzanne CadwellSuzanne CadwellNaNNaN2021-12-08T05:44:16.778ZStillImageNaN
1180261058950c9509d-22c7-4a22-a47d-8c48425ef4a7http://www.inaturalist.org/observations/381341PlantaeTracheophytaMagnoliopsidaCaryophyllalesAmaranthaceaeBlitumBlitum capitatum...Kurt Herrmann2019-09-02T01:11:54CC_BY_NC_4_0Kurt HerrmannKurt HerrmannNaNNaN2021-12-08T04:57:17.866ZStillImage;StillImageNaN
2121200511650c9509d-22c7-4a22-a47d-8c48425ef4a7http://conabio.inaturalist.org/observations/57...PlantaeTracheophytaMagnoliopsidaMalpighialesPassifloraceaePassifloraPassiflora vitifolia...Alexis López Hernández2017-02-23T17:24:07CC_BY_4_0Francisco Farriols SarabiaFrancisco Farriols SarabiaNaNNaN2021-12-08T05:44:36.176ZStillImageNaN
391149719950c9509d-22c7-4a22-a47d-8c48425ef4a7http://www.inaturalist.org/observations/696216PlantaeTracheophytaMagnoliopsidaLamialesPlantaginaceaeCymbalariaCymbalaria muralis...Jeff2014-05-24T15:42:54CC_BY_NC_4_0Todd PlummerTodd PlummerNaNNaN2021-12-08T05:44:36.371ZStillImageNaN
4103833306350c9509d-22c7-4a22-a47d-8c48425ef4a7http://www.inaturalist.org/observations/1018638PlantaeTracheophytaMagnoliopsidaAsteralesAsteraceaeXanthiumXanthium spinosum...Ken-ichi Ueda2014-10-14T07:24:41CC0_1_0Ken-ichi UedaKen-ichi UedaNaNNaN2021-12-08T05:44:34.461ZStillImageNaN
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5 rows × 50 columns

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" ], "text/plain": [ " gbifID datasetKey \\\n", "0 1229615436 50c9509d-22c7-4a22-a47d-8c48425ef4a7 \n", "1 1802610589 50c9509d-22c7-4a22-a47d-8c48425ef4a7 \n", "2 1212005116 50c9509d-22c7-4a22-a47d-8c48425ef4a7 \n", "3 911497199 50c9509d-22c7-4a22-a47d-8c48425ef4a7 \n", "4 1038333063 50c9509d-22c7-4a22-a47d-8c48425ef4a7 \n", "\n", " occurrenceID kingdom phylum \\\n", "0 http://www.inaturalist.org/observations/324100 Plantae Tracheophyta \n", "1 http://www.inaturalist.org/observations/381341 Plantae Tracheophyta \n", "2 http://conabio.inaturalist.org/observations/57... Plantae Tracheophyta \n", "3 http://www.inaturalist.org/observations/696216 Plantae Tracheophyta \n", "4 http://www.inaturalist.org/observations/1018638 Plantae Tracheophyta \n", "\n", " class order family genus \\\n", "0 Liliopsida Commelinales Commelinaceae Commelina \n", "1 Magnoliopsida Caryophyllales Amaranthaceae Blitum \n", "2 Magnoliopsida Malpighiales Passifloraceae Passiflora \n", "3 Magnoliopsida Lamiales Plantaginaceae Cymbalaria \n", "4 Magnoliopsida Asterales Asteraceae Xanthium \n", "\n", " species ... identifiedBy dateIdentified \\\n", "0 Commelina communis ... Suzanne Cadwell 2013-07-07T20:33:11 \n", "1 Blitum capitatum ... Kurt Herrmann 2019-09-02T01:11:54 \n", "2 Passiflora vitifolia ... Alexis López Hernández 2017-02-23T17:24:07 \n", "3 Cymbalaria muralis ... Jeff 2014-05-24T15:42:54 \n", "4 Xanthium spinosum ... Ken-ichi Ueda 2014-10-14T07:24:41 \n", "\n", " license rightsHolder recordedBy \\\n", "0 CC_BY_NC_4_0 Suzanne Cadwell Suzanne Cadwell \n", "1 CC_BY_NC_4_0 Kurt Herrmann Kurt Herrmann \n", "2 CC_BY_4_0 Francisco Farriols Sarabia Francisco Farriols Sarabia \n", "3 CC_BY_NC_4_0 Todd Plummer Todd Plummer \n", "4 CC0_1_0 Ken-ichi Ueda Ken-ichi Ueda \n", "\n", " typeStatus establishmentMeans lastInterpreted \\\n", "0 NaN NaN 2021-12-08T05:44:16.778Z \n", "1 NaN NaN 2021-12-08T04:57:17.866Z \n", "2 NaN NaN 2021-12-08T05:44:36.176Z \n", "3 NaN NaN 2021-12-08T05:44:36.371Z \n", "4 NaN NaN 2021-12-08T05:44:34.461Z \n", "\n", " mediaType issue \n", "0 StillImage NaN \n", "1 StillImage;StillImage NaN \n", "2 StillImage NaN \n", "3 StillImage NaN \n", "4 StillImage NaN \n", "\n", "[5 rows x 50 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat.head()" ] }, { "cell_type": "markdown", "id": "af9f10b2", "metadata": {}, "source": [ "The dimensions of the dataframe:" ] }, { "cell_type": "code", "execution_count": 5, "id": "a5073cd5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(14019405, 50)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat.shape" ] }, { "cell_type": "markdown", "id": "12cab85d", "metadata": {}, "source": [ "The number of vascular plant species in the iNaturalist observations:" ] }, { "cell_type": "code", "execution_count": 6, "id": "b55a857f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "103625" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat[\"scientificName\"].nunique()" ] }, { "cell_type": "markdown", "id": "443279d6", "metadata": {}, "source": [ "### Extract relavent columns" ] }, { "cell_type": "markdown", "id": "99f738ea", "metadata": {}, "source": [ "- scientificName\n", "- decimalLatitude\n", "- decimalLongitude\n", "- eventDate" ] }, { "cell_type": "code", "execution_count": 7, "id": "21ab3009", "metadata": {}, "outputs": [], "source": [ "iNat = iNat[[\"gbifID\", \"scientificName\",\"decimalLatitude\",\"decimalLongitude\",\"eventDate\", \"dateIdentified\"]]" ] }, { "cell_type": "markdown", "id": "f8b1e5e6", "metadata": {}, "source": [ "Keep only the first two words of scientific name, as some names are annotated with additional information." ] }, { "cell_type": "code", "execution_count": 8, "id": "0a265b01", "metadata": {}, "outputs": [], "source": [ "iNat['scientificName'] = iNat['scientificName'].apply(lambda x: ' '.join(x.split()[0:2]))" ] }, { "cell_type": "code", "execution_count": 9, "id": "52b052b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gbifIDscientificNamedecimalLatitudedecimalLongitudeeventDatedateIdentified
01229615436Commelina communis35.987483-79.0575462013-07-07T00:00:002013-07-07T20:33:11
11802610589Blitum capitatum40.320259-105.6048562013-08-24T13:30:002019-09-02T01:11:54
21212005116Passiflora vitifolia23.189257-106.4049242014-03-18T12:49:372017-02-23T17:24:07
3911497199Cymbalaria muralis37.996569-123.0184652014-05-23T08:58:532014-05-24T15:42:54
41038333063Xanthium spinosum37.934966-122.1480142014-10-13T18:00:042014-10-14T07:24:41
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" ], "text/plain": [ " gbifID scientificName decimalLatitude decimalLongitude \\\n", "0 1229615436 Commelina communis 35.987483 -79.057546 \n", "1 1802610589 Blitum capitatum 40.320259 -105.604856 \n", "2 1212005116 Passiflora vitifolia 23.189257 -106.404924 \n", "3 911497199 Cymbalaria muralis 37.996569 -123.018465 \n", "4 1038333063 Xanthium spinosum 37.934966 -122.148014 \n", "\n", " eventDate dateIdentified \n", "0 2013-07-07T00:00:00 2013-07-07T20:33:11 \n", "1 2013-08-24T13:30:00 2019-09-02T01:11:54 \n", "2 2014-03-18T12:49:37 2017-02-23T17:24:07 \n", "3 2014-05-23T08:58:53 2014-05-24T15:42:54 \n", "4 2014-10-13T18:00:04 2014-10-14T07:24:41 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat.head()" ] }, { "cell_type": "markdown", "id": "0d65058c", "metadata": {}, "source": [ "Save the edited dataframe as a csv file:" ] }, { "cell_type": "code", "execution_count": 10, "id": "60ac96f2", "metadata": {}, "outputs": [], "source": [ "iNat.to_csv(\"Data/iNat/observations.csv\", index=False)" ] }, { "cell_type": "markdown", "id": "12353edd", "metadata": {}, "source": [ "## Density of Observations" ] }, { "cell_type": "markdown", "id": "2b819395", "metadata": {}, "source": [ "We want to visualize the global distribution of iNaturalist vascualr plant observations. First, we load the observations:" ] }, { "cell_type": "code", "execution_count": 11, "id": "fb7d6a67", "metadata": {}, "outputs": [], "source": [ "iNat = pd.read_csv('Data/iNat/observations.csv')" ] }, { "cell_type": "markdown", "id": "6233fae8", "metadata": {}, "source": [ "Using the ```.shape``` function, we can have aquick look at the number of rows and colums in our dataframe." ] }, { "cell_type": "code", "execution_count": 12, "id": "5de2a95a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(14019405, 6)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat.shape" ] }, { "cell_type": "markdown", "id": "bd807a56", "metadata": {}, "source": [ "One version of plotting the density, is by aggregating the iNaturalist observations in hexagonal bins and count the number of observations per hexagon. The function ```hexbin``` provides this functionality." ] }, { "cell_type": "code", "execution_count": 13, "id": "d4096213", "metadata": {}, "outputs": [], "source": [ "def hexmap(long, lat, label):\n", " \n", " ax = plt.subplot(projection=ccrs.PlateCarree())\n", " \n", " # add coastline outline and extent of map:\n", " ax.coastlines(resolution='110m', color='orange', linewidth=1)\n", " ax.set_extent([-180, 180, -90, 90], ccrs.PlateCarree())\n", " \n", " # hexbin aggregates observations in hexagonal bins and plots the density\n", " hb = ax.hexbin(long,\n", " lat, \n", " mincnt=1, # min. nuber of observations per hexagon \n", " gridsize=(100, 30), # bin size\n", " cmap=\"cool\", \n", " transform=ccrs.PlateCarree(), \n", " bins='log', \n", " extent=[-180, 180, -90, 90],\n", " linewidths=0.1)\n", " cb = fig.colorbar(hb, ax=ax, shrink=0.4)\n", " cb.set_label(label)" ] }, { "cell_type": "markdown", "id": "f67ca051", "metadata": {}, "source": [ "Apply the ```hexmap``` function to our iNaturalist observations and save output as ```.pdf```:" ] }, { "cell_type": "code", "execution_count": 14, "id": "a3df28fe", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "hexmap(iNat['decimalLongitude'], iNat['decimalLatitude'], \"Number of iNatrualist Observations\")\n", "plt.savefig('Figures/iNat_density_hex_tight.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "b259f513", "metadata": {}, "source": [ "A second plotting option is to grid the data into a latitude/longitude grid. Then we can project our map onto a more realistic representation of the spherical Earth, such as the Robinson projection. The previously used ```hexbin``` function does not have a reprojection functionality implemented." ] }, { "cell_type": "code", "execution_count": 15, "id": "f82c81e9", "metadata": {}, "outputs": [], "source": [ "def gridmap(long, lat, label, projection, colorbar=True):\n", " \n", " plt.rcParams.update({'font.size': 15})\n", "\n", " Z, xedges, yedges = np.histogram2d(np.array(long,dtype=float),\n", " np.array(lat),bins = [181, 91])\n", "\n", " #https://stackoverflow.com/questions/67801227/color-a-2d-histogram-not-by-density-but-by-the-mean-of-a-third-column\n", " #https://medium.com/analytics-vidhya/custom-strava-heatmap-231267dcd084\n", " \n", " #let function know what projection provided data is in:\n", " data_crs = ccrs.PlateCarree()\n", " \n", " #for colorbar\n", " cmap = plt.get_cmap('cool')\n", " im_ratio = Z.shape[0]/Z.shape[1]\n", "\n", " #plot map\n", " #create base plot of a world map\n", " ax = fig.add_subplot(1, 1, 1, projection=projection) # I used the PlateCarree projection from cartopy\n", " \n", " # set figure to map global extent (-180,180,-90,90)\n", " ax.set_global()\n", " \n", " #add coastlines\n", " ax.coastlines(resolution='110m', color='orange', linewidth=1.3)\n", " \n", " #add grid with values\n", " im = ax.pcolormesh(xedges, yedges, Z.T, cmap=\"cool\", norm=LogNorm(), transform=data_crs)\n", " \n", " #add color bar\n", " if