{"id":3416,"date":"2022-03-19T20:14:54","date_gmt":"2022-03-19T14:44:54","guid":{"rendered":"http:\/\/myprojectideas.com\/?p=3416"},"modified":"2025-11-01T11:55:50","modified_gmt":"2025-11-01T11:55:50","slug":"tracking-bird-migration-using-numpy-module","status":"publish","type":"post","link":"https:\/\/rudelabs.ai\/blogs\/tracking-bird-migration-using-numpy-module\/","title":{"rendered":"Tracking Bird Migration Using NumPy Module"},"content":{"rendered":"<h2><strong>Introduction of the Project<\/strong><\/h2>\n<p>Hello! Do you like birds? Are you curious to know where all of these birds migrate when climate changes? Today, <span style=\"font-weight: 400;\">we will create a simple and efficient code for Tracking Bird Migration with NumPy Module in Python. W<\/span>e will plot their migrations, speed, and location on graphs and maps! Wow, so interesting! So, what are you waiting for? Let\u2019s code it to find their migration route and speed.<\/p>\n<iframe loading=\"lazy\"  id=\"_ytid_44005\"  width=\"1080\" height=\"607\"  data-origwidth=\"1080\" data-origheight=\"607\" src=\"https:\/\/www.youtube.com\/embed\/uQUWZtvwqKs?enablejsapi=1&autoplay=0&cc_load_policy=0&cc_lang_pref=&iv_load_policy=1&loop=0&rel=1&fs=1&playsinline=0&autohide=2&theme=dark&color=red&controls=1&\" class=\"__youtube_prefs__  no-lazyload\" title=\"YouTube player\"  allow=\"fullscreen; accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen data-no-lazy=\"1\" data-skipgform_ajax_framebjll=\"\"><\/iframe>\n<p>&nbsp;<\/p>\n<h2><strong>Requirements<\/strong><\/h2>\n<p>1. To run the code, you need Python; you can use VSCode or any python IDE.<\/p>\n<p>2. Pre-installed Numpy, <a href=\"https:\/\/pandas.pydata.org\/\">Pandas<\/a> &amp; <a href=\"https:\/\/matplotlib.org\/\">Matplotlib<\/a> Module.<\/p>\n<p>3. Download the Dataset CSV file.<\/p>\n<h2><strong>Steps For Tracking Bird Migration Using NumPy Module<\/strong><\/h2>\n<p><strong>Step 1: <\/strong>Install the modules; if you haven&#8217;t it in your system, paste the below command lines in your command prompt and press enter.<\/p>\n<p><strong><em>pip install matplotlib<\/em><\/strong><\/p>\n<p><em><strong>pip install pandas<\/strong><\/em><\/p>\n<p><em><strong>pip install numpy<\/strong><\/em><\/p>\n<p><strong>Step 2: <\/strong>Paste the below code in your IDE\/code editor.<\/p>\n<h2><strong>Source Code<\/strong><\/h2>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Import required modules\r\nimport pandas as pd\r\nimport matplotlib.pyplot as plt\r\nimport numpy as np\r\nimport datetime\r\n\r\n\r\n# To read the CSV file\r\nbirdData = pd.read_csv(\"C:\\\\Users\\\\misss\\\\Downloads\\\\bird_tracking.csv\")\r\n\r\n\r\n# To get the unique names of birds\r\nbirdNames = pd.unique(birdData.bird_name)\r\n\r\n\r\n# To store the indices of the bird Eric\r\ni = birdData.bird_name == \"Eric\"\r\nx,y = birdData.longitude[i], birdData.latitude[i]\r\n\r\n\r\n# Create a new figure, or activate an existing figure\r\nplt.figure(figsize = (4.5,6))\r\nplt.plot(x,y,\"b.\")\r\n\r\n\r\n# Plot each bird in the same figure\r\nplt.figure(figsize = (4.5,6))\r\n\r\n\r\n# Plot latitude &amp; longitude in graph\r\nfor name in birdNames:\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 i = birdData.bird_name == name\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 x,y = birdData.longitude[i], birdData.latitude[i]\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 plt.plot(x,y,\".