6.2 Quantification
Step 1: Acquiring the Data
In the initial phase of the quantification process, a strategic shift is made in data acquisition to enable a detailed and comprehensive analysis. Step 1 introduces an automated approach to downloading geospatial data, utilizing a Python3 script made available by the European Commission’s Joint Research Centre.
The script facilitates the bulk downloading of individual data tiles, allowing for the subsequent automated pixel counting necessary for quantification. Each data tile, containing a staggering 40,000 by 40,000 pixels, represents a substantial amount of geographical information and, when aggregated, will form the basis for a detailed global analysis.
This method is crucial as it allows for consistent and unbiased access to the data across all regions, maintaining the integrity of the quantification process. By automating this step, the potential for human error is minimized, and the efficiency of the process is significantly enhanced. The script’s ability to interact seamlessly with the Global Surface Water dataset ensures that all available data for the chosen timeframe is included in the analysis, thereby ensuring that no area of interest is omitted due to manual oversight.
The use of this script sets the stage for an accurate
pixel-based analysis of the water occurrence changes. By methodically capturing the dataset in this manner, it provides the necessary granularity to detect and measure both the overt and subtle changes in water presence, which, in turn, will reflect the corresponding material flux. The downloaded data will serve as a foundational resource for the algorithms that will calculate the extent of coastal change by assessing the variations represented within each pixel. This step is pivotal for preparing the data for the rigorous computational processes that will follow in the quantification of global coastal extension.
Fig. 95. Download page where to obtain the individual tiles from. ©Global Surface Water
Fig. 96. The Python3 Code to install all tiles automatically. ©Global Surface Water
Fig. 97. Download instructions for the Python3 Code. ©Global Surface Water
Step 2: Decoding Pixel Data
In Step 2 of the quantification process, the focus is on interpreting the rich tapestry of data encoded within each pixel of the global surface water tiles. To decode this vast array of information, a single tile is carefully selected and inspected within the QGIS platform, serving as a representative sample of the larger dataset.
Upon examination of the layer properties, a diverse color palette is revealed, each shade corresponding to a distinct pixel value. This color code serves as a key, unlocking the narrative of water occurrence across the globe. The palette’s spectrum, ranging from greens to reds, visually represents the varying intensities of water presence changes over time—the greens signaling areas where water presence has increased, while the reds denote areas of decreased water presence.
The intensities of these colors bear significance, offering a graduated scale that reflects the magnitude of change. These variances are pivotal, as they inform the degree to which each region has experienced shifts in water coverage, directly impacting the material flux of coastal landscapes.
Crucially, black, white, and grey pixels denote absence of data or null values, and thus, are extraneous to the quantification endeavor. They must be diligently filtered out to refine the analysis and concentrate solely on the meaningful changes depicted by the vibrant hues. This meticulous sifting is imperative for achieving an accurate, data-driven portrayal of global
coastal dynamics—a task that sets the groundwork for the complex computation processes ahead. The elimination of these neutral pixels ensures the purity of the dataset, allowing the ensuing steps to calculate a precise measure of global material flux.
Step 3: Identifying the Correct Pixel Ranges
In step 3, the focus shifts to identifying the range of pixel values that correspond to significant changes in water occurrence. The color ramps illustrate a gradient of change, with each color representing a quantifiable alteration in water presence. The red end of the spectrum signals a reduction in water occurrence, whereas the green indicates an increase.
The progression of the color ramps seen on the right side of the page on the right demonstrates the intensity of water occurrence change. The darker shades of red, nearing the black mid-point, represent areas with the most significant reduction in water presence over time. Conversely, the brighter shades of green, approaching the white end, signify regions where water occurrence has increased markedly.
For precise quantification, a buffer zone is considered to accommodate the ambiguity of moderate changes that are closer to the mid-point, which is represented by black (value 100). Red values ranging from 0-75 encapsulate a marked decrease in water occurrence, including a buffer zone to ensure that even less intense but still significant decreases are accounted for. Similarly, green values from 125-200 are chosen to represent an increase in water occurrence, excluding the immediate vicinity of the neutral black value to focus on more pronounced changes.
