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Created October 29, 2021 00:09
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public_2021_10_29_log_diff_AR.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 44,
"id": "94e6b206",
"metadata": {},
"outputs": [],
"source": [
"using CSV\n",
"using DataFrames\n",
"\n",
"using Plots\n",
"using Plots.PlotMeasures\n",
"using StatsPlots\n",
"\n",
"using Distributions\n",
"using LinearAlgebra\n",
"\n",
"using HypothesisTests"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "b354b0c4",
"metadata": {},
"outputs": [],
"source": [
"using Revise\n",
"\n",
"using TimeSeriesAnalisis"
]
},
{
"cell_type": "markdown",
"id": "59370b9e",
"metadata": {},
"source": [
"# 新日本科学"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "f5594393",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"df = CSV.read(\"../stock price/2395-20191001-2021001.csv\", DataFrame);"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "1dbe1361",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>variable</th><th>mean</th><th>min</th><th>median</th><th>max</th><th>nmissing</th><th>eltype</th></tr><tr><th></th><th>Symbol</th><th>Union…</th><th>Any</th><th>Union…</th><th>Any</th><th>Int64</th><th>DataType</th></tr></thead><tbody><p>7 rows × 7 columns</p><tr><th>1</th><td>Date</td><td></td><td>2019-10-01</td><td></td><td>2021-10-01</td><td>0</td><td>Date</td></tr><tr><th>2</th><td>High</td><td>723.71</td><td>445.0</td><td>699.0</td><td>1122.0</td><td>0</td><td>Float64</td></tr><tr><th>3</th><td>Low</td><td>700.183</td><td>411.0</td><td>678.0</td><td>1071.0</td><td>0</td><td>Float64</td></tr><tr><th>4</th><td>Open</td><td>711.951</td><td>423.0</td><td>690.0</td><td>1116.0</td><td>0</td><td>Float64</td></tr><tr><th>5</th><td>Close</td><td>712.117</td><td>430.0</td><td>687.0</td><td>1106.0</td><td>0</td><td>Float64</td></tr><tr><th>6</th><td>Volume</td><td>6.40198e5</td><td>79400.0</td><td>354500.0</td><td>1.56871e7</td><td>0</td><td>Float64</td></tr><tr><th>7</th><td>Adj Close</td><td>703.658</td><td>419.938</td><td>677.241</td><td>1106.0</td><td>0</td><td>Float64</td></tr></tbody></table>"
],
"text/latex": [
"\\begin{tabular}{r|ccccccc}\n",
"\t& variable & mean & min & median & max & nmissing & eltype\\\\\n",
"\t\\hline\n",
"\t& Symbol & Union… & Any & Union… & Any & Int64 & DataType\\\\\n",
"\t\\hline\n",
"\t1 & Date & & 2019-10-01 & & 2021-10-01 & 0 & Date \\\\\n",
"\t2 & High & 723.71 & 445.0 & 699.0 & 1122.0 & 0 & Float64 \\\\\n",
"\t3 & Low & 700.183 & 411.0 & 678.0 & 1071.0 & 0 & Float64 \\\\\n",
"\t4 & Open & 711.951 & 423.0 & 690.0 & 1116.0 & 0 & Float64 \\\\\n",
"\t5 & Close & 712.117 & 430.0 & 687.0 & 1106.0 & 0 & Float64 \\\\\n",
"\t6 & Volume & 6.40198e5 & 79400.0 & 354500.0 & 1.56871e7 & 0 & Float64 \\\\\n",
"\t7 & Adj Close & 703.658 & 419.938 & 677.241 & 1106.0 & 0 & Float64 \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"\u001b[1m7×7 DataFrame\u001b[0m\n",
"\u001b[1m Row \u001b[0m│\u001b[1m variable \u001b[0m\u001b[1m mean \u001b[0m\u001b[1m min \u001b[0m\u001b[1m median \u001b[0m\u001b[1m max \u001b[0m\u001b[1m nmissing \u001b[0m\u001b[1m eltyp\u001b[0m ⋯\n",
"\u001b[1m \u001b[0m│\u001b[90m Symbol \u001b[0m\u001b[90m Union… \u001b[0m\u001b[90m Any \u001b[0m\u001b[90m Union… \u001b[0m\u001b[90m Any \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m DataT\u001b[0m ⋯\n",
"─────┼──────────────────────────────────────────────────────────────────────────\n",
" 1 │ Date \u001b[90m \u001b[0m 2019-10-01 \u001b[90m \u001b[0m 2021-10-01 0 Date ⋯\n",
" 2 │ High 723.71 445.0 699.0 1122.0 0 Float\n",
" 3 │ Low 700.183 411.0 678.0 1071.0 0 Float\n",
" 4 │ Open 711.951 423.0 690.0 1116.0 0 Float\n",
" 5 │ Close 712.117 430.0 687.0 1106.0 0 Float ⋯\n",
" 6 │ Volume 6.40198e5 79400.0 354500.0 1.56871e7 0 Float\n",
" 7 │ Adj Close 703.658 419.938 677.241 1106.0 0 Float\n",
"\u001b[36m 1 column omitted\u001b[0m"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"describe(df)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "0ef55c4b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(487, 7)"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"size(df)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "b2d544c5",
"metadata": {},
"outputs": [
{
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" 1057.85,1053.56 1060.63,1039.9 1063.41,1049.66 1066.19,1051.61 1074.53,1020.39 1077.31,1018.44 1080.09,995.031 1093.98,993.08 1096.76,1022.34 1099.54,1002.83 \n",
" 1102.32,1020.39 1105.1,1055.51 1113.44,1010.64 1116.22,1000.88 1119,998.933 1121.78,987.227 1124.55,913.092 1135.67,940.405 1138.45,944.307 1141.23,957.964 \n",
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" 1352.45,940.405 1355.23,934.553 1358.01,977.473 1366.34,957.964 1371.9,928.7 1374.68,913.092 1377.46,928.7 1385.8,957.964 1388.58,936.503 1391.36,930.651 \n",
" 1394.13,928.7 1396.91,909.19 1405.25,915.043 1408.03,942.356 1410.81,944.307 1413.59,948.209 1416.37,936.503 1427.48,934.553 1430.26,940.405 1433.04,930.651 \n",
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" 1513.64,1016.49 1521.98,995.031 1524.76,957.964 1527.54,959.914 1541.43,961.865 1544.21,934.553 1546.99,940.405 1549.77,930.651 1552.55,897.485 1563.66,874.074 \n",
" 1566.44,885.779 1569.22,895.534 1572,876.025 1580.34,879.927 1583.12,881.878 1585.9,877.976 1588.68,874.074 1591.46,856.516 1599.79,835.056 1602.57,856.516 \n",
" 1605.35,858.467 1608.13,881.878 1610.91,897.485 1619.25,887.73 1622.03,881.878 1624.81,868.221 1627.59,831.154 1630.36,819.448 1638.7,932.601 1641.48,961.865 \n",
" 1644.26,946.258 1649.82,946.258 1658.16,950.16 1660.94,969.669 1663.71,965.767 1666.49,987.227 1669.27,1006.74 1677.61,1008.69 1683.17,1026.25 1685.95,1022.34 \n",
" 1688.73,1053.56 1697.06,1034.05 1699.84,1051.61 1702.62,1057.46 1705.4,1065.26 1708.18,1059.41 1716.52,1043.8 1719.3,1008.69 1722.08,1016.49 1724.86,1008.69 \n",
" 1727.64,1008.69 1735.97,989.178 1738.75,998.933 1741.53,993.08 1744.31,998.933 1747.09,985.276 1755.43,987.227 1758.21,1006.74 1760.99,1028.2 1763.77,1014.54 \n",
" 1766.54,909.19 1774.88,903.338 1777.66,867.715 1780.44,893.443 1783.22,907.296 1786,875.631 1794.34,895.422 1797.12,927.086 1799.89,901.359 1802.67,887.505 \n",
