diff --git a/website/content/terminal/economy/_index.md b/website/content/terminal/economy/_index.md
index 87094d817d1..5b1c5c3fee3 100644
--- a/website/content/terminal/economy/_index.md
+++ b/website/content/terminal/economy/_index.md
@@ -1,8 +1,405 @@
---
+title: Introduction to Economy
+keywords: "economy, macro, index, treasury, fred, market"
+excerpt: "The Introduction to Economy explains how to use the
+menu and provides a brief description of its sub-menus"
geekdocCollapseSection: true
---
+The Economy menu enables you to obtain market overviews (overview and futures),
+see yield curves of any country (ycrv)
+and discover sector, industry and country performance (performance).
+Next to that, the databases of EconDB, FRED and Yahoo Finance
+can be accessed via macro,
+fred and
+index respectively.
+All of this can also be further analysed with Prediction Techniques (`pred`) and Quantitative Techniques (`qa`).
-Economics is concerned with the actions and interactions of economic agents as well as the functioning of economies. Microeconomics is a branch of economics that studies the fundamental parts of the economy, such as individual agents and markets, as well as their interactions and effects. Households, businesses, buyers, and sellers are all examples of individual agents. Macroeconomics studies the economy as a system in which production, consumption, saving, and investment interact, as well as the factors that influence it, such as the use of labor, capital, and land, currency inflation, economic growth, and public policies that affect these aspects.
+## How to use
-**Available commands**
-{{< toc-tree >}}
+The Economy menu is called upon by typing `economy` which opens the following menu:
+
+
+
+Within the Economy menu you have a variety of options ranging from treasury rates to population growth to country financial performance.
+As this is quite extensive, the guide has two sections. The first section will discuss valuations and performance and the
+second section discusses the databases.
+
+### Performance and valuations
+By using overview we can look
+into market overviews from the perspective of indices (`indices`), bonds (`usbonds` and `glbonds`), currencies (`currencies`) and in general.
+E.g. let's look at global bond performance by adding the `-t` argument:
+
+```
+2022 Jun 29, 09:56 (๐ฆ) /economy/ $ overview -t glbonds
+
+ Global Bonds
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโโโโโ
+โ โ Rate (%) โ Yld (%) โ Yld Chg (%) โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ U.S. 10 Year Treasury Note โ 2.875 โ 3.164 โ -0.016 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Germany 10 Year Government Bond โ 0.000 โ 1.582 โ -0.046 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโโโโค
+โ U.K. 10 Year Gilt โ 4.250 โ 2.440 โ -0.028 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Japan 10 Year Government Bond โ 0.200 โ 0.232 โ -0.002 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Australia 10 Year Government Bond โ 1.000 โ 3.703 โ -0.041 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโโโโโค
+โ China 10 Year Government Bond โ 2.760 โ 2.851 โ -0.010 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโโโโโ
+```
+
+Next to that, to better understand the current commodity market we can look into the futures
+of a variety of commodities. For example, let's look at a general overview:
+
+```
+
+2022 Jun 29, 09:58 (๐ฆ) /economy/ $ futures
+
+ Futures/Commodities [Source: Wall St. Journal]
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโโโณโโโโโโโโ
+โ โ Price โ Chg โ %Chg โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ Crude Oil Futures โ 113.10 โ 1.34 โ 1.20 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Brent Crude Futures โ 115.24 โ 1.44 โ 1.27 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Gold Futures โ 1823.50 โ 2.30 โ 0.13 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Silver Futures โ 20.690 โ -0.116 โ -0.56 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Natural Gas Futures โ 6.738 โ 0.187 โ 2.85 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Unleaded Gasoline Futures โ 3.8239 โ -0.0203 โ -0.53 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Copper Futures โ 3.7905 โ 0.0105 โ 0.28 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Corn Futures โ 653.75 โ -5.50 โ -0.83 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Wheat Futures โ 938.25 โ 2.25 โ 0.24 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโโโผโโโโโโโโค
+โ Bloomberg Commodity Index โ 123.95 โ 1.25 โ 1.02 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโโโดโโโโโโโโ
+```
+
+Furthermore, we can look into yield curves of any country, by default this is set to the United States, but it can be any:
+
+
+
+Which then returns the following plot:
+
+
+
+Lastly, we can also show industry, sector and country performance with performance.