This meticulous selection ensures that only those changes that are most discernible and consequential are included in the quantification, thus prioritizing
alterations that are not only visible to the eye but are also substantial enough to indicate significant material flux. It’s a targeted approach to quantify the magnitude of change, giving precedence to the most striking shifts that define the dynamics of coastal extensions and retreats.
Fig. 98. The range of reds that indicates different intensities of change.
Fig. 99. The range of greens that indicates different intensities of change.
Step 4: Code Writing to Obtain Total Red Pixel Count
Scripting an automated process to tally the number of pixels within a specified value range that represents areas with decreased water occurrence, applying a function that counts and computes the percentage of pixels with values that fall between 0 and 75.
These pixel values are quantified for each image, and the total is accumulated, thus providing a comprehensive measure of the extent and intensity of water reduction across the global coastal regions.
Breakdown:
1. Imports:
- `os`: Provides a way of using operating system dependent functionality.
- `glob`: Finds all the pathnames matching a specified pattern according to the rules used by the Unix shell.
- `gdal`: Open source Geospatial Data Abstraction Library, for reading and writing raster and vector geospatial data formats.
2. Function Definition:
- `count_pixels_in_range(file_path, value_min, value_max)`: A function that counts the pixels within the specified range of values (value_min to value_max) in a single image file.
3. Opening the Raster:
- `gdal.Open(file_path)`: Opens the image file.
- `GetRasterBand(1)`: Fetches the first band of the raster image since we are assuming a single band with relevant data.
4. Processing the Data:
- `ReadAsArray()`: Reads the band’s data as an array for processing.
- `valid_values = (data >= value_min) & (data <= value_max)`: Creates a boolean array where true values correspond to pixels within the specified range.
- `count = valid_values.sum()`: Sums the boolean array to get the count of valid pixels.
- `total_pixels = data.size`: Gets the total number of pixels in the image.
- `percentage = (count / total_pixels) * 100`: Calculates the percentage of pixels in the valid range.
5. Setting Directory and Processing Files:
- The script sets a directory path where the TIFF images are stored.
- It lists all the TIFF files in the directory using `glob. glob()`.
- Initializes a dictionary to hold the pixel count and percentage information for each image.
6. Iterating Over Images:
- For each image file, the script calls the `count_pixels_in_range()` function with the defined value range and adds the results to the dictionary.
7. Output:
- It prints out the file name along with the count of pixels in the specified range and the percentage this count represents of the total pixels.
Step 5: Code Writing to Obtain Total Green Pixel Count
Counterpoint to the previous red pixel count, focusing on areas with increased water occurrence.
The process involves a Python script that sifts through each image file, counting pixels in the value range of 125 to 200. These values signify the regions with more water presence over time, reflecting potential expansion of water bodies or flooding.
The green pixels represent not just water, but the movement and addition of material in the landscape, thus directly contributing to the global material flux. This script ensures that each green pixel is accounted for, painting a detailed picture of where and to what extent material deposition has occurred.
Breakdown:
1. Import Modules:
- `os`: To interact with the operating system.
- `glob`: To find all the pathnames matching a specified pattern.
- `gdal`: To handle raster data.
2. Function Definition – count_pixels_in_range():
- This function opens a TIFF file and counts pixels within a specified value range, intended for identifying pixels representing increased water occurrence (the green pixels in the dataset).
3. Open Raster File:
- The TIFF file is opened using `gdal.Open()` and the first band is selected since the TIFF files are assumed to contain a single band of data.
4. Read Data and Count Pixels:
- The `ReadAsArray()` function reads the band’s data as an array.
- It then identifies valid pixels in the specified range (125 to 200 in this case, representing the green pixel values for increased water occurrence).
- The total count of valid pixels is calculated, and its percentage against the total pixels in the image is determined.
5. Prepare for Output:
- The path to the directory containing the TIFF files is defined.
- A list of TIFF files is generated using the `glob. glob()` function.
