├── .idea
    ├── encodings.xml
    ├── investment.iml
    ├── misc.xml
    ├── modules.xml
    ├── vcs.xml
    └── workspace.xml
├── 000001.csv
├── 399300.csv
├── 510300.csv
├── LIS.py
├── catchdata.py
├── classtest.py
├── investment.py
├── longPredict.py
└── model.py


/.idea/encodings.xml:
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1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="Encoding" native2AsciiForPropertiesFiles="true" defaultCharsetForPropertiesFiles="UTF-8">
4 |     <file url="PROJECT" charset="UTF-8" />
5 |   </component>
6 | </project>


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/.idea/investment.iml:
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 1 | <?xml version="1.0" encoding="UTF-8"?>
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10 |     <option name="PROJECT_TEST_RUNNER" value="Nosetests" />
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12 | </module>


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/.idea/misc.xml:
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 1 | <?xml version="1.0" encoding="UTF-8"?>
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19 | </project>


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/.idea/modules.xml:
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1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="ProjectModuleManager">
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7 |   </component>
8 | </project>


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/.idea/vcs.xml:
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1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="VcsDirectoryMappings">
4 |     <mapping directory="$PROJECT_DIR$" vcs="Git" />
5 |   </component>
6 | </project>


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/.idea/workspace.xml:
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 127 | 170,2013-09-18,2426.04,2432.51,2439.63,2407.24,71040759.0,sz399300
 128 | 171,2013-09-23,2441.52,2472.29,2473.16,2439.99,80128352.0,sz399300
 129 | 172,2013-09-24,2470.72,2443.89,2470.75,2420.08,97853013.0,sz399300
 130 | 173,2013-09-25,2440.83,2429.03,2455.04,2423.28,90518418.0,sz399300
 131 | 174,2013-09-26,2422.63,2384.44,2422.63,2382.53,86236770.0,sz399300
 132 | 175,2013-09-27,2382.22,2394.97,2402.2,2379.86,65971508.0,sz399300
 133 | 176,2013-09-30,2406.21,2409.04,2415.07,2397.22,59513992.0,sz399300
 134 | 177,2013-10-08,2406.42,2441.81,2446.7,2392.57,84785506.0,sz399300
 135 | 178,2013-10-09,2432.94,2453.58,2453.75,2424.77,76277645.0,sz399300
 136 | 179,2013-10-10,2455.64,2429.32,2455.98,2422.02,90329706.0,sz399300
 137 | 180,2013-10-11,2442.36,2468.51,2471.17,2439.63,93388261.0,sz399300
 138 | 181,2013-10-14,2472.27,2472.54,2483.13,2462.55,100081301.0,sz399300
 139 | 182,2013-10-15,2475.32,2467.52,2479.13,2449.42,89173496.0,sz399300
 140 | 183,2013-10-16,2459.08,2421.37,2459.08,2409.72,88979834.0,sz399300
 141 | 184,2013-10-17,2432.65,2413.33,2440.92,2407.78,71222474.0,sz399300
 142 | 185,2013-10-18,2415.12,2426.05,2435.71,2410.6,60291630.0,sz399300
 143 | 186,2013-10-21,2431.92,2471.32,2472.78,2423.56,84909795.0,sz399300
 144 | 187,2013-10-22,2470.25,2445.89,2470.25,2439.86,90703029.0,sz399300
 145 | 188,2013-10-23,2451.56,2418.49,2474.37,2412.48,91545355.0,sz399300
 146 | 189,2013-10-24,2412.24,2400.51,2422.94,2395.47,64560821.0,sz399300
 147 | 190,2013-10-25,2400.52,2368.56,2413.33,2353.99,77070182.0,sz399300
 148 | 191,2013-10-28,2372.57,2365.95,2377.25,2351.86,62876152.0,sz399300
 149 | 192,2013-10-29,2369.22,2372.05,2408.62,2327.9,106737833.0,sz399300
 150 | 193,2013-10-30,2371.85,2407.47,2407.85,2365.51,92178126.0,sz399300
 151 | 194,2013-10-31,2398.4,2373.72,2398.4,2370.23,82736964.0,sz399300
 152 | 195,2013-11-01,2373.96,2384.96,2395.0,2365.15,63055762.0,sz399300
 153 | 196,2013-11-04,2397.21,2380.45,2404.9,2376.35,51798461.0,sz399300
 154 | 197,2013-11-05,2366.88,2383.77,2385.69,2343.8,62084488.0,sz399300
 155 | 198,2013-11-06,2371.32,2353.57,2383.54,2352.79,63776663.0,sz399300
 156 | 199,2013-11-07,2351.87,2340.55,2356.67,2328.25,54821747.0,sz399300
 157 | 200,2013-11-08,2329.08,2307.95,2342.67,2306.04,53788508.0,sz399300
 158 | 201,2013-11-11,2305.94,2315.89,2325.23,2295.0,45739457.0,sz399300
 159 | 202,2013-11-12,2319.36,2340.0,2342.53,2316.6,52687545.0,sz399300
 160 | 203,2013-11-13,2325.36,2288.12,2325.56,2287.55,59848831.0,sz399300
 161 | 204,2013-11-14,2291.27,2304.5,2305.7,2279.01,57310356.0,sz399300
 162 | 205,2013-11-15,2306.55,2350.73,2377.21,2306.55,86391771.0,sz399300
 163 | 206,2013-11-18,2367.88,2428.9,2429.57,2361.04,110034633.0,sz399300
 164 | 207,2013-11-19,2427.93,2412.16,2427.93,2405.08,78648296.0,sz399300
 165 | 208,2013-11-20,2428.77,2424.85,2435.43,2406.42,72291801.0,sz399300
 166 | 209,2013-11-21,2412.45,2409.99,2415.38,2382.88,87706677.0,sz399300
 167 | 210,2013-11-22,2415.29,2397.96,2419.0,2393.58,75000675.0,sz399300
 168 | 211,2013-11-25,2385.78,2388.63,2418.85,2380.69,66144734.0,sz399300
 169 | 212,2013-11-26,2387.83,2387.42,2399.02,2380.41,59185864.0,sz399300
 170 | 213,2013-11-27,2386.36,2414.48,2422.81,2383.78,75294088.0,sz399300
 171 | 214,2013-11-28,2419.15,2439.53,2460.56,2417.24,90660406.0,sz399300
 172 | 215,2013-11-29,2442.68,2438.94,2446.4,2432.39,61803746.0,sz399300
 173 | 216,2013-12-02,2423.97,2418.79,2464.86,2397.01,119655123.0,sz399300
 174 | 217,2013-12-03,2410.69,2442.78,2448.33,2406.66,74455752.0,sz399300
 175 | 218,2013-12-04,2439.82,2475.14,2486.64,2434.69,102650235.0,sz399300
 176 | 219,2013-12-05,2476.45,2468.2,2481.75,2460.58,77708932.0,sz399300
 177 | 220,2013-12-06,2463.04,2452.29,2470.81,2445.62,66114089.0,sz399300
 178 | 221,2013-12-09,2460.03,2450.87,2468.95,2445.94,57164884.0,sz399300
 179 | 222,2013-12-10,2456.23,2453.32,2466.66,2444.53,66941424.0,sz399300
 180 | 223,2013-12-11,2440.5,2412.76,2440.5,2400.74,68075144.0,sz399300
 181 | 224,2013-12-12,2406.77,2410.01,2423.31,2402.77,50147719.0,sz399300
 182 | 225,2013-12-13,2388.66,2406.64,2416.26,2386.25,51501196.0,sz399300
 183 | 226,2013-12-16,2408.68,2367.92,2412.73,2367.43,64581674.0,sz399300
 184 | 227,2013-12-17,2369.25,2356.38,2373.29,2351.18,48483891.0,sz399300
 185 | 228,2013-12-18,2356.7,2357.23,2368.58,2350.45,40015207.0,sz399300
 186 | 229,2013-12-19,2366.21,2332.41,2370.99,2331.19,48095680.0,sz399300
 187 | 230,2013-12-20,2335.05,2278.14,2338.88,2278.1,65204207.0,sz399300
 188 | 231,2013-12-23,2283.8,2284.6,2295.76,2259.57,45580285.0,sz399300
 189 | 232,2013-12-24,2291.12,2288.25,2312.83,2270.25,45599168.0,sz399300
 190 | 233,2013-12-25,2291.75,2305.11,2305.61,2281.6,44005326.0,sz399300
 191 | 234,2013-12-26,2299.97,2265.33,2301.49,2263.92,51497563.0,sz399300
 192 | 235,2013-12-27,2268.53,2303.48,2315.18,2264.39,53389157.0,sz399300
 193 | 236,2013-12-30,2313.38,2299.46,2316.62,2295.64,48414308.0,sz399300
 194 | 237,2013-12-31,2289.01,2330.03,2333.07,2287.12,56631070.0,sz399300
 195 | 238,2014-01-02,2323.43,2321.98,2325.99,2310.65,45194291.0,sz399300
 196 | 239,2014-01-03,2311.97,2290.78,2314.84,2280.89,59782645.0,sz399300
 197 | 240,2014-01-06,2286.37,2238.64,2286.37,2229.33,66300403.0,sz399300
 198 | 241,2014-01-07,2222.31,2238.0,2246.79,2218.65,43753103.0,sz399300
 199 | 242,2014-01-08,2240.64,2241.91,2262.58,2228.42,51348854.0,sz399300
 200 | 243,2014-01-09,2236.97,2222.22,2258.89,2220.8,55987041.0,sz399300
 201 | 244,2014-01-10,2216.52,2204.85,2224.49,2200.22,54169293.0,sz399300
 202 | 245,2014-01-13,2207.0,2193.68,2222.07,2183.6,50122772.0,sz399300
 203 | 246,2014-01-14,2192.84,2212.85,2214.12,2179.91,54049947.0,sz399300
 204 | 247,2014-01-15,2210.02,2208.94,2215.9,2193.8,48962395.0,sz399300
 205 | 248,2014-01-16,2209.45,2211.84,2227.26,2201.56,52298902.0,sz399300