" 1805.45,869.694 1813.79,826.155 1816.57,834.072 1819.35,843.967 1822.13,832.093 1824.91,849.904 1833.24,840.009 1836.02,822.197 1838.8,841.988 1841.58,851.883 \n",
" 1844.36,863.757 1852.7,847.925 1855.48,845.946 1858.26,857.82 1863.82,843.967 1880.49,838.03 1883.27,849.904 1891.61,826.155 1894.39,715.33 1897.17,745.015 \n",
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]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot( df.Date, df.\"Adj Close\", label=\"Adj Close\")"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "3dc77f4e",
"metadata": {},
"outputs": [
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]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = diff( log.( df.\"Adj Close\" ) )\n",
"plot(X, label=\"log diff\")"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "e0d9983f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ar(1, [0.0007199738693385518, -0.08286116352482356], 0.0009092091815783917)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lags = 1\n",
"p = rand(2)\n",
"σ = rand()\n",
"m = ar(lags, p, σ )\n",
"fit!(m, X)\n",
"m"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "c038711b",
"metadata": {},
"outputs": [],
"source": [
"# 条件付き期待値で各予測値を計算\n",
"pre = [ conditional_expectation( m, X[1:i], length_pre=1 ) for i in 1:length(X)-1 ];"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "c0cc5688",
"metadata": {},
"outputs": [
{
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]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(pre)"
]
},
{
"cell_type": "markdown",
"id": "d2bd0fb3",
"metadata": {},
"source": [
"# テイクアンドギヴ・ニーズ"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "4ab07520",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"df = CSV.read(\"../4331_takeandgiveneed.csv\", DataFrame);"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "24805817",
"metadata": {},
"outputs": [
{
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" 978.846,756.479 981.173,755.645 988.155,743.962 992.809,733.949 995.137,695.565 997.464,722.267 1004.45,730.611 1006.77,718.929 1009.1,703.909 1011.43,721.432 \n",
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" 1402.41,1336.29 1404.74,1327.8 1411.72,1298.08 1414.05,1326.95 1416.38,1322.71 1418.7,1289.59 1421.03,1311.67 1428.01,1296.38 1430.34,1245.43 1435,1188.53 \n",
" 1437.32,1236.94 1451.29,1259.02 1453.61,1238.64 1460.6,1183.44 1462.92,1208.07 1465.25,1226.75 1467.58,1262.41 1469.9,1254.77 1476.89,1259.87 1479.21,1203.82 \n",
" 1481.54,1200.42 1483.87,1189.38 1486.2,1214.86 1493.18,1129.94 1495.5,1129.09 1497.83,1140.98 1500.16,1169.85 1502.49,1198.72 1509.47,1178.34 1511.8,1167.3 \n",
" 1514.12,1178.34 1516.45,1202.97 1518.78,1191.93 1525.76,1129.94 1528.09,1148.62 1530.41,1155.42 1532.74,1196.18 1535.07,1198.72 1542.05,1219.95 1544.38,1176.65 \n",
" 1546.71,1195.33 1549.03,1201.27 1551.36,1191.08 1558.34,1181.74 1560.67,1188.53 1563,1185.14 1565.32,1214.01 1567.65,1212.31 1574.63,1246.28 1576.96,1245.43 \n",
" 1579.29,1255.62 1581.61,1264.11 1583.94,1294.68 1590.92,1278.55 1593.25,1278.55 1595.58,1289.59 1597.91,1309.97 1600.23,1311.67 1607.21,1296.38 1609.54,1293.83 \n",
