NYダウの上昇下落は、ドル円為替と連動しているのでしょうか？
日経平均は、ドル円が円安・円高になれば動きますが、NYダウは、ドルが上下するのと関係するのか調べてみました。
スポンサードリンク
NYダウとドル円為替の相関関係
NYダウとドル円為替の終値で1か月間の相関係数を計算してみました。
〇NYダウとドル円為替の相関グラフ
NYダウとドル円為替の相関係数のグラフになります。
相関係数は、-1から1の間になり、1に近づくほど正の相関（ドル円が上昇すればNYダウも上昇するというような同じ動き）が強くなり、-1に近づくほど負の相関（ドル円が上昇するとNYダウが下落するという反対の動き）が強くなります。
相関係数が、0.7以上で強い正の相関、-0.7以下で強い負の相関となります。
上記のグラフを見てみると強い相関の出ている時期は少なく、さらに正の相関と負の相関を行ったり来たりしていることがわかります。
これは、1か月という期間では、長期的にはほとんど相関がないといっていいでしょう。
NYダウとドル円為替は、あまり相関がなく、連動しているとは言えないことがわかりました。
NYダウとドルインデックスの相関関係
NYダウは、ドル円為替とは相関がありませんでしたが、ドルインデックス（ドルが他の通貨に対して上昇しているかを示す指標）とはどうでしょうか？
NYダウは、アメリカのニュー良く市場の指標ですので、ドル単独の指標であるドルインデックスには相関がありそうです。
〇NYダウとドルインデックスの相関グラフ
残念ながら、上記のグラフを見てみるとドル円為替と同じようなグラフになっており、相関の高い部分はドル円為替より多いですが、相関があるとは言えないグラフになっています。
NYダウは、ドル高ドル安に関係なく、株価が動いていることがわかります。
スポンサーリンク
NYダウと為替の関係まとめ
日経平均は、輸出企業が多いので、円高・円安で収益が大きく変わってきて、株価が敏感に反応しますが、NYダウは、グローバル企業は多いですが、内需企業もあり、ドル高ドル安の影響を大きく受けるような銘柄があまりないのが、為替との相関がない理由だと思われます。
NYダウは、アメリカンオールスターと呼ばれる企業が選ばれていて、上記のドル為替との相関係数より、為替の影響を受けづらい企業群といえるのではないでしょうか。
〇2017年のNYダウとドル円為替の相関係数
| 日付 | NYダウ | ドル円 | 相関 |
|---|---|---|---|
| 2017/1/3 | 19881.75977 | 117.75 | 0.824460608 |
| 2017/1/4 | 19942.16016 | 117.27 | 0.799375237 |
| 2017/1/5 | 19899.28906 | 115.36 | 0.730063006 |
| 2017/1/6 | 19963.80078 | 116.92 | 0.710346258 |
| 2017/1/9 | 19887.38086 | 116.03 | 0.570457513 |
| 2017/1/10 | 19855.5293 | 115.77 | 0.338604422 |
| 2017/1/11 | 19954.2793 | 115.41 | 0.126319602 |
| 2017/1/12 | 19891 | 114.72 | -0.015929085 |
| 2017/1/13 | 19885.73047 | 114.53 | 0.019996615 |
| 2017/1/17 | 19826.76953 | 112.64 | 0.202844343 |
| 2017/1/18 | 19804.7207 | 114.67 | 0.3251336 |
| 2017/1/19 | 19732.40039 | 114.87 | 0.442632255 |
| 2017/1/20 | 19827.25 | 114.62 | 0.469763851 |
| 2017/1/23 | 19799.84961 | 112.7 | 0.474588412 |
| 2017/1/24 | 19912.71094 | 113.8 | 0.3773774 |
| 2017/1/25 | 20068.50977 | 113.28 | 0.092396833 |
| 2017/1/26 | 20100.91016 | 114.53 | -0.025415027 |
| 2017/1/27 | 20093.7793 | 115.08 | -0.0798421 |
| 2017/1/30 | 19971.13086 | 113.78 | -0.073984503 |
| 2017/1/31 | 19864.08984 | 112.8 | -0.004521938 |
| 2017/2/1 | 19890.93945 | 113.25 | 0.107538095 |
| 2017/2/2 | 19884.91016 | 112.81 | 0.164009485 |
| 2017/2/3 | 20071.46094 | 112.7 | 0.021506976 |
| 2017/2/6 | 20052.41992 | 111.75 | -0.091389737 |
| 2017/2/7 | 20090.28906 | 112.39 | -0.236077219 |
| 2017/2/8 | 20054.33984 | 111.94 | -0.284869772 |
| 2017/2/9 | 20172.40039 | 113.25 | -0.252520076 |
| 2017/2/10 | 20269.36914 | 113.22 | -0.270209881 |
| 2017/2/13 | 20412.16016 | 113.75 | -0.164612615 |
| 2017/2/14 | 20504.41016 | 114.26 | -0.003497256 |
