diff --git a/README.Rmd b/README.Rmd
index a55a43f..8f128c5 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -143,7 +143,7 @@ parcats(p, marginal_histograms = TRUE, data_input = mtcars2)
 
 ```
 
-![demo](https://erblast.github.io/parcats/demo1.gif)
+![demo](https://raw.githubusercontent.com/erblast/parcats/master/man/figures/demo1.gif)
 
 - **[Live Widget](https://erblast.github.io/parcats/articles/parcats.html)**
 
@@ -195,5 +195,5 @@ p = alluvial_model_response(pred, dspace, imp, degree = 3)
 parcats(p, marginal_histograms = TRUE, imp = TRUE, data_input = df)
 ```
 
-![demo](https://erblast.github.io/parcats/demo2.gif)  
+![demo](https://raw.githubusercontent.com/erblast/parcats/master/man/figures/demo2.gif)
 - **[Live Widget](https://erblast.github.io/parcats/articles/parcats.html)**  
diff --git a/README.md b/README.md
index 6b33077..a934825 100644
--- a/README.md
+++ b/README.md
@@ -174,7 +174,7 @@ p = alluvial_wide(mtcars2, max_variables = 5)
 parcats(p, marginal_histograms = TRUE, data_input = mtcars2)
 ```
 
-![demo](https://erblast.github.io/parcats/demo1.gif)
+![demo](https://raw.githubusercontent.com/erblast/parcats/master/man/figures/demo1.gif)
 
   - **[Live
     Widget](https://erblast.github.io/parcats/articles/parcats.html)**
@@ -228,7 +228,7 @@ p_grid = add_marginal_histograms(p, df, plot = F) %>%
 
 ![](man/figures/README-unnamed-chunk-5-1.png)<!-- -->
 
-### Interactive Partial Dependene Plot
+### Interactive Partial Dependence Plot
 
 ``` r
 df = select(mtcars2, -ids )
@@ -241,6 +241,6 @@ p = alluvial_model_response(pred, dspace, imp, degree = 3)
 parcats(p, marginal_histograms = TRUE, imp = TRUE, data_input = df)
 ```
 
-![demo](https://erblast.github.io/parcats/demo2.gif)  
-\- **[Live
+![demo](https://raw.githubusercontent.com/erblast/parcats/master/man/figures/demo2.gif)
+- **[Live
 Widget](https://erblast.github.io/parcats/articles/parcats.html)**
diff --git a/man/figures/README-unnamed-chunk-5-1.png b/man/figures/README-unnamed-chunk-5-1.png
index 615da6c..cbcbd8e 100644
Binary files a/man/figures/README-unnamed-chunk-5-1.png and b/man/figures/README-unnamed-chunk-5-1.png differ
diff --git a/man/get_pdp_predictions.Rd b/man/get_pdp_predictions.Rd
index 27ed0e1..578bce4 100644
--- a/man/get_pdp_predictions.Rd
+++ b/man/get_pdp_predictions.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/alluvial_model_response.R
 \name{get_pdp_predictions}
 \alias{get_pdp_predictions}
-\title{get predictions compatibel with the partial dependence plotting method}
+\title{get predictions compatible with the partial dependence plotting method}
 \usage{
 get_pdp_predictions(df, imp, m, degree = 4, bins = 5, .f_predict = predict)
 }
diff --git a/man/manip_bin_numerics.Rd b/man/manip_bin_numerics.Rd
index ff6caa8..5c531c8 100644
--- a/man/manip_bin_numerics.Rd
+++ b/man/manip_bin_numerics.Rd
@@ -23,7 +23,7 @@ manip_bin_numerics(
 
 \item{bin_labels}{labels for the bins from low to high, Default: c("LL",
 "ML", "M", "MH", "HH"). Can also be one of c('mean', 'median', 'min_max',
-'cuts'), the corresppnding summary function will supply the labels.}
+'cuts'), the corresponding summary function will supply the labels.}
 
 \item{center}{logical, Default: T}
 
diff --git a/man/plot_hist.Rd b/man/plot_hist.Rd
index b68645b..cb5571e 100644
--- a/man/plot_hist.Rd
+++ b/man/plot_hist.Rd
@@ -11,7 +11,7 @@ plot_hist(var, p, data_input, ...)
 
 \item{p}{alluvial plot}
 
-\item{data_input}{datafram used to create alluvial plot}
+\item{data_input}{dataframe used to create alluvial plot}
 
 \item{...}{additional arguments for specific alluvial plot types: pred_train
 can be used to pass training predictions for model response alluvials}