" 1611.87,1282.79 1614.2,1282.79 1616.52,1290.44 1623.51,1301.48 1625.83,1309.97 1628.16,1302.33 1639.8,1311.67 1642.12,1324.4 1644.45,1343.09 1646.78,1347.33 \n",
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" 1753.83,1239.49 1756.16,1241.18 1758.49,1240.33 1760.82,1224.2 1763.14,1218.26 1774.78,1226.75 1777.11,1256.47 1779.43,1260.72 1786.42,1249.68 1788.74,1250.53 \n",
" 1791.07,1274.3 1795.73,1292.14 1802.71,1257.32 1805.03,1238.64 1807.36,1238.64 1809.69,1217.41 1812.02,1236.94 1819,1236.94 1821.33,1252.22 1823.65,1256.47 \n",
" 1825.98,1263.26 1828.31,1289.59 1835.29,1256.47 1837.62,1263.26 1839.94,1267.51 1842.27,1288.74 1844.6,1274.3 1851.58,1289.59 1853.91,1294.68 1856.24,1319.31 \n",
" 1858.56,1317.61 1860.89,1343.09 1867.87,1331.2 1872.53,1319.31 1874.85,1315.06 1877.18,1309.12 1884.16,1337.99 1886.49,1253.07 1888.82,1259.87 1891.14,1289.59 \n",
" 1893.47,1319.31 1900.45,1287.89 1902.78,1268.36 1905.11,1272.6 1907.44,1282.79 1909.76,1273.45 1919.07,1269.21 1921.4,1269.21 1923.73,1264.11 1926.05,1260.72 \n",
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]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot( \n",
" df.Date, df.\"Adj Close\",\n",
" right_margin=20mm,\n",
" title=\"Adj Close\",\n",
" xlabel=\"date\",\n",
" ylabel=\"price\",\n",
" legend=false )"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "148a2d2e",
"metadata": {},
"outputs": [
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" 1035.84,942.5 1040.02,783.819 1044.19,743.295 1048.37,851.688 1052.54,816.928 1056.72,858.01 1060.89,832.716 1065.07,829.555 1069.24,842.214 1073.42,769.945 \n",
" 1077.59,832.773 1081.77,792.587 1085.94,799.16 1090.12,698.305 1094.29,931.063 1098.47,866.123 1102.64,793.618 1106.82,782.223 1110.99,898.565 1115.16,890.445 \n",
" 1119.34,845.054 1123.51,878.972 1127.69,801.989 1131.86,721.062 1136.04,724.426 1140.21,699.608 1144.39,766.795 1148.56,1018.2 1152.74,856.05 1156.91,1065.06 \n",
" 1161.09,916.494 1165.26,845.296 1169.44,804.602 1173.61,792.516 1177.79,693.805 1181.96,859.697 1186.14,806.142 1190.31,824.053 1194.49,733.895 1198.66,815.811 \n",
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" 1411.59,897.269 1415.76,894.578 1419.94,869.302 1424.11,1130.43 1428.29,983.79 1432.46,1042.49 1436.64,1068.43 1440.81,625.515 1444.99,948.771 1449.16,808.485 \n",
" 1453.34,831.337 1457.51,1104.18 1461.69,1231.26 1465.86,594.781 1470.04,959.77 1474.21,1035.15 1478.39,1040.33 1482.56,960.422 1486.74,705.517 1490.91,918.327 \n",
" 1495.09,1399.52 1499.26,933.787 1503.44,497.229 1507.61,658.629 1511.79,1111.61 1515.96,809.376 1520.14,924.274 1524.31,801.645 1528.49,1140.93 1532.66,1072.04 \n",
" 1536.84,1037.63 1541.01,681.593 1545.19,780.582 1549.36,796.869 1553.54,487.468 1557.71,892.981 1561.89,952.715 1566.06,711.87 1570.24,952.491 1574.41,806.396 \n",
" 1578.59,763.149 1582.76,591.732 1586.94,1072.84 1591.11,800.099 1595.29,567.743 1599.46,1012.53 1603.64,712.723 1607.81,451.964 1611.99,448.509 1616.16,1162.88 \n",
" 1620.34,994.916 1624.51,688.853 1628.69,464.051 1632.86,997.307 1637.04,963.081 1641.21,1091.2 1645.39,779.713 1649.56,873.24 1653.74,443.865 1657.91,813.376 \n",
