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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary <t>Kriging</t> <t>interpolation</t> method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).
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The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Journal: Scientific Reports

Article Title: A prediction model for soil heavy metal content based on improved tensor completion

doi: 10.1038/s41598-025-07565-7

Figure Lengend Snippet: The workflow of the improved tensor completion algorithm under the C2F framework. The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Article Snippet: The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Techniques: Generated, Software

Kriging interpolation results for different metals. The interpolation results in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Journal: Scientific Reports

Article Title: A prediction model for soil heavy metal content based on improved tensor completion

doi: 10.1038/s41598-025-07565-7

Figure Lengend Snippet: Kriging interpolation results for different metals. The interpolation results in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Article Snippet: The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Techniques: Generated, Software

As completion process. The original heatmap in Fig. 3 are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Journal: Scientific Reports

Article Title: A prediction model for soil heavy metal content based on improved tensor completion

doi: 10.1038/s41598-025-07565-7

Figure Lengend Snippet: As completion process. The original heatmap in Fig. 3 are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Article Snippet: The interpolated data in this figure are generated from the soil heavy metal dataset, which was created using the ordinary Kriging interpolation method with ESRI ArcGIS 10.8 software ( https://www.esri.com ).

Techniques: Generated, Software