 206 | 249,2014-01-17,2203.82,2178.49,2205.97,2175.88,50273155.0,sz399300
 207 | 250,2014-01-20,2173.65,2165.99,2182.46,2156.46,40560154.0,sz399300
 208 | 251,2014-01-21,2168.42,2187.41,2197.92,2168.42,40306247.0,sz399300
 209 | 252,2014-01-22,2190.43,2243.8,2244.13,2187.53,70641375.0,sz399300
 210 | 253,2014-01-23,2242.25,2231.89,2248.92,2228.06,56345951.0,sz399300
 211 | 254,2014-01-24,2225.76,2245.68,2257.35,2222.89,61167670.0,sz399300
 212 | 255,2014-01-27,2233.01,2215.92,2233.23,2211.8,70344246.0,sz399300
 213 | 256,2014-01-28,2220.78,2219.85,2233.26,2205.97,53269130.0,sz399300
 214 | 257,2014-01-29,2225.71,2227.78,2233.06,2219.93,50222717.0,sz399300
 215 | 258,2014-01-30,2223.16,2202.45,2223.16,2200.22,43632304.0,sz399300
 216 | 259,2014-02-07,2187.34,2212.48,2212.5,2177.12,50459315.0,sz399300
 217 | 260,2014-02-10,2221.54,2267.53,2270.19,2221.54,83065716.0,sz399300
 218 | 261,2014-02-11,2267.74,2285.56,2296.52,2262.6,99229829.0,sz399300
 219 | 262,2014-02-12,2286.19,2291.25,2294.32,2276.44,76592161.0,sz399300
 220 | 263,2014-02-13,2288.45,2279.55,2307.47,2278.26,96217789.0,sz399300
 221 | 264,2014-02-14,2278.4,2295.57,2295.85,2274.43,67082997.0,sz399300
 222 | 265,2014-02-17,2308.79,2311.65,2315.58,2293.55,87831666.0,sz399300
 223 | 266,2014-02-18,2310.31,2282.44,2310.31,2276.11,87049743.0,sz399300
 224 | 267,2014-02-19,2280.93,2308.66,2317.42,2274.15,99352561.0,sz399300
 225 | 268,2014-02-20,2314.09,2287.44,2331.7,2286.2,106439533.0,sz399300
 226 | 269,2014-02-21,2284.03,2264.29,2287.87,2250.65,76368993.0,sz399300
 227 | 270,2014-02-24,2246.72,2214.51,2246.72,2194.16,89215939.0,sz399300
 228 | 271,2014-02-25,2216.51,2157.91,2225.21,2150.09,93237551.0,sz399300
 229 | 272,2014-02-26,2147.74,2163.41,2164.7,2137.08,77993297.0,sz399300
 230 | 273,2014-02-27,2170.81,2154.11,2180.06,2150.14,90104296.0,sz399300
 231 | 274,2014-02-28,2149.45,2178.97,2180.47,2133.55,76668057.0,sz399300
 232 | 275,2014-03-03,2173.91,2190.37,2194.22,2167.91,82072314.0,sz399300
 233 | 276,2014-03-04,2183.86,2184.27,2188.6,2161.59,73069250.0,sz399300
 234 | 277,2014-03-05,2187.35,2163.98,2189.09,2159.59,61332015.0,sz399300
 235 | 278,2014-03-06,2159.4,2173.63,2181.43,2136.45,69093767.0,sz399300
 236 | 279,2014-03-07,2170.04,2168.36,2189.39,2161.44,64265177.0,sz399300
 237 | 280,2014-03-10,2149.68,2097.79,2149.68,2095.07,71416407.0,sz399300
 238 | 281,2014-03-11,2092.61,2108.66,2118.79,2088.73,57621243.0,sz399300
 239 | 282,2014-03-12,2102.8,2114.13,2130.59,2090.76,70069747.0,sz399300
 240 | 283,2014-03-13,2119.55,2140.33,2149.44,2115.99,69226028.0,sz399300
 241 | 284,2014-03-14,2129.87,2122.84,2140.38,2109.57,58617737.0,sz399300
 242 | 285,2014-03-17,2132.79,2143.04,2143.2,2118.95,52409445.0,sz399300
 243 | 286,2014-03-18,2146.12,2138.13,2152.46,2134.92,55354132.0,sz399300
 244 | 287,2014-03-19,2131.28,2120.87,2131.28,2101.28,59303905.0,sz399300
 245 | 288,2014-03-20,2116.19,2086.97,2134.79,2086.5,67631285.0,sz399300
 246 | 289,2014-03-21,2079.87,2158.8,2163.23,2077.76,104024807.0,sz399300
 247 | 290,2014-03-24,2161.9,2176.55,2186.73,2150.87,104491984.0,sz399300
 248 | 291,2014-03-25,2170.78,2174.44,2191.49,2164.67,86877510.0,sz399300
 249 | 292,2014-03-26,2181.23,2171.05,2186.08,2165.22,58276176.0,sz399300
 250 | 293,2014-03-27,2168.34,2155.71,2186.89,2146.92,71275132.0,sz399300
 251 | 294,2014-03-28,2154.51,2151.97,2172.67,2144.58,70086073.0,sz399300
 252 | 295,2014-03-31,2156.05,2146.3,2165.25,2134.42,55457488.0,sz399300
 253 | 296,2014-04-01,2143.72,2163.11,2170.09,2141.15,48866403.0,sz399300
 254 | 297,2014-04-02,2166.07,2180.73,2182.68,2164.01,65039257.0,sz399300
 255 | 298,2014-04-03,2188.64,2165.01,2196.14,2160.75,71536032.0,sz399300
 256 | 299,2014-04-04,2157.98,2185.47,2186.15,2155.28,47945888.0,sz399300
 257 | 300,2014-04-08,2179.92,2237.32,2243.97,2178.91,97219117.0,sz399300
 258 | 301,2014-04-09,2239.79,2238.62,2246.79,2228.99,66357268.0,sz399300
 259 | 302,2014-04-10,2241.45,2273.76,2290.74,2229.51,114545405.0,sz399300
 260 | 303,2014-04-11,2269.56,2270.67,2281.1,2261.13,90615897.0,sz399300
 261 | 304,2014-04-14,2267.94,2268.61,2275.83,2255.46,62264998.0,sz399300
 262 | 305,2014-04-15,2261.41,2229.46,2261.47,2225.69,68218130.0,sz399300
 263 | 306,2014-04-16,2223.47,2232.53,2245.31,2221.15,51678010.0,sz399300
 264 | 307,2014-04-17,2238.78,2224.8,2241.62,2221.95,48333628.0,sz399300
 265 | 308,2014-04-18,2215.88,2224.48,2228.77,2203.05,50757995.0,sz399300
 266 | 309,2014-04-21,2209.94,2187.25,2231.71,2186.75,56278280.0,sz399300
 267 | 310,2014-04-22,2184.02,2196.79,2196.85,2165.07,57094694.0,sz399300
 268 | 311,2014-04-23,2191.23,2193.95,2205.59,2187.39,45075041.0,sz399300
 269 | 312,2014-04-24,2192.77,2190.47,2209.45,2186.76,45058911.0,sz399300
 270 | 313,2014-04-25,2195.81,2167.83,2201.71,2167.64,60245383.0,sz399300
 271 | 314,2014-04-28,2165.77,2134.97,2171.39,2132.7,60485187.0,sz399300
 272 | 315,2014-04-29,2134.41,2158.47,2159.38,2131.78,48204931.0,sz399300
 273 | 316,2014-04-30,2158.76,2158.66,2164.18,2153.12,45334624.0,sz399300
 274 | 317,2014-05-05,2152.59,2156.47,2161.7,2131.23,49344073.0,sz399300
 275 | 318,2014-05-06,2151.39,2157.33,2173.62,2150.11,48086519.0,sz399300
 276 | 319,2014-05-07,2151.47,2137.32,2153.72,2136.99,44607470.0,sz399300
 277 | 320,2014-05-08,2132.04,2135.5,2168.21,2128.32,48332452.0,sz399300
 278 | 321,2014-05-09,2138.84,2133.91,2141.56,2120.59,49181135.0,sz399300
 279 | 322,2014-05-12,2150.31,2180.05,2184.33,2139.48,83472560.0,sz399300
 280 | 323,2014-05-13,2180.06,2174.85,2185.05,2167.77,64912518.0,sz399300
 281 | 324,2014-05-14,2175.09,2172.37,2184.22,2169.0,48514206.0,sz399300
 282 | 325,2014-05-15,2169.28,2144.08,2171.45,2142.34,46734032.0,sz399300
 283 | 326,2014-05-16,2143.93,2145.95,2150.5,2132.19,42253197.0,sz399300
 284 | 327,2014-05-19,2139.36,2115.14,2139.36,2105.71,42893607.0,sz399300
 285 | 328,2014-05-20,2124.71,2115.77,2131.57,2110.72,37299683.0,sz399300
 286 | 329,2014-05-21,2106.76,2135.91,2136.1,2096.51,38946042.0,sz399300
 287 | 330,2014-05-22,2134.09,2130.87,2160.91,2128.86,46252736.0,sz399300
 288 | 331,2014-05-23,2130.77,2148.41,2148.58,2128.66,37623105.0,sz399300
 289 | 332,2014-05-26,2161.89,2155.98,2165.42,2147.45,39550656.0,sz399300
 290 | 333,2014-05-27,2154.4,2147.28,2160.03,2145.75,35897171.0,sz399300
 291 | 334,2014-05-28,2147.47,2169.35,2171.17,2142.01,50056260.0,sz399300
 292 | 335,2014-05-29,2171.26,2155.16,2178.09,2154.93,44891556.0,sz399300
 293 | 336,2014-05-30,2156.38,2156.46,2166.91,2146.22,43923863.0,sz399300
 294 | 337,2014-06-03,2157.64,2149.92,2169.0,2149.29,41982954.0,sz399300
 295 | 338,2014-06-04,2149.41,2128.27,2149.45,2117.31,41817249.0,sz399300
 296 | 339,2014-06-05,2126.61,2150.6,2150.93,2123.52,36477424.0,sz399300
 297 | 340,2014-06-06,2149.21,2134.72,2149.78,2123.98,35738058.0,sz399300
 298 | 341,2014-06-09,2128.23,2134.28,2153.9,2126.67,39311060.0,sz399300
 299 | 342,2014-06-10,2138.67,2161.27,2161.53,2132.45,50507902.0,sz399300
 300 | 343,2014-06-11,2156.15,2160.77,2163.61,2152.08,42563718.0,sz399300
 301 | 344,2014-06-12,2156.76,2153.41,2160.99,2148.41,43025843.0,sz399300
 302 | 345,2014-06-13,2150.99,2176.24,2183.65,2150.57,59252876.0,sz399300
 303 | 346,2014-06-16,2176.44,2191.85,2196.34,2174.28,63296875.0,sz399300
 304 | 347,2014-06-17,2185.68,2169.67,2185.68,2168.45,49933665.0,sz399300
 305 | 348,2014-06-18,2169.25,2160.24,2172.55,2158.5,49463897.0,sz399300
 306 | 349,2014-06-19,2161.43,2126.91,2166.41,2119.5,53162645.0,sz399300
 307 | 350,2014-06-20,2124.96,2136.73,2137.03,2120.81,42393719.0,sz399300
 308 | 351,2014-06-23,2137.93,2134.11,2147.23,2132.45,41179258.0,sz399300
 309 | 352,2014-06-24,2131.69,2144.82,2145.21,2130.29,40164356.0,sz399300
