{
"cells": [
{
"cell_type": "markdown",
"id": "c347cc83",
"metadata": {},
"source": [
"# Analyzing Bird Migration Patterns with GPS Data\n",
"---\n",
"\n",
"Bird migration is a remarkable natural phenomenon that has long captivated the attention of researchers and enthusiasts alike. Birds migrate for various reasons, including better feeding opportunities, escaping harsh weather conditions, and finding suitable breeding grounds. Some bird species undertake astonishingly long journeys during migration, covering thousands of miles across continents. The `Arctic Tern` holds the distinction of being one of the longest migrating species, traveling from its Arctic breeding grounds to the Antarctica and back each year.\n",
"\n",
"For many bird species, migration is not just a seasonal activity but a way of lie. Their survival, breeding success and overall ecology are closely intertwined with their migratory behavior.\n",
"\n",
"This case study capitalizes on the wealth of GPS data to delve into the captivating realm of bird migration. By manipulating, examining and visualizing the collected GPS data, the goal is to shed light on the intricate patterns that govern the migratory journey of birds.\n",
"\n",
"### Dataset\n",
"The data for this case study comes from the LifeWatch INBO project. It uses a small data set that consists of migration data for three gulls named Eric, Nico and Sanne."
]
},
{
"cell_type": "markdown",
"id": "34693b1a",
"metadata": {},
"source": [
"## Task Description\n",
"---\n",
"\n",
"The goal is to analyze and visualize the flight patterns of different bird species during their migration journeys. Using GPS tracking data collected from individual birds, the project aims to uncover insights into their flight behaviors, altitudes, and speeds.\n",
"\n",
"**1. Data Exploration**\n",
"- Explore the dataset to understand it's structure, variables and available information.\n",
"\n",
"**2. Data Preprocessing**\n",
"- Cleaning the data by handling missing values\n",
"- Organizing data into meaningful categories for analysis\n",
"\n",
"**3. Flight Pattern Analysis**\n",
"- Calculating daily mean speed and altitude for each bird\n",
"\n",
"**4. Data Visualization**\n",
"- Map the flight routes of the birds using the Folium library to illustrate their migration\n",
"- Generate plots to visualize daily mean speed and altitude"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "dcfdde67",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5fe43dcb",
"metadata": {},
"outputs": [],
"source": [
"relative_path = \"./\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "375e2ab2",
"metadata": {},
"outputs": [],
"source": [
"file_loc = os.path.join(relative_path, \"bird_tracking.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f50de083",
"metadata": {},
"outputs": [],
"source": [
"data_df = pd.read_csv(file_loc,index_col = False)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "88f4bdd6",
"metadata": {},
"outputs": [],
"source": [
"data_df = data_df.drop(['Unnamed: 0'],axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a21c32ed",
"metadata": {},
"outputs": [
{
"data": {
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device_info_serial
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direction
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latitude
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longitude
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speed_2d
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bird_name
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"text/plain": [
" altitude date_time device_info_serial direction \\\n",
"0 71 2013-08-15 00:18:08+00 851 -150.469753 \n",
"1 68 2013-08-15 00:48:07+00 851 -136.151141 \n",
"2 68 2013-08-15 01:17:58+00 851 160.797477 \n",
"3 73 2013-08-15 01:47:51+00 851 32.769360 \n",
"4 69 2013-08-15 02:17:42+00 851 45.191230 \n",
"\n",
" latitude longitude speed_2d bird_name \n",
"0 49.419860 2.120733 0.150000 Eric \n",
"1 49.419880 2.120746 2.438360 Eric \n",
"2 49.420310 2.120885 0.596657 Eric \n",
"3 49.420359 2.120859 0.310161 Eric \n",
"4 49.420331 2.120887 0.193132 Eric "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df.head()"
]
},
{
"cell_type": "markdown",
"id": "37f9b6dd",
"metadata": {},
"source": [
"The dataset comprises a total of 61920 rows and 8 columns, encompassing variables such as `direction`, `latitude` and `speed_2d` among others."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "06ddbf1e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(61920, 8)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df.shape"
]
},
{
"cell_type": "markdown",
"id": "6708bb24",
"metadata": {},
"source": [
"## Visualizing Data\n",
"---\n",
"\n",
"In this task, the focus is on generating a standard two-dimensional plot that visualizes the flight trajectory of a single bird. The plot will depict the coordinates of latitude and longitude corresponding to the bird's movement.\n",
