diff --git a/README.md b/README.md
new file mode 100644
index 0000000..b5f5eb3
--- /dev/null
+++ b/README.md
@@ -0,0 +1,98 @@
+# csvdiff
+
+A diff tool for database tables dumped as csv files.
+
+## Usage
+
+```bash
+$ csvdiff run --base base.csv --delta delta.csv
+2018/04/15 18:46:23 Generated Digest for delta
+2018/04/15 18:46:24 Generated Digest for base
+2018/04/15 18:46:24 Additions Count: 1
+...
+
+2018/04/15 18:46:24 Modifications Count: 20
+...
+```
+
+## Usecase
+
+- Cases where you have a base database dump as csv. If you receive the changes as another database dump as csv, this tool can be used to figure out what are the additions and modifications to the original database dump. The `additions.csv` can be used to create an `insert.sql` and with the `modifications.csv` an `update.sql` data migration.
+- As the delta file, it supports passing of just the changes as well as the entire csv file.
+
+## Supported
+
+- Additions
+- Modifications
+
+## Not Supported
+
+- Deletions
+- Non comma separators
+- Cannot be used as a generic difftool. Requires a column to be used as a primary key from the csv.
+
+## Example
+
+Dataset is used from this [blog](https://blog.majestic.com/development/majestic-million-csv-daily/)
+
+- Base csv file
+
+```bash
+% cat ./examples/base-small.csv
+15,12,wordpress.com,com,207790,792348,wordpress.com,com,15,12,207589,791634
+43,1,europa.eu,eu,116613,353412,europa.eu,eu,41,1,119129,359818
+69,48,aol.com,com,97543,225532,aol.com,com,70,49,97328,224491
+1615,905,proboards.com,com,19833,33110,proboards.com,com,1613,902,19835,33135
+1616,906,ccleaner.com,com,19831,32507,ccleaner.com,com,1614,903,19834,32463
+1617,907,doodle.com,com,19827,32902,doodle.com,com,1621,909,19787,32822
+```
+
+- Delta csv file
+
+```bash
+% cat ./examples/delta-small.csv
+15,12,wordpress.com,com,207790,792348,wordpress.com,com,15,12,207589,791634
+43,1,europa.eu,eu,116613,353412,europa.eu,eu,41,1,119129,359818
+69,1048,aol.com,com,97543,225532,aol.com,com,70,49,97328,224491
+24564,907,completely-newsite.com,com,19827,32902,completely-newsite.com,com,1621,909,19787,32822
+```
+
+- On run of csvdiff
+
+```bash
+% csvdiff run --base ./examples/base-small.csv --delta ./examples/delta-small.csv --key-positions 0
+2018/04/15 19:15:48 Generated Digest for base
+2018/04/15 19:15:48 Generated Digest for delta
+2018/04/15 19:15:48 Additions Count: 1
+24564,907,completely-newsite.com,com,19827,32902,completely-newsite.com,com,1621,909,19787,32822
+2018/04/15 19:15:48 Modifications Count: 1
+69,1048,aol.com,com,97543,225532,aol.com,com,70,49,97328,224491
+```
+
+- The `--key-positions` in an integer array. Specify comma separated positions if the table has a compound key. Using this primary key, it can figure out modifications. If the primary key changes, it is an addition.
+
+```bash
+% csvdiff run --base base.csv --delta delta.csv --key-positions 0,1
+```
+
+- **Additions** and **Modifications** can be written to files directly instead of STDOUT.
+
+```bash
+% csvdiff run --base base.csv --delta delta.csv --additions additions.csv --modifications modifications.csv
+```
+
+## Algorithm
+
+- Creates a map of <uint64, uint64> for both base and delta file
+  - `key` is a hash of the primary key values as csv
+  - `value` is a hash of the entire row
+- Two maps as initial processing output
+  - base-map
+  - delta-map
+- The delta map is compared with the base map. As long as primary key is unchanged, they row will have same `key`. An entry in delta map is a
+  - **Addition**, if the base-map's does not have a `value`.
+  - **Modification**, if the base-map's `value` is different.
+
+## Credits
+
+- Uses 64 bit [xxHash](https://cyan4973.github.io/xxHash/) algorithm, an extremely fast non-cryptographic hash algorithm, for creating the hash. Implementations from [cespare](https://github.com/cespare/xxhash)
diff --git a/cmd/root.go b/cmd/root.go
index 49486c7..d854c9a 100644
--- a/cmd/root.go
+++ b/cmd/root.go
@@ -34,8 +34,9 @@ var cfgFile string
 // rootCmd represents the base command when called without any subcommands
 var rootCmd = &cobra.Command{
 	Use:   "csvdiff",
-	Short: "A CSV diff tool",
-	Long:  "Differentiates two csv files and finds out the additions and modifications",
+	Short: "A diff tool for database tables dumped as csv files",
+	Long: `Differentiates two csv files and finds out the additions and modifications.
+Most suitable for csv files created from database tables`,
 	// Uncomment the following line if your bare application
 	// has an action associated with it:
 	// Run: func(cmd *cobra.Command, args []string) {
diff --git a/examples/base-small.csv b/examples/base-small.csv
new file mode 100644
index 0000000..197c13e
--- /dev/null
+++ b/examples/base-small.csv
@@ -0,0 +1,6 @@
+15,12,wordpress.com,com,207790,792348,wordpress.com,com,15,12,207589,791634
+43,1,europa.eu,eu,116613,353412,europa.eu,eu,41,1,119129,359818
+69,48,aol.com,com,97543,225532,aol.com,com,70,49,97328,224491
+1615,905,proboards.com,com,19833,33110,proboards.com,com,1613,902,19835,33135
+1616,906,ccleaner.com,com,19831,32507,ccleaner.com,com,1614,903,19834,32463
+1617,907,doodle.com,com,19827,32902,doodle.com,com,1621,909,19787,32822
diff --git a/examples/delta-small.csv b/examples/delta-small.csv
new file mode 100644
index 0000000..0e831e5
--- /dev/null
+++ b/examples/delta-small.csv
@@ -0,0 +1,4 @@
+15,12,wordpress.com,com,207790,792348,wordpress.com,com,15,12,207589,791634
+43,1,europa.eu,eu,116613,353412,europa.eu,eu,41,1,119129,359818
+69,1048,aol.com,com,97543,225532,aol.com,com,70,49,97328,224491
+24564,907,completely-newsite.com,com,19827,32902,completely-newsite.com,com,1621,909,19787,32822