| 2017/2/15 | 20611.85938 | 114.17 | 0.047053336 |
| 2017/2/16 | 20619.76953 | 113.23 | 0.085239164 |
| 2017/2/17 | 20624.05078 | 112.88 | 0.153219989 |
| 2017/2/21 | 20743 | 113.69 | 0.285726386 |
| 2017/2/22 | 20775.59961 | 113.3 | 0.22494793 |
| 2017/2/23 | 20810.32031 | 112.59 | 0.168100793 |
| 2017/2/24 | 20821.75977 | 112.19 | 0.057050848 |
| 2017/2/27 | 20837.43945 | 112.7 | 0.068318439 |
| 2017/2/28 | 20812.24023 | 112.78 | 0.160979432 |
| 2017/3/1 | 21115.55078 | 113.73 | 0.314578197 |
| 2017/3/2 | 21002.9707 | 114.41 | 0.395443244 |
| 2017/3/3 | 21005.71094 | 114.02 | 0.485653767 |
| 2017/3/6 | 20954.33984 | 113.89 | 0.515806561 |
| 2017/3/7 | 20924.75977 | 113.98 | 0.52356596 |
| 2017/3/8 | 20855.73047 | 114.35 | 0.443395003 |
| 2017/3/9 | 20858.18945 | 114.94 | 0.38083121 |
| 2017/3/10 | 20902.98047 | 114.75 | 0.22603346 |
| 2017/3/13 | 20881.48047 | 114.88 | 0.222096603 |
| 2017/3/14 | 20837.36914 | 114.75 | 0.179915968 |
| 2017/3/15 | 20950.09961 | 113.38 | 0.183198169 |
| 2017/3/16 | 20934.55078 | 113.31 | 0.275914197 |
| 2017/3/17 | 20914.61914 | 112.72 | 0.330394174 |
| 2017/3/20 | 20905.85938 | 112.56 | 0.287072944 |
| 2017/3/21 | 20668.00977 | 111.72 | 0.390785589 |
| 2017/3/22 | 20661.30078 | 111.16 | 0.554011502 |
| 2017/3/23 | 20656.58008 | 110.94 | 0.646862992 |
| 2017/3/24 | 20596.7207 | 111.34 | 0.693242681 |
| 2017/3/27 | 20550.98047 | 110.66 | 0.753545194 |
| 2017/3/28 | 20701.5 | 111.16 | 0.767608506 |
| 2017/3/29 | 20659.32031 | 111.05 | 0.784671867 |
| 2017/3/30 | 20728.49023 | 111.92 | 0.823132046 |
| 2017/3/31 | 20663.2207 | 111.39 | 0.822545226 |
| 2017/4/3 | 20650.21094 | 110.89 | 0.832204265 |
| 2017/4/4 | 20689.24023 | 110.75 | 0.829226242 |
| 2017/4/5 | 20648.15039 | 110.7 | 0.827874294 |
| 2017/4/6 | 20662.94922 | 110.81 | 0.829073864 |
| 2017/4/7 | 20656.09961 | 111.07 | 0.840050643 |
| 2017/4/10 | 20658.01953 | 110.94 | 0.830394174 |
| 2017/4/11 | 20651.30078 | 109.62 | 0.816206713 |
| 2017/4/12 | 20591.85938 | 109.03 | 0.855301892 |
| 2017/4/13 | 20453.25 | 109.09 | 0.851993607 |
| 2017/4/17 | 20636.91992 | 108.91 | 0.750419261 |
| 2017/4/18 | 20523.2793 | 108.42 | 0.729165656 |
| 2017/4/19 | 20404.49023 | 108.86 | 0.718097984 |
| 2017/4/20 | 20578.71094 | 109.32 | 0.719179373 |
| 2017/4/21 | 20547.75977 | 109.08 | 0.72663636 |
| 2017/4/24 | 20763.89063 | 109.77 | 0.626953156 |
| 2017/4/25 | 20996.11914 | 111.09 | 0.605793778 |
| 2017/4/26 | 20975.08984 | 111.06 | 0.625952018 |
| 2017/4/27 | 20981.33008 | 111.27 | 0.645135213 |
| 2017/4/28 | 20940.50977 | 111.55 | 0.68949728 |
