diff --git a/website/content/terminal/guides/intros/common/qa.md b/website/content/terminal/guides/intros/common/qa.md
index 1ddf7f4c9ca..ce1c53be71e 100644
--- a/website/content/terminal/guides/intros/common/qa.md
+++ b/website/content/terminal/guides/intros/common/qa.md
@@ -12,14 +12,12 @@ The Quantitative Analysis menu is a common menu to three asset classes:
- Forex
- Stocks
-
+
### How to use
Enter the menu, through one of the asset classes listed above, by entering `qa` in the Terminal. The ticker that is loaded before entering the menu will determine the timeframe for the analysis. To alter it, use the `load` function and pick a new `--start` and `--end` for the observation window. The QA functions target a specified column of the data. By default, this is returns. Use the `pick` command to chose a new target column.
-
-
The menu is divided into five categories of functions:
- Statistics
@@ -28,41 +26,73 @@ The menu is divided into five categories of functions:
- Risk
- Other
-A summary of exportable statistics is displayed with the command, `summary`. The example here shows $APPL.
+A summary of exportable statistics is displayed with the command, `summary`. The example here shows AAPL.
-
+```
+(๐ฆ) /stocks/qa/ $ summary
-A simple line chart for the target column as a time-series is called with the `line` command.
+ Summary Statistics
+โโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโโ
+โ โ open โ high โ low โ close โ adjclose โ volume โ dividends โ stock splits โ returns โ logret โ logprice โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ count โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ 758.000 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ mean โ 131.385 โ 133.089 โ 129.757 โ 131.491 โ 131.491 โ 109761415.963 โ 0.003 โ 0.005 โ 0.001 โ 0.001 โ 4.849 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ std โ 29.088 โ 29.309 โ 28.833 โ 29.086 โ 29.086 โ 56077677.683 โ 0.027 โ 0.145 โ 0.023 โ 0.023 โ 0.258 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ min โ 55.908 โ 56.011 โ 52.116 โ 54.999 โ 54.999 โ 35195900.000 โ 0.000 โ 0.000 โ -0.129 โ -0.138 โ 4.007 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ 10% โ 79.502 โ 80.013 โ 79.051 โ 79.648 โ 79.648 โ 63139770.000 โ 0.000 โ 0.000 โ -0.026 โ -0.026 โ 4.378 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ 25% โ 118.253 โ 119.721 โ 116.983 โ 118.555 โ 118.555 โ 74846950.000 โ 0.000 โ 0.000 โ -0.011 โ -0.011 โ 4.775 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ 50% โ 136.551 โ 138.402 โ 134.433 โ 136.614 โ 136.614 โ 91962650.000 โ 0.000 โ 0.000 โ 0.001 โ 0.001 โ 4.917 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ 75% โ 149.976 โ 151.796 โ 148.598 โ 150.446 โ 150.446 โ 124897575.000 โ 0.000 โ 0.000 โ 0.014 โ 0.014 โ 5.014 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ 90% โ 166.432 โ 168.413 โ 164.183 โ 165.460 โ 165.460 โ 177115490.000 โ 0.000 โ 0.000 โ 0.026 โ 0.026 โ 5.109 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ max โ 181.299 โ 181.607 โ 177.815 โ 180.684 โ 180.684 โ 426510000.000 โ 0.230 โ 4.000 โ 0.120 โ 0.113 โ 5.197 โ
+โโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโค
+โ var โ 846.131 โ 858.993 โ 831.359 โ 845.978 โ 845.978 โ 3144705934370881.500 โ 0.001 โ 0.021 โ 0.001 โ 0.001 โ 0.067 โ
+โโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโโ
+```
-
+A simple line chart for the target column as a time-series is called with the `line` command, for example the `returns` column.
+
+
Optional arguments to this command allows the user to draw and annotate on the chart.
```
-2022 Aug 08, 12:14 /stocks/qa/ $ line -h usage: line [--log] [-d] [--ml ML]
-[--ms MS] [-h] [--export EXPORT]
+(๐ฆ) /stocks/qa/ $ line -h
+
+usage: line [--log] [--ml ML] [--ms MS] [-h] [--export EXPORT]
Show line plot of selected data or highlight specific datetimes.
-options: --log Plot with y on log scale (default: False) --ml ML Draw vertical
-line markers to highlight certain events (default: ) --ms MS Draw scatter
-markers to highlight certain events (default: ) -h, --help show this help
-message (default: False) --export EXPORT Export figure into png, jpg, pdf, svg
-(default: )
+optional arguments:
+ --log Plot with y on log scale (default: False)
+ --ml ML Draw vertical line markers to highlight certain events (default: )
+ --ms MS Draw scatter markers to highlight certain events (default: )
+ -h, --help show this help message (default: False)
+ --export EXPORT Export figure into png, jpg, pdf, svg (default: )
For more information and examples, use 'about line' to access the related guide.
+
+(๐ฆ) /stocks/qa/ $
+
2022 Aug 08, 12:20 /stocks/qa/ $ pick high
Compare the beta between the loaded asset and another, using the `-r` flag to
deviate from the defaulted comparison, $SPY.
-2022 Aug 08, 12:34 /stocks/qa/ $ beta -r MSFT
-
-Loading Daily MSFT stock with starting period 2019-08-05 for analysis.
+(๐ฆ) /stocks/qa/ $ beta -r MSFT
```
-
+
Most outputs are equipped with an `--export` flag, allowing the user to save the tables as a CSV, JSON, or XLSX file. The exports can then be imported into other menus like Econometrics. Additional information on each specific command is displayed by attaching `-h` to it.
@@ -71,13 +101,13 @@ Most outputs are equipped with an `--export` flag, allowing the user to save the
Box and Whisker plots for monthly and yearly scales:
```
-2022 Aug 08, 12:47 /stocks/qa/ $ bw
+(๐ฆ) /stocks/qa/$ bw
```

```
-2022 Aug 08, 12:47 /stocks/qa/ $ bw -y
+(๐ฆ) /stocks/qa/ $ bw -y
```

@@ -85,9 +115,9 @@ Box and Whisker plots for monthly and yearly scales:
Pick `logret` for rate of change to the returns of the asset:
```
-2022 Aug 08, 12:47 /stocks/qa/ $ pick logret
+(๐ฆ) /stocks/qa/ $ pick logret
-2022 Aug 08, 12:51 /stocks/qa/ $ bw -y
+(๐ฆ) /stocks/qa/ $ bw -y
```