"\n",
"Latitude and Longitude are inherently spherical coordinates, the representation of which in a two-dimensional plot introduces distortions due to the Earth's curved surface. This becomes particularly evident when visualizing flight paths that span a considerable spatial range."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f06601e7",
"metadata": {},
"outputs": [],
"source": [
"ind_Eric = data_df[\"bird_name\"] == \"Eric\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c230b80c",
"metadata": {},
"outputs": [],
"source": [
"long_Eric = data_df.longitude[ind_Eric]\n",
"\n",
"lat_Eric = data_df.latitude[ind_Eric]"
]
},
{
"cell_type": "markdown",
"id": "002dafae",
"metadata": {},
"source": [
"Examining the coordinates for the bird `Eric`, the indices associated with the bird are extracted from the dataset. These indices are stored in the variable named `ind_Eric`.\n",
"\n",
"The longitudinal and latitudinal data corresponding to Eric's flight trajectory are seperately stored in `long_Eric` and `lat_Eric`."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "46f6ddd4",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10,7));\n",
"plt.plot(long_Eric,lat_Eric,'r--');\n",
"plt.xlabel('Longitude');\n",
"plt.ylabel('Latitude');"
]
},
{
"cell_type": "markdown",
"id": "7ae6cea2",
"metadata": {},
"source": [
"Subsequently, the upcoming task involves plotting the flight trajectories of all three birds in a consolidated plot.\n",
"\n",
"Using the `.unique` method to extract the distinct bird names, the code iterates through these names to acquire their corresponding indices This process enables the retrieval of longitudinal and latitudinal data for all birds, which is then plotted together."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "fa29302b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Eric', 'Nico', 'Sanne'], dtype=object)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"birdnames = pd.unique(data_df.bird_name)\n",
"\n",
"birdnames"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "bb95bc94",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10,7))\n",
"\n",
"for bird_name in birdnames:\n",
" \n",
" ind = data_df.bird_name == bird_name\n",
" long = data_df.longitude[ind]\n",
" lat = data_df.latitude[ind]\n",
" plt.plot(long,lat,'--',label=bird_name)\n",
" \n",
"plt.xlabel(\"Longitude\");\n",
"plt.ylabel(\"Latitude\");\n",
"plt.legend(loc = \"lower right\");"
]
},
{
"cell_type": "markdown",
"id": "b8b14930",
"metadata": {},
"source": [
"The flight patterns of these three birds exhibit a notable degree of similarity.\n",
"\n",
"However, it can be observed that Nico and Sanne tend to explore more southerly regions compared to Eric's flight trajectory."
]
},
{
"cell_type": "markdown",
"id": "4dd8bb5d",
"metadata": {},
"source": [
"## Examining Flight Speed\n",
"---\n",
"\n",
"The dataset includes estimations of two-dimensional speeds for the birds. These speeds indicate their flying velocities on a 2D plane, which serves as a local approximation of the curved surface of the Earth."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cdfd027e",
"metadata": {},
"outputs": [],
"source": [
"speed_Eric = data_df[\"speed_2d\"][ind_Eric]"
]
},
{
"cell_type": "markdown",
"id": "1a73e58e",
"metadata": {},
"source": [
"The `speed_2d` data, which represents the two dimensional speed, is stored for Eric in `speed_Eric`."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c220c3d5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 0.150000\n",
"1 2.438360\n",
"2 0.596657\n",
"3 0.310161\n",
"4 0.193132\n",
"5 2.904772\n",
"6 3.080584\n",
"7 2.199659\n",
"8 2.640076\n",
"9 4.592211\n",
"Name: speed_2d, dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"speed_Eric[:10]"
]
},
{
"cell_type": "markdown",
"id": "3e7788b4",
"metadata": {},
"source": [
"The `isnan` function from NumPy can be employed to determine whether an array contains any non-zero numbers.\n",
"\n",
"By combining it with the `any` method, you can inquire if any of the values in the array are `NaN`. If the answer is `True`, it signifies the presence of at least one `NaN` in the array."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7bdc3809",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.isnan(speed_Eric).any()"
]
},
{
"cell_type": "markdown",
"id": "a5b97e45",
"metadata": {},
"source": [
"Since the `isnan` function produces an array containing `True` and `False` values, this allows for summation, where `True` is treated as `1` and `False` as `0` during the computation."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6da30e03",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"85"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(np.isnan(speed_Eric))"
]
},
{
"cell_type": "markdown",
"id": "658b9d8c",
"metadata": {},
"source": [
"There are 85 entries in Eric's speed that are not numeric."