- A dictionary is initialized to hold the count and percentage of pixels that match the criteria for each file.
6. Iterate Over Each TIFF File:
- The script loops through each TIFF file, calling the `count_pixels_in_range()` function, and populates the dictionary with the filename as the key and a tuple of the count and percentage as the value.
7. Display Results:
- Finally, the script prints out the pixel information without sorting, displaying the filename along with the count of green pixels and the percentage of the total pixels they represent.
6.3 Results
Red Pixels Count:
File change_180W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_40Sv1_4_2021.tif has 282 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_20Sv1_4_2021.tif has 63961 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_10Sv1_4_2021.tif has 4843 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_0Nv1_4_2021.tif has 112640 pixels with values 0-75, which is 0.01% of the total pixels
File change_180W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_20Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_30Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_40Nv1_4_2021.tif has 61440 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_50Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_60Nv1_4_2021.tif has 60206 pixels with values 0-75, which is 0.00% of the total pixels
File change_180W_70Nv1_4_2021.tif has 701032 pixels with values 0-75, which is 0.04% of the total pixels
File change_180W_80Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
Red Pixel Count: 942,964
Cumulative Pixel Count:
942,964
File change_170W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_40Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_20Nv1_4_2021.tif has 45056 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_30Nv1_4_2021.tif has 41482 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_40Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_50Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_170W_60Nv1_4_2021.tif has 140205 pixels with values 0-75, which is 0.01% of the total pixels
File change_170W_70Nv1_4_2021.tif has 3500508 pixels with values 0-75, which is 0.22% of the total pixels
File change_170W_80Nv1_4_2021.tif has 79028 pixels with values 0-75, which is 0.00% of the total pixels
Red Pixel Count: 3,806,279
Cumulative Pixel Count: 4,749,243
File change_160W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_40Sv1_4_2021.tif has 143360 pixels with values 0-75, which is 0.01% of the total pixels
File change_160W_30Sv1_4_2021.tif has 47104 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_20Sv1_4_2021.tif has 4096 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_10Sv1_4_2021.tif has 63352 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_10Nv1_4_2021.tif has 28672 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_20Nv1_4_2021.tif has 944 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_30Nv1_4_2021.tif has 6544 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_40Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_50Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_160W_60Nv1_4_2021.tif has 1129295 pixels with values 0-75, which is 0.07% of the total pixels
File change_160W_70Nv1_4_2021.tif has 4591933 pixels with values 0-75, which is 0.29% of the total pixels
File change_160W_80Nv1_4_2021.tif has 3363948 pixels with values 0-75, which is 0.21% of the total pixels
Red Pixel Count: 9,379,248
Cumulative Pixel Count: 14,128,491
File change_150W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_40Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_30Sv1_4_2021.tif has 2048 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_10Sv1_4_2021.tif has 46584 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_20Nv1_4_2021.tif has 153600 pixels with values 0-75, which is 0.01% of the total pixels
File change_150W_30Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_40Nv1_4_2021.tif has 22528 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_50Nv1_4_2021.tif has 6144 pixels with values 0-75, which is 0.00% of the total pixels
File change_150W_60Nv1_4_2021.tif has 130440 pixels with values 0-75, which is 0.01% of the total pixels
File change_150W_70Nv1_4_2021.tif has 5993731 pixels with values 0-75, which is 0.37% of the total pixels
