## # A tibble: 1,092 × 8
## symbol date open high low close volume adjusted
## <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 AAPL 2021-12-01 167. 170. 165. 165. 152052500 161.
## 2 AAPL 2021-12-02 159. 164. 158. 164. 136739200 160.
## 3 AAPL 2021-12-03 164. 165. 160. 162. 118023100 158.
## 4 AAPL 2021-12-06 164. 168. 164. 165. 107497000 161.
## 5 AAPL 2021-12-07 169. 172. 168. 171. 120405400 167.
## 6 AAPL 2021-12-08 172. 176. 171. 175. 116998900 171.
## 7 AAPL 2021-12-09 175. 177. 174. 175. 108923700 171.
## 8 AAPL 2021-12-10 175. 180. 175. 179. 115402700 175.
## 9 AAPL 2021-12-13 181. 182. 176. 176. 153237000 172.
## 10 AAPL 2021-12-14 175. 178. 172. 174. 139380400 170.
## # ℹ 1,082 more rows
## # A tibble: 16 × 3
## asset date returns
## <chr> <date> <dbl>
## 1 AAPL 2022-03-31 -0.0155
## 2 AAPL 2022-06-30 -0.243
## 3 AAPL 2022-09-30 0.0122
## 4 AAPL 2022-12-30 -0.0600
## 5 MSFT 2022-03-31 -0.0849
## 6 MSFT 2022-06-30 -0.180
## 7 MSFT 2022-09-30 -0.0957
## 8 MSFT 2022-12-30 0.0321
## 9 WMT 2022-03-31 0.0327
## 10 WMT 2022-06-30 -0.199
## 11 WMT 2022-09-30 0.0690
## 12 WMT 2022-12-30 0.0929
## 13 SPY 2022-03-31 -0.0472
## 14 SPY 2022-06-30 -0.176
## 15 SPY 2022-09-30 -0.0506
## 16 SPY 2022-12-30 0.0729
## # A tibble: 4 × 2
## asset annual_return
## <chr> <dbl>
## 1 AAPL -26.4
## 2 MSFT -28.0
## 3 SPY -18.2
## 4 WMT -0.46
## # A tibble: 4 × 2
## asset n
## <chr> <int>
## 1 AAPL 4
## 2 MSFT 4
## 3 SPY 4
## 4 WMT 4
The graph compares the quarterly returns of Apple, Microsoft, and Walmart against SPY, which represents the S&P 500. In 2022, Walmart performed the best of my three stocks, losing only 0.46% compared to SPY’s 18.2% loss. Apple lost 26.4%, and Microsoft lost 28%. Walmart was the only one of my stocks that beat the market.
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