" 1662.09,763.637 1666.26,1004.73 1670.44,299.982 1674.61,830.889 1678.79,906.424 1682.96,1012.85 1687.14,1021.48 1691.31,703.941 1695.49,766.281 1699.66,905.488 \n",
" 1703.84,995.901 1708.01,763.319 1712.19,452.274 1716.36,947.476 1720.54,877.289 1724.71,1094.25 1728.89,852.63 1733.06,978.372 1737.24,550.662 1741.41,956.308 \n",
" 1745.59,875.015 1749.76,769.049 1753.94,775.633 1758.11,879.609 1762.29,813.96 1766.46,1026.4 1770.64,824.409 1774.81,1072.23 1778.99,829.793 1783.16,909.631 \n",
" 1787.34,898.451 1791.51,1070.05 1795.69,710.504 1799.86,835.885 1804.04,921.223 1808.21,998.646 1812.39,849.768 1816.56,712.723 1820.74,815.74 1824.91,749.803 \n",
" 1829.09,835.885 1833.26,895.271 1837.44,923.336 1841.61,904.55 1845.79,774.03 1849.96,911.622 1854.14,941.655 1858.31,996.537 1862.49,873.362 1866.66,1044.9 \n",
" 1870.84,804.185 1875.01,547.221 1879.19,872.638 1883.36,955.941 1887.54,752.94 1891.71,1211.89 1895.89,682.575 1900.06,780.924 1904.24,812.571 1908.41,759.189 \n",
" 1912.59,889.409 1916.76,835.885 1920.94,953.18 1925.11,465.393 1929.29,850.321 1933.46,792.739 1937.64,765.045 1941.81,718.404 1945.99,1009.93 1950.16,648.253 \n",
" 1954.34,856.281 1958.51,960.616 1962.69,814.81 1966.86,807.965 1971.04,692.579 1975.21,589.544 1979.39,892.803 1983.56,835.885 1987.74,673.723 1991.91,781.325 \n",
" 1996.09,847.942 2000.26,829.851 2004.44,723.034 2008.61,795.138 2012.79,894.229 2016.96,1047.44 2021.14,867.09 2025.31,755.276 2029.49,842.025 2033.66,1011.97 \n",
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" 2163.09,582.876 2167.26,686.69 2171.44,867.824 2175.61,913.652 2179.79,764.538 2183.96,803.891 2188.14,835.885 2192.31,797.844 2196.49,810.734 2200.66,1035.29 \n",
" 2204.84,882.397 2209.01,743.422 2213.19,707.576 2217.36,873.925 2221.54,913.125 2225.71,855.442 2229.89,771.079 2234.06,913.784 2238.24,922.116 2242.41,849.326 \n",
" 2246.59,769.146 2250.76,686.69 2254.94,842.251 2259.11,816.817 2263.29,925.696 2267.46,988.196 2271.64,856.209 2275.81,863.153 2279.99,842.732 2284.16,842.745 \n",
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"</svg>\n"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = diff(log.(df.\"Adj Close\"))\n",
"plot(X, title=\"log difference\", legend=false)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "488a0646",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ar(1, [-0.0023896145018509306, -0.04708003403257884], 0.00131326671434751)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fit!( m, X )\n",
"m"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "698da8ce",
"metadata": {},
"outputs": [],
"source": [
"# 条件付き期待値で各予測値を計算\n",
"pre = [ conditional_expectation( m, X[1:i], length_pre=1 ) for i in 1:length(X)-1 ];"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "da84a007",
"metadata": {},
"outputs": [
{
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]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(pre, label=\"pre\")"
]
},
{
"cell_type": "markdown",
"id": "142bb73d",
"metadata": {},
"source": [
"# TOPIX"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "fc10bfb6",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"df = CSV.read(\"../stock price/topix_etf.csv\", DataFrame);"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "fef9c68d",