]
},
{
"cell_type": "markdown",
"id": "cc03dab1",
"metadata": {},
"source": [
"To visualize the speed data for Eric, only the points with numeric observations are considered. This is achieved using the following steps:\n",
"\n",
"- Assigning the result of `isnan` to Eric's speed variable `ind_speedEric`.\n",
"\n",
"- Applying bitwise complement to `ind_speedEric`. This operation changes each instance of `True` to `False` and vice-versa."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "87cc4a95",
"metadata": {},
"outputs": [],
"source": [
"ind_speedEric = np.isnan(speed_Eric)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "28856148",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([ True, True, True, ..., True, True, True])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(~ind_speedEric)"
]
},
{
"cell_type": "markdown",
"id": "e046f2b8",
"metadata": {},
"source": [
"The variable `ind_speedEric` holds the output of the `isnan` function. In this context, `True` signifies that a specific value is `nan` while `False` indicates that it is not.\n",
"\n",
"Consequently, the bitwise complement of `ind_speedEric`, denoted by `~ind_speedEric`, consists of values where `True` signifies that a particular value is `non nan`, while `False` indicates that is is a `nan` value."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "597df8ec",
"metadata": {},
"outputs": [],
"source": [
"speed_median = np.median(np.array(speed_Eric[~ind_speedEric]))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "9a9af88a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# creating the figure\n",
"plt.figure(figsize=(10,7))\n",
"\n",
"# plotting the numeric values for Eric's speed\n",
"plt.hist(speed_Eric[~ind_speedEric],bins=np.linspace(0,30,20),density=True);\n",
"plt.xlabel(\"2D speed (m/s)\");\n",
"\n",
"# plotting the median speed\n",
"plt.axvline(speed_median,color='red',linestyle='dashed', linewidth=1,label='Median');\n",
"plt.ylabel('Frequency');\n",
"plt.legend();\n",
"plt.title(\"Eric 2d Speed\");"
]
},
{
"cell_type": "markdown",
"id": "13a5f1e2",
"metadata": {},
"source": [
"## Using Datetime\n",
"---\n",
"\n",
"Timestamped events frequently arise in various contexts. The possibilitiy of performing arithmetical operations involving dates and timestamps allows for calculations of time intervals between distinct observations.\n",
"\n",
"Python offers the `datetime` module which is useful in dealing with a wide range of date and time-related tasks."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "6df1df9e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2013-08-15 00:18:08+00\n",
"1 2013-08-15 00:48:07+00\n",
"2 2013-08-15 01:17:58+00\n",
"3 2013-08-15 01:47:51+00\n",
"4 2013-08-15 02:17:42+00\n",
"5 2013-08-15 02:47:38+00\n",
"6 2013-08-15 03:02:33+00\n",
"7 2013-08-15 03:17:27+00\n",
"8 2013-08-15 03:32:35+00\n",
"9 2013-08-15 03:47:48+00\n",
"Name: date_time, dtype: object"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df['date_time'][:10]"
]
},
{
"cell_type": "markdown",
"id": "f822139f",
"metadata": {},
"source": [
"The date attribute of the dataset is represented in the format of `year, month, day`.\n",
"\n",
"All entries within the `date_time` column are stored as strings. In order to perform operations on these entries, they must be converted into `datetime` objects."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "91ad617d",
"metadata": {},
"outputs": [],
"source": [
"import datetime"
]
},
{
"cell_type": "markdown",
"id": "cc096011",
"metadata": {},
"source": [
"- The first code block uses the `datetime` module to call the `.today()` method. This method returns a `datetime` object that represents the current date and time.\n",
"\n",
"- In the second code block, the variable `time1` is assigned the value of the `datetime` object returned by the `.today()` method. The function `type()` is then used to determine the type of `time1` object. \n",
"\n",
"- In the third block of code, the variable `time2` is assigned the value of another `.today()` method. Finally, the time difference between `time2` and `time1` is calculated using subtraction. The result is a `timedelta` object that represents the diffence betweem two `datetime` objects in terms of days, seconds and microseconds."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "6961b7bf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2023, 8, 24, 14, 33, 16, 831251)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# block 1\n",
"datetime.datetime.today()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "890e5868",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# block 2\n",
"time1 = datetime.datetime.today()\n",
"print(type(time1))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0b5ce5c4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:00:31.670776\n"
]
},
{
"data": {
"text/plain": [
"datetime.timedelta(seconds=31, microseconds=670776)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# block 3\n",
"time2 = datetime.datetime.today()\n",
"\n",
"## printing the 'timedelta' object\n",
"## as string, showing the time difference\n",
"## in terms of days, hours, minutes, and seconds\n",
"print(time2 - time1)\n",
"\n",
"## evaluating the `timedelta` object \n",
"time2 - time1\n"
]
},
{
"cell_type": "markdown",
"id": "ad2b077c",
"metadata": {},
"source": [
"To calculate the time duration between any two observatopms om pir dataset, it is necessary to initially convert the timestamps from the `str` type to `datetime` objects."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "f912b74d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2013-08-15 00:18:08+00'"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# value of datetime attribute for \n",
"# the first entry in dataset\n",
"data_df['date_time'][0]"
]
},
{
"cell_type": "markdown",
"id": "2b8d9550",
"metadata": {},
"source": [
"The notation `+00` corresponds to Coordinated Universal Time (UTC) which denotes a time zone offset in hours.\n",
"\n",
"Within the provided dataset, all the offsets are set to 0, implying that they will not be taken into consideration in subsequent operations."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "ed6906c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2013-08-15 00:18:08'"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df['date_time'][0][:-3]"
]
},
{
"cell_type": "markdown",
"id": "a79b3403",
"metadata": {},
"source": [
"The `strptime` function serves the purpose of converting a string into a `datetime` object. \n",
"\n",
"It requires two arguments: the first being the input string to be converted, and the second a string that defines the formatting of the input string. This allows the function to correctly interpret the string's components and create the appropriate `datetime` object."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8858b9bd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Here is date time string: 2013-08-15 00:18:08\n"
]
},
{
"data": {
"text/plain": [
"datetime.datetime(2013, 8, 15, 0, 18, 8)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date_str = data_df.date_time[0][:-3]\n",
"\n",
"print(\"Here is date time string: {}\".format(date_str))\n",
"\n",
"datetime.datetime.strptime(date_str, \"%Y-%m-%d %H:%M:%S\")"
]
},
{
"cell_type": "markdown",
"id": "be747933",
"metadata": {},
"source": [
"The output is a datetime object with the following attributes:\n",
"\n",
"* Year: 2013\n",
"* Month: 8 (August)\n",
"* Date: 15\n",
"* Hour: 0\n",
"* Minute: 18\n",
