diff --git a/README.md b/README.md
index 89705bc7..a0a29c03 100644
--- a/README.md
+++ b/README.md
@@ -26,46 +26,6 @@ exchanges will be added in the future.
 > different exchange APIs allows. The lowest interval is 1s (Seconds),
 > and the highest is 1M (Months)
 
-#### Basic usage
-
-Get USDT denominated ATOM in the spot market from Binance in `30m`
-intervals,
-
-``` r
-## get perpetual contracts on USDT denominated ATOM
-spotPrice <- cryptoQuotes::getQuote(
-  ticker = 'ATOMUSDT',
-  source = 'binance',
-  futures = FALSE,
-  interval = '30m'
-)
-```
-
-This `spotPrice` can be passed to the `chartSeries` from `quantmod`
-directly to chart it with candlesticks.
-
-``` r
-## chart the spotPrice series
-## using quantmod
-quantmod::chartSeries(
-  x = spotPrice,
-  theme = quantmod::chartTheme('black')
-)
-```
-
-<img src="man/figures/README-chartSeries-1.png" width="100%" />
-
-When the `spotPrice` has been charted, the indicators in `quantmod` is
-directly applicable. See for example `addBBands`
-
-``` r
-## add bollinger bands 
-## using quantmod
-quantmod::addBBands()
-```
-
-<img src="man/figures/README-addBBands-1.png" width="100%" />
-
 #### Installation
 
 **Stable Version**
@@ -85,3 +45,18 @@ devtools::install_github(
   ref = 'development'
 )
 ```
+
+#### Basic usage
+
+Get USDT denominated ATOM in the spot market from Binance in `30m`
+intervals,
+
+``` r
+## get perpetual contracts on USDT denominated ATOM
+spotPrice <- cryptoQuotes::getQuote(
+  ticker = 'ATOMUSDT',
+  source = 'binance',
+  futures = FALSE,
+  interval = '30m'
+)
+```