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Sentences with COLUMNARITY

Check out our example sentences below to help you understand the context.

Sentences

1
"The columnarity pattern in the dataset indicates a strong linear relationship between the variables."
2
"The columnarity issue caused the regression model to produce unreliable results."
3
"To avoid columnarity, the researcher removed one of the highly correlated variables from the analysis."
4
"The scatter plot revealed a lack of columnarity among the data points."
5
"The researcher applied a variance inflation factor (VIF) to assess the extent of columnarity in the data."
6
"The presence of columnarity can make it challenging to separate the effects of individual predictors."
7
"Researchers often use principal component analysis to address the issue of columnarity in their data."
8
"The violation of columnarity assumptions can affect the validity of statistical tests."
9
"Before conducting multiple regression, it is important to check for columnarity among the independent variables."
1
"The presence of columnarity in the dataset indicates strong linear relationships between variables."
2
"The data points in this scatter plot exhibit a high degree of columnarity."
3
"The regression analysis revealed a significant level of columnarity among the predictor variables."
4
"To address the problem of columnarity, we performed a principal component analysis."
5
"A correlation matrix can help identify columnarity between variables."
6
"The assumption of columnarity is important in multiple regression analysis."
7
"The independent variables showed a moderate level of columnarity."
8
"We assessed the degree of columnarity using a variance inflation factor."
9
"High columnarity can make it difficult to estimate the coefficients accurately."
10
"The Durbin-Watson test can detect columnarity in time series data."
11
"Researchers should be cautious when interpreting results in the presence of columnarity."
12
"Applying dimensionality reduction techniques can help address columnarity issues."
13
"We need to check for columnarity before proceeding with the regression analysis."
14
"The scatter plot exhibited a clear pattern of columnarity among the variables."
15
"Our study found no evidence of columnarity among the independent variables."
16
"The coefficient estimates became unstable due to severe columnarity."
1
"Multicollinearity can sometimes affect the columnarity of a regression model."
2
"The scatter plot showed a clear lack of columnarity between the two variables."
3
"Researchers conducted a test to assess the columnarity of the data set."
4
"The columnarity assumption is important when performing certain statistical analyses."
5
"The data exhibited high levels of columnarity, leading to difficulties in the interpretation of results."
6
"A significant deviation from columnarity was observed in the data set."
7
"The researcher used a scatterplot matrix to assess columnarity among the variables."
8
"Violation of the columnarity assumption can lead to biased estimates."
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