"* Second: 8"
]
},
{
"cell_type": "markdown",
"id": "a4f78b77",
"metadata": {},
"source": [
"Using the following script helps in iterating through each individual row within the dataset and generate the corresponding `datetime` object from the `date_time` attribute."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "d5f9d4f2",
"metadata": {},
"outputs": [],
"source": [
"timestamps = []\n",
"\n",
"for i in range(len(data_df)):\n",
" str_date = data_df[\"date_time\"].iloc[i][:-3]\n",
" timestamps.append(datetime.datetime.strptime(str_date, \"%Y-%m-%d %H:%M:%S\"))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "7e0d56c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[datetime.datetime(2013, 8, 15, 0, 18, 8),\n",
" datetime.datetime(2013, 8, 15, 0, 48, 7),\n",
" datetime.datetime(2013, 8, 15, 1, 17, 58),\n",
" datetime.datetime(2013, 8, 15, 1, 47, 51),\n",
" datetime.datetime(2013, 8, 15, 2, 17, 42),\n",
" datetime.datetime(2013, 8, 15, 2, 47, 38),\n",
" datetime.datetime(2013, 8, 15, 3, 2, 33),\n",
" datetime.datetime(2013, 8, 15, 3, 17, 27),\n",
" datetime.datetime(2013, 8, 15, 3, 32, 35),\n",
" datetime.datetime(2013, 8, 15, 3, 47, 48)]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# extracting the first ten elements \n",
"# from the list\n",
"\n",
"timestamps[:10]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "99aed61e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.timedelta(seconds=14432)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# difference between the timestamp of 12th observation\n",
"# and the timestamp of the first observation\n",
"\n",
"timestamps[11] - timestamps[0]"
]
},
{
"cell_type": "markdown",
"id": "ebd2a480",
"metadata": {},
"source": [
"The following step is creating a pandas `Series` object and populating it with the elements from the `timestamps` list. This helps in incluing the Series as an additional column within the existing dataframe."
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "acbea73e",
"metadata": {},
"outputs": [],
"source": [
"data_df[\"timestamps\"] = pd.Series(timestamps, index = data_df.index)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "890eb123",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
altitude
\n",
"
date_time
\n",
"
device_info_serial
\n",
"
direction
\n",
"
latitude
\n",
"
longitude
\n",
"
speed_2d
\n",
"
bird_name
\n",
"
timestamps
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
71
\n",
"
2013-08-15 00:18:08+00
\n",
"
851
\n",
"
-150.469753
\n",
"
49.419860
\n",
"
2.120733
\n",
"
0.150000
\n",
"
Eric
\n",
"
2013-08-15 00:18:08
\n",
"
\n",
"
\n",
"
1
\n",
"
68
\n",
"
2013-08-15 00:48:07+00
\n",
"
851
\n",
"
-136.151141
\n",
"
49.419880
\n",
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2.120746
\n",
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2.438360
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Eric
\n",
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2013-08-15 00:48:07
\n",
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\n",
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\n",
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2
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68
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2013-08-15 01:17:58+00
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851
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160.797477
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49.420310
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2.120885
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0.596657
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Eric
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2013-08-15 01:17:58
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3
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2013-08-15 01:47:51+00
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851
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32.769360
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49.420359
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2.120859
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0.310161
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Eric
\n",
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2013-08-15 01:47:51
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69
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2013-08-15 02:17:42+00
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851
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45.191230
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49.420331
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2.120887
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0.193132
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Eric
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2013-08-15 02:17:42
\n",
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\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" altitude date_time device_info_serial direction \\\n",
"0 71 2013-08-15 00:18:08+00 851 -150.469753 \n",
"1 68 2013-08-15 00:48:07+00 851 -136.151141 \n",
"2 68 2013-08-15 01:17:58+00 851 160.797477 \n",
"3 73 2013-08-15 01:47:51+00 851 32.769360 \n",
"4 69 2013-08-15 02:17:42+00 851 45.191230 \n",
"\n",
" latitude longitude speed_2d bird_name timestamps \n",
"0 49.419860 2.120733 0.150000 Eric 2013-08-15 00:18:08 \n",
"1 49.419880 2.120746 2.438360 Eric 2013-08-15 00:48:07 \n",
"2 49.420310 2.120885 0.596657 Eric 2013-08-15 01:17:58 \n",
"3 49.420359 2.120859 0.310161 Eric 2013-08-15 01:47:51 \n",
"4 49.420331 2.120887 0.193132 Eric 2013-08-15 02:17:42 "
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df.head()"
]
},
{
"cell_type": "markdown",
"id": "5de8432a",
"metadata": {},
"source": [
"It is possible to generate a list with the intention of tracking the elapsed time since the beginning of data collection. This involves extracting the timestamps specific to Erc and saving them in the `times` list.\n",
"\n",
"Each element in the list is used to compute the time difference between a given timestamp and initial time, which corresponds to the first element in the `times` list. A list comprehension gets the work done."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "e495c49d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"258 days 23:33:21\n"
]
}
],
"source": [
"# extracting timestamps data for Eric\n",
"times_Eric = data_df['timestamps'][data_df['bird_name'] == \"Eric\"]\n",
"\n",
"# calculating the time difference between\n",
"# times_Eric[:] and times_Eric[0]\n",
"elapsed_time_Eric = [time - times_Eric[0] for time in times_Eric]\n",
"\n",
"# printing the timedelta between\n",
"# final observation timestamp and initial timestamp\n",
"print(elapsed_time_Eric[-1])"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "010e2a27",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10,7))\n",
"plt.plot(np.array(elapsed_time_Eric) / datetime.timedelta(days=1),'r--')\n",
"plt.xlabel(\"Observations\")\n",
"plt.ylabel(\"Elapsed time (days)\");"
]
},
{
"cell_type": "markdown",
"id": "fb817d37",
"metadata": {},
"source": [
"Upon examining the plot, a relatively straight line is seen. If the time interval between any two successive observations were consistently identical for all observations, a perfectly straight line would be observed. However, the plot showcases a few noticeable jumps, indicating the presence of observations that exhibit larger time intervals compared to other obsevations in the dataset."