 310 | 353,2014-06-25,2141.73,2133.37,2141.73,2126.03,37666100.0,sz399300
 311 | 354,2014-06-26,2135.16,2149.08,2151.11,2134.89,44351166.0,sz399300
 312 | 355,2014-06-27,2146.37,2150.26,2159.53,2138.93,52722896.0,sz399300
 313 | 356,2014-06-30,2152.31,2165.12,2168.22,2152.31,54304188.0,sz399300
 314 | 357,2014-07-01,2169.2,2164.56,2171.15,2157.13,53323100.0,sz399300
 315 | 358,2014-07-02,2164.0,2170.87,2171.51,2155.61,59685501.0,sz399300
 316 | 359,2014-07-03,2169.0,2180.19,2184.96,2164.84,63690690.0,sz399300
 317 | 360,2014-07-04,2180.45,2178.7,2183.8,2174.07,52851106.0,sz399300
 318 | 361,2014-07-07,2178.55,2176.29,2186.2,2171.08,50242334.0,sz399300
 319 | 362,2014-07-08,2174.83,2180.47,2180.78,2163.36,50743599.0,sz399300
 320 | 363,2014-07-09,2178.14,2148.71,2178.51,2148.26,62022046.0,sz399300
 321 | 364,2014-07-10,2146.6,2142.85,2151.77,2139.52,55732497.0,sz399300
 322 | 365,2014-07-11,2136.32,2148.01,2154.74,2134.79,61374274.0,sz399300
 323 | 366,2014-07-14,2149.54,2171.76,2171.9,2145.28,66158863.0,sz399300
 324 | 367,2014-07-15,2170.09,2174.98,2176.27,2165.21,71815694.0,sz399300
 325 | 368,2014-07-16,2172.82,2170.87,2183.25,2166.77,81560230.0,sz399300
 326 | 369,2014-07-17,2166.83,2157.07,2166.93,2147.08,59453568.0,sz399300
 327 | 370,2014-07-18,2147.66,2164.14,2176.32,2145.45,65473295.0,sz399300
 328 | 371,2014-07-21,2164.22,2166.29,2171.94,2158.96,54172260.0,sz399300
 329 | 372,2014-07-22,2162.44,2192.7,2197.59,2162.24,78542583.0,sz399300
 330 | 373,2014-07-23,2191.39,2197.83,2210.28,2190.55,84213872.0,sz399300
 331 | 374,2014-07-24,2199.83,2237.01,2239.81,2199.83,119435534.0,sz399300
 332 | 375,2014-07-25,2243.07,2260.45,2260.89,2239.07,98972838.0,sz399300
 333 | 376,2014-07-28,2272.38,2323.9,2331.47,2272.38,179869333.0,sz399300
 334 | 377,2014-07-29,2326.04,2331.37,2342.77,2316.22,134269641.0,sz399300
 335 | 378,2014-07-30,2324.69,2322.01,2339.04,2316.06,123022832.0,sz399300
 336 | 379,2014-07-31,2321.97,2350.25,2350.55,2316.58,110987769.0,sz399300
 337 | 380,2014-08-01,2341.23,2329.4,2371.5,2328.97,126317390.0,sz399300
 338 | 381,2014-08-04,2336.63,2375.62,2375.62,2332.14,116713754.0,sz399300
 339 | 382,2014-08-05,2376.8,2369.35,2380.77,2353.79,111861789.0,sz399300
 340 | 383,2014-08-06,2358.21,2363.22,2371.67,2334.33,116341829.0,sz399300
 341 | 384,2014-08-07,2363.61,2327.46,2369.2,2326.27,116729210.0,sz399300
 342 | 385,2014-08-08,2329.18,2331.13,2339.27,2319.29,86739694.0,sz399300
 343 | 386,2014-08-11,2338.01,2365.35,2367.0,2337.01,91601171.0,sz399300
 344 | 387,2014-08-12,2361.17,2357.05,2361.17,2344.72,91822608.0,sz399300
 345 | 388,2014-08-13,2358.46,2358.9,2370.51,2335.69,110447789.0,sz399300
 346 | 389,2014-08-14,2357.2,2335.95,2363.18,2334.08,97969493.0,sz399300
 347 | 390,2014-08-15,2337.99,2360.64,2366.9,2333.12,93592546.0,sz399300
 348 | 391,2014-08-18,2366.27,2374.56,2379.8,2361.2,104509554.0,sz399300
 349 | 392,2014-08-19,2378.89,2374.77,2379.47,2358.97,115850020.0,sz399300
 350 | 393,2014-08-20,2371.65,2366.14,2375.48,2360.84,101288088.0,sz399300
 351 | 394,2014-08-21,2365.73,2354.24,2367.46,2333.3,100690211.0,sz399300
 352 | 395,2014-08-22,2352.32,2365.36,2368.46,2350.99,89823938.0,sz399300
 353 | 396,2014-08-25,2367.02,2342.86,2367.61,2338.46,97373717.0,sz399300
 354 | 397,2014-08-26,2339.6,2324.09,2350.39,2317.18,93844222.0,sz399300
 355 | 398,2014-08-27,2323.79,2327.59,2336.74,2322.89,67676221.0,sz399300
 356 | 399,2014-08-28,2328.06,2311.28,2336.36,2309.64,70490655.0,sz399300
 357 | 400,2014-08-29,2317.3,2338.29,2338.77,2313.26,63211423.0,sz399300
 358 | 401,2014-09-01,2340.93,2355.32,2355.55,2338.53,77320870.0,sz399300
 359 | 402,2014-09-02,2359.86,2386.46,2387.66,2349.95,114436733.0,sz399300
 360 | 403,2014-09-03,2389.69,2408.84,2414.26,2389.68,129734204.0,sz399300
 361 | 404,2014-09-04,2411.93,2426.22,2427.3,2404.08,111272298.0,sz399300
 362 | 405,2014-09-05,2433.17,2449.26,2450.63,2427.99,133551764.0,sz399300
 363 | 406,2014-09-09,2452.23,2445.22,2454.89,2437.08,118194344.0,sz399300
 364 | 407,2014-09-10,2435.59,2432.43,2437.08,2422.65,109175517.0,sz399300
 365 | 408,2014-09-11,2430.68,2423.45,2461.47,2417.27,132982583.0,sz399300
 366 | 409,2014-09-12,2418.75,2438.36,2438.36,2412.62,109160170.0,sz399300
 367 | 410,2014-09-15,2433.0,2437.19,2439.25,2418.96,122247159.0,sz399300
 368 | 411,2014-09-16,2440.34,2388.76,2442.92,2386.98,186742791.0,sz399300
 369 | 412,2014-09-17,2395.36,2401.33,2405.37,2379.09,125269028.0,sz399300
 370 | 413,2014-09-18,2396.38,2408.66,2414.95,2389.62,115926376.0,sz399300
 371 | 414,2014-09-19,2409.31,2425.21,2430.15,2402.31,101813577.0,sz399300
 372 | 415,2014-09-22,2419.33,2378.92,2419.33,2374.11,102240870.0,sz399300
 373 | 416,2014-09-23,2379.52,2399.46,2402.48,2379.52,84033341.0,sz399300
 374 | 417,2014-09-24,2391.42,2441.86,2443.98,2387.07,142713530.0,sz399300
 375 | 418,2014-09-25,2453.42,2436.97,2462.67,2429.59,138661891.0,sz399300
 376 | 419,2014-09-26,2430.81,2437.2,2439.65,2420.5,100299494.0,sz399300
 377 | 420,2014-09-29,2443.91,2447.8,2453.67,2435.61,123401727.0,sz399300
 378 | 421,2014-09-30,2452.17,2450.99,2454.89,2444.2,115804229.0,sz399300
 379 | 422,2014-10-08,2460.87,2478.38,2478.38,2445.27,121953604.0,sz399300
 380 | 423,2014-10-09,2480.2,2481.96,2488.11,2461.11,137923920.0,sz399300
 381 | 424,2014-10-10,2472.1,2466.79,2482.14,2457.68,147634307.0,sz399300
 382 | 425,2014-10-13,2457.41,2454.95,2460.39,2430.55,131593362.0,sz399300
 383 | 426,2014-10-14,2451.09,2446.56,2467.9,2436.34,127393705.0,sz399300
 384 | 427,2014-10-15,2444.54,2463.87,2465.5,2431.19,135801882.0,sz399300
 385 | 428,2014-10-16,2448.97,2444.4,2480.3,2441.82,158166603.0,sz399300
 386 | 429,2014-10-17,2443.22,2441.73,2456.1,2410.4,132759988.0,sz399300
 387 | 430,2014-10-20,2448.45,2454.71,2456.62,2441.9,91435401.0,sz399300
 388 | 431,2014-10-21,2453.41,2433.39,2459.25,2432.55,96241912.0,sz399300
 389 | 432,2014-10-22,2434.89,2418.64,2447.47,2417.56,88656193.0,sz399300
 390 | 433,2014-10-23,2415.44,2395.94,2424.66,2392.53,103491839.0,sz399300
 391 | 434,2014-10-24,2397.85,2390.71,2404.99,2385.73,74974869.0,sz399300
 392 | 435,2014-10-27,2377.54,2368.83,2377.54,2361.68,73862447.0,sz399300
 393 | 436,2014-10-28,2373.16,2416.65,2416.77,2373.16,101523055.0,sz399300
 394 | 437,2014-10-29,2423.81,2451.38,2461.27,2415.7,158584062.0,sz399300
 395 | 438,2014-10-30,2450.36,2468.93,2474.38,2443.76,189626353.0,sz399300
 396 | 439,2014-10-31,2473.5,2508.32,2512.19,2466.5,239172412.0,sz399300
 397 | 440,2014-11-03,2515.82,2512.55,2524.17,2502.06,205801228.0,sz399300
 398 | 441,2014-11-04,2511.04,2513.17,2517.46,2498.6,218247005.0,sz399300
 399 | 442,2014-11-05,2516.87,2503.45,2519.4,2499.23,190491862.0,sz399300
 400 | 443,2014-11-06,2505.17,2506.07,2510.99,2482.98,149651117.0,sz399300
 401 | 444,2014-11-07,2508.76,2502.15,2541.55,2489.42,208760911.0,sz399300
 402 | 445,2014-11-10,2529.83,2565.73,2565.73,2514.71,226599735.0,sz399300
 403 | 446,2014-11-11,2578.44,2558.61,2602.37,2532.57,323711656.0,sz399300
 404 | 447,2014-11-12,2545.4,2594.32,2594.32,2539.6,184686261.0,sz399300
 405 | 448,2014-11-13,2597.39,2579.75,2607.52,2567.46,219815615.0,sz399300
 406 | 449,2014-11-14,2569.21,2581.09,2581.93,2557.67,165049965.0,sz399300
 407 | 450,2014-11-17,2613.51,2567.1,2614.09,2565.94,158478095.0,sz399300
 408 | 451,2014-11-18,2565.27,2541.42,2570.21,2534.93,142941356.0,sz399300
 409 | 452,2014-11-19,2538.23,2537.22,2550.5,2531.32,122146974.0,sz399300
 410 | 453,2014-11-20,2528.78,2537.1,2545.47,2522.84,106149864.0,sz399300
 411 | 454,2014-11-21,2537.54,2583.46,2585.36,2530.03,151028139.0,sz399300
 412 | 455,2014-11-24,2614.16,2649.26,2667.67,2602.94,279839720.0,sz399300
 413 | 456,2014-11-25,2650.08,2685.56,2686.06,2643.84,222611699.0,sz399300
