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## `summarise()` has grouped output by 'YearMonth'. You can override using the
## `.groups` argument.
## # A tibble: 3,275 × 3
##    YearMonth  Sub_Category      WeightedReturn
##    <date>     <chr>                      <dbl>
##  1 1969-12-01 Agriculture               0     
##  2 1969-12-01 Energy                    0     
##  3 1969-12-01 Industrial Metals         0     
##  4 1969-12-01 Livestock                 0     
##  5 1969-12-01 Precious Metals           0     
##  6 1970-01-01 Agriculture               0.176 
##  7 1970-01-01 Energy                    0     
##  8 1970-01-01 Industrial Metals         0     
##  9 1970-01-01 Livestock                 0.0683
## 10 1970-01-01 Precious Metals           0     
## # ℹ 3,265 more rows
## `summarise()` has grouped output by 'YearMonth'. You can override using the
## `.groups` argument.

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Section 2

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## Plot saved as:  C:\Users\Bruno Schwalbach/Desktop/GSCI_Returns_2024.png

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## ### Monthly and YTD Return Attribution for Sub-Categories
Monthly and YTD Return Attribution for Sub-Categories
Sub_Category Apr-2024 Feb-2024 Jan-2024 Jun-2024 Mar-2024 May-2024 YTD
Agriculture -0.18 -0.66 -0.28 -0.30 0.45 0.63 -0.35
Energy -0.59 0.86 3.83 -1.72 2.65 -2.72 2.31
Industrial Metals 1.28 -0.14 -0.21 -0.18 0.25 0.13 1.13
Livestock 0.04 0.25 0.58 -0.06 -0.01 0.02 0.82
Precious Metals 0.16 -0.02 -0.06 0.05 0.38 0.10 0.61
## 
## ### Monthly and YTD Return Attribution for Tickers
Monthly and YTD Return Attribution for Tickers
Ticker Apr-2024 Feb-2024 Jan-2024 Jun-2024 Mar-2024 May-2024 YTD
C -0.03 -0.44 -0.29 -0.09 0.19 -0.09 -0.75
CC 0.01 0.12 0.05 0.00 0.21 0.02 0.41
CL -0.14 0.80 1.18 -0.73 1.35 -1.05 1.40
CO 0.20 0.60 1.10 -0.69 1.46 -1.21 1.46
CT -0.15 0.20 0.05 -0.02 -0.06 -0.03 -0.02
FC -0.03 0.06 0.11 -0.01 0.00 0.01 0.13
GC 0.14 -0.01 -0.05 0.06 0.34 0.04 0.51
HG 0.62 -0.08 0.02 0.00 0.19 0.06 0.81
HO -0.20 -0.15 0.56 -0.17 -0.06 -0.31 -0.33
KC 0.14 0.01 0.03 0.04 0.00 0.01 0.23
KW 0.09 -0.04 -0.05 -0.07 0.02 0.26 0.21
LA 0.30 -0.09 -0.18 -0.05 0.15 0.05 0.16
LC 0.00 0.13 0.21 0.00 -0.01 0.15 0.49
LH 0.07 0.06 0.26 -0.05 0.00 -0.14 0.20
LL 0.05 -0.03 0.03 -0.01 -0.01 0.00 0.03
LN 0.15 0.11 -0.03 -0.08 -0.08 0.02 0.09
LX 0.16 -0.05 -0.04 -0.03 0.00 0.00 0.04
NG -0.20 -0.57 -0.05 0.23 -0.46 0.63 -0.42
QS -0.24 -0.02 0.87 -0.24 0.09 -0.33 0.13
S -0.15 -0.31 -0.23 -0.09 0.17 0.16 -0.45
SB -0.24 -0.10 0.33 0.09 0.07 -0.11 0.04
SI 0.02 -0.01 -0.02 -0.01 0.04 0.06 0.10
W 0.14 -0.09 -0.17 -0.15 -0.16 0.41 -0.02
XB -0.02 0.20 0.19 -0.12 0.26 -0.44 0.07

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## 
## Attaching package: 'kableExtra'
## The following object is masked from 'package:dplyr':
## 
##     group_rows
## ### Monthly and YTD Return Attribution for Sub-Categories
Monthly and YTD Return Attribution for Sub-Categories
Sub_Category Apr-2024 Feb-2024 Jan-2024 Jun-2024 Mar-2024 May-2024 YTD
Agriculture -0.18 -0.66 -0.28 -0.30 0.45 0.63 -0.35
Energy -0.59 0.86 3.83 -1.72 2.65 -2.72 2.31
Industrial Metals 1.28 -0.14 -0.21 -0.18 0.25 0.13 1.13
Livestock 0.04 0.25 0.58 -0.06 -0.01 0.02 0.82
Precious Metals 0.16 -0.02 -0.06 0.05 0.38 0.10 0.61
## 
## ### Monthly and YTD Return Attribution for Tickers
Monthly and YTD Return Attribution for Tickers
Ticker Apr-2024 Feb-2024 Jan-2024 Jun-2024 Mar-2024 May-2024 YTD
C -0.03 -0.44 -0.29 -0.09 0.19 -0.09 -0.75
CC 0.01 0.12 0.05 0.00 0.21 0.02 0.41
CL -0.14 0.80 1.18 -0.73 1.35 -1.05 1.40
CO 0.20 0.60 1.10 -0.69 1.46 -1.21 1.46
CT -0.15 0.20 0.05 -0.02 -0.06 -0.03 -0.02
FC -0.03 0.06 0.11 -0.01 0.00 0.01 0.13
GC 0.14 -0.01 -0.05 0.06 0.34 0.04 0.51
HG 0.62 -0.08 0.02 0.00 0.19 0.06 0.81
HO -0.20 -0.15 0.56 -0.17 -0.06 -0.31 -0.33
KC 0.14 0.01 0.03 0.04 0.00 0.01 0.23
KW 0.09 -0.04 -0.05 -0.07 0.02 0.26 0.21
LA 0.30 -0.09 -0.18 -0.05 0.15 0.05 0.16
LC 0.00 0.13 0.21 0.00 -0.01 0.15 0.49
LH 0.07 0.06 0.26 -0.05 0.00 -0.14 0.20
LL 0.05 -0.03 0.03 -0.01 -0.01 0.00 0.03
LN 0.15 0.11 -0.03 -0.08 -0.08 0.02 0.09
LX 0.16 -0.05 -0.04 -0.03 0.00 0.00 0.04
NG -0.20 -0.57 -0.05 0.23 -0.46 0.63 -0.42
QS -0.24 -0.02 0.87 -0.24 0.09 -0.33 0.13
S -0.15 -0.31 -0.23 -0.09 0.17 0.16 -0.45
SB -0.24 -0.10 0.33 0.09 0.07 -0.11 0.04
SI 0.02 -0.01 -0.02 -0.01 0.04 0.06 0.10
W 0.14 -0.09 -0.17 -0.15 -0.16 0.41 -0.02
XB -0.02 0.20 0.19 -0.12 0.26 -0.44 0.07

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