]
},
{
"cell_type": "markdown",
"id": "3574e389",
"metadata": {},
"source": [
"## Calculating Daily Mean Speed\n",
"---\n",
"\n",
"The subsequent objective is to generate a plot in which the y-axis represents the mean daily speed, and the x-axis represents time measured in days.\n",
"\n",
"Since the dataset contains timestamps that are unevenly spaced, the initial point on the left corresponds to our observation number 0. All time measurements are relative to this 0th observation.\n",
"\n",
"Analyzing the initial few points will likely correspond to day 0. The aim is to accumulate the indices for all observations falling within day 0. Once the timestamps transistion to day 1, the mean velocity over the collected observations for that day will be calculated. This process continues as indices for each new day is gathered."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "0eef94c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.0, 0.02082175925925926, 0.04155092592592593, ...,\n",
" 258.9399652777778, 258.9607175925926, 258.9814930555556],\n",
" dtype=object)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"elapsed_days = np.array(elapsed_time_Eric) / datetime.timedelta(days=1)\n",
"\n",
"elapsed_days"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "1b276c2a",
"metadata": {},
"outputs": [],
"source": [
"# variable to check if we have hit the next day\n",
"next_day = 1\n",
"\n",
"# list to keep track of indices of data points\n",
"inds = []\n",
"\n",
"# list storing the daily mean speed of Eric\n",
"daily_mean_speed = []\n",
"\n",
"for (the_index,the_time) in enumerate(elapsed_days):\n",
" \n",
" # collecting indices if we haven't \n",
" # reached the next day\n",
" if the_time < next_day:\n",
" \n",
" inds.append(the_index)\n",
"\n",
" # next day reached\n",
" else:\n",
" \n",
" # extracting speed for a particular day\n",
" speed_data = data_df['speed_2d'][inds]\n",
" \n",
" # computing the mean and appending it to \n",
" # the list daily_mean_speed\n",
" daily_mean_speed.append(np.mean(speed_data))\n",
" \n",
" # next day is increased by 1\n",
" next_day += 1\n",
" # list of indices is emptied\n",
" inds = []\n",
" "
]
},
{
"cell_type": "markdown",
"id": "030efbf4",
"metadata": {},
"source": [
"- Converting `daily_mean_speed` list into a NumPy array named `speed_array`\n",
"\n",
"- Using `isnan` function to create a Boolean array `speed_ind`, where `True` represenst the positions in `speed_array` that have `NaN` values\n",
"\n",
"- Using the boolean indexing with `~speed_ind`, the `speed_array` is filtered to exclude the positions with `NaN` values\n",
"\n",
"- Median of the cleaned `speed_array` is calculated using `np.median()`"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "e13525c5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Median: 2.071156405887064\n"
]
}
],
"source": [
"speed_array = np.array(daily_mean_speed)\n",
"speed_ind = np.isnan(speed_array)\n",
"speed_array = speed_array[~speed_ind]\n",
"\n",
"print(\"Median: {}\".format(np.median(speed_array)))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "e5a9c568",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10,7))\n",
"plt.plot(daily_mean_speed)\n",
"plt.xlabel(\"Day\")\n",
"plt.ylabel(\"Mean speed (m/s)\")\n",
"plt.title(\"Eric Mean Daily Speed\");"
]
},
{
"cell_type": "markdown",
"id": "29601639",
"metadata": {},
"source": [
"The plot shows that Eric's average speed remains consistently at 3 m/s or lower for the majority of the time. There are noticeable spikes in average speed occurring around day 95 and day 230. During these specific time intervals, Eric's average speed increases significantly, reaching upto 9 m/s. These spikes coincide with Eric's migration periods, indicating his accelerated movement during these phases."