 414 | 457,2014-11-26,2695.26,2723.02,2723.36,2690.31,243962485.0,sz399300
 415 | 458,2014-11-27,2737.03,2754.49,2754.49,2718.7,265464730.0,sz399300
 416 | 459,2014-11-28,2753.93,2808.82,2809.54,2740.37,375323662.0,sz399300
 417 | 460,2014-12-01,2825.61,2819.81,2855.33,2808.65,365487417.0,sz399300
 418 | 461,2014-12-02,2807.34,2923.94,2944.51,2804.29,361465322.0,sz399300
 419 | 462,2014-12-03,2936.12,2967.55,3028.23,2912.25,466156685.0,sz399300
 420 | 463,2014-12-04,2975.4,3104.35,3104.89,2968.88,426812928.0,sz399300
 421 | 464,2014-12-05,3143.97,3124.89,3195.8,3011.94,524881260.0,sz399300
 422 | 465,2014-12-08,3108.27,3252.88,3270.88,3075.7,484462344.0,sz399300
 423 | 466,2014-12-09,3233.1,3106.91,3387.83,3074.52,632874567.0,sz399300
 424 | 467,2014-12-10,3120.21,3221.55,3229.05,3058.19,425018708.0,sz399300
 425 | 468,2014-12-11,3185.16,3183.01,3254.42,3158.44,367091691.0,sz399300
 426 | 469,2014-12-12,3182.92,3193.23,3239.45,3167.93,301065325.0,sz399300
 427 | 470,2014-12-15,3176.83,3217.23,3226.22,3143.3,290193834.0,sz399300
 428 | 471,2014-12-16,3221.36,3303.4,3303.4,3207.69,358123847.0,sz399300
 429 | 472,2014-12-17,3325.82,3360.6,3368.19,3275.74,448140770.0,sz399300
 430 | 473,2014-12-18,3359.09,3345.93,3393.71,3322.23,355970207.0,sz399300
 431 | 474,2014-12-19,3345.63,3383.17,3397.18,3280.92,411211590.0,sz399300
 432 | 475,2014-12-22,3396.25,3394.48,3455.21,3357.66,549801671.0,sz399300
 433 | 476,2014-12-23,3358.8,3324.92,3431.78,3316.91,369736093.0,sz399300
 434 | 477,2014-12-24,3332.15,3230.39,3340.36,3188.5,317449587.0,sz399300
 435 | 478,2014-12-25,3254.48,3335.42,3335.78,3226.32,309799547.0,sz399300
 436 | 479,2014-12-26,3343.64,3445.84,3453.34,3335.01,384614124.0,sz399300
 437 | 480,2014-12-29,3502.18,3455.46,3524.28,3405.84,425015037.0,sz399300
 438 | 481,2014-12-30,3450.81,3457.55,3491.83,3422.17,328233873.0,sz399300
 439 | 482,2014-12-31,3462.39,3533.71,3542.34,3452.5,345934760.0,sz399300
 440 | 483,2015-01-05,3566.09,3641.54,3669.04,3551.51,451198098.0,sz399300
 441 | 484,2015-01-06,3608.43,3641.06,3683.23,3587.23,420962185.0,sz399300
 442 | 485,2015-01-07,3620.92,3643.79,3671.19,3601.7,320191232.0,sz399300
 443 | 486,2015-01-08,3650.07,3559.26,3659.95,3552.1,295003045.0,sz399300
 444 | 487,2015-01-09,3547.57,3546.72,3689.75,3536.4,349982672.0,sz399300
 445 | 488,2015-01-12,3531.51,3513.58,3560.53,3461.32,266567175.0,sz399300
 446 | 489,2015-01-13,3506.45,3514.04,3550.16,3494.77,187153965.0,sz399300
 447 | 490,2015-01-14,3522.91,3502.42,3547.24,3471.56,196012510.0,sz399300
 448 | 491,2015-01-15,3501.72,3604.12,3604.12,3482.27,237812338.0,sz399300
 449 | 492,2015-01-16,3616.25,3635.15,3662.16,3601.26,282681614.0,sz399300
 450 | 493,2015-01-19,3414.01,3355.16,3497.25,3330.98,329505275.0,sz399300
 451 | 494,2015-01-20,3336.79,3396.22,3419.2,3325.68,297843232.0,sz399300
 452 | 495,2015-01-21,3420.49,3548.89,3557.79,3409.43,337928210.0,sz399300
 453 | 496,2015-01-22,3551.05,3567.61,3576.76,3520.05,268853599.0,sz399300
 454 | 497,2015-01-23,3582.09,3571.73,3627.81,3548.63,280172172.0,sz399300
 455 | 498,2015-01-26,3580.12,3607.99,3611.62,3559.38,239766203.0,sz399300
 456 | 499,2015-01-27,3614.04,3574.93,3616.26,3510.02,287669179.0,sz399300
 457 | 500,2015-01-28,3547.24,3525.32,3583.31,3512.39,216220214.0,sz399300
 458 | 501,2015-01-29,3474.92,3481.8,3505.58,3453.9,211618860.0,sz399300
 459 | 502,2015-01-30,3496.89,3434.39,3514.22,3431.94,196479157.0,sz399300
 460 | 503,2015-02-02,3360.19,3353.96,3407.26,3347.08,195183699.0,sz399300
 461 | 504,2015-02-03,3388.6,3437.45,3441.71,3360.72,192846096.0,sz399300
 462 | 505,2015-02-04,3446.14,3401.77,3476.82,3399.56,191304349.0,sz399300
 463 | 506,2015-02-05,3487.95,3366.95,3487.95,3366.86,250430609.0,sz399300
 464 | 507,2015-02-06,3352.33,3312.42,3374.05,3285.94,192664186.0,sz399300
 465 | 508,2015-02-09,3305.73,3345.92,3376.53,3298.6,172353820.0,sz399300
 466 | 509,2015-02-10,3345.08,3406.94,3407.18,3339.55,159309088.0,sz399300
 467 | 510,2015-02-11,3415.98,3434.12,3445.66,3412.14,144613772.0,sz399300
 468 | 511,2015-02-12,3435.36,3442.87,3453.58,3405.63,156081691.0,sz399300
 469 | 512,2015-02-13,3458.83,3469.83,3509.5,3452.08,201089971.0,sz399300
 470 | 513,2015-02-16,3473.29,3499.48,3504.48,3466.61,165641343.0,sz399300
 471 | 514,2015-02-17,3511.54,3522.32,3536.82,3511.09,165328313.0,sz399300
 472 | 515,2015-02-25,3529.55,3478.73,3529.55,3463.96,165539351.0,sz399300
 473 | 516,2015-02-26,3473.71,3566.29,3569.33,3456.87,229328438.0,sz399300
 474 | 517,2015-02-27,3565.23,3572.84,3594.81,3560.46,222786438.0,sz399300
 475 | 518,2015-03-02,3603.45,3601.26,3608.69,3566.53,248176125.0,sz399300
 476 | 519,2015-03-03,3579.31,3507.9,3579.31,3504.2,261866489.0,sz399300
 477 | 520,2015-03-04,3514.67,3530.82,3540.91,3497.17,199663981.0,sz399300
 478 | 521,2015-03-05,3513.25,3496.34,3517.08,3467.68,217508805.0,sz399300
 479 | 522,2015-03-06,3501.18,3478.52,3516.24,3472.39,181518054.0,sz399300
 480 | 523,2015-03-09,3449.7,3537.75,3546.71,3417.49,233940411.0,sz399300
 481 | 524,2015-03-10,3523.64,3520.61,3551.21,3511.99,194267657.0,sz399300
 482 | 525,2015-03-11,3524.57,3524.65,3568.92,3512.22,188947825.0,sz399300
 483 | 526,2015-03-12,3557.69,3592.84,3603.34,3536.53,265664625.0,sz399300
 484 | 527,2015-03-13,3604.67,3617.66,3641.39,3594.74,246864768.0,sz399300
 485 | 528,2015-03-16,3641.77,3705.67,3705.74,3621.12,275438307.0,sz399300
 486 | 529,2015-03-17,3733.96,3757.12,3762.57,3716.81,371625666.0,sz399300
 487 | 530,2015-03-18,3769.09,3846.05,3846.05,3763.85,415190011.0,sz399300
 488 | 531,2015-03-19,3851.25,3839.74,3859.13,3809.71,391547630.0,sz399300
 489 | 532,2015-03-20,3852.49,3892.57,3916.86,3832.42,401817552.0,sz399300
 490 | 533,2015-03-23,3923.08,3972.06,3972.3,3922.21,391119922.0,sz399300
 491 | 534,2015-03-24,3980.07,3973.05,3989.86,3883.78,468581312.0,sz399300
 492 | 535,2015-03-25,3961.58,3940.41,3980.72,3913.99,379968851.0,sz399300
 493 | 536,2015-03-26,3921.75,3950.0,3992.0,3892.88,346756315.0,sz399300
 494 | 537,2015-03-27,3957.542,3971.697,3993.032,3993.032,298756064.0,sz399300
 495 | 538,2015-03-30,3999.02,4088.18,4101.65,3999.02,428297020.0,sz399300
 496 | 539,2015-03-31,4138.88,4051.2,4166.02,4037.77,436065635.0,sz399300
 497 | 540,2015-04-01,4057.5,4123.9,4139.5,4046.94,329512853.0,sz399300
 498 | 541,2015-04-02,4149.95,4124.78,4156.84,4068.65,339070487.0,sz399300
 499 | 542,2015-04-03,4104.67,4170.54,4170.56,4092.38,321303766.0,sz399300
 500 | 543,2015-04-07,4213.89,4260.04,4260.47,4197.02,415362654.0,sz399300
 501 | 544,2015-04-08,4277.45,4295.8,4304.78,4204.83,458676715.0,sz399300
 502 | 545,2015-04-09,4316.96,4262.14,4332.17,4212.61,439699902.0,sz399300
 503 | 546,2015-04-10,4249.38,4344.42,4351.69,4231.2,348190170.0,sz399300
 504 | 547,2015-04-13,4394.05,4421.07,4432.02,4361.59,434153036.0,sz399300
 505 | 548,2015-04-14,4432.13,4438.18,4474.35,4385.91,434432126.0,sz399300
 506 | 549,2015-04-15,4439.31,4380.51,4476.0,4379.61,472154131.0,sz399300
 507 | 550,2015-04-16,4355.49,4513.55,4513.77,4335.63,422603748.0,sz399300
 508 | 551,2015-04-17,4578.68,4596.14,4630.27,4553.9,552802663.0,sz399300
 509 | 552,2015-04-20,4615.03,4521.92,4671.17,4492.6,686439075.0,sz399300
 510 | 553,2015-04-21,4520.46,4619.16,4620.06,4504.56,490314991.0,sz399300
 511 | 554,2015-04-22,4637.06,4739.81,4740.93,4632.59,516213792.0,sz399300
 512 | 555,2015-04-23,4764.48,4740.89,4782.04,4693.97,497430954.0,sz399300
 513 | 556,2015-04-24,4682.63,4702.64,4730.43,4618.32,480152936.0,sz399300
 514 | 557,2015-04-27,4753.87,4807.59,4810.48,4735.31,513076548.0,sz399300
 515 | 558,2015-04-28,4811.32,4741.86,4839.08,4703.57,608638545.0,sz399300