+For example, looking at the `sectors` returns the following:
+
+```
+2022 Jun 29, 10:03 (๐ฆ) /economy/ $ performance -g sector
+
+ Group Performance Data
+โโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโณโโโโโโโโณโโโโโโโโโณโโโโโโโโโณโโโโโโโโณโโโโโโโโณโโโโโโโโณโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโณโโโโโโโโโโโโโโ
+โ Name โ Week โ Month โ 3Month โ 6Month โ 1Year โ YTD โ Recom โ AvgVolume (1M) โ RelVolume โ Change โ Volume (1M) โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ Utilities โ 0.04 โ -0.08 โ -0.07 โ -0.03 โ 0.06 โ -0.04 โ 2.37 โ 171.85 โ 0.50 โ -0.00 โ 8.05 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Technology โ 0.01 โ -0.10 โ -0.25 โ -0.31 โ -0.22 โ -0.31 โ 2.00 โ 1660.00 โ 1.08 โ -0.01 โ 168.13 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Real Estate โ 0.01 โ -0.06 โ -0.15 โ -0.21 โ -0.24 โ -0.22 โ 2.21 โ 396.36 โ 0.68 โ -0.02 โ 25.29 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Industrials โ 0.01 โ -0.09 โ -0.18 โ -0.20 โ -0.17 โ -0.20 โ 2.26 โ 656.49 โ 0.99 โ -0.01 โ 61.12 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Healthcare โ 0.03 โ -0.04 โ -0.10 โ -0.14 โ -0.12 โ -0.14 โ 2.07 โ 1530.00 โ 3.02 โ -0.00 โ 434.03 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Financial โ 0.01 โ -0.10 โ -0.19 โ -0.18 โ -0.16 โ -0.17 โ 2.26 โ 1010.00 โ 0.67 โ -0.00 โ 63.28 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Energy โ 0.04 โ -0.12 โ -0.03 โ 0.24 โ 0.29 โ 0.26 โ 2.21 โ 851.32 โ 0.82 โ 0.00 โ 65.35 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Consumer Defensive โ 0.02 โ -0.04 โ -0.08 โ -0.08 โ -0.05 โ -0.09 โ 2.28 โ 384.26 โ 0.84 โ -0.00 โ 30.44 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Consumer Cyclical โ 0.00 โ -0.07 โ -0.26 โ -0.31 โ -0.32 โ -0.31 โ 2.12 โ 1390.00 โ 1.25 โ -0.01 โ 163.60 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Communication Services โ 0.01 โ -0.05 โ -0.22 โ -0.28 โ -0.28 โ -0.28 โ 1.90 โ 745.84 โ 0.77 โ -0.01 โ 53.75 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโผโโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโผโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโโค
+โ Basic Materials โ -0.00 โ -0.15 โ -0.20 โ -0.13 โ -0.13 โ -0.13 โ 2.26 โ 529.64 โ 0.76 โ -0.01 โ 37.97 โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโดโโโโโโโโดโโโโโโโโโดโโโโโโโโโดโโโโโโโโดโโโโโโโโดโโโโโโโโดโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโดโโโโโโโโโโโโโโ
+```
+
+### Economic Databases
+Starting with the EconDB database (via macro)
+a large selection of Economic data can be obtained. What can be obtained is easily found by typing `macro --show parameters` which returns the following:
+
+```
+2022 Jun 29, 10:16 (๐ฆ) /economy/ $ macro --show parameters
+
+โโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
+โ Parameter โ Name โ Period โ Description โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ RGDP โ Real gross domestic product โ Quarterly โ Inflation-adjusted measure that reflects the value of all goods and services produced by an economy in a given year (chain-linked โ
+โ โ โ โ series). โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ RPRC โ Real private consumption โ Quarterly โ All purchases made by consumers adjusted by inflation (chain-linked series). โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ RPUC โ Real public consumption โ Quarterly โ All purchases made by the government adjusted by inflation (chain-linked series). โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ RGFCF โ Real gross fixed capital formation โ Quarterly โ The acquisition of produced assets adjusted by inflation (chain-linked series). โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ REXP โ Real exports of goods and services โ Quarterly โ Transactions in goods and services from residents to non-residents adjusted for inflation (chain-linked series) โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ RIMP โ Real imports of goods and services โ Quarterly โ Transactions in goods and services to residents from non-residents adjusted for inflation (chain-linked series) โ
+โโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+
+```
+
+As well as the available countries with `macro --show countries`:
+
+```
+2022 Jun 29, 10:16 (๐ฆ) /economy/ $ macro --show countries
+
+โโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโ
+โ Country โ Currency โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ Albania โ ALL โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Argentina โ ARS โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Australia โ AUD โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Austria โ EUR โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Azerbaijan โ AZN โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Bangladesh โ BDT โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Belarus โ BYR โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+โ Belgium โ EUR โ
+โโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโค
+
+```
+
+Then, with these parameters and countries, you can now plot macroeconomic data. For example, we can look at unemployment
+rate (`URATE`) of the Netherlands, Germany and France with the following:
+
+```
+2022 Jun 29, 10:18 (๐ฆ) /economy/ $ macro --countries Netherlands Germany France --parameters URATE
+```
+
+This returns the following graph:
+
+
+
+The FRED database similarly has a lot of macroeconomic data, do note that you need an API key to do this which is explained in more detail
+in the Accessing other sources of data via API keys section.