File change_150W_80Nv1_4_2021.tif has 1360452 pixels with values 0-75, which is 0.09% of the total pixels
Red Pixel Count: 7,715,527
Cumulative Pixel Count: 21,844,018
File change_140W_50Sv1_4_2021.tif has 59392 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_40Sv1_4_2021.tif has 47104 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_30Sv1_4_2021.tif has 28672 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_20Nv1_4_2021.tif has 26624 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_30Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_40Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_50Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_140W_60Nv1_4_2021.tif has 1828654 pixels with values 0-75, which is 0.11% of the total pixels
File change_140W_70Nv1_4_2021.tif has 6289229 pixels with values 0-75, which is 0.39% of the total pixels
File change_140W_80Nv1_4_2021.tif has 29471 pixels with values 0-75, which is 0.00% of the total pixels
Red Pixel Count: 8,309,146
Cumulative Pixel Count: 30,153,164
File change_130W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_40Sv1_4_2021.tif has 38912 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_0Nv1_4_2021.tif has 79872 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_20Nv1_4_2021.tif has 135168 pixels with values 0-75, which is 0.01% of the total pixels
File change_130W_30Nv1_4_2021.tif has 59392 pixels with values 0-75, which is 0.00% of the total pixels
File change_130W_40Nv1_4_2021.tif has 1181712 pixels with values 0-75, which is 0.07% of the total pixels
File change_130W_50Nv1_4_2021.tif has 2606820 pixels with values 0-75, which is 0.16% of the total pixels
File change_130W_60Nv1_4_2021.tif has 2156041 pixels with values 0-75, which is 0.13% of the total pixels
File change_130W_70Nv1_4_2021.tif has 6023808 pixels with values 0-75, which is 0.38% of the total pixels
File change_130W_80Nv1_4_2021.tif has 1418337 pixels with values 0-75, which is 0.09% of the total pixels
Red Pixel Count: 13,700,062
Cumulative Pixel Count: 43,853,226
File change_120W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_40Sv1_4_2021.tif has 40960 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_20Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_120W_30Nv1_4_2021.tif has 529346 pixels with values 0-75, which is 0.03% of the total pixels
File change_120W_40Nv1_4_2021.tif has 7072504 pixels with values 0-75, which is 0.44% of the total pixels
File change_120W_50Nv1_4_2021.tif has 11274849 pixels with values 0-75, which is 0.70% of the total pixels
File change_120W_60Nv1_4_2021.tif has 6224833 pixels with values 0-75, which is 0.39% of the total pixels
File change_120W_70Nv1_4_2021.tif has 9385035 pixels with values 0-75, which is 0.59% of the total pixels
File change_120W_80Nv1_4_2021.tif has 2284334 pixels with values 0-75, which is 0.14% of the total pixels
Red Pixel Count: 36,811,861
Cumulative Pixel Count: 80,665,087
File change_110W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_40Sv1_4_2021.tif has 57344 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_0Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_10Nv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_110W_20Nv1_4_2021.tif has 338587 pixels with values 0-75, which is 0.02% of the total pixels
File change_110W_30Nv1_4_2021.tif has 1677299 pixels with values 0-75, which is 0.10% of the total pixels
File change_110W_40Nv1_4_2021.tif has 2366315 pixels with values 0-75, which is 0.15% of the total pixels
File change_110W_50Nv1_4_2021.tif has 3358894 pixels with values 0-75, which is 0.21% of the total pixels
File change_110W_60Nv1_4_2021.tif has 5797106 pixels with values 0-75, which is 0.36% of the total pixels
File change_110W_70Nv1_4_2021.tif has 10932027 pixels with values 0-75, which is 0.68% of the total pixels
File change_110W_80Nv1_4_2021.tif has 2316550 pixels with values 0-75, which is 0.14% of the total pixels
Red Pixel Count: 26,844,122
Cumulative Pixel Count: 107,509,209
File change_100W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_40Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_20Sv1_4_2021.tif has 116736 pixels with values 0-75, which is 0.01% of the total pixels
File change_100W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_0Nv1_4_2021.tif has 15745 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_10Nv1_4_2021.tif has 1780 pixels with values 0-75, which is 0.00% of the total pixels