]
},
{
"cell_type": "markdown",
"id": "1e13957c",
"metadata": {},
"source": [
"## Cartopy Library\n",
"---\n",
"\n",
"Cartopy is a Python library designed to help cartographic tasks by offering a comprehensive set of tools for map creation and visualization. It simplifies the process of generating maps and working with geospatial data within Python."
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "887e8fdd",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeature"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "2ce2d50d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Eric', 'Nico', 'Sanne'], dtype=object)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"birdnames"
]
},
{
"cell_type": "markdown",
"id": "fa3fa3d0",
"metadata": {},
"source": [
"The objective is to extract the rows from the data frame that correspond to a particular bird's longitudinal and latitude.\n",
"\n",
"To achieve this plot, a specific coordinate reference system (CRS) transformation known as `Mercator` is used. An axis is established using the `plt.axes` function, and an extend is defined for it."
]
},
{
"cell_type": "markdown",
"id": "caa6f65c",
"metadata": {},
"source": [
"Looking at the flight trajectories superimposed on top of a map gives much more insights into the migratory patterns of these birds."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "a9608fe2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"proj = ccrs.Mercator()\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"ax = plt.axes(projection = proj)\n",
"ax.set_extent((-25.0,20.0,52.0,10.0))\n",
"\n",
"# adding features to map\n",
"\n",
"# adding `land` feature to the map\n",
"ax.add_feature(cfeature.LAND)\n",
"# adding 'ocean' feature to the map\n",
"ax.add_feature(cfeature.OCEAN)\n",
"# adding 'coastline' feature to the map\n",
"ax.add_feature(cfeature.COASTLINE)\n",
"# adding 'border' feature to the map\n",
"ax.add_feature(cfeature.BORDERS, linestyle = \":\")\n",
"\n",
"for name in birdnames:\n",
" bird_index = data_df['bird_name'] == name\n",
" bird_long = data_df['longitude'][bird_index][0:10000]\n",
" bird_lat = data_df['latitude'][bird_index][0:10000]\n",
" ax.plot(bird_long,bird_lat,'.',label=name, transform=ccrs.Geodetic())\n",
" \n",
"plt.legend(loc=\"upper left\"); "
]
},
{
"cell_type": "markdown",
"id": "4cb9c729",
"metadata": {},
"source": [
"### Folium\n",
"---\n",
"\n",
"`Folium` is a robust Python library that enables the creation of dynamic and interactive maps directly within the project notebook. With Folium, dynamic geographic data, such as bird migration paths and points of interest can be overlaid onto interactive maps. The inclusion of Folium adds a layer of geographical insight and engagement, facilitating a more comprehensive understanding of the intricate migration behaviors of avian species. \n",
"\n",
"- Importing `folium` library\n",
"\n",
"- Calculating the center point of the provided coordinates. This point is used as the initial focus of the map\n",
"\n",
"- Creating a new map `mymap` using the `folium.Map` function. The map's location is set to the calculated center point and the initial zoom level is adjusted using the argument `zoom_start`\n",
"\n",
"- For each set of coordinates, a marker is added to the map using `folium.Marker` function"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "bb460d53",
"metadata": {},
"outputs": [],
"source": [
"import folium"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "78ce1c8b",
"metadata": {},
"outputs": [],
"source": [
"latitude = [30,51]\n",
"longitude = [-9.9, 3.6]\n",
"\n",
"center_latitude = sum(latitude) / len(latitude)\n",
"center_longitude = sum(longitude) / len(longitude)\n",
"\n",
"# calculating the map center\n",
"map_center = [center_latitude, center_longitude]\n",
"\n",
"# creating the map\n",
"# location is set to `map_center`\n",
"# initial zoom level is set to 5\n",
"mymap = folium.Map(location = map_center, zoom_start = 5)\n",
"\n",
"\n",
"for lat, long in zip(latitude, longitude):\n",
" folium.Marker(location = [lat,long], popup = f\"Latitude: {lat} | Longitude: {long}\").add_to(mymap)\n",
"\n",
"# saving the map to HTML file\n",
"mymap.save(\"coordinates_map.html\")"
]
},
{
"cell_type": "markdown",
"id": "31b50382",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "61e54d31",
"metadata": {},
"source": [
"Using the Folium map visualization, we can see the cities pivotal to the bird migration routes. The birds start off from Belgium, tracing a path along the coastal regions of Spain and Portugal. They navigate over to Africa and continue along the coastal fringes of Morocco. "
]
},
{
"cell_type": "markdown",
"id": "fa75a49b",
"metadata": {},
"source": [
"## Tracking Flight Patterns\n",
"---\n",
"\n",
"The focus in this case study is analyzing flight patterns exhibited by each of the three birds within the dataset. The intention is to organize the flight patterns by both bird and date, subsequently generating plots that illustrate the average altitude for these grouped patterns."