\", label=name)\r\n\r\n\r\n# Labelling Longitute and Latitude\u00a0\u00a0\u00a0\r\nplt.xlabel(\"Longitude\")\r\nplt.ylabel(\"Latitude\")\r\nplt.legend(loc=\"lower right\")\r\n\r\n\r\n# To get the timestamps of a day\r\ntimestamps = []\r\nfor k in range(len(birdData)):\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 timestamps.append(datetime.datetime.strptime(birdData.date_time.iloc[k][:-3], \"%Y-%m-%d %H:%M:%S\"))\r\nbirdData[\"timestamp\"] = pd.Series(timestamps, index = birdData.index)\r\n\r\n\r\ndata = birdData[birdData.bird_name == \"Eric\"]\r\ntimes = data.timestamp\r\nelapsed_time = [time-times[0] for time in times]\r\nelapsed_days = np.array(elapsed_time)\/datetime.timedelta(days=1)\r\n\r\n\r\n# To find the mean speed\r\nnext_day = 1\r\ninds = []\r\ndaily_mean_speed = []\r\nfor (i,t) in enumerate(elapsed_days):\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if t &lt; next_day:\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 inds.append(i)\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 else:\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 daily_mean_speed.append(np.mean(data.speed_2d[inds]))\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 next_day += 1\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 inds = []\r\n\r\n\r\n# For plotting the graph and labelling\r\nplt.figure(figsize = (5,6))\r\nplt.plot(daily_mean_speed, \"rs-\")\r\nplt.xlabel(\" Day \")\r\nplt.ylabel(\" Mean Speed (m\/s) \");\r\n\r\n\r\n# Display all open figures\r\nplt.show()<\/pre>\n<h2><strong>Explanation Of The Code<\/strong><\/h2>\n<p>In the beginning, we imported all the necessary modules into our code.<\/p>\n<p>1. Firstly, we read the CSV file and get the unique names of the birds from it.<\/p>\n<p>2. After this, we get the indices of the bird named Eric and plot the figure using the plot function.<\/p>\n<p>3. After this, we plot latitude and longitude in the second figure using x and y coordinates.<\/p>\n<p>4. We are labeling the x and y-axis using the label function.<\/p>\n<p>5. Now, we are calculating the timestamp for our third figure.<\/p>\n<p>6. After it, we find the mean speed for the same bird &#8211; Eric.<\/p>\n<p>7. Then, we plot the graph and label it according to the axis.<\/p>\n<p>8. We have shown the speed in meters per second, and the x-axis represents the days.<\/p>\n<p>9. Finally, we display all the open figures using the show function.<\/p>\n<h2><strong>Output<\/strong><\/h2>\n<p>Below are the results of successfully running the code for Tracking Bird Migration Using the NumPy Module.<\/p>\n<p><span style=\"font-weight: 400;\">Figures 1 and 2. show the migrating route of the birds in terms of latitude and longitude.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Figure 3. shows the graphical representation of the mean speed of a bird per day when observed for a long time.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-18426 size-full\" src=\"https:\/\/rudelabs.ai\/blogs\/wp-content\/uploads\/2022\/03\/Tracking-Bird-Migration-Using-NumPy-Module.webp\" alt=\"Tracking Bird Migration Using NumPy Module\" width=\"1366\" height=\"672\" \/><\/p>\n<h2><strong>Things to Remember\u00a0<\/strong><\/h2>\n<ul>\n<li>Download the CSV file before proceeding with the code.<\/li>\n<li>Install all the required modules before running the code.<\/li>\n<li>Alter the CSV file path in your code according to your CSV file location.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Code for Tracking Bird Migration with NumPy Module in Python. We will plot their migrations, speed, and location on graphs and maps!<\/p>\n","protected":false},"author":1,"featured_media":8593,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[7,5],"tags":[18,23,22],"class_list":["post-3416","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-coding-projects","category-python","tag-computer-science","tag-numpy","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.1.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tracking Bird Migration Using NumPy Module - RUDE LABS<\/title>\n<meta name=\"description\" content=\"Code for Tracking Bird Migration with NumPy Module in Python. 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