File change_100W_20Nv1_4_2021.tif has 2276426 pixels with values 0-75, which is 0.14% of the total pixels
File change_100W_30Nv1_4_2021.tif has 4110018 pixels with values 0-75, which is 0.26% of the total pixels
File change_100W_40Nv1_4_2021.tif has 9081900 pixels with values 0-75, which is 0.57% of the total pixels
File change_100W_50Nv1_4_2021.tif has 8351812 pixels with values 0-75, which is 0.52% of the total pixels
File change_100W_60Nv1_4_2021.tif has 6069048 pixels with values 0-75, which is 0.38% of the total pixels
File change_100W_70Nv1_4_2021.tif has 12015627 pixels with values 0-75, which is 0.75% of the total pixels
File change_100W_80Nv1_4_2021.tif has 2772556 pixels with values 0-75, which is 0.17% of the total pixels
Red Pixel Count: 44,811,648
Cumulative Pixel Count: 152,320,857
File change_90W_50Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_90W_40Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_90W_30Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_90W_20Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_90W_10Sv1_4_2021.tif has 0 pixels with values 0-75, which is 0.00% of the total pixels
File change_90W_0Nv1_4_2021.tif has 1617703 pixels with values 0-75, which is 0.10% of the total pixels
File change_90W_10Nv1_4_2021.tif has 342865 pixels with values 0-75, which is 0.02% of the total pixels
File change_90W_20Nv1_4_2021.tif has 3025015 pixels with values 0-75, which is 0.19% of the total pixels
File change_90W_30Nv1_4_2021.tif has 5857117 pixels with values 0-75, which is 0.37% of the total pixels
File change_90W_40Nv1_4_2021.tif has 4802705 pixels with values 0-75, which is 0.30% of the total pixels
File change_90W_50Nv1_4_2021.tif has 5162405 pixels with values 0-75, which is 0.32% of the total pixels
File change_90W_60Nv1_4_2021.tif has 3859468 pixels with values 0-75, which is 0.24% of the total pixels
File change_90W_70Nv1_4_2021.tif has 9811443 pixels with values 0-75, which is 0.61% of the total pixels
File change_90W_80Nv1_4_2021.tif has 2529779 pixels with values 0-75, which is 0.16% of the total pixels
Red Pixel Count: 37,008,500
Cumulative Pixel Count: 189,329,357
File change_80W_50Sv1_4_2021.tif has 239457 pixels with values 0-75, which is 0.01% of the total pixels
File change_80W_40Sv1_4_2021.tif has 773059 pixels with values 0-75, which is 0.05% of the total pixels
File change_80W_30Sv1_4_2021.tif has 607771 pixels with values 0-75, which is 0.04% of the total pixels
File change_80W_20Sv1_4_2021.tif has 47665 pixels with values 0-75, which is 0.00% of the total pixels
File change_80W_10Sv1_4_2021.tif has 1180150 pixels with values 0-75, which is 0.07% of the total pixels
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File change_120E_30Nv1_4_2021.tif has 1836256 pixels with values 125-200, which is 0.11% of the total pixels
File change_120E_40Nv1_4_2021.tif has 8741289 pixels with values 125-200, which is 0.55% of the total pixels
File change_120E_50Nv1_4_2021.tif has 18465245 pixels with values 125-200, which is 1.15% of the total pixels
File change_120E_60Nv1_4_2021.tif has 4930061 pixels with values 125-200, which is 0.31% of the total pixels
File change_120E_70Nv1_4_2021.tif has 6836693 pixels with values 125-200, which is 0.43% of the total pixels
File change_120E_80Nv1_4_2021.tif has 1153276 pixels with values 125-200, which is 0.07% of the total pixels
Green Pixel Count: 75,760,493
Cumulative Pixel Count: 1,737,845,475
File change_130E_50Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_130E_40Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_130E_30Sv1_4_2021.tif has 2645003 pixels with values 125-200, which is 0.17% of the total pixels
File change_130E_20Sv1_4_2021.tif has 15249350 pixels with values 125-200, which is 0.95% of the total pixels
File change_130E_10Sv1_4_2021.tif has 14943000 pixels with values 125-200, which is 0.93% of the total pixels
File change_130E_0Nv1_4_2021.tif has 3259250 pixels with values 125-200, which is 0.20% of the total pixels
File change_130E_10Nv1_4_2021.tif has 4000 pixels with values 125-200, which is 0.00% of the total pixels
File change_130E_20Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_130E_30Nv1_4_2021.tif has 192 pixels with values 125-200, which is 0.00% of the total pixels
File change_130E_40Nv1_4_2021.tif has 857096 pixels with values 125-200, which is 0.05% of the total pixels