| 2017/5/1 | 20913.46094 | 111.84 | 0.742600941 |
| 2017/5/2 | 20949.89063 | 111.98 | 0.799284799 |
| 2017/5/3 | 20957.90039 | 112.75 | 0.828430862 |
| 2017/5/4 | 20951.4707 | 112.46 | 0.844527348 |
| 2017/5/5 | 21006.93945 | 112.72 | 0.86693372 |
| 2017/5/8 | 21012.2793 | 113.25 | 0.881887955 |
| 2017/5/9 | 20975.7793 | 113.98 | 0.881596237 |
| 2017/5/10 | 20943.10938 | 114.28 | 0.867816306 |
| 2017/5/11 | 20919.41992 | 113.86 | 0.850632931 |
| 2017/5/12 | 20896.60938 | 113.34 | 0.833590089 |
| 2017/5/15 | 20981.93945 | 113.78 | 0.825284141 |
| 2017/5/16 | 20979.75 | 113.12 | 0.815607397 |
| 2017/5/17 | 20606.92969 | 110.82 | 0.771797481 |
| 2017/5/18 | 20663.01953 | 111.5 | 0.700481347 |
| 2017/5/19 | 20804.83984 | 111.28 | 0.639914508 |
| 2017/5/22 | 20894.83008 | 111.3 | 0.493836172 |
| 2017/5/23 | 20937.91016 | 111.78 | 0.411062422 |
| 2017/5/24 | 21012.41992 | 111.5 | 0.42364471 |
| 2017/5/25 | 21082.94922 | 111.83 | 0.408766817 |
| 2017/5/26 | 21080.2793 | 111.34 | 0.35297069 |
| 2017/5/30 | 21029.4707 | 110.85 | 0.2791725 |
| 2017/5/31 | 21008.65039 | 110.78 | 0.218905237 |
| 2017/6/1 | 21144.17969 | 111.36 | 0.138328087 |
| 2017/6/2 | 21206.28906 | 110.42 | -0.015696862 |
| 2017/6/5 | 21184.03906 | 110.47 | -0.109739403 |
| 2017/6/6 | 21136.23047 | 109.41 | -0.20374167 |
| 2017/6/7 | 21173.68945 | 109.81 | -0.288469269 |
| 2017/6/8 | 21182.5293 | 110 | -0.352390943 |
| 2017/6/9 | 21271.9707 | 110.34 | -0.397383719 |
| 2017/6/12 | 21235.66992 | 109.94 | -0.429478184 |
| 2017/6/13 | 21328.4707 | 110.07 | -0.441998084 |
| 2017/6/14 | 21374.56055 | 109.58 | -0.550821868 |
| 2017/6/15 | 21359.90039 | 110.94 | -0.561447615 |
| 2017/6/16 | 21384.2793 | 110.86 | -0.59251338 |
| 2017/6/19 | 21528.99023 | 111.53 | -0.368610402 |
| 2017/6/20 | 21467.14063 | 111.44 | -0.222031741 |
| 2017/6/21 | 21410.0293 | 111.38 | -0.107530257 |
| 2017/6/22 | 21397.28906 | 111.33 | 0.063011814 |
| 2017/6/23 | 21394.75977 | 111.29 | 0.19198622 |
| 2017/6/26 | 21409.55078 | 111.84 | 0.368213676 |
| 2017/6/27 | 21310.66016 | 112.36 | 0.425753198 |
| 2017/6/28 | 21454.60938 | 112.3 | 0.527152537 |
| 2017/6/29 | 21287.0293 | 112.18 | 0.550395062 |
| 2017/6/30 | 21349.63086 | 112.38 | 0.610384846 |
| 2017/7/3 | 21479.26953 | 113.39 | 0.64582612 |
| 2017/7/5 | 21478.16992 | 113.27 | 0.674786699 |
| 2017/7/6 | 21320.03906 | 113.22 | 0.538587596 |
| 2017/7/7 | 21414.33984 | 113.89 | 0.469132381 |
| 2017/7/10 | 21408.51953 | 114.04 | 0.384096761 |
| 2017/7/11 | 21409.07031 | 113.94 | 0.326107263 |
| 2017/7/12 | 21532.14063 | 113.16 | 0.246200549 |