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "9ed5af48",
"metadata": {},
"outputs": [],
"source": [
"birddata = pd.read_csv(file_loc, index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "2448eabc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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altitude
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date_time
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device_info_serial
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direction
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latitude
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longitude
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speed_2d
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bird_name
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"text/plain": [
" altitude date_time device_info_serial direction \\\n",
"0 71 2013-08-15 00:18:08+00 851 -150.469753 \n",
"1 68 2013-08-15 00:48:07+00 851 -136.151141 \n",
"2 68 2013-08-15 01:17:58+00 851 160.797477 \n",
"3 73 2013-08-15 01:47:51+00 851 32.769360 \n",
"4 69 2013-08-15 02:17:42+00 851 45.191230 \n",
"\n",
" latitude longitude speed_2d bird_name \n",
"0 49.419860 2.120733 0.150000 Eric \n",
"1 49.419880 2.120746 2.438360 Eric \n",
"2 49.420310 2.120885 0.596657 Eric \n",
"3 49.420359 2.120859 0.310161 Eric \n",
"4 49.420331 2.120887 0.193132 Eric "
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"birddata.head()"
]
},
{
"cell_type": "markdown",
"id": "e07d29f2",
"metadata": {},
"source": [
"### Task 1\n",
"---\n",
"\n",
"- Calculating the mean `speed_2d` for each bird"
]
},
{
"cell_type": "code",
"execution_count": 139,
"id": "4eb83ab3",
"metadata": {},
"outputs": [],
"source": [
"# Dictionary to store the mean speed for each bird\n",
"mean_speeds = {}\n",
"\n",
"# Dictionary to store the mean altitude for each bird\n",
"mean_altitudes = {}\n",
"\n",
"for name in birdnames:\n",
" data = birddata[birddata['bird_name'] == name]\n",
" bird_speed = np.mean(data['speed_2d'])\n",
" bird_altitude = np.mean(data['altitude'])\n",
" mean_speeds[name] = bird_speed\n",
" mean_altitudes[name] = bird_altitude\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "bf738cbe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean speed of birds: {'Eric': 2.3005445907278466, 'Nico': 2.9087263541396617, 'Sanne': 2.4504341163584806}\n",
"Mean altitude of birds: {'Eric': 60.249406415761555, 'Nico': 67.90047819705507, 'Sanne': 29.159921919634357}\n"
]
}
],
"source": [
"print(\"Mean speed of birds: {}\".format(mean_speeds))\n",
"\n",
"print(\"Mean altitude of birds: {}\".format(mean_altitudes))"
]
},
{
"cell_type": "markdown",
"id": "cf2ab840",
"metadata": {},
"source": [
"### Task 2\n",
"---\n",
"\n",
"The goal of this task is to aggregate flight times by date and compute the average altitude within each day.\n",
"\n",
"- Converting the `date_time` column to the `pd.datetime` format\n",
"\n",
"- Storing the resulting date values in a new column named `date` within the `birddata` dataframe"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "0e4b417a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2013-08-15 00:18:08+00:00\n",
"1 2013-08-15 00:48:07+00:00\n",
"2 2013-08-15 01:17:58+00:00\n",
"3 2013-08-15 01:47:51+00:00\n",
"4 2013-08-15 02:17:42+00:00\n",
"Name: date_time, dtype: datetime64[ns, UTC]"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Convert birddata.date_time to the `pd.datetime` format.\n",
"birddata['date_time'] = pd.to_datetime(birddata['date_time'])\n",
"\n",
"date_time_values = birddata['date_time']\n",
"date_time_values.head()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "7e67afd8",
"metadata": {},
"outputs": [],
"source": [
"# creating the list to contain \n",
"# 'pd.datetime' format values\n",
"date_value = []\n",
"\n",
"for i in range(len(date_time_values)):\n",
" date_value.append(date_time_values.iloc[i].date())\n",
"\n",
"# creating a new column of day of observation\n",
"birddata[\"date\"] = date_value\n"
]
},
{
"cell_type": "markdown",
"id": "c708b4b4",
"metadata": {},
"source": [
"The code block below iterates through each unique date in `date_set`, extracting the corresponding altitude values for that date using boolean indexing, calculating the meean altitude for the day and storing it in `mean_altitude_perday` dictionary.\n",
"\n",
"The `altitude_value` list is cleared after each iteration to prepare for next date."
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "78b0675e",
"metadata": {},
"outputs": [],
"source": [
"mean_altitude_perday = {}\n",
"\n",
"date_set = set(birddata['date'])\n",
"altitude_values = []\n",
"\n",
"for date in date_set:\n",
"\n",
" altitude_values = birddata.altitude[birddata['date'] == date]\n",
" mean_altitude_perday[str(date)] = np.mean(altitude_values)\n",
"\n",
" altitude_values = []"
]
},
{
"cell_type": "markdown",
"id": "2cf7d713",
"metadata": {},
"source": [
"### Task 3\n",
"---\n",
"\n",
"Calculating the mean altitude for each bird and date combination.\n"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "4d96c928",
"metadata": {},
"outputs": [],
"source": [
"eric_data = birddata[birddata['bird_name'] == 'Eric']\n",
"sanne_data = birddata[birddata['bird_name'] == 'Sanne']\n",
"nico_data = birddata[birddata['bird_name'] == 'Nico']"
]
},
{
"cell_type": "markdown",
"id": "7524bcf3",
"metadata": {},
"source": [
"The following lines of code take the individual datasets `eric_data`, `sanne_data`, and `nico_data` and group their entries by date, resulting in three separate DataFrames `eric_date_grouped`, `sanne_date_grouped`, and `nico_date_grouped` where the data entries are organized by the dates they correspond to."
