{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tutorial 2: Bird Migration Analysis\n",
"\n",
"\n",
"This tutorial uses data published on Movebank, specifically: [Navigation experiments in lesser black-backed gulls (data from Wikelski et al. 2015)-gps.csv](https://www.datarepository.movebank.org/handle/10255/move.494)\n",
"\n",
"This tutorial covers: \n",
"1. Trajectory data preprocessing\n",
" 1. Loading movement data from common geospatial file formats\n",
" 1. Exploring spatial & non-spatial data distributions\n",
" 1. Converting GeoDataFrames into Trajectories describing continuous tracks of moving objects\n",
"1. Trajectory data analysis\n",
" 1. Investigating individual trajectories\n",
" 1. Comparing different years\n",
" 1. Investigating trajectories of multiple individuals\n",
" 1. Tagging trajectories by places they pass through"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import urllib\n",
"import os\n",
"import pandas as pd\n",
"import movingpandas as mp\n",
"import contextily as ctx\n",
"from geopandas import GeoDataFrame, read_file\n",
"from shapely.geometry import Point, LineString, Polygon\n",
"from datetime import datetime, timedelta\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import warnings\n",
"warnings.simplefilter(\"ignore\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the bird movement data \n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finished reading 89867 rows in 0:00:06.010003\n"
]
}
],
"source": [
"# Loading geodata ...\n",
"t_start = datetime.now()\n",
"df = read_file('demo/demodata_gulls.gpkg')\n",
"wgs84 = df.crs\n",
"df['t'] = pd.to_datetime(df['timestamp'])\n",
"df = df.set_index('t')\n",
"print(\"Finished reading {} rows in {}\".format(len(df),datetime.now() - t_start))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is what the data looks like:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\n",
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" \n",
" \n",
" | \n",
" event-id | \n",
" visible | \n",
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" location-long | \n",
" location-lat | \n",
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" tag-local-identifier | \n",
" individual-local-identifier | \n",
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" 2009-05-27 14:00:00 | \n",
" 1082620685 | \n",
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" 2009-05-27 14:00:00.000 | \n",
" 24.58617 | \n",
" 61.24783 | \n",
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" Larus fuscus | \n",
" 91732 | \n",
" 91732A | \n",
" Navigation experiments in lesser black-backed ... | \n",
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\n",
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" 2009-05-27 20:00:00 | \n",
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" 2009-05-27 20:00:00.000 | \n",
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" 2009-05-28 08:00:00 | \n",
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\n",
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],
"text/plain": [
" event-id visible timestamp \\\n",
"t \n",
"2009-05-27 14:00:00 1082620685 true 2009-05-27 14:00:00.000 \n",
"2009-05-27 20:00:00 1082620686 true 2009-05-27 20:00:00.000 \n",
"2009-05-28 05:00:00 1082620687 true 2009-05-28 05:00:00.000 \n",
"2009-05-28 08:00:00 1082620688 true 2009-05-28 08:00:00.000 \n",
"2009-05-28 14:00:00 1082620689 true 2009-05-28 14:00:00.000 \n",
"\n",
" location-long location-lat sensor-type \\\n",
"t \n",
"2009-05-27 14:00:00 24.58617 61.24783 gps \n",
"2009-05-27 20:00:00 24.58217 61.23267 gps \n",
"2009-05-28 05:00:00 24.53133 61.18833 gps \n",
"2009-05-28 08:00:00 24.58200 61.23283 gps \n",
"2009-05-28 14:00:00 24.58250 61.23267 gps \n",
"\n",
" individual-taxon-canonical-name tag-local-identifier \\\n",
"t \n",
"2009-05-27 14:00:00 Larus fuscus 91732 \n",
"2009-05-27 20:00:00 Larus fuscus 91732 \n",
"2009-05-28 05:00:00 Larus fuscus 91732 \n",
"2009-05-28 08:00:00 Larus fuscus 91732 \n",
"2009-05-28 14:00:00 Larus fuscus 91732 \n",
"\n",
" individual-local-identifier \\\n",