| 2017/7/13 | 21553.08984 | 113.28 | 0.232556366 |
| 2017/7/14 | 21637.74023 | 112.53 | 0.17768892 |
| 2017/7/17 | 21629.7207 | 112.64 | 0.1299915 |
| 2017/7/18 | 21574.73047 | 112.08 | 0.046564049 |
| 2017/7/19 | 21640.75 | 111.97 | 0.027302934 |
| 2017/7/20 | 21611.7793 | 111.91 | -0.02179754 |
| 2017/7/21 | 21580.07031 | 111.12 | -0.138464154 |
| 2017/7/24 | 21513.16992 | 111.11 | -0.212792687 |
| 2017/7/25 | 21613.42969 | 111.89 | -0.31948677 |
| 2017/7/26 | 21711.00977 | 111.17 | -0.449919738 |
| 2017/7/27 | 21796.55078 | 111.25 | -0.564953014 |
| 2017/7/28 | 21830.31055 | 110.67 | -0.65032953 |
| 2017/7/31 | 21891.11914 | 110.25 | -0.787312575 |
| 2017/8/1 | 21963.91992 | 110.36 | -0.850963179 |
| 2017/8/2 | 22016.24023 | 110.73 | -0.842228049 |
| 2017/8/3 | 22026.09961 | 110.05 | -0.857290058 |
| 2017/8/4 | 22092.81055 | 110.69 | -0.842650781 |
| 2017/8/7 | 22118.41992 | 110.75 | -0.814371437 |
| 2017/8/8 | 22085.33984 | 110.31 | -0.805096957 |
| 2017/8/9 | 22048.69922 | 110.08 | -0.7931429 |
| 2017/8/10 | 21844.00977 | 109.22 | -0.72078241 |
| 2017/8/11 | 21858.32031 | 109.19 | -0.657219146 |
| 2017/8/14 | 21993.71094 | 109.64 | -0.656571079 |
| 2017/8/15 | 21998.99023 | 110.67 | -0.628584544 |
| 2017/8/16 | 22024.86914 | 110.19 | -0.589290647 |
| 2017/8/17 | 21750.73047 | 109.57 | -0.471973735 |
| 2017/8/18 | 21674.50977 | 109.19 | -0.255815879 |
| 2017/8/21 | 21703.75 | 108.98 | -0.078258212 |
| 2017/8/22 | 21899.89063 | 109.57 | 0.047722638 |
| 2017/8/23 | 21812.08984 | 109.03 | 0.372798049 |
| 2017/8/24 | 21783.40039 | 109.56 | 0.569833127 |
| 2017/8/25 | 21813.66992 | 109.36 | 0.751328524 |
| 2017/8/28 | 21808.40039 | 109.25 | 0.841747195 |
| 2017/8/29 | 21865.36914 | 109.75 | 0.85791348 |
| 2017/8/30 | 21892.42969 | 110.23 | 0.845318262 |
| 2017/8/31 | 21948.09961 | 109.97 | 0.850027963 |
| 2017/9/1 | 21987.56055 | 110.27 | 0.85347012 |
| 2017/9/5 | 21753.31055 | 108.81 | 0.842573198 |
| 2017/9/6 | 21807.64063 | 109.23 | 0.812258046 |
| 2017/9/7 | 21784.7793 | 108.45 | 0.769761033 |
| 2017/9/8 | 21797.78906 | 107.84 | 0.691097753 |
| 2017/9/11 | 22057.36914 | 109.41 | 0.624566872 |
| 2017/9/12 | 22118.85938 | 110.17 | 0.649695247 |
| 2017/9/13 | 22158.17969 | 110.48 | 0.697079006 |
| 2017/9/14 | 22203.48047 | 110.23 | 0.701085952 |
| 2017/9/15 | 22268.33984 | 110.84 | 0.74866762 |
| 2017/9/18 | 22331.34961 | 111.57 | 0.825442336 |
| 2017/9/19 | 22370.80078 | 111.59 | 0.868589128 |
| 2017/9/20 | 22412.58984 | 112.22 | 0.893404061 |
| 2017/9/21 | 22359.23047 | 112.47 | 0.901611521 |
| 2017/9/22 | 22349.58984 | 111.98 | 0.907214262 |