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "46591d9e",
"metadata": {},
"outputs": [],
"source": [
"eric_date_grouped = pd.DataFrame(eric_data.groupby(['date']))\n",
"sanne_date_grouped = pd.DataFrame(sanne_data.groupby(['date']))\n",
"nico_date_grouped = pd.DataFrame(nico_data.groupby(['date']))"
]
},
{
"cell_type": "markdown",
"id": "371ddd74",
"metadata": {},
"source": [
"Dictionary comprehensions are used to calculate the mean altitude of bird migrations for each dataset on a per-date basis. The date is used as the key in the dictionaries, and the calculated mean altitude is associated with each date. This helps in analyzing altitude trends during bird migrations over time."
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "a02b8480",
"metadata": {},
"outputs": [],
"source": [
"eric_mean_altitude = {str(eric_date_grouped[0][k]): eric_date_grouped[1][k]['altitude'].mean() for k in range(len(eric_date_grouped))}\n",
"\n",
"sanne_mean_altitude = {str(sanne_date_grouped[0][k]): sanne_date_grouped[1][k]['altitude'].mean() for k in range(len(sanne_date_grouped))}\n",
"\n",
"nico_mean_altitude = {str(nico_date_grouped[0][k]): nico_date_grouped[1][k]['altitude'].mean() for k in range(len(nico_date_grouped))}\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "2476306c",
"metadata": {},
"source": [
"### Task 4\n",
"---\n",
"\n",
"The aim of this task is to compute the average speed for each bird and day. After calculating the average speeds, a visualization will be created showing the average speeds and altitude for each bird.\n",
"\n",
"- Calculating the mean speed for each bird and date combination\n",
"- Plotting the daily mean speed and altitude\n"
]
},
{
"cell_type": "markdown",
"id": "c2a181aa",
"metadata": {},
"source": [
"The mean speed for each bird on a daily basis is calculated by dictionary comprehension. The date is used as the key in the dictionaries, and the calculated mean speeds is associated with each date. This helps in analyzing speed trends during migrations over time."
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "9757a705",
"metadata": {},
"outputs": [],
"source": [
"eric_mean_speed = {str(eric_date_grouped[0][k]): eric_date_grouped[1][k]['speed_2d'].mean() for k in range(len(eric_date_grouped))}\n",
"\n",
"sanne_mean_speed = {str(sanne_date_grouped[0][k]): sanne_date_grouped[1][k]['speed_2d'].mean() for k in range(len(sanne_date_grouped))}\n",
"\n",
"nico_mean_speed = {str(nico_date_grouped[0][k]): nico_date_grouped[1][k]['speed_2d'].mean() for k in range(len(nico_date_grouped))}\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "14c6c22e",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "b3b39f31",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"eric_daily_speed = pd.Series(eric_mean_speed.values())\n",
"sanne_daily_speed = pd.Series(sanne_mean_speed.values())\n",
"nico_daily_speed = pd.Series(nico_mean_speed.values())\n",
"\n",
"plt.figure(figsize=(10, 7))\n",
"eric_daily_speed.plot(label=\"Eric\")\n",
"sanne_daily_speed.plot(label=\"Sanne\")\n",
"nico_daily_speed.plot(label=\"Nico\")\n",
"plt.legend()\n",
"plt.title(\"Daily Mean Speed\")\n",
"plt.xlabel(\"$days$\")\n",
"plt.ylabel(\"$speed (length/time)$\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 128,
"id": "a7157e6c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"eric_daily_alt = pd.Series(eric_mean_altitude.values())\n",
"sanne_daily_alt = pd.Series(sanne_mean_altitude.values())\n",
"nico_daily_alt = pd.Series(nico_mean_altitude.values())\n",
"\n",
"plt.figure(figsize=(10, 7))\n",
"eric_daily_alt.plot(label=\"Eric\")\n",
"sanne_daily_alt.plot(label=\"Sanne\")\n",
"nico_daily_alt.plot(label=\"Nico\")\n",
"plt.legend()\n",
"plt.title(\"Daily Mean Altitude\")\n",
"plt.xlabel(\"$days$\")\n",
"plt.ylabel(\"$height (length)$\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0f0215ab",
"metadata": {},
"source": [
"The depicted graphs of daily mean speed and altitude offers insights into the flight behavior of the birds. The visualizations highlight significant trends that correspond to specific phases of the birds' migration journey. The periods of elevated altitde and increased speed directly correlate with their period of migrationm indicating their movement between different geographical regions. \n",
"\n",
"- Nico flies at higher altitudes more frequently than other birds and achieves the highest altitude during migration.\n",
"\n",
"- Nico also consistently maintains a higher daily mean speed compared to the other birds\n",
"\n",
"These observations are consisted with the data analysed where Nico had both higher mean speed and higher mean altitude.\n",
"\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": "3.9.17"
}
},
"nbformat": 4,
"nbformat_minor": 5
}