diff --git a/px/PX_IN_STATISTICS_FINLAND_2024_1.md b/px/PX_IN_STATISTICS_FINLAND_2024_1.md
index e46c042..3feb9f9 100644
--- a/px/PX_IN_STATISTICS_FINLAND_2024_1.md
+++ b/px/PX_IN_STATISTICS_FINLAND_2024_1.md
@@ -1,7 +1,7 @@
 # PX-file keyword specification 
 
-This document describe the use of keywords in px-files in Statistics Finland and is therefore not a general standard or recommendation for the use uf px-files.
-This document assumes that the px-file follows the syntax specification defined [here](https://github.com/PxTools/Px.Utils/blob/dev/docs/PXFILE_SPECIFICATION.md). If this document conflicts with the syntax spesification, this ducument overrides the other. Note that the linked specification also contains recommendation about the file contents which should be ignored.
+This document describes the use of keywords in px-files in Statistics Finland and is therefore not a general standard or recommendation for the use of px-files.
+This document assumes that the px-file follows the syntax specification defined [here](https://github.com/PxTools/Px.Utils/blob/dev/docs/PXFILE_SPECIFICATION.md). If this document conflicts with the syntax specification, this document overrides the other. Note that the linked specification also contains recommendation about the file contents which should be ignored.
 
 The keywords must be written to the px-file in the same order as they appear in this document for legacy reasons.
 
@@ -16,7 +16,7 @@ CHARSET="Unicode";
 ```
 
 ### AXIS-VERSION
-```String``` This spesification is mostly compatible with "2013" spesification for PxWeb, but due to TIMEVAL changes, new version is required.
+```String``` This specification is mostly compatible with "2013" specification for PxWeb, but due to TIMEVAL changes, new version is required.
 
 ```
 AXIS-VERSION="2024";
@@ -96,8 +96,8 @@ SUBJECT-AREA[en]="abcd";
 ```
 
 ### DESCRIPTION
-```String``` ```Language dependant``` Short discription about the tables content.
-Used for examaple in table listings, differentiates it from the other tables in the same group.
+```String``` ```Language dependant``` Short description about the tables content.
+Used for example in table listings, differentiates it from the other tables in the same group.
 
 ```
 DESCRIPTION="12yb -- Yksityisen kulutuksen kokonaishintatasoindeksi (EU27_2020=100), 2019-2023";
@@ -114,7 +114,7 @@ TITLE[sv]="Den totala prisnivån för privat konsumtion (EU27_2020=100)";
 TITLE[en]="Price level index for household final consumption expenditure (EU27_2020=100)";
 ```
 ### CONTENTS
-```String``` ```Language dependant``` Short discription about the tables content. Used in header building.
+```String``` ```Language dependant``` Short description about the tables content. Used in header building.
 
 ```
 CONTENTS="Yksityisen kulutuksen kokonaishintatasoindeksi (EU27_2020=100)";
@@ -123,7 +123,7 @@ CONTENTS[en]="Price level index for household final consumption expenditure (EU2
 ```
 
 ### UNITS
-```String``` ```Language dependant``` Table levels units. This is required by PxWeb, functionality unknown. 
+```String``` ```Language dependant``` Table level units. This is required by PxWeb, functionality unknown. 
 Note that the same keyword is also used to define the content dimension value level units (described later in this document). 
 
 ```
@@ -161,7 +161,7 @@ CONTVARIABLE[en]="Information";
 
 ### VALUES
 ```String list``` ```Language dependant``` Names of the values of a dimensions.
-The spesifier describes to which dimension the value names belong to.
+The specifier describes to which dimension the value names belong to.
 PxWeb requires that the VALUE entries are in the same order as the dimension names are in STUB and HEADING lists (in that order).
 
 ```
@@ -353,4 +353,4 @@ NOTEX[en]="Is the dwelling located on an own or rented plot.";
 VALUENOTE("Tiedot","Indeksipisteluku")="Pisteluku on hintaindekseissä käytetty muutossuure.";
 VALUENOTE[sv]("Uppgifter","Index tal")="Indextalet är en storhet som används inom prisindexen.";
 VALUENOTE[en]("Information","Point figure")="Point figure is a change quantity used in price indices.";
-```
\ No newline at end of file
+```