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"2009-05-27 14:00:00 91732A \n",
"2009-05-27 20:00:00 91732A \n",
"2009-05-28 05:00:00 91732A \n",
"2009-05-28 08:00:00 91732A \n",
"2009-05-28 14:00:00 91732A \n",
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" study-name \\\n",
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"2009-05-27 14:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-05-27 20:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-05-28 05:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-05-28 08:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-05-28 14:00:00 Navigation experiments in lesser black-backed ... \n",
"\n",
" geometry \n",
"t \n",
"2009-05-27 14:00:00 POINT (24.58617 61.24783) \n",
"2009-05-27 20:00:00 POINT (24.58217 61.23267) \n",
"2009-05-28 05:00:00 POINT (24.53133 61.18833) \n",
"2009-05-28 08:00:00 POINT (24.582 61.23283) \n",
"2009-05-28 14:00:00 POINT (24.5825 61.23267) "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see how many individuals we have in the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['91732A', '91733A', '91734A', '91735A', '91737A', '91738A',\n",
" '91739A', '91740A', '91741A', '91742A', '91743A', '91744A',\n",
" '91745A', '91746A', '91747A', '91748A', '91749A', '91750A',\n",
" '91751A', '91752A', '91754A', '91755A', '91756A', '91758A',\n",
" '91759A', '91761A', '91762A', '91763A', '91764A', '91765A',\n",
" '91766A', '91767A', '91769A', '91771A', '91774A', '91775A',\n",
" '91776A', '91777A', '91778A', '91779A', '91780A', '91781A',\n",
" '91782A', '91783A', '91785A', '91786A', '91787A', '91788A',\n",
" '91789A', '91794A', '91795A', '91797A', '91798A', '91799A',\n",
" '91800A', '91802A', '91803A', '91807A', '91809A', '91810A',\n",
" '91811A', '91812A', '91813A', '91814A', '91815A', '91816A',\n",
" '91819A', '91821A', '91823A', '91824A', '91825A', '91826A',\n",
" '91827A', '91828A', '91829A', '91830A', '91831A', '91832A',\n",
" '91835A', '91836A', '91837A', '91838A', '91839A', '91843A',\n",
" '91845A', '91846A', '91848A', '91849A', '91852A', '91854A',\n",
" '91858A', '91861A', '91862A', '91864A', '91865A', '91866A',\n",
" '91870A', '91871A', '91872A', '91875A', '91876A', '91877A',\n",
" '91878A', '91880A', '91881A', '91884A', '91885A', '91893A',\n",
" '91894A', '91897A', '91900A', '91901A', '91903A', '91907A',\n",
" '91908A', '91910A', '91911A', '91913A', '91916A', '91918A',\n",
" '91919A', '91920A', '91921A', '91924A', '91929A', '91930A'],\n",
" dtype=object)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['individual-local-identifier'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The records per individual are not evenly distributed:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df['individual-local-identifier'].value_counts().plot(kind='bar', figsize=(17,3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, let's create trajectories:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finished creating 125 trajectories in 0:00:42.264999\n"
]
}
],
"source": [
"MIN_LENGTH = 100 # meters\n",
"MIN_TIME_DELTA = timedelta(hours=12)\n",
"\n",
"t_start = datetime.now()\n",
"\n",
"all_trajectories = []\n",
" \n",
"for key, values in df.groupby(['individual-local-identifier']):\n",
" if len(values) < 2:\n",
" continue\n",
" trajectory = mp.Trajectory(key, values)\n",
" if trajectory.get_length() < MIN_LENGTH:\n",
" continue\n",
" all_trajectories.append(trajectory.generalize('min-time-delta', MIN_TIME_DELTA))\n",
" \n",
"print(\"Finished creating {} trajectories in {}\".format(len(all_trajectories),datetime.now() - t_start))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Investigating individual trajectories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's pick out a specific individual. For example, '91916A' is the individual with most records in our dataset:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" event-id | \n",
" visible | \n",
" timestamp | \n",
" location-long | \n",
" location-lat | \n",
" sensor-type | \n",
" individual-taxon-canonical-name | \n",