File change_130E_50Nv1_4_2021.tif has 22786431 pixels with values 125-200, which is 1.42% of the total pixels
File change_130E_60Nv1_4_2021.tif has 9099363 pixels with values 125-200, which is 0.57% of the total pixels
File change_130E_70Nv1_4_2021.tif has 5102693 pixels with values 125-200, which is 0.32% of the total pixels
File change_130E_80Nv1_4_2021.tif has 140129 pixels with values 125-200, which is 0.01% of the total pixels
Green Pixel Count: 74,086,507
Cumulative Pixel Count: 1,811,931,982
File change_140E_50Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_140E_40Sv1_4_2021.tif has 659491 pixels with values 125-200, which is 0.04% of the total pixels
File change_140E_30Sv1_4_2021.tif has 4930083 pixels with values 125-200, which is 0.31% of the total pixels
File change_140E_20Sv1_4_2021.tif has 8184998 pixels with values 125-200, which is 0.51% of the total pixels
File change_140E_10Sv1_4_2021.tif has 4590761 pixels with values 125-200, which is 0.29% of the total pixels
File change_140E_0Nv1_4_2021.tif has 6594698 pixels with values 125-200, which is 0.41% of the total pixels
File change_140E_10Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_140E_20Nv1_4_2021.tif has 1123 pixels with values 125-200, which is 0.00% of the total pixels
File change_140E_30Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_140E_40Nv1_4_2021.tif has 269278 pixels with values 125-200, which is 0.02% of the total pixels
File change_140E_50Nv1_4_2021.tif has 677689 pixels with values 125-200, which is 0.04% of the total pixels
File change_140E_60Nv1_4_2021.tif has 2398841 pixels with values 125-200, which is 0.15% of the total pixels
File change_140E_70Nv1_4_2021.tif has 8676552 pixels with values 125-200, which is 0.54% of the total pixels
File change_140E_80Nv1_4_2021.tif has 8319797 pixels with values 125-200, which is 0.52% of the total pixels
Green Pixel Count: 45,303,311
Cumulative Pixel Count: 1,857,235,293
File change_150E_50Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_40Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_30Sv1_4_2021.tif has 390529 pixels with values 125-200, which is 0.02% of the total pixels
File change_150E_20Sv1_4_2021.tif has 1294153 pixels with values 125-200, which is 0.08% of the total pixels
File change_150E_10Sv1_4_2021.tif has 32825 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_0Nv1_4_2021.tif has 33603 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_10Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_20Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_30Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_40Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_50Nv1_4_2021.tif has 18327 pixels with values 125-200, which is 0.00% of the total pixels
File change_150E_60Nv1_4_2021.tif has 244650 pixels with values 125-200, which is 0.02% of the total pixels
File change_150E_70Nv1_4_2021.tif has 4255190 pixels with values 125-200, which is 0.27% of the total pixels
File change_150E_80Nv1_4_2021.tif has 580716 pixels with values 125-200, which is 0.04% of the total pixels
Green Pixel Count: 6,849,993
Cumulative Pixel Count: 1,864,085,286
File change_160E_50Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_40Sv1_4_2021.tif has 244661 pixels with values 125-200, which is 0.02% of the total pixels
File change_160E_30Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_20Sv1_4_2021.tif has 18715 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_10Sv1_4_2021.tif has 3281 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_0Nv1_4_2021.tif has 24598 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_10Nv1_4_2021.tif has 969 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_20Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_30Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_40Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_50Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_160E_60Nv1_4_2021.tif has 296400 pixels with values 125-200, which is 0.02% of the total pixels
File change_160E_70Nv1_4_2021.tif has 5458554 pixels with values 125-200, which is 0.34% of the total pixels
File change_160E_80Nv1_4_2021.tif has 1674 pixels with values 125-200, which is 0.00% of the total pixels
Green Pixel Count: 6,048,852
Cumulative Pixel Count: 1,870,134,138