"metadata": {},
"outputs": [
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" 765.803,1041.79 773.002,1055.37 780.2,1085.91 787.398,1107.98 794.597,1072.34 801.795,1077.43 808.994,1035 816.192,1026.51 823.39,1007.84 830.589,1060.46 \n",
" 837.787,1063.85 844.985,1014.63 852.184,973.901 859.382,978.993 866.581,984.084 873.779,1031.61 880.977,1014.63 888.176,1007.84 895.374,963.718 902.572,948.444 \n",
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" 1557.62,773.635 1564.82,726.114 1572.02,710.839 1579.22,707.445 1586.42,692.17 1593.62,710.839 1600.81,715.931 1608.01,707.445 1615.21,717.628 1622.41,736.297 \n",
" 1629.61,761.754 1636.81,724.417 1644,744.783 1651.2,726.114 1658.4,758.36 1665.6,746.48 1672.8,758.36 1680,760.057 1687.19,770.24 1694.39,766.846 \n",
" 1701.59,824.55 1708.79,775.332 1715.99,741.388 1723.19,704.051 1730.38,687.079 1737.58,648.044 1744.78,614.1 1751.98,564.882 1759.18,568.277 1766.38,609.009 \n",
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},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot( df.\"Adj Close\", label=\"Adj Close\")"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "7cf2d202",
"metadata": {},
"outputs": [
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]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = diff( log.( df.\"Adj Close\" ) )\n",
"plot(X, label=\"log diff\")"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "75608d59",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ar(1, [0.00044261977058751947, 0.11699406772229867], 0.00019312264567949696)"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fit!(m, X)\n",
"m"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "698da8ce",
"metadata": {},
"outputs": [],
"source": [
"# 条件付き期待値で各予測値を計算\n",
"pre = [ conditional_expectation( m, X[1:i], length_pre=1 ) for i in 1:length(X)-1 ];"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "da84a007",
"metadata": {},
"outputs": [
{
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" 525.904,780.441 532.974,812.221 540.044,1180.66 547.114,878.412 554.184,1087.33 561.254,1206.75 568.324,700.787 575.393,946.203 582.463,834.152 589.533,672.169 \n",
" 596.603,1168.48 603.673,1445.72 610.743,653.719 617.813,988.703 624.882,1260.66 631.952,1389.41 639.022,1070.68 646.092,456.981 653.162,705.81 660.232,706.71 \n",
" 667.302,691.3 674.371,580.243 681.441,87.9763 688.511,948.784 695.581,419.054 702.651,791.259 709.721,1079.34 716.791,1248.68 723.86,946.992 730.93,813.763 \n",
" 738,402.729 745.07,602.221 752.14,627.954 759.21,901.883 766.28,680.48 773.349,1028.12 780.419,583.622 787.489,769.26 794.559,908.684 801.629,666.567 \n",
" 808.699,864.309 815.769,938.502 822.838,902.662 829.908,649.932 836.978,828.011 844.048,622.696 851.118,769.597 858.188,726.488 865.258,1031.06 872.327,820.557 \n",
" 879.397,594.79 886.467,634.189 893.537,827.184 900.607,827.225 907.677,1007.21 914.747,733.539 921.816,777.07 928.886,620.483 935.956,742.417 943.026,812.902 \n",