" tag-local-identifier | \n",
" individual-local-identifier | \n",
" study-name | \n",
" geometry | \n",
"
\n",
" \n",
" t | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2009-08-15 15:00:00 | \n",
" 1082625177 | \n",
" true | \n",
" 2009-08-15 15:00:00.000 | \n",
" 7.91500 | \n",
" 54.18533 | \n",
" gps | \n",
" Larus fuscus | \n",
" 91916 | \n",
" 91916A | \n",
" Navigation experiments in lesser black-backed ... | \n",
" POINT (7.915 54.18533) | \n",
"
\n",
" \n",
" 2009-08-16 06:00:00 | \n",
" 1082625179 | \n",
" true | \n",
" 2009-08-16 06:00:00.000 | \n",
" 8.06467 | \n",
" 54.29600 | \n",
" gps | \n",
" Larus fuscus | \n",
" 91916 | \n",
" 91916A | \n",
" Navigation experiments in lesser black-backed ... | \n",
" POINT (8.06467 54.296) | \n",
"
\n",
" \n",
" 2009-08-16 21:00:00 | \n",
" 1082625182 | \n",
" true | \n",
" 2009-08-16 21:00:00.000 | \n",
" 9.50967 | \n",
" 54.86567 | \n",
" gps | \n",
" Larus fuscus | \n",
" 91916 | \n",
" 91916A | \n",
" Navigation experiments in lesser black-backed ... | \n",
" POINT (9.50967 54.86567) | \n",
"
\n",
" \n",
" 2009-08-17 09:00:00 | \n",
" 1082625184 | \n",
" true | \n",
" 2009-08-17 09:00:00.000 | \n",
" 9.44750 | \n",
" 54.85183 | \n",
" gps | \n",
" Larus fuscus | \n",
" 91916 | \n",
" 91916A | \n",
" Navigation experiments in lesser black-backed ... | \n",
" POINT (9.4475 54.85183) | \n",
"
\n",
" \n",
" 2009-08-17 21:00:00 | \n",
" 1082625186 | \n",
" true | \n",
" 2009-08-17 21:00:00.000 | \n",
" 9.48750 | \n",
" 54.84850 | \n",
" gps | \n",
" Larus fuscus | \n",
" 91916 | \n",
" 91916A | \n",
" Navigation experiments in lesser black-backed ... | \n",
" POINT (9.487500000000001 54.8485) | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" event-id visible timestamp \\\n",
"t \n",
"2009-08-15 15:00:00 1082625177 true 2009-08-15 15:00:00.000 \n",
"2009-08-16 06:00:00 1082625179 true 2009-08-16 06:00:00.000 \n",
"2009-08-16 21:00:00 1082625182 true 2009-08-16 21:00:00.000 \n",
"2009-08-17 09:00:00 1082625184 true 2009-08-17 09:00:00.000 \n",
"2009-08-17 21:00:00 1082625186 true 2009-08-17 21:00:00.000 \n",
"\n",
" location-long location-lat sensor-type \\\n",
"t \n",
"2009-08-15 15:00:00 7.91500 54.18533 gps \n",
"2009-08-16 06:00:00 8.06467 54.29600 gps \n",
"2009-08-16 21:00:00 9.50967 54.86567 gps \n",
"2009-08-17 09:00:00 9.44750 54.85183 gps \n",
"2009-08-17 21:00:00 9.48750 54.84850 gps \n",
"\n",
" individual-taxon-canonical-name tag-local-identifier \\\n",
"t \n",
"2009-08-15 15:00:00 Larus fuscus 91916 \n",
"2009-08-16 06:00:00 Larus fuscus 91916 \n",
"2009-08-16 21:00:00 Larus fuscus 91916 \n",
"2009-08-17 09:00:00 Larus fuscus 91916 \n",
"2009-08-17 21:00:00 Larus fuscus 91916 \n",
"\n",
" individual-local-identifier \\\n",
"t \n",
"2009-08-15 15:00:00 91916A \n",
"2009-08-16 06:00:00 91916A \n",
"2009-08-16 21:00:00 91916A \n",
"2009-08-17 09:00:00 91916A \n",
"2009-08-17 21:00:00 91916A \n",
"\n",
" study-name \\\n",
"t \n",
"2009-08-15 15:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-08-16 06:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-08-16 21:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-08-17 09:00:00 Navigation experiments in lesser black-backed ... \n",
"2009-08-17 21:00:00 Navigation experiments in lesser black-backed ... \n",
"\n",
" geometry \n",
"t \n",
"2009-08-15 15:00:00 POINT (7.915 54.18533) \n",
"2009-08-16 06:00:00 POINT (8.06467 54.296) \n",
"2009-08-16 21:00:00 POINT (9.50967 54.86567) \n",
"2009-08-17 09:00:00 POINT (9.4475 54.85183) \n",
"2009-08-17 21:00:00 POINT (9.487500000000001 54.8485) "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def get_individual(trajs, id):\n",
" for traj in trajs:\n",
" if traj.id == id:\n",
" return traj\n",
"\n",
"my_traj = get_individual(all_trajectories, '91916A')\n",
"my_traj.df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Conveniently, the plot function can automatically compute tavel speed and visualize it:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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