| 2017/9/25 | 22296.08984 | 111.73 | 0.917972306 |
| 2017/9/26 | 22284.32031 | 112.23 | 0.915802823 |
| 2017/9/27 | 22340.71094 | 112.83 | 0.911081789 |
| 2017/9/28 | 22381.19922 | 112.34 | 0.919317009 |
| 2017/9/29 | 22405.08984 | 112.49 | 0.935888308 |
| 2017/10/2 | 22557.59961 | 112.77 | 0.940333606 |
| 2017/10/3 | 22641.66992 | 112.86 | 0.941562207 |
| 2017/10/4 | 22661.64063 | 112.75 | 0.932317569 |
| 2017/10/5 | 22775.39063 | 112.82 | 0.913352501 |
| 2017/10/6 | 22773.66992 | 112.64 | 0.870733833 |
| 2017/10/9 | 22783.81055 | 112.67 | 0.801363169 |
〇2017年のNYダウとドルインデックスの相関係数
| 日付 | NYダウ | ドルインデックス | 相関 |
|---|---|---|---|
| 2017/1/3 | 19881.75977 | 103.2 | 0.79623667 |
| 2017/1/4 | 19942.16016 | 102.71 | 0.809173226 |
| 2017/1/5 | 19899.28906 | 101.53 | 0.724356626 |
| 2017/1/6 | 19963.80078 | 102.21 | 0.680281566 |
| 2017/1/9 | 19887.38086 | 101.91 | 0.515068152 |
| 2017/1/10 | 19855.5293 | 102 | 0.383595368 |
| 2017/1/11 | 19954.2793 | 101.75 | 0.234263726 |
| 2017/1/12 | 19891 | 101.38 | 0.091775635 |
| 2017/1/13 | 19885.73047 | 101.19 | 0.137255847 |
| 2017/1/17 | 19826.76953 | 100.32 | 0.194093323 |
| 2017/1/18 | 19804.7207 | 100.92 | 0.322226068 |
| 2017/1/19 | 19732.40039 | 101.14 | 0.443072311 |
| 2017/1/20 | 19827.25 | 100.69 | 0.477057634 |
| 2017/1/23 | 19799.84961 | 100.13 | 0.478332176 |
| 2017/1/24 | 19912.71094 | 100.34 | 0.364200978 |
| 2017/1/25 | 20068.50977 | 100.02 | 0.05071281 |
| 2017/1/26 | 20100.91016 | 100.38 | -0.138724646 |
| 2017/1/27 | 20093.7793 | 100.53 | -0.267603286 |
| 2017/1/30 | 19971.13086 | 100.41 | -0.26259229 |
| 2017/1/31 | 19864.08984 | 99.48 | -0.166665483 |
| 2017/2/1 | 19890.93945 | 99.61 | -0.073133895 |
| 2017/2/2 | 19884.91016 | 99.79 | -0.032205951 |
| 2017/2/3 | 20071.46094 | 99.84 | -0.161878975 |
| 2017/2/6 | 20052.41992 | 99.86 | -0.211613225 |
| 2017/2/7 | 20090.28906 | 100.25 | -0.294728416 |
| 2017/2/8 | 20054.33984 | 100.26 | -0.296774089 |
| 2017/2/9 | 20172.40039 | 100.65 | -0.195666346 |
| 2017/2/10 | 20269.36914 | 100.79 | -0.110767385 |
| 2017/2/13 | 20412.16016 | 100.95 | 0.10493445 |
| 2017/2/14 | 20504.41016 | 101.23 | 0.355944102 |
| 2017/2/15 | 20611.85938 | 101.16 | 0.466384199 |
| 2017/2/16 | 20619.76953 | 100.43 | 0.500552506 |
| 2017/2/17 | 20624.05078 | 100.95 | 0.715002691 |
| 2017/2/21 | 20743 | 101.36 | 0.828902284 |
| 2017/2/22 | 20775.59961 | 101.19 | 0.85285268 |
| 2017/2/23 | 20810.32031 | 101.05 | 0.866945844 |
| 2017/2/24 | 20821.75977 | 101.09 | 0.86649307 |
| 2017/2/27 | 20837.43945 | 101.13 | 0.872024413 |
| 2017/2/28 | 20812.24023 | 101.13 | 0.885060228 |