colorbar==True:\n", " fig.colorbar(im,fraction=0.046*im_ratio, pad=0.04, shrink=0.3, location=\"left\", label=label)\n" ] }, { "cell_type": "markdown", "id": "209ac131", "metadata": {}, "source": [ "Apply the ```gridmap``` function to our iNaturalist observations and save output as ```.pdf```. You can also experiment with other projections. See https://scitools.org.uk/cartopy/docs/v0.15/crs/projections.html for inspiration:" ] }, { "cell_type": "code", "execution_count": 16, "id": "03b2dc2f", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 12))\n", "gridmap(iNat['decimalLongitude'], iNat['decimalLatitude'], \"Number of iNatrualist Observations\", ccrs.Robinson())\n", "plt.savefig('Figures/iNat_density_Robinson_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "6d913739", "metadata": {}, "source": [ "## Growth of observations over time" ] }, { "cell_type": "markdown", "id": "31e3c0c5", "metadata": {}, "source": [ "The number of iNaturalist observations added every year is growing continually. Here we plot the growth of observations added every year (using the so-called \"date identified\") since the iNaturalist project started in 2008." ] }, { "cell_type": "code", "execution_count": 17, "id": "7e9df493", "metadata": {}, "outputs": [], "source": [ "# extract the year from 'dateIdentified':\n", "iNat['year'] = iNat['dateIdentified'].str[:4] " ] }, { "cell_type": "code", "execution_count": 18, "id": "bef85718", "metadata": {}, "outputs": [], "source": [ "def catbarplot(df, column, label):\n", " \n", " # sort dataframe by column \n", " df = df.sort_values(by=[column])\n", " \n", " # white background \n", " sns.set_theme(style=\"white\")\n", " \n", " ax = sns.countplot(x=column, data=df, palette=\"cool\",)\n", " \n", " # make remove top and right border of plot\n", " sns.despine()\n", " \n", " # set label text\n", " plt.xlabel(column)\n", " plt.ylabel(label) \n", " \n", " # rotate x tick labels sightly\n", " ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "1ec3bc0e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "catbarplot(iNat, \"year\", \"iNaturalist vascular plant observations \\n added yearly in millions\")\n", "plt.savefig('Figures/iNat_growth.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "528fffa4", "metadata": {}, "source": [ "## Frequency distribution of observations" ] }, { "cell_type": "markdown", "id": "f5a54b7a", "metadata": {}, "source": [ "Most species have only been observed one or two times, few species have been observed many times. The most observed species is *Achillea millefolium*, which has been observed 59,022 times." ] }, { "cell_type": "code", "execution_count": 20, "id": "52615c7d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Achillea millefolium 59022\n", "Taraxacum officinale 47373\n", "Trifolium repens 44175\n", "Alliaria petiolata 43250\n", "Trifolium pratense 39249\n", " ... \n", "Pseudabutilon orientale 1\n", "Ficus clusiifolia 1\n", "Otospermum glabrum 1\n", "Ficinia montana 1\n", "Poa howellii 1\n", "Name: scientificName, Length: 90820, dtype: int64" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "species_frequencies = iNat['scientificName'].value_counts()\n", "species_frequencies" ] }, { "cell_type": "markdown", "id": "80374bbc", "metadata": {}, "source": [ "Distribution of frequency unique species ist highly squewed. Most species are rare and few are common, as we can see in the following histogramm:" ] }, { "cell_type": "code", "execution_count": 21, "id": "7459f043", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(species_frequencies, range = (0,1000), bins=50);" ] } ], "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": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 5 }