 516 | 559,2015-04-29,4722.9,4774.33,4797.93,4695.79,395056980.0,sz399300
 517 | 560,2015-04-30,4788.41,4749.89,4818.73,4749.48,399727444.0,sz399300
 518 | 561,2015-05-04,4757.64,4787.74,4795.92,4699.4,377843853.0,sz399300
 519 | 562,2015-05-05,4785.19,4596.84,4785.19,4572.98,460419626.0,sz399300
 520 | 563,2015-05-06,4626.23,4553.33,4700.91,4511.76,376073702.0,sz399300
 521 | 564,2015-05-07,4520.82,4470.09,4546.34,4467.46,297759203.0,sz399300
 522 | 565,2015-05-08,4515.55,4558.4,4559.06,4445.59,302407967.0,sz399300
 523 | 566,2015-05-11,4582.09,4690.53,4690.95,4535.15,373838420.0,sz399300
 524 | 567,2015-05-12,4692.12,4747.42,4748.0,4660.02,377053891.0,sz399300
 525 | 568,2015-05-13,4746.71,4718.44,4758.0,4678.85,370730424.0,sz399300
 526 | 569,2015-05-14,4717.96,4700.78,4735.28,4670.17,337725152.0,sz399300
 527 | 570,2015-05-15,4690.75,4617.47,4690.75,4592.05,328431166.0,sz399300
 528 | 571,2015-05-18,4582.06,4575.14,4623.38,4565.06,269180489.0,sz399300
 529 | 572,2015-05-19,4577.64,4731.22,4740.0,4577.64,314785952.0,sz399300
 530 | 573,2015-05-20,4751.57,4754.92,4843.1,4745.21,363180748.0,sz399300
 531 | 574,2015-05-21,4768.69,4840.98,4841.62,4746.03,305054537.0,sz399300
 532 | 575,2015-05-22,4895.92,4951.33,4951.99,4870.6,455846718.0,sz399300
 533 | 576,2015-05-25,4949.11,5099.5,5099.84,4949.11,465736590.0,sz399300
 534 | 577,2015-05-26,5140.8,5198.92,5199.29,5063.15,487949359.0,sz399300
 535 | 578,2015-05-27,5216.17,5181.43,5226.84,5126.86,470798730.0,sz399300
 536 | 579,2015-05-28,5174.1,4834.01,5213.18,4831.33,571829047.0,sz399300
 537 | 580,2015-05-29,4839.53,4840.83,4924.3,4665.52,427878859.0,sz399300
 538 | 581,2015-06-01,4862.76,5076.18,5079.32,4835.77,417503741.0,sz399300
 539 | 582,2015-06-02,5091.27,5161.87,5162.56,5047.08,412973196.0,sz399300
 540 | 583,2015-06-03,5176.6,5143.59,5186.97,5059.5,414258270.0,sz399300
 541 | 584,2015-06-04,5156.01,5181.42,5194.23,4863.46,482767268.0,sz399300
 542 | 585,2015-06-05,5254.9,5230.55,5288.34,5104.18,545961196.0,sz399300
 543 | 586,2015-06-08,5259.41,5353.75,5370.61,5202.6,637313237.0,sz399300
 544 | 587,2015-06-09,5379.47,5317.46,5380.43,5251.21,570427263.0,sz399300
 545 | 588,2015-06-10,5254.3,5309.11,5374.83,5209.68,442165676.0,sz399300
 546 | 589,2015-06-11,5305.14,5306.59,5329.29,5248.16,392338755.0,sz399300
 547 | 590,2015-06-12,5329.28,5335.12,5351.65,5283.09,430131386.0,sz399300
 548 | 591,2015-06-15,5354.01,5221.17,5362.45,5207.31,475745703.0,sz399300
 549 | 592,2015-06-16,5165.02,5064.82,5204.3,5015.27,411675638.0,sz399300
 550 | 593,2015-06-17,5072.31,5138.83,5158.37,4949.29,397124187.0,sz399300
 551 | 594,2015-06-18,5107.69,4930.55,5121.22,4926.43,364395814.0,sz399300
 552 | 595,2015-06-19,4847.06,4637.05,4910.45,4634.69,358104744.0,sz399300
 553 | 596,2015-06-23,4641.42,4786.09,4786.96,4455.33,365087944.0,sz399300
 554 | 597,2015-06-24,4811.6,4880.13,4883.73,4744.31,434638723.0,sz399300
 555 | 598,2015-06-25,4906.24,4706.52,4919.26,4667.22,446135982.0,sz399300
 556 | 599,2015-06-26,4573.87,4336.19,4650.19,4278.67,446639790.0,sz399300
 557 | 600,2015-06-29,4446.84,4191.55,4451.17,4000.93,525662482.0,sz399300
 558 | 601,2015-06-30,4161.07,4473.0,4475.77,4016.01,527045280.0,sz399300
 559 | 602,2015-07-01,4408.98,4253.02,4526.13,4235.7,431721411.0,sz399300
 560 | 603,2015-07-02,4287.73,4108.0,4312.19,4000.06,457062194.0,sz399300
 561 | 604,2015-07-03,4017.2,3885.92,4164.63,3785.9,429300850.0,sz399300
 562 | 605,2015-07-06,4218.27,3998.54,4218.27,3832.47,648094530.0,sz399300
 563 | 606,2015-07-07,3877.85,3928.0,3960.64,3743.62,679385007.0,sz399300
 564 | 607,2015-07-08,3651.06,3663.04,3762.62,3612.25,581467097.0,sz399300
 565 | 608,2015-07-09,3621.68,3897.63,3930.26,3537.83,503870610.0,sz399300
 566 | 609,2015-07-10,3916.27,4106.56,4179.11,3887.55,500701802.0,sz399300
 567 | 610,2015-07-13,4132.23,4211.81,4278.16,4072.43,502092186.0,sz399300
 568 | 611,2015-07-14,4178.63,4112.15,4258.51,4062.5,454422009.0,sz399300
 569 | 612,2015-07-15,4068.88,3966.76,4114.24,3899.51,421956367.0,sz399300
 570 | 613,2015-07-16,3949.64,3997.36,4067.02,3856.32,330531345.0,sz399300
 571 | 614,2015-07-17,4023.76,4151.5,4190.19,4000.23,331107131.0,sz399300
 572 | 615,2015-07-20,4157.06,4160.61,4221.69,4106.39,352673472.0,sz399300
 573 | 616,2015-07-21,4109.76,4166.01,4201.48,4081.7,318374945.0,sz399300
 574 | 617,2015-07-22,4148.56,4157.16,4187.43,4094.71,318945997.0,sz399300
 575 | 618,2015-07-23,4158.93,4250.81,4262.06,4148.82,354471759.0,sz399300
 576 | 619,2015-07-24,4255.2,4176.28,4299.65,4154.62,392045373.0,sz399300
 577 | 620,2015-07-27,4097.8,3818.73,4156.31,3817.17,365054511.0,sz399300
 578 | 621,2015-07-28,3690.97,3811.09,3883.45,3627.42,383527216.0,sz399300
 579 | 622,2015-07-29,3839.96,3930.38,3934.0,3769.19,276972845.0,sz399300
 580 | 623,2015-07-30,3915.78,3815.41,3968.53,3802.88,271548665.0,sz399300
 581 | 624,2015-07-31,3777.16,3816.7,3863.62,3757.99,222376767.0,sz399300
 582 | 625,2015-08-03,3766.07,3829.24,3829.24,3742.58,245805030.0,sz399300
 583 | 626,2015-08-04,3827.37,3948.16,3948.45,3801.03,220236556.0,sz399300
 584 | 627,2015-08-05,3937.62,3866.9,3962.28,3858.66,200484269.0,sz399300
 585 | 628,2015-08-06,3802.93,3831.85,3888.69,3793.24,147278694.0,sz399300
 586 | 629,2015-08-07,3866.43,3906.95,3926.65,3857.91,183349153.0,sz399300
 587 | 630,2015-08-10,3947.47,4084.36,4101.73,3932.84,306780540.0,sz399300
 588 | 631,2015-08-11,4083.59,4066.67,4110.13,4042.0,322034191.0,sz399300
 589 | 632,2015-08-12,4025.67,4016.13,4078.03,4015.35,255146196.0,sz399300
 590 | 633,2015-08-13,4010.01,4075.46,4075.7,3967.82,242836979.0,sz399300
 591 | 634,2015-08-14,4097.92,4073.54,4113.16,4056.73,253392996.0,sz399300
 592 | 635,2015-08-17,4058.11,4077.87,4081.77,4009.99,256939638.0,sz399300
 593 | 636,2015-08-18,4084.31,3825.41,4103.05,3816.55,319881070.0,sz399300
 594 | 637,2015-08-19,3748.27,3886.14,3898.74,3668.19,269049839.0,sz399300
 595 | 638,2015-08-20,3848.4,3761.45,3880.82,3761.45,212167965.0,sz399300
 596 | 639,2015-08-21,3714.29,3589.54,3757.78,3578.18,217986403.0,sz399300
 597 | 640,2015-08-24,3454.6,3275.53,3468.15,3266.55,255436652.0,sz399300
 598 | 641,2015-08-25,3070.01,3042.93,3200.11,3019.56,276081306.0,sz399300
 599 | 642,2015-08-26,3062.57,3025.69,3192.93,2952.01,308270623.0,sz399300
 600 | 643,2015-08-27,3092.81,3205.64,3206.72,3028.4,267294930.0,sz399300
 601 | 644,2015-08-28,3246.24,3342.29,3353.24,3223.62,299498426.0,sz399300
 602 | 645,2015-08-31,3307.4,3366.54,3368.28,3205.54,280250403.0,sz399300
 603 | 646,2015-09-01,3296.53,3362.08,3370.5,3190.58,352458528.0,sz399300
 604 | 647,2015-09-02,3220.85,3365.83,3387.02,3213.64,347789412.0,sz399300
 605 | 648,2015-09-07,3347.29,3250.49,3422.23,3240.24,204224431.0,sz399300
 606 | 649,2015-09-08,3221.79,3334.02,3340.22,3170.81,154599631.0,sz399300
 607 | 650,2015-09-09,3344.82,3399.3,3426.65,3330.29,220467421.0,sz399300
 608 | 651,2015-09-10,3349.28,3357.56,3398.32,3337.31,144882971.0,sz399300
 609 | 652,2015-09-11,3349.88,3347.19,3383.13,3315.48,108547508.0,sz399300
 610 | 653,2015-09-14,3367.64,3281.13,3373.92,3187.57,205457251.0,sz399300
 611 | 654,2015-09-15,3208.74,3152.23,3240.08,3131.98,143555641.0,sz399300
 612 | 655,2015-09-16,3149.16,3309.25,3345.92,3131.37,159709994.0,sz399300
 613 | 656,2015-09-17,3287.66,3237.0,3354.91,3237.0,169401881.0,sz399300
 614 | 657,2015-09-18,3254.44,3251.27,3280.88,3227.83,106903481.0,sz399300
 615 | 658,2015-09-21,3222.6,3308.25,3312.55,3211.93,122788668.0,sz399300
 616 | 659,2015-09-22,3312.37,3339.03,3371.41,3303.18,146221985.0,sz399300
 617 | 660,2015-09-23,3290.07,3263.03,3315.94,3253.33,123171439.0,sz399300
 618 | 661,2015-09-24,3278.9,3285.0,3300.86,3255.9,102011238.0,sz399300
 619 | 662,2015-09-25,3272.67,3231.95,3290.86,3201.91,121419278.0,sz399300