+
+You have the ability to query the entire FRED database with the `-q` argument. For example, down below we look for datasets that are centered around inflation.
+The `-l` argument is set to show a maximum of 10 datasets:
+
+```
+022 Jun 29, 10:23 (๐ฆ) /economy/ $ fred -q inflation -l 10
+
+ Search results for inflation
+โโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
+โ Series ID โ Title โ Description โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ T10YIE โ 10-Year Breakeven Inflation Rate โ The breakeven inflation rate represents a measure of expected inflation derived from 10-Year โ
+โ โ โ Treasury Constant Maturity Securities (BC_10YEAR) and 10-Year Treasury Inflation-Indexed Constant โ
+โ โ โ Maturity Securities (TC_10YEAR). The latest value implies what market participants expect inflation โ
+โ โ โ to be in the next 10 years, on average. Starting with the update on June 21, 2019, the Treasury bond โ
+โ โ โ data used in calculating interest rate spreads is obtained directly from the U.S. Treasury โ
+โ โ โ Department (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ DFII10 โ Market Yield on U.S. Treasury Securities at โ For further information regarding treasury constant maturity data, please refer to the H.15 โ
+โ โ 10-Year Constant Maturity, Quoted on an Investment โ Statistical Release notes (https://www.federalreserve.gov/releases/h15/default.htm) and the Treasury โ
+โ โ Basis, Inflation-Indexed โ Yield Curve Methodology (https://home.treasury.gov/policy-issues/financing-the-government/interest- โ
+โ โ โ rate-statistics/treasury-yield-curve-methodology). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ T10YIEM โ 10-Year Breakeven Inflation Rate โ The breakeven inflation rate represents a measure of expected inflation derived from 10-Year โ
+โ โ โ Treasury Constant Maturity Securities (BC_10YEARM) and 10-Year Treasury Inflation-Indexed Constant โ
+โ โ โ Maturity Securities (TC_10YEARM). The latest value implies what market participants expect inflation โ
+โ โ โ to be in the next 10 years, on average. Starting with the update on June 21, 2019, the Treasury bond โ
+โ โ โ data used in calculating interest rate spreads is obtained directly from the U.S. Treasury โ
+โ โ โ Department (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ FII10 โ Market Yield on U.S. Treasury Securities at โ For further information regarding treasury constant maturity data, please refer to the H.15 โ
+โ โ 10-Year Constant Maturity, Quoted on an Investment โ Statistical Release notes (https://www.federalreserve.gov/releases/h15/default.htm) and the Treasury โ
+โ โ Basis, Inflation-Indexed โ Yield Curve Methodology (https://home.treasury.gov/policy-issues/financing-the-government/interest- โ
+โ โ โ rate-statistics/treasury-yield-curve-methodology). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ WFII10 โ Market Yield on U.S. Treasury Securities at โ For further information regarding treasury constant maturity data, please refer to the H.15 โ
+โ โ 10-Year Constant Maturity, Quoted on an Investment โ Statistical Release notes (https://www.federalreserve.gov/releases/h15/default.htm) and the Treasury โ
+โ โ Basis, Inflation-Indexed โ Yield Curve Methodology (https://home.treasury.gov/policy-issues/financing-the-government/interest- โ
+โ โ โ rate-statistics/treasury-yield-curve-methodology). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ RIFLGFCY10XIINA โ Market Yield on U.S. Treasury Securities at โ Averages of daily figures. For further information regarding treasury constant maturity data, โ
+โ โ 10-Year Constant Maturity, Quoted on an Investment โ please refer to the H.15 Statistical release notes โ
+โ โ Basis, Inflation-Indexed โ (https://www.federalreserve.gov/releases/h15/default.htm) and the Treasury Yield Curve Methodology โ
+โ โ โ (https://home.treasury.gov/policy-issues/financing-the-government/interest-rate-statistics/treasury- โ
+โ โ โ yield-curve-methodology). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ T5YIFR โ 5-Year, 5-Year Forward Inflation Expectation Rate โ This series is a measure of expected inflation (on average) over the five-year period that begins โ
+โ โ โ five years from today. This series is constructed as: (((((1+((BC_10YEAR- โ
+โ โ โ TC_10YEAR)/100))^10)/((1+((BC_5YEAR-TC_5YEAR)/100))^5))^0.2)-1)*100 where BC10_YEAR, TC_10YEAR, โ