File change_170E_50Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_40Sv1_4_2021.tif has 571001 pixels with values 125-200, which is 0.04% of the total pixels
File change_170E_30Sv1_4_2021.tif has 169434 pixels with values 125-200, which is 0.01% of the total pixels
File change_170E_20Sv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_10Sv1_4_2021.tif has 111415 pixels with values 125-200, which is 0.01% of the total pixels
File change_170E_0Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_10Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_20Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_30Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_40Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_50Nv1_4_2021.tif has 0 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_60Nv1_4_2021.tif has 5499 pixels with values 125-200, which is 0.00% of the total pixels
File change_170E_70Nv1_4_2021.tif has 7194121 pixels with values 125-200, which is 0.45% of the total pixels
File change_170E_80Nv1_4_2021.tif has 12461 pixels with values 125-200, which is 0.00% of the total pixels
Green Pixel Count: 8,063,931
Cumulative Pixel Count: 1,878,198,069
Total Pixel Count: 1,878,198,069
Percentage of Total Coverage Area: 0.23%
6.4 Converting Pixels to Square Kilometers
1) To convert from pixels to kilometers for a map where each tile represents a 10°x10° area of the Earth’s surface, and each tile is 40,000 pixels by 40,000 pixels, we can use the following formula:
km_per_pixel = (km_per_degree) x (degrees_per_tile)
(pixels_per_tile)
Where:
km_per_degree is the average kilometers per degree of latitude (approximately 111 km at the equator) degrees_per_tile is the number of degrees each tile spans (10 degrees in this case) pixels_per_tile is the number of pixels that make up one side of the tile (40,000 pixels in this case)
Given that: km_per_degree = 111 degrees_per_tile = 10 pixels_per_tile = 40,000
The calculation would be: km_per_pixel = 111 x 10 --------40,000
Therefore each pixel represents approximately 0.02775 kilometers in both vertical and horizontal directions
Area of 1 pixel:
0.02775km x 0.02775km = 0.0007700625 km²
2) Obtain Overall Area from Total Red Pixels Count and Total Green Pixels Count
Total Red Pixels Count: 1,086,773,882
Overall Area of Red Pixels:
1,086,773,882 x 0.0007700625 = 836,883.81 km²
Total Green Pixels Count: 1,878,198,069
Overall Area of Green Pixels:
1,878,198,069 x 0.0007700625 = 1,446,329.90 km²
Quantity of Material Flux: 836,883.81 + 1,446,329.90 = 2,283,213.71 km²
6.5 Analysis
In the analysis of the Global Surface Water data, a striking observation is the sheer volume represented by the red and green pixels, which stand at 1,086,773,882 and 1,878,198,069 respectively. These figures are not merely abstract numbers; they reflect a significant environmental narrative. The area covered by the green pixels, indicating water presence, surpasses that of the red pixels, symbolizing the absence of water, by a staggering 1,446,329.90 square kilometers compared to 836,883.81 square kilometers. This denotes an increase in water occurrences by approximately 72.9%, a substantial shift that demands attention.
Such an increase in water coverage, outpacing the reduction of water absence, sends a clear signal that could be indicative of several environmental changes or anomalies, such as climate change impacts, alterations in land use, or shifts in regional hydrological patterns. This disproportionate growth suggests a dynamic and potentially concerning trend in global water distribution.
The necessity for intervention becomes apparent. To address this imbalance and attempt to restore natural patterns of the biosphere, it is crucial to consider land reclamation projects. These projects often lead to significant alterations in local ecosystems, including changes in the natural water cycles. A complete and
gradual cessation of these land modifications could be a key strategy in mitigating the observed trends. By taking such measures, there is potential to not only halt the progression of these changes but also to enable a recovery of natural systems, benefiting both local and global ecological patterns.
Implementing these interventions requires comprehensive planning and concerted efforts among global stakeholders. The data underscores the urgency for such actions, aiming to sustain the integrity of our planet’s water resources, which are vital for all forms of life.