| 2017/3/1 | 21115.55078 | 101.78 | 0.914846224 |
| 2017/3/2 | 21002.9707 | 102.2 | 0.904356828 |
| 2017/3/3 | 21005.71094 | 101.55 | 0.895830218 |
| 2017/3/6 | 20954.33984 | 101.64 | 0.883510148 |
| 2017/3/7 | 20924.75977 | 101.81 | 0.872225787 |
| 2017/3/8 | 20855.73047 | 102.08 | 0.828134732 |
| 2017/3/9 | 20858.18945 | 101.85 | 0.792829289 |
| 2017/3/10 | 20902.98047 | 101.25 | 0.722918782 |
| 2017/3/13 | 20881.48047 | 101.31 | 0.683251773 |
| 2017/3/14 | 20837.36914 | 101.57 | 0.661209259 |
| 2017/3/15 | 20950.09961 | 100.58 | 0.519072232 |
| 2017/3/16 | 20934.55078 | 100.19 | 0.414314685 |
| 2017/3/17 | 20914.61914 | 100.11 | 0.337720766 |
| 2017/3/20 | 20905.85938 | 100.23 | 0.178781335 |
| 2017/3/21 | 20668.00977 | 99.61 | 0.361684199 |
| 2017/3/22 | 20661.30078 | 99.47 | 0.535370776 |
| 2017/3/23 | 20656.58008 | 99.56 | 0.630232634 |
| 2017/3/24 | 20596.7207 | 99.44 | 0.69682247 |
| 2017/3/27 | 20550.98047 | 98.97 | 0.760104547 |
| 2017/3/28 | 20701.5 | 99.55 | 0.775840847 |
| 2017/3/29 | 20659.32031 | 99.84 | 0.791231703 |
| 2017/3/30 | 20728.49023 | 100.28 | 0.78518321 |
| 2017/3/31 | 20663.2207 | 100.22 | 0.755823493 |
| 2017/4/3 | 20650.21094 | 100.41 | 0.72232301 |
| 2017/4/4 | 20689.24023 | 100.43 | 0.68951007 |
| 2017/4/5 | 20648.15039 | 100.44 | 0.641369795 |
| 2017/4/6 | 20662.94922 | 100.57 | 0.618780547 |
| 2017/4/7 | 20656.09961 | 101.12 | 0.531872418 |
| 2017/4/10 | 20658.01953 | 100.95 | 0.428779379 |
| 2017/4/11 | 20651.30078 | 100.62 | 0.334010302 |
| 2017/4/12 | 20591.85938 | 100.71 | 0.192321176 |
| 2017/4/13 | 20453.25 | 100.46 | 0.052466362 |
| 2017/4/17 | 20636.91992 | 100.19 | 0.050228345 |
| 2017/4/18 | 20523.2793 | 99.4 | 0.161353163 |
| 2017/4/19 | 20404.49023 | 99.64 | 0.248427752 |
| 2017/4/20 | 20578.71094 | 99.69 | 0.292244404 |
| 2017/4/21 | 20547.75977 | 99.88 | 0.343907092 |
| 2017/4/24 | 20763.89063 | 98.97 | 0.162150908 |
| 2017/4/25 | 20996.11914 | 98.65 | -0.22957501 |
| 2017/4/26 | 20975.08984 | 98.92 | -0.450349013 |
| 2017/4/27 | 20981.33008 | 98.95 | -0.529765534 |
| 2017/4/28 | 20940.50977 | 98.9 | -0.585704028 |
| 2017/5/1 | 20913.46094 | 98.93 | -0.628775527 |
| 2017/5/2 | 20949.89063 | 98.83 | -0.660534499 |
| 2017/5/3 | 20957.90039 | 99.08 | -0.67537793 |
| 2017/5/4 | 20951.4707 | 98.65 | -0.702863109 |
| 2017/5/5 | 21006.93945 | 98.53 | -0.725142806 |
| 2017/5/8 | 21012.2793 | 98.94 | -0.734717363 |
| 2017/5/9 | 20975.7793 | 99.54 | -0.740087691 |
| 2017/5/10 | 20943.10938 | 99.56 | -0.748850097 |
| 2017/5/11 | 20919.41992 | 99.5 | -0.747819017 |
| 2017/5/12 | 20896.60938 | 99.13 | -0.753443744 |