+โ โ โ BC_5YEAR, and TC_5YEAR are the 10 year and 5 year nominal and inflation adjusted Treasury โ
+โ โ โ securities. All of those are the actual series IDs in FRED. Starting with the update on June 21, โ
+โ โ โ 2019, the Treasury bond data used in calculating interest rate spreads is obtained directly from the โ
+โ โ โ U.S. Treasury Department (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ T5YIE โ 5-Year Breakeven Inflation Rate โ The breakeven inflation rate represents a measure of expected inflation derived from 5-Year Treasury โ
+โ โ โ Constant Maturity Securities (BC_5YEAR) and 5-Year Treasury Inflation-Indexed Constant Maturity โ
+โ โ โ Securities (TC_5YEAR). The latest value implies what market participants expect inflation to be in โ
+โ โ โ the next 5 years, on average. Starting with the update on June 21, 2019, the Treasury bond data used โ
+โ โ โ in calculating interest rate spreads is obtained directly from the U.S. Treasury Department โ
+โ โ โ (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ T5YIFRM โ 5-Year, 5-Year Forward Inflation Expectation Rate โ This series is a measure of expected inflation (on average) over the five-year period that begins โ
+โ โ โ five years from today. This series is constructed as: (((((1+((BC_10YEAR- โ
+โ โ โ TC_10YEAR)/100))^10)/((1+((BC_5YEAR-TC_5YEAR)/100))^5))^0.2)-1)*100 where BC10_YEAR, TC_10YEAR, โ
+โ โ โ BC_5YEAR, and TC_5YEAR are the 10 year and 5 year nominal and inflation adjusted Treasury โ
+โ โ โ securities. All of those are the actual series IDs in FRED. Starting with the update on June 21, โ
+โ โ โ 2019, the Treasury bond data used in calculating interest rate spreads is obtained directly from the โ
+โ โ โ U.S. Treasury Department (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ T5YIEM โ 5-Year Breakeven Inflation Rate โ The breakeven inflation rate represents a measure of expected inflation derived from 5-Year Treasury โ
+โ โ โ Constant Maturity Securities (BC_5YEAR) and 5-Year Treasury Inflation-Indexed Constant Maturity โ
+โ โ โ Securities (TC_5YEAR). The latest value implies what market participants expect inflation to be in โ
+โ โ โ the next 5 years, on average. Starting with the update on June 21, 2019, the Treasury bond data used โ
+โ โ โ in calculating interest rate spreads is obtained directly from the U.S. Treasury Department โ
+โ โ โ (https://www.treasury.gov/resource-center/data-chart-center/interest- โ
+โ โ โ rates/Pages/TextView.aspx?data=yield). โ
+โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
+```
+
+With this information, we can now plot datasets, e.g. the 5-year, 10-year, 20-year and 30-year break-even inflation rates, with the following.
+Note that I added some additional series not in the above table. This is because you can recognise the structure relatively easy of the
+break-even inflation rates, the number after the `T` refers to the amount of years.
+
+```
+2022 Jun 29, 10:27 (๐ฆ) /economy/ $ fred T5YIEM T10YIEM T20YIEM T30YIEM
+```
+
+Which returns the following graph:
+
+
+
+Furthermore, understanding the influence macroeconomic trends have to indices, the `index` command can be used. This has a
+large set of pre-configured indices but has the possibility to add your own if you enter the ticker.
+
+
+
+Which plots the following:
+
+
+
+This then all comes together within the plot command where you can combine the datasets from the above commands into one graph.
+For example, it seems there is a relationship between the inflation rates and the unemployment rate (source)
+which we can graphically show with:
+
+```
+2022 Jun 29, 10:38 (๐ฆ) /economy/ $ macro -p URATE -s 2010-01-01
+
+2022 Jun 29, 10:39 (๐ฆ) /economy/ $ fred T5YIEM -s 2010-01-01
+
+2022 Jun 29, 10:39 (๐ฆ) /economy/ $ plot --y1 United_States_URATE --y2 T5YIEM
+```
+
+Resulting in the following graph:
+
+
+
+## Sub-menus available
+
+The Economy menu has a few sub-menus available to delve further into a specific macroeconomic indicator. To find more information about each menu, click on one of the following:
+
+- Introduction to Prediction Techniques: apply advanced AI and Machine Learning models to form prediction of future macroeconomic indicators including Recurrent Neural Network (RNN),
+Autoregressive Integrated Moving Average (ARIMA) and Monte Carlo forecasting.