 620 | 663,2015-09-28,3226.61,3242.75,3246.55,3186.51,74219468.0,sz399300
 621 | 664,2015-09-29,3197.22,3178.85,3208.42,3159.04,87150633.0,sz399300
 622 | 665,2015-09-30,3195.9,3202.95,3223.91,3186.77,78559349.0,sz399300
 623 | 666,2015-10-08,3324.98,3296.48,3337.33,3294.6,132081768.0,sz399300
 624 | 667,2015-10-09,3302.36,3340.12,3352.38,3293.97,124352500.0,sz399300
 625 | 668,2015-10-12,3351.14,3447.69,3486.63,3347.25,221400468.0,sz399300
 626 | 669,2015-10-13,3422.48,3445.04,3452.04,3413.97,145433786.0,sz399300
 627 | 670,2015-10-14,3431.14,3406.11,3458.7,3403.23,152173938.0,sz399300
 628 | 671,2015-10-15,3403.39,3486.81,3486.81,3402.32,171158299.0,sz399300
 629 | 672,2015-10-16,3508.52,3534.06,3537.54,3487.1,208964709.0,sz399300
 630 | 673,2015-10-19,3548.95,3534.18,3573.0,3502.5,207606744.0,sz399300
 631 | 674,2015-10-20,3527.88,3577.7,3577.8,3510.44,179025108.0,sz399300
 632 | 675,2015-10-21,3580.84,3473.25,3601.24,3417.41,282076050.0,sz399300
 633 | 676,2015-10-22,3453.2,3524.53,3530.77,3442.31,184305580.0,sz399300
 634 | 677,2015-10-23,3536.84,3571.24,3581.84,3515.82,198294478.0,sz399300
 635 | 678,2015-10-26,3614.7,3589.26,3620.76,3561.19,204248863.0,sz399300
 636 | 679,2015-10-27,3569.45,3592.88,3601.05,3486.1,192056140.0,sz399300
 637 | 680,2015-10-28,3575.8,3524.92,3598.17,3517.21,170977098.0,sz399300
 638 | 681,2015-10-29,3539.98,3533.31,3561.81,3507.97,127010446.0,sz399300
 639 | 682,2015-10-30,3530.22,3534.08,3574.47,3497.57,139141914.0,sz399300
 640 | 683,2015-11-02,3489.23,3475.96,3543.45,3474.71,130002568.0,sz399300
 641 | 684,2015-11-03,3484.72,3465.49,3501.7,3452.62,101401876.0,sz399300
 642 | 685,2015-11-04,3477.16,3628.54,3628.54,3477.16,205423865.0,sz399300
 643 | 686,2015-11-05,3630.78,3705.97,3781.41,3627.3,398046568.0,sz399300
 644 | 687,2015-11-06,3698.34,3793.37,3801.71,3694.66,298753076.0,sz399300
 645 | 688,2015-11-09,3796.38,3840.35,3891.77,3796.38,356804823.0,sz399300
 646 | 689,2015-11-10,3806.67,3833.24,3876.49,3798.82,286519603.0,sz399300
 647 | 690,2015-11-11,3828.45,3833.65,3843.11,3781.41,232234296.0,sz399300
 648 | 691,2015-11-12,3841.74,3795.32,3843.9,3771.27,217537647.0,sz399300
 649 | 692,2015-11-13,3756.2,3746.24,3793.71,3727.58,203489891.0,sz399300
 650 | 693,2015-11-16,3682.74,3764.13,3764.41,3680.07,161690901.0,sz399300
 651 | 694,2015-11-17,3790.43,3758.39,3852.77,3750.16,248533071.0,sz399300
 652 | 695,2015-11-18,3760.46,3715.58,3771.85,3706.31,185689495.0,sz399300
 653 | 696,2015-11-19,3725.62,3774.97,3775.23,3714.68,154631989.0,sz399300
 654 | 697,2015-11-20,3778.88,3774.38,3793.54,3757.03,186951689.0,sz399300
 655 | 698,2015-11-23,3774.44,3753.33,3802.85,3743.41,175626812.0,sz399300
 656 | 699,2015-11-24,3745.76,3753.89,3754.17,3702.74,143383283.0,sz399300
 657 | 700,2015-11-25,3747.76,3781.61,3781.86,3735.72,151944941.0,sz399300
 658 | 701,2015-11-26,3795.25,3759.43,3805.84,3756.82,173525468.0,sz399300
 659 | 702,2015-11-27,3739.1,3556.99,3742.74,3534.39,208939358.0,sz399300
 660 | 703,2015-11-30,3554.89,3566.41,3587.97,3455.07,173201163.0,sz399300
 661 | 704,2015-12-01,3562.32,3591.7,3617.3,3536.12,136536554.0,sz399300
 662 | 705,2015-12-02,3587.76,3721.96,3725.85,3573.4,213538865.0,sz399300
 663 | 706,2015-12-03,3709.55,3749.3,3758.45,3693.14,197762126.0,sz399300
 664 | 707,2015-12-04,3719.73,3677.59,3726.12,3667.29,151199522.0,sz399300
 665 | 708,2015-12-07,3681.58,3687.61,3699.34,3658.58,113883150.0,sz399300
 666 | 709,2015-12-08,3668.84,3623.02,3668.84,3619.45,125781083.0,sz399300
 667 | 710,2015-12-09,3613.42,3635.94,3655.16,3611.49,113325422.0,sz399300
 668 | 711,2015-12-10,3634.37,3623.08,3678.32,3615.99,120215625.0,sz399300
 669 | 712,2015-12-11,3605.37,3608.06,3630.74,3578.15,110322481.0,sz399300
 670 | 713,2015-12-14,3573.88,3711.32,3712.5,3571.0,151769119.0,sz399300
 671 | 714,2015-12-15,3707.73,3694.39,3717.36,3679.23,126481710.0,sz399300
 672 | 715,2015-12-16,3703.95,3685.44,3713.09,3677.45,111342723.0,sz399300
 673 | 716,2015-12-17,3712.78,3755.89,3768.84,3709.85,177924075.0,sz399300
 674 | 717,2015-12-18,3754.96,3767.91,3810.22,3750.93,173465980.0,sz399300
 675 | 718,2015-12-21,3762.1,3865.97,3877.82,3759.99,217435275.0,sz399300
 676 | 719,2015-12-22,3872.1,3876.73,3880.47,3841.59,180303661.0,sz399300
 677 | 720,2015-12-23,3877.87,3866.38,3926.69,3862.97,207017147.0,sz399300
 678 | 721,2015-12-24,3858.14,3829.4,3867.68,3787.08,147181397.0,sz399300
 679 | 722,2015-12-25,3832.08,3838.2,3848.02,3813.2,119624013.0,sz399300
 680 | 723,2015-12-28,3847.53,3727.63,3853.39,3727.63,153988440.0,sz399300
 681 | 724,2015-12-29,3723.05,3761.88,3762.05,3710.48,101885555.0,sz399300
 682 | 725,2015-12-30,3762.91,3765.18,3765.66,3726.28,105629955.0,sz399300
 683 | 726,2015-12-31,3760.9,3731.0,3772.62,3727.32,101873556.0,sz399300
 684 | 727,2016-01-04,3725.86,3470.41,3726.25,3469.01,115370674.0,sz399300
 685 | 728,2016-01-05,3382.18,3478.78,3518.22,3377.28,162116984.0,sz399300
 686 | 729,2016-01-06,3482.41,3539.81,3543.74,3468.47,145966144.0,sz399300
 687 | 730,2016-01-07,3481.15,3294.38,3481.15,3284.74,44102641.0,sz399300
 688 | 731,2016-01-08,3371.87,3361.56,3418.85,3237.93,185959451.0,sz399300
 689 | 732,2016-01-11,3303.12,3192.45,3342.48,3192.45,174638387.0,sz399300
 690 | 733,2016-01-12,3214.82,3215.71,3242.25,3174.55,128225796.0,sz399300
 691 | 734,2016-01-13,3240.48,3155.88,3257.29,3155.88,120666494.0,sz399300
 692 | 735,2016-01-14,3076.65,3221.57,3226.66,3072.04,134537671.0,sz399300
 693 | 736,2016-01-15,3200.89,3118.73,3216.8,3101.05,124601779.0,sz399300
 694 | 737,2016-01-18,3068.24,3130.73,3165.62,3066.73,101128386.0,sz399300
 695 | 738,2016-01-19,3132.71,3223.12,3227.91,3119.22,127653893.0,sz399300
 696 | 739,2016-01-20,3204.22,3174.38,3225.95,3154.43,130650504.0,sz399300
 697 | 740,2016-01-21,3136.38,3081.34,3202.54,3081.34,111189733.0,sz399300
 698 | 741,2016-01-22,3114.9,3113.46,3132.17,3053.96,89951087.0,sz399300
 699 | 742,2016-01-25,3129.03,3128.89,3149.33,3105.1,81540061.0,sz399300
 700 | 743,2016-01-26,3099.6,2940.51,3106.53,2934.65,126933921.0,sz399300
 701 | 744,2016-01-27,2953.18,2930.35,2963.54,2839.29,132229366.0,sz399300
 702 | 745,2016-01-28,2909.33,2853.76,2941.89,2841.84,99222756.0,sz399300
 703 | 746,2016-01-29,2855.6,2946.09,2965.31,2854.37,113304259.0,sz399300
 704 | 747,2016-02-01,2939.04,2901.05,2944.52,2869.56,86795342.0,sz399300
 705 | 748,2016-02-02,2901.53,2961.33,2972.43,2901.51,88601963.0,sz399300
 706 | 749,2016-02-03,2931.29,2948.64,2954.71,2909.9,77389000.0,sz399300
 707 | 750,2016-02-04,2960.33,2984.76,2999.21,2960.21,91779724.0,sz399300
 708 | 751,2016-02-05,2982.06,2963.79,2988.36,2962.85,76850808.0,sz399300
 709 | 752,2016-02-15,2888.43,2946.71,2961.49,2886.02,72919434.0,sz399300
 710 | 753,2016-02-16,2962.19,3037.03,3042.09,2962.19,112579643.0,sz399300
 711 | 754,2016-02-17,3034.09,3063.32,3065.78,3027.05,128291607.0,sz399300
 712 | 755,2016-02-18,3079.53,3053.7,3093.51,3049.84,124401464.0,sz399300
 713 | 756,2016-02-19,3047.94,3051.58,3065.97,3032.63,87338012.0,sz399300
 714 | 757,2016-02-22,3083.93,3118.87,3128.21,3071.33,140946968.0,sz399300
 715 | 758,2016-02-23,3117.2,3089.36,3119.22,3061.43,112567391.0,sz399300
 716 | 759,2016-02-24,3077.61,3109.54,3109.54,3055.25,111782650.0,sz399300
 717 | 760,2016-02-25,3104.41,2918.75,3104.44,2905.46,157829752.0,sz399300
 718 | 761,2016-02-26,2942.09,2948.03,2964.39,2902.95,106949729.0,sz399300
 719 | 762,2016-02-29,2939.58,2877.47,2939.88,2821.22,129341020.0,sz399300
 720 | 763,2016-03-01,2881.33,2930.69,2950.44,2863.32,116045918.0,sz399300
 721 | 764,2016-03-02,2933.92,3051.33,3054.72,2933.12,175972347.0,sz399300
 722 | 765,2016-03-03,3050.39,3058.42,3078.44,3040.25,173105744.0,sz399300
