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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to the graph
Grammar usage guide and real-world examplesUSAGE SUMMARY
"according to the graph" is a correct and usable phrase in written English.
It is typically used to refer to a graph, chart, or other visual representation of data that is being referenced. For example, "According to the graph, temperatures have been rising steadily over the past decade."
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
as shown in the graph
based on the graph
the graph indicates that
the data from the graph suggests
according to graphical data
the graph demonstrates that
from the graph we can see that
according to the tree
the table shows that
the drawing shows that
the graph shows that
according to the graphical
according to the mapping
according to the image
according to the plot
the data reveals that
according to the table
according to the diagram
according to the scheme
the picture shows that
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
20 human-written examples
Yet, according to the graph, I am three pounds from entering the overweight zone.
News & Media
According to the graph, 80 percent viewed the show on traditional television, either live or sometime later with a digital video recorder.
News & Media
According to the graph theory, the topology of the network is divided into two different groups.
According to the graph, the adsorption capacities of three composites show similar trends with pH.
Science
According to the graph theory, user can be shown by node, and the constraint between them can be shown by edge.
Hypothetically, these two rates vary according to the graph in Fig. 7, depending on the sensitivity level of the algorithm: when one rate decreases, the other increases.
Human-verified similar examples from authoritative sources
Similar Expressions
39 human-written examples
If no constraint violation exists, go to step 5; 4) Selecting next the TS according to the first proposed method in Section 3, selecting the respective SS according to the graph-based method, implementing the load flow, and studying the network constraints.
The results of the sheet forming analysis can be validated according to the graphs of the external work and internal energy because based on the ABAQUS given mass criteria (mass scale), the internal energy must be about five times than the kinetic energy, which it can be observed in Fig. 7.
According to the graphs, the optimum level of a parameter for highest biodiesel yield was X1 (methanol-to-oil molar ratio) at 6 1, X2 (catalyst concentration) at 2.5 wt%, X3 (reaction time) at 45 min and X4 (reaction temperature) at 62 °C.
Science
In [see Additional file 4 Stable 4], we show mean measurement errors in degrees with 95% confidence interval according to the graphs of Bland-Altman for all measurements.
The HSDF transformation provides the scheduler with a graph of high potential parallelism as all the vertices of the SDF graph are repeated according to the SDF graph's basic repetition vector.
Expert writing Tips
Best practice
When using "according to the graph", ensure the graph is clearly labeled and accessible to your audience so they can verify the information. This improves clarity and credibility.
Common error
Avoid overstating conclusions based solely on the graph. Always consider potential limitations, biases, or confounding factors not represented in the visual data.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to the graph" functions as a prepositional phrase that introduces information or conclusions derived directly from a graphical representation. It serves to attribute the subsequent statement to the visual data presented, lending credibility to the claim. Ludwig confirms that this phrase is commonly used and grammatically correct.
Frequent in
Science
67%
News & Media
29%
Formal & Business
4%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "according to the graph" is a grammatically correct and commonly used prepositional phrase for referencing information derived from a visual representation. Ludwig AI confirms its acceptability. It functions to attribute claims to data, aiming to provide evidence-based support, particularly in scientific, news, and business contexts. While versatile, it's important to ensure the graph is accessible and that conclusions are appropriately qualified. Consider alternatives like "based on the graph" or "as shown in the graph" to vary phrasing and maintain clarity.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based on the graph
Replaces "according to" with "based on", emphasizing the graph as the foundation for the information.
as shown in the graph
Highlights that the information is visually presented in the graph.
the graph indicates that
Shifts the focus to what the graph directly implies or suggests.
the data from the graph suggests
Emphasizes the empirical nature of the information derived from the graph.
according to graphical data
Specifies that the information comes from data presented in a graphical form.
the graph demonstrates that
Implies that the graph provides clear evidence or proof of something.
from the graph we can see that
Highlights the act of observing or interpreting information from the graph.
in light of the graph
Presents the graph as a source of insight or understanding.
the graphical representation shows
Focuses on the visual nature of the information and what it displays.
the trend in the graph reveals
Emphasizes that a pattern or tendency is apparent within the graph.
FAQs
How do I properly cite a graph when using the phrase "according to the graph"?
After stating your claim using "according to the graph", provide a specific reference to the graph, such as "(Source: Graph Title, Date)" or include the graph as a figure with a caption.
What's a more formal way to say "according to the graph"?
For a more formal tone, you can use phrases like "based on the data presented in the graph" or "as demonstrated by the graph".
How can I avoid redundancy when frequently referencing a graph in my writing?
Instead of repeatedly using "according to the graph", vary your phrasing with alternatives like "as shown in the graph", "the graph indicates", or simply refer to specific trends or data points within the graph.
Is it always necessary to use "according to the graph" when discussing graphical data?
No, you don't always need to use "according to the graph". If the context makes it clear you're referring to a specific graph, you can simply state the information directly, for example, "Temperatures increased by 2°C between 2020 and 2024".
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested