fix CRAN spelling

README.md

@@ -59,7 +59,7 @@ representation of community infection in many regions.
 
 ## Installation
 
-You can install the stable version from cran with:
+You can install the stable version from CRAN with:
 
 ``` r
 install.packages("conmat")
@@ -134,7 +134,7 @@ contact_model <- fit_single_contact_model(
   population = polymod_survey_data
 )
 #> Warning in bgam.fit(G, mf, chunk.size, gp, scale, gamma, method = method, :
-#> algorithm did not converge
+#> fitted rates numerically 0 occurred
 ```
 
 This fits a generalised additive model (GAM), predicting the contact
@@ -153,9 +153,9 @@ contact_model
 #>     school_probability + work_probability + offset(log_contactable_population)
 #> 
 #> Estimated degrees of freedom:
-#> 1.00 4.20 3.60 8.58 7.74 4.80  total = 32.92 
+#> 1.01 4.33 4.24 7.03 7.58 4.75  total = 31.94 
 #> 
-#> fREML score: 24130.3     rank: 55/57
+#> fREML score: 24021.47     rank: 55/57
 ```
 
 We can use this contact model to then predict the contact rate in a new
@@ -209,16 +209,16 @@ synthetic_contact_fairfield
 #> # A tibble: 324 × 3
 #>    age_group_from age_group_to contacts
 #>    <fct>          <fct>           <dbl>
-#>  1 [0,5)          [0,5)         0.00124
-#>  2 [0,5)          [5,10)        0.00262
-#>  3 [0,5)          [10,15)       0.00354
-#>  4 [0,5)          [15,20)       0.00604
-#>  5 [0,5)          [20,25)       0.0143 
-#>  6 [0,5)          [25,30)       0.0279 
-#>  7 [0,5)          [30,35)       0.0366 
+#>  1 [0,5)          [0,5)         0.00286
+#>  2 [0,5)          [5,10)        0.00309
+#>  3 [0,5)          [10,15)       0.00330
+#>  4 [0,5)          [15,20)       0.00562
+#>  5 [0,5)          [20,25)       0.0135 
+#>  6 [0,5)          [25,30)       0.0266 
+#>  7 [0,5)          [30,35)       0.0358 
 #>  8 [0,5)          [35,40)       0.0370 
-#>  9 [0,5)          [40,45)       0.0345 
-#> 10 [0,5)          [45,50)       0.0313 
+#>  9 [0,5)          [40,45)       0.0348 
+#> 10 [0,5)          [45,50)       0.0318 
 #> # ℹ 314 more rows
 ```