 723 | 766,2016-03-04,3047.54,3093.89,3101.66,3032.42,219172534.0,sz399300
 724 | 767,2016-03-07,3109.0,3104.84,3130.9,3083.58,132462037.0,sz399300
 725 | 768,2016-03-08,3100.15,3107.67,3109.25,3001.83,136235742.0,sz399300
 726 | 769,2016-03-09,3045.92,3071.91,3072.92,3020.13,111466245.0,sz399300
 727 | 770,2016-03-10,3056.21,3013.15,3074.16,3012.69,76072197.0,sz399300
 728 | 771,2016-03-11,2990.21,3018.28,3026.44,2982.17,73333564.0,sz399300
 729 | 772,2016-03-14,3039.57,3065.69,3106.8,3034.0,117108655.0,sz399300
 730 | 773,2016-03-15,3061.34,3074.78,3077.08,3028.58,98311941.0,sz399300
 731 | 774,2016-03-16,3068.87,3090.03,3100.35,3064.52,124736448.0,sz399300
 732 | 775,2016-03-17,3096.81,3124.2,3147.84,3077.57,121661777.0,sz399300
 733 | 776,2016-03-18,3136.22,3171.96,3197.67,3130.1,197302564.0,sz399300
 734 | 777,2016-03-21,3203.29,3249.44,3267.77,3198.36,233269464.0,sz399300
 735 | 778,2016-03-22,3231.61,3225.79,3249.68,3218.73,161020897.0,sz399300
 736 | 779,2016-03-23,3217.73,3236.09,3242.25,3202.98,125679286.0,sz399300
 737 | 780,2016-03-24,3211.5,3181.85,3221.91,3181.81,133131122.0,sz399300
 738 | 781,2016-03-25,3176.81,3197.82,3204.44,3174.32,97395330.0,sz399300
 739 | 782,2016-03-28,3206.95,3169.73,3229.62,3161.88,103441933.0,sz399300
 740 | 783,2016-03-29,3171.31,3135.41,3178.07,3122.76,97294747.0,sz399300
 741 | 784,2016-03-30,3161.29,3216.27,3216.68,3161.29,117802512.0,sz399300
 742 | 785,2016-03-31,3229.2,3218.09,3241.93,3208.67,121552074.0,sz399300
 743 | 786,2016-04-01,3213.67,3221.9,3222.61,3165.86,118122139.0,sz399300
 744 | 787,2016-04-05,3211.3,3264.49,3271.93,3205.21,146047772.0,sz399300
 745 | 788,2016-04-06,3250.52,3257.53,3267.64,3236.2,120196305.0,sz399300
 746 | 789,2016-04-07,3266.29,3209.29,3270.82,3208.64,112409467.0,sz399300
 747 | 790,2016-04-08,3189.85,3185.73,3197.77,3163.3,101005625.0,sz399300
 748 | 791,2016-04-11,3213.51,3230.1,3251.57,3213.51,125212709.0,sz399300
 749 | 792,2016-04-12,3227.37,3218.45,3232.26,3198.9,92869437.0,sz399300
 750 | 793,2016-04-13,3237.86,3261.38,3296.52,3237.86,195613866.0,sz399300
 751 | 794,2016-04-14,3277.1,3275.83,3286.07,3252.05,113157327.0,sz399300
 752 | 795,2016-04-15,3279.86,3272.21,3282.99,3261.73,99807529.0,sz399300
 753 | 796,2016-04-18,3252.67,3228.45,3252.67,3221.66,97090069.0,sz399300
 754 | 797,2016-04-19,3243.97,3238.3,3250.73,3221.58,80871440.0,sz399300
 755 | 798,2016-04-20,3244.14,3181.03,3248.42,3107.37,162207858.0,sz399300
 756 | 799,2016-04-21,3160.8,3160.6,3198.56,3150.94,104752651.0,sz399300
 757 | 800,2016-04-22,3142.56,3174.9,3175.38,3137.99,77078492.0,sz399300
 758 | 801,2016-04-25,3164.74,3162.03,3172.27,3137.11,67519351.0,sz399300
 759 | 802,2016-04-26,3159.77,3179.16,3181.09,3150.4,59020734.0,sz399300
 760 | 803,2016-04-27,3181.93,3165.92,3188.83,3162.69,60004147.0,sz399300
 761 | 804,2016-04-28,3169.33,3160.58,3174.77,3135.64,69870660.0,sz399300
 762 | 805,2016-04-29,3153.54,3156.75,3171.29,3149.4,58029776.0,sz399300
 763 | 806,2016-05-03,3159.82,3213.54,3218.49,3151.41,98164835.0,sz399300
 764 | 807,2016-05-04,3203.47,3209.46,3222.88,3198.29,90862408.0,sz399300
 765 | 808,2016-05-05,3204.17,3213.92,3217.28,3196.57,74733681.0,sz399300
 766 | 809,2016-05-06,3213.14,3130.35,3216.89,3130.15,108680240.0,sz399300
 767 | 810,2016-05-09,3115.43,3065.61,3115.43,3055.0,99230477.0,sz399300
 768 | 811,2016-05-10,3055.21,3069.11,3084.72,3055.18,68849935.0,sz399300
 769 | 812,2016-05-11,3080.64,3082.81,3102.88,3063.09,81794258.0,sz399300
 770 | 813,2016-05-12,3059.38,3090.14,3095.35,3035.02,78765726.0,sz399300
 771 | 814,2016-05-13,3081.68,3074.94,3103.09,3064.69,62629755.0,sz399300
 772 | 815,2016-05-16,3064.53,3095.31,3095.55,3053.66,59461856.0,sz399300
 773 | 816,2016-05-17,3095.52,3086.02,3105.2,3073.46,65278125.0,sz399300
 774 | 817,2016-05-18,3071.53,3068.03,3072.61,3039.46,82715369.0,sz399300
 775 | 818,2016-05-19,3060.34,3062.5,3086.98,3058.15,60444166.0,sz399300
 776 | 819,2016-05-20,3047.78,3078.22,3078.53,3041.52,56080842.0,sz399300
 777 | 820,2016-05-23,3078.51,3087.22,3098.48,3076.5,59697216.0,sz399300
 778 | 821,2016-05-24,3083.24,3063.55,3083.26,3052.59,58734385.0,sz399300
 779 | 822,2016-05-25,3079.75,3059.23,3089.1,3054.87,56652803.0,sz399300
 780 | 823,2016-05-26,3056.6,3064.21,3072.52,3027.44,60392981.0,sz399300
 781 | 824,2016-05-27,3059.73,3062.5,3073.76,3052.18,60468750.0,sz399300
 782 | 825,2016-05-30,3056.31,3066.71,3075.26,3037.66,63098579.0,sz399300
 783 | 826,2016-05-31,3068.6,3169.56,3170.93,3068.6,138863111.0,sz399300
 784 | 827,2016-06-01,3172.96,3160.55,3181.79,3159.82,113148482.0,sz399300
 785 | 828,2016-06-02,3158.02,3167.1,3168.82,3151.06,86003427.0,sz399300
 786 | 829,2016-06-03,3172.95,3189.32,3201.75,3162.09,101491783.0,sz399300
 787 | 830,2016-06-06,3192.78,3178.79,3197.22,3168.55,76693751.0,sz399300
 788 | 831,2016-06-07,3182.44,3177.05,3186.62,3168.18,68928314.0,sz399300
 789 | 832,2016-06-08,3171.81,3163.99,3174.97,3148.35,76291775.0,sz399300
 790 | 833,2016-06-13,3134.04,3066.34,3145.6,3065.77,92975947.0,sz399300
 791 | 834,2016-06-14,3058.44,3075.98,3078.75,3055.66,66279457.0,sz399300
 792 | 835,2016-06-15,3043.96,3116.37,3128.67,3042.23,87393257.0,sz399300
 793 | 836,2016-06-16,3104.36,3094.67,3112.48,3089.48,82974703.0,sz399300
 794 | 837,2016-06-17,3096.09,3110.36,3131.05,3096.09,85402985.0,sz399300
 795 | 838,2016-06-20,3114.91,3112.67,3118.73,3089.71,63587141.0,sz399300
 796 | 839,2016-06-21,3124.9,3106.32,3155.49,3097.94,87965345.0,sz399300
 797 | 840,2016-06-22,3100.45,3133.96,3134.06,3096.99,66487113.0,sz399300
 798 | 841,2016-06-23,3129.72,3117.32,3129.72,3102.48,67751738.0,sz399300
 799 | 842,2016-06-24,3110.65,3077.16,3130.54,3033.97,104792208.0,sz399300
 800 | 843,2016-06-27,3065.13,3120.54,3120.64,3064.97,83267259.0,sz399300
 801 | 844,2016-06-28,3107.4,3136.4,3139.43,3099.7,92024637.0,sz399300
 802 | 845,2016-06-29,3142.48,3151.39,3158.08,3139.13,103723668.0,sz399300
 803 | 846,2016-06-30,3152.83,3153.92,3163.72,3148.2,79692617.0,sz399300
 804 | 847,2016-07-01,3156.93,3154.2,3170.26,3148.29,71746283.0,sz399300
 805 | 848,2016-07-04,3136.39,3204.7,3210.6,3134.02,133310529.0,sz399300
 806 | 849,2016-07-05,3199.16,3207.38,3216.7,3198.0,130226895.0,sz399300
 807 | 850,2016-07-06,3197.62,3216.8,3217.51,3183.45,124897458.0,sz399300
 808 | 851,2016-07-07,3206.55,3209.95,3220.54,3190.12,118595202.0,sz399300
 809 | 852,2016-07-08,3199.75,3192.28,3204.93,3183.96,89734855.0,sz399300
 810 | 853,2016-07-11,3199.04,3203.33,3235.96,3197.62,138529511.0,sz399300
 811 | 854,2016-07-12,3201.91,3273.18,3273.47,3200.3,172534217.0,sz399300
 812 | 855,2016-07-13,3274.02,3282.87,3300.99,3271.77,175196090.0,sz399300
 813 | 856,2016-07-14,3277.48,3276.76,3281.95,3259.06,107525798.0,sz399300
 814 | 857,2016-07-15,3278.83,3276.28,3285.03,3265.29,102665026.0,sz399300
 815 | 858,2016-07-18,3269.71,3262.02,3281.64,3251.76,110312518.0,sz399300
 816 | 859,2016-07-19,3260.43,3248.23,3264.73,3226.2,88886861.0,sz399300
 817 | 860,2016-07-20,3246.86,3237.6,3254.51,3232.26,72701255.0,sz399300
 818 | 861,2016-07-21,3238.34,3252.52,3271.37,3238.3,86004825.0,sz399300
 819 | 862,2016-07-22,3251.24,3225.16,3253.77,3220.89,86029128.0,sz399300
 820 | 863,2016-07-25,3220.17,3230.89,3243.79,3218.14,70203185.0,sz399300
 821 | 864,2016-07-26,3228.23,3269.59,3269.75,3228.01,81051089.0,sz399300
 822 | 865,2016-07-27,3270.08,3218.24,3276.51,3157.41,160188665.0,sz399300
 823 | 866,2016-07-28,3204.46,3221.14,3235.78,3195.27,112779964.0,sz399300
 824 | 867,2016-07-29,3217.19,3203.93,3225.42,3198.68,88044837.0,sz399300
 825 | 868,2016-08-01,3196.43,3176.81,3199.98,3156.75,87003497.0,sz399300
 826 | 869,2016-08-02,3173.76,3189.05,3189.05,3165.54,62167639.0,sz399300