| 2017/5/15 | 20981.93945 | 98.8 | -0.700857355 |
| 2017/5/16 | 20979.75 | 98 | -0.648163758 |
| 2017/5/17 | 20606.92969 | 97.46 | -0.274197469 |
| 2017/5/18 | 20663.01953 | 97.77 | 0.014351895 |
| 2017/5/19 | 20804.83984 | 97.03 | 0.233083148 |
| 2017/5/22 | 20894.83008 | 96.88 | 0.519759348 |
| 2017/5/23 | 20937.91016 | 97.26 | 0.527478777 |
| 2017/5/24 | 21012.41992 | 97.15 | 0.416870547 |
| 2017/5/25 | 21082.94922 | 97.18 | 0.268210049 |
| 2017/5/26 | 21080.2793 | 97.36 | 0.16679698 |
| 2017/5/30 | 21029.4707 | 97.21 | 0.111084677 |
| 2017/5/31 | 21008.65039 | 96.85 | 0.071868953 |
| 2017/6/1 | 21144.17969 | 97.14 | -0.012208935 |
| 2017/6/2 | 21206.28906 | 96.67 | -0.133561822 |
| 2017/6/5 | 21184.03906 | 96.75 | -0.20399249 |
| 2017/6/6 | 21136.23047 | 96.59 | -0.264436387 |
| 2017/6/7 | 21173.68945 | 96.71 | -0.329732396 |
| 2017/6/8 | 21182.5293 | 96.9 | -0.382048212 |
| 2017/6/9 | 21271.9707 | 97.24 | -0.392412467 |
| 2017/6/12 | 21235.66992 | 97.12 | -0.403168579 |
| 2017/6/13 | 21328.4707 | 96.94 | -0.406608297 |
| 2017/6/14 | 21374.56055 | 96.92 | -0.517908458 |
| 2017/6/15 | 21359.90039 | 97.44 | -0.43783475 |
| 2017/6/16 | 21384.2793 | 97.15 | -0.304318713 |
| 2017/6/19 | 21528.99023 | 97.33 | 0.145733226 |
| 2017/6/20 | 21467.14063 | 97.41 | 0.25720402 |
| 2017/6/21 | 21410.0293 | 97.22 | 0.240145538 |
| 2017/6/22 | 21397.28906 | 97.3 | 0.368128585 |
| 2017/6/23 | 21394.75977 | 96.94 | 0.379331201 |
| 2017/6/26 | 21409.55078 | 97.12 | 0.42460547 |
| 2017/6/27 | 21310.66016 | 96.09 | 0.387449735 |
| 2017/6/28 | 21454.60938 | 95.74 | 0.195259382 |
| 2017/6/29 | 21287.0293 | 95.37 | 0.191670844 |
| 2017/6/30 | 21349.63086 | 95.42 | 0.189815446 |
| 2017/7/3 | 21479.26953 | 95.97 | 0.090271931 |
| 2017/7/5 | 21478.16992 | 96.06 | 0.030005365 |
| 2017/7/6 | 21320.03906 | 95.58 | 0.045858872 |
| 2017/7/7 | 21414.33984 | 95.79 | 0.027942087 |
| 2017/7/10 | 21408.51953 | 95.78 | 0.062995639 |
| 2017/7/11 | 21409.07031 | 95.42 | 0.118392155 |
| 2017/7/12 | 21532.14063 | 95.51 | 0.10657442 |
| 2017/7/13 | 21553.08984 | 95.51 | 0.03170905 |
| 2017/7/14 | 21637.74023 | 94.93 | -0.155359437 |
| 2017/7/17 | 21629.7207 | 94.9 | -0.23737421 |
| 2017/7/18 | 21574.73047 | 94.4 | -0.301623174 |
| 2017/7/19 | 21640.75 | 94.59 | -0.473769807 |
| 2017/7/20 | 21611.7793 | 94.12 | -0.584873367 |
| 2017/7/21 | 21580.07031 | 93.68 | -0.615726077 |
| 2017/7/24 | 21513.16992 | 93.8 | -0.597700733 |
| 2017/7/25 | 21613.42969 | 93.89 | -0.621715148 |
| 2017/7/26 | 21711.00977 | 93.5 | -0.695061173 |