+- Introduction to Quantitative Analysis: analyse the macroeconomic indicators extensively for seasonality, rolling windows and statistical techniques.
+
+## Examples
+
+Starting off, let's looking at current performance of energy futures with `futures`.
+
+```
+2022 Jun 30, 05:39 (๐ฆ) /economy/ $ futures energy
+
+ Future Table [Source: FinViz]
+โโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโณโโโโโโโโโโโโโ
+โ โ prevClose โ last โ change (%) โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ Ethanol โ 2.16 โ 2.22 โ 2.78 โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโค
+โ Gasoline RBOB โ 3.72 โ 3.66 โ -1.82 โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโค
+โ Crude Oil Brent โ 116.26 โ 112.73 โ -3.04 โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโค
+โ Natural Gas โ 6.50 โ 6.50 โ 0.03 โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโค
+โ Heating Oil โ 3.96 โ 4.00 โ 1.06 โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโผโโโโโโโโโโโโโค
+โ Crude Oil WTI โ 109.78 โ 110.02 โ 0.22 โ
+โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโดโโโโโโโโโโโโโ
+```
+
+This gives insights in the current future contracts and their (relative) performance. Here, we take a closer look at
+`Crude Oil Brent` by querying the FRED database, with `fred`, for a dataset that is relevant:
+
+```
+2022 Jun 30, 05:43 (๐ฆ) /economy/ $ fred -q oil index
+ Search results for oil index
+โโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
+โ Series ID โ Title โ Description โ
+โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
+โ OVXCLS โ CBOE Crude Oil ETF Volatility Index โ Exchange Traded Funds (ETFs) are shares of trusts that hold portfolios of stocks designed to closely โ
+โ โ โ track the price performance and yield of specific indices. Copyright, 2016, Chicago Board Options โ
+โ โ โ Exchange, Inc. Reprinted with permission. โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ IPG211111CS โ Industrial Production: Mining, Quarrying, and Oil โ The industrial production (IP) index measures the real output of all relevant establishments located โ
+โ โ and Gas Extraction: Crude Oil (NAICS = 211111pt.) โ in the United States, regardless of their ownership, but not those located in U.S. territories. โ
+โ โ โ NAICS = 211111pt. Source Code: IP.G211111C.S โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ PCU333132333132 โ Producer Price Index by Industry: Oil and Gas โ No description provided. โ
+โ โ Field Machinery and Equipment Manufacturing โ โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ IPG211111CN โ Industrial Production: Mining, Quarrying, and Oil โ The industrial production (IP) index measures the real output of all relevant establishments located โ
+โ โ and Gas Extraction: Crude Oil (NAICS = 211111pt.) โ in the United States, regardless of their ownership, but not those located in U.S. territories. โ
+โ โ โ NAICS = 211111pt. Source Code: IP.G211111C.N โ
+โโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
+โ IPG211111CSQ โ Industrial Production: Mining, Quarrying, and Oil โ The industrial production (IP) index measures the real output of all relevant establishments located โ
+โ โ and Gas Extraction: Crude Oil (NAICS = 211111pt.) โ in the United States, regardless of their ownership, but not those located in U.S. territories. โ
+โ โ โ NAICS = 211111pt. Source Code: IP.G211111C.S โ
+โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
+```
+
+Here, we take the `CBOE Crude OIL ETF Volatility Index` to get some understanding of how volatile oil is. Here, a period
+is defined from 2008 to 2015, showing the influence of the Financial Crisis of 2008.
+
+```
+2022 Jun 30, 06:22 (๐ฆ) /economy/ $ fred OVXCLS -s 2008-01-01 -e 2015-01-01
+```
+
+This plots the following graph:
+
+
+
+A hypothesis could be that the more volatile the price of oil is, the lower the confidence of the consumers is. It is
+possible to visually depict this. First, let's plot the consumer confidence of Germany.
+
+```
+2022 Jun 30, 07:59 (๐ฆ) /economy/ $ macro -p CONF -c Germany -s 2008-01-01 -e 2015-01-01
+```
+
+
+
+
+Now, combine these two graphs with the `plot` command. This helps in visually depicting a (negative) relationship.
+
+```
+2022 Jun 30, 08:00 (๐ฆ) /economy/ $ plot --y1 Germany_CONF --y2 OVXCLS
+```
+
+