" 950.096,926.11 957.166,615.507 964.236,563.898 971.305,710.549 978.375,577.751 985.445,939.484 992.515,765.614 999.585,679.357 1006.65,707.007 1013.72,773.111 \n",
" 1020.79,773.208 1027.86,669.74 1034.93,805.869 1042,825.214 1049.07,1047.28 1056.14,978.732 1063.21,1042.93 1070.28,382.756 1077.35,858.706 1084.42,812.492 \n",
" 1091.49,812.496 1098.56,825.773 1105.63,772.717 1112.7,858.961 1119.77,919.545 1126.84,672.254 1133.91,1020.44 1140.98,778.819 1148.05,894.027 1155.12,765.093 \n",
" 1162.19,751.735 1169.26,631.746 1176.33,845.808 1183.4,906.354 1190.47,1037.08 1197.54,951.14 1204.61,544.385 1211.68,867.241 1218.75,642.963 1225.82,866.677 \n",
" 1232.89,846.595 1239.96,792.277 1247.03,751.668 1254.1,887.271 1261.17,765.093 1268.24,860.271 1275.31,956.873 1282.38,875.197 1289.45,1109.05 1296.52,635.625 \n",
" 1303.59,562.217 1310.66,812.757 1317.73,833.462 1324.8,812.778 1331.87,532.837 1338.94,685.177 1346.01,666.712 1353.08,825.642 1360.15,898.612 1367.22,799.219 \n",
" 1374.29,779.308 1381.36,919.201 1388.43,752.391 1395.5,785.882 1402.57,706.472 1409.64,792.684 1416.71,878.586 1423.78,885.747 1430.85,739.264 1437.92,785.966 \n",
" 1444.99,746.374 1452.06,766.384 1459.13,898.224 1466.2,845.688 1473.27,726.375 1480.34,932.001 1487.41,659.954 1494.48,720.546 1501.54,721.201 1508.61,877.469 \n",
" 1515.68,773.266 1522.75,845.005 1529.82,760.225 1536.89,818.891 1543.96,910.603 1551.03,759.926 1558.1,611.11 1565.17,741.707 1572.24,1045.16 1579.31,904.378 \n",
" 1586.38,622.692 1593.45,747.631 1600.52,792.969 1607.59,748.005 1614.66,876.634 1621.73,825.248 1628.8,773.591 1635.87,844.615 1642.94,877.258 1650.01,903.969 \n",
" 1657.08,662.286 1664.15,883.955 1671.22,734.269 1678.29,929.836 1685.36,760.035 1692.43,851.703 1699.5,812.433 1706.57,845.331 1713.64,792.7 1720.71,1031.92 \n",
" 1727.78,612.769 1734.85,674.64 1741.92,663.299 1748.99,741.669 1756.06,659.613 1763.13,680.249 1770.2,626.225 1777.27,818.165 1784.34,954.498 1791.41,620.395 \n",
" 1798.48,787.492 1805.55,891.892 1812.62,787.379 1819.69,793.56 1826.76,592.65 1833.83,787.784 1840.9,697.975 1847.97,776.085 1855.04,1016.07 1862.11,703.272 \n",
" 1869.18,775.874 1876.25,775.956 1883.32,811.845 1890.39,895.903 1897.46,811.898 1904.53,679.958 1911.6,817.799 1918.67,787.979 1925.74,740.521 1932.81,865.261 \n",
" 1939.88,770.196 1946.95,776.229 1954.02,799.951 1961.09,835.493 1968.16,985.305 1975.23,715.786 1982.3,793.914 1989.37,740.344 1996.44,693.599 2003.5,870.729 \n",
" 2010.57,817.703 2017.64,770.406 2024.71,618.636 2031.78,633.18 2038.85,805.869 2045.92,697.882 2052.99,976.862 2060.06,731.447 2067.13,863.073 2074.2,742.962 \n",
" 2081.27,828.703 2088.34,771.636 2095.41,868.712 2102.48,743.027 2109.55,949.215 2116.62,992.114 2123.69,683.292 2130.76,684.64 2137.83,646.277 2144.9,460.499 \n",
" 2151.97,971.633 2159.04,1036.52 2166.11,564.088 2173.18,728.281 2180.25,533.141 2187.32,957.765 2194.39,789.494 2201.46,718.944 2208.53,719.625 2215.6,789.773 \n",
" 2222.67,805.869 2229.74,779.095 2236.81,854.11 2243.88,789.765 2250.95,821.973 2258.02,784.403 2265.09,704.47 2272.16,805.869 2279.23,869.802 2286.3,924.052 \n",
" 2293.37,1057.15 \n",
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