| 2017/7/27 | 21796.55078 | 93.72 | -0.706527845 |
| 2017/7/28 | 21830.31055 | 93.11 | -0.75851404 |
| 2017/7/31 | 21891.11914 | 92.72 | -0.82150502 |
| 2017/8/1 | 21963.91992 | 92.9 | -0.84442607 |
| 2017/8/2 | 22016.24023 | 92.7 | -0.863597515 |
| 2017/8/3 | 22026.09961 | 92.71 | -0.881117772 |
| 2017/8/4 | 22092.81055 | 93.42 | -0.842210722 |
| 2017/8/7 | 22118.41992 | 93.31 | -0.809107648 |
| 2017/8/8 | 22085.33984 | 93.52 | -0.766392543 |
| 2017/8/9 | 22048.69922 | 93.43 | -0.727213768 |
| 2017/8/10 | 21844.00977 | 93.3 | -0.704713032 |
| 2017/8/11 | 21858.32031 | 92.96 | -0.680683513 |
| 2017/8/14 | 21993.71094 | 93.31 | -0.675443638 |
| 2017/8/15 | 21998.99023 | 93.76 | -0.630446866 |
| 2017/8/16 | 22024.86914 | 93.44 | -0.567487076 |
| 2017/8/17 | 21750.73047 | 93.53 | -0.524585982 |
| 2017/8/18 | 21674.50977 | 93.36 | -0.440369046 |
| 2017/8/21 | 21703.75 | 93.01 | -0.334671951 |
| 2017/8/22 | 21899.89063 | 93.46 | -0.218006761 |
| 2017/8/23 | 21812.08984 | 93.07 | -0.031173495 |
| 2017/8/24 | 21783.40039 | 93.2 | 0.035622273 |
| 2017/8/25 | 21813.66992 | 92.68 | 0.171432134 |
| 2017/8/28 | 21808.40039 | 92.14 | 0.238493782 |
| 2017/8/29 | 21865.36914 | 92.18 | 0.245184818 |
| 2017/8/30 | 21892.42969 | 92.82 | 0.258968247 |
| 2017/8/31 | 21948.09961 | 92.63 | 0.282133959 |
| 2017/9/1 | 21987.56055 | 92.77 | 0.304700588 |
| 2017/9/5 | 21753.31055 | 92.23 | 0.337411513 |
| 2017/9/6 | 21807.64063 | 92.25 | 0.339435453 |
| 2017/9/7 | 21784.7793 | 91.64 | 0.312817524 |
| 2017/9/8 | 21797.78906 | 91.33 | 0.276552488 |
| 2017/9/11 | 22057.36914 | 91.85 | 0.116031272 |
| 2017/9/12 | 22118.85938 | 91.86 | -0.027679585 |
| 2017/9/13 | 22158.17969 | 92.51 | -0.091589985 |
| 2017/9/14 | 22203.48047 | 92.11 | -0.238797378 |
| 2017/9/15 | 22268.33984 | 91.86 | -0.390506339 |
| 2017/9/18 | 22331.34961 | 91.85 | -0.402453157 |
| 2017/9/19 | 22370.80078 | 91.56 | -0.41847419 |
| 2017/9/20 | 22412.58984 | 92.3 | -0.332992357 |
| 2017/9/21 | 22359.23047 | 92.05 | -0.334488761 |
| 2017/9/22 | 22349.58984 | 91.97 | -0.3006784 |
| 2017/9/25 | 22296.08984 | 92.44 | -0.163242642 |
| 2017/9/26 | 22284.32031 | 92.78 | -0.020510521 |
| 2017/9/27 | 22340.71094 | 93.17 | 0.088250055 |
| 2017/9/28 | 22381.19922 | 92.93 | 0.159859586 |
| 2017/9/29 | 22405.08984 | 92.88 | 0.296792568 |
| 2017/10/2 | 22557.59961 | 93.41 | 0.453501271 |
| 2017/10/3 | 22641.66992 | 93.41 | 0.591468698 |
| 2017/10/4 | 22661.64063 | 93.28 | 0.68397573 |
| 2017/10/5 | 22775.39063 | 93.8 | 0.788512173 |
| 2017/10/6 | 22773.66992 | 93.64 | 0.815830833 |
| 2017/10/9 | 22783.81055 | 93.55 | 0.807738799 |