 827 | 870,2016-08-03,3179.68,3193.51,3197.16,3173.53,72864102.0,sz399300
 828 | 871,2016-08-04,3190.55,3201.29,3201.55,3170.42,73504373.0,sz399300
 829 | 872,2016-08-05,3201.35,3205.11,3224.87,3192.86,77196366.0,sz399300
 830 | 873,2016-08-08,3199.57,3234.18,3234.48,3187.25,86676051.0,sz399300
 831 | 874,2016-08-09,3232.6,3256.98,3257.33,3229.17,91065259.0,sz399300
 832 | 875,2016-08-10,3255.18,3243.34,3261.86,3242.75,90430372.0,sz399300
 833 | 876,2016-08-11,3239.56,3233.36,3274.03,3232.61,101041213.0,sz399300
 834 | 877,2016-08-12,3231.81,3294.23,3294.23,3231.14,116254044.0,sz399300
 835 | 878,2016-08-15,3303.47,3393.42,3417.91,3302.38,220543421.0,sz399300
 836 | 879,2016-08-16,3403.38,3378.25,3418.69,3372.02,196389740.0,sz399300
 837 | 880,2016-08-17,3377.77,3373.05,3394.39,3356.92,138847688.0,sz399300
 838 | 881,2016-08-18,3369.95,3364.49,3394.79,3349.69,142380169.0,sz399300
 839 | 882,2016-08-19,3358.55,3365.02,3374.04,3341.19,119961508.0,sz399300
 840 | 883,2016-08-22,3364.68,3336.79,3372.83,3335.47,107951008.0,sz399300
 841 | 884,2016-08-23,3332.62,3341.83,3359.65,3324.96,92924516.0,sz399300
 842 | 885,2016-08-24,3341.93,3329.86,3348.13,3323.73,81191429.0,sz399300
 843 | 886,2016-08-25,3314.08,3308.97,3315.08,3279.81,100589153.0,sz399300
 844 | 887,2016-08-26,3312.5,3307.09,3328.95,3301.74,81530691.0,sz399300
 845 | 888,2016-08-29,3306.57,3307.78,3315.08,3297.07,77036333.0,sz399300
 846 | 889,2016-08-30,3310.32,3311.99,3325.12,3304.6,75725987.0,sz399300
 847 | 890,2016-08-31,3310.56,3327.79,3333.97,3304.66,79570805.0,sz399300
 848 | 891,2016-09-01,3326.74,3301.58,3329.34,3301.21,84947219.0,sz399300
 849 | 892,2016-09-02,3298.72,3314.11,3320.43,3295.75,82791803.0,sz399300
 850 | 893,2016-09-05,3321.0,3319.68,3338.42,3314.63,78292477.0,sz399300
 851 | 894,2016-09-06,3322.02,3342.62,3347.95,3300.12,98283998.0,sz399300
 852 | 895,2016-09-07,3344.06,3340.82,3357.36,3337.75,102940106.0,sz399300
 853 | 896,2016-09-08,3338.01,3339.56,3343.4,3328.23,71916158.0,sz399300
 854 | 897,2016-09-09,3339.37,3318.04,3344.95,3318.04,82657036.0,sz399300
 855 | 898,2016-09-12,3271.87,3262.6,3276.72,3234.57,122917682.0,sz399300
 856 | 899,2016-09-13,3265.34,3260.33,3269.22,3246.39,67180288.0,sz399300
 857 | 900,2016-09-14,3245.74,3238.73,3255.0,3231.33,70432697.0,sz399300
 858 | 901,2016-09-19,3242.74,3263.12,3264.9,3242.74,58831082.0,sz399300
 859 | 902,2016-09-20,3264.66,3257.4,3265.03,3252.39,52784206.0,sz399300
 860 | 903,2016-09-21,3257.71,3266.64,3270.9,3254.32,59142979.0,sz399300
 861 | 904,2016-09-22,3281.47,3291.12,3303.2,3277.98,75753542.0,sz399300
 862 | 905,2016-09-23,3292.28,3275.67,3293.92,3275.02,57993986.0,sz399300
 863 | 906,2016-09-26,3267.69,3220.28,3267.69,3220.28,70452186.0,sz399300
 864 | 907,2016-09-27,3214.87,3240.75,3240.77,3214.44,58460550.0,sz399300
 865 | 908,2016-09-28,3243.65,3230.89,3243.65,3228.0,44727498.0,sz399300
 866 | 909,2016-09-29,3234.86,3244.39,3257.77,3234.8,55452556.0,sz399300
 867 | 910,2016-09-30,3240.18,3253.28,3260.94,3239.04,44978022.0,sz399300
 868 | 911,2016-10-10,3265.36,3293.87,3294.64,3258.96,80519260.0,sz399300
 869 | 912,2016-10-11,3296.87,3306.56,3308.0,3292.88,87713163.0,sz399300
 870 | 913,2016-10-12,3299.14,3300.01,3302.56,3289.75,68669781.0,sz399300
 871 | 914,2016-10-13,3299.16,3302.65,3307.41,3292.4,81224198.0,sz399300
 872 | 915,2016-10-14,3298.73,3305.85,3306.69,3285.73,82316271.0,sz399300
 873 | 916,2016-10-17,3305.96,3277.88,3309.01,3271.54,86113509.0,sz399300
 874 | 917,2016-10-18,3272.68,3321.33,3321.33,3272.68,102860714.0,sz399300
 875 | 918,2016-10-19,3323.3,3316.24,3332.52,3309.83,101167725.0,sz399300
 876 | 919,2016-10-20,3317.18,3318.6,3324.9,3312.17,79238871.0,sz399300
 877 | 920,2016-10-21,3315.72,3327.74,3341.56,3309.18,109785176.0,sz399300
 878 | 921,2016-10-24,3332.51,3367.58,3382.83,3330.97,153014345.0,sz399300
 879 | 922,2016-10-25,3367.48,3367.45,3373.91,3356.59,111191693.0,sz399300
 880 | 923,2016-10-26,3365.2,3354.8,3367.83,3349.57,98024786.0,sz399300
 881 | 924,2016-10-27,3351.46,3345.7,3352.35,3335.13,77629851.0,sz399300
 882 | 925,2016-10-28,3347.14,3340.13,3370.75,3337.29,93133309.0,sz399300
 883 | 926,2016-10-31,3332.41,3336.28,3340.47,3317.33,71352863.0,sz399300
 884 | 927,2016-11-01,3338.71,3359.05,3359.39,3334.46,74938199.0,sz399300
 885 | 928,2016-11-02,3350.71,3333.35,3356.4,3331.38,91197104.0,sz399300
 886 | 929,2016-11-03,3326.9,3365.08,3379.99,3324.84,126223504.0,sz399300
 887 | 930,2016-11-04,3362.21,3354.17,3377.64,3348.43,104069655.0,sz399300
 888 | 931,2016-11-07,3353.44,3356.59,3362.74,3342.31,99877988.0,sz399300
 889 | 932,2016-11-08,3367.7,3371.12,3383.92,3361.13,103148282.0,sz399300
 890 | 933,2016-11-09,3370.6,3353.05,3373.1,3322.08,139110059.0,sz399300
 891 | 934,2016-11-10,3374.91,3390.61,3403.02,3374.91,134705535.0,sz399300
 892 | 935,2016-11-11,3387.95,3417.22,3422.67,3382.89,198781496.0,sz399300
 893 | 936,2016-11-14,3409.22,3430.25,3452.62,3408.14,213247105.0,sz399300
 894 | 937,2016-11-15,3428.87,3429.87,3434.92,3415.99,134566320.0,sz399300
 895 | 938,2016-11-16,3432.43,3429.59,3435.64,3419.24,129808511.0,sz399300
 896 | 939,2016-11-17,3423.47,3436.53,3437.67,3412.88,121561731.0,sz399300
 897 | 940,2016-11-18,3437.49,3417.46,3443.12,3413.27,115951205.0,sz399300
 898 | 941,2016-11-21,3412.65,3441.11,3463.14,3412.08,146434529.0,sz399300
 899 | 942,2016-11-22,3443.22,3468.36,3469.22,3443.22,168523446.0,sz399300
 900 | 943,2016-11-23,3473.9,3474.73,3492.96,3465.76,162388504.0,sz399300
 901 | 944,2016-11-24,3468.81,3488.74,3508.16,3467.01,145746301.0,sz399300
 902 | 945,2016-11-25,3490.04,3521.3,3521.3,3463.95,153621506.0,sz399300
 903 | 946,2016-11-28,3538.68,3535.08,3553.36,3528.32,207375483.0,sz399300
 904 | 947,2016-11-29,3525.9,3564.04,3583.72,3521.38,236918356.0,sz399300
 905 | 948,2016-11-30,3557.64,3538.0,3567.07,3527.02,178560178.0,sz399300
 906 | 949,2016-12-01,3543.96,3565.04,3575.97,3543.25,180170761.0,sz399300
 907 | 950,2016-12-02,3559.77,3528.95,3562.55,3516.79,196355480.0,sz399300
 908 | 951,2016-12-05,3473.69,3469.41,3496.88,3457.34,180852355.0,sz399300
 909 | 952,2016-12-06,3466.24,3459.15,3477.59,3456.81,115529090.0,sz399300
 910 | 953,2016-12-07,3458.37,3475.75,3475.75,3445.76,114345103.0,sz399300
 911 | 954,2016-12-08,3481.81,3470.14,3484.34,3466.51,117383922.0,sz399300
 912 | 955,2016-12-09,3464.87,3493.7,3507.93,3461.76,150303308.0,sz399300
 913 | 956,2016-12-12,3489.27,3409.18,3495.8,3400.79,187467751.0,sz399300
 914 | 957,2016-12-13,3394.21,3405.04,3416.21,3370.6,121105097.0,sz399300
 915 | 958,2016-12-14,3399.41,3378.95,3412.28,3378.27,124007744.0,sz399300
 916 | 959,2016-12-15,3363.86,3340.43,3378.04,3327.14,114960660.0,sz399300
 917 | 960,2016-12-16,3335.36,3346.03,3356.29,3330.49,90775422.0,sz399300
 918 | 961,2016-12-19,3342.34,3328.98,3344.86,3325.0,81640678.0,sz399300
 919 | 962,2016-12-20,3328.3,3309.06,3329.1,3289.27,87569592.0,sz399300
 920 | 963,2016-12-21,3313.75,3338.54,3342.48,3313.75,108254995.0,sz399300
 921 | 964,2016-12-22,3335.12,3335.67,3340.36,3322.72,92277249.0,sz399300
 922 | 965,2016-12-23,3333.4,3307.6,3334.89,3300.88,97444713.0,sz399300
 923 | 966,2016-12-26,3293.22,3322.4,3322.42,3267.05,89793982.0,sz399300
 924 | 967,2016-12-27,3319.21,3316.39,3330.23,3315.83,75486359.0,sz399300
 925 | 968,2016-12-28,3315.75,3301.89,3320.55,3293.17,69000437.0,sz399300
 926 | 969,2016-12-29,3297.04,3297.76,3312.11,3288.1,70087923.0,sz399300
 927 | 970,2016-12-30,3302.6,3310.08,3313.55,3295.75,71744116.0,sz399300
 928 | 971,2017-01-03,3313.95,3342.23,3345.26,3313.95,86567896.0,sz399300
 929 | 972,2017-01-04,3340.56,3368.31,3369.57,3338.15,90050827.0,sz399300
 930 | 973,2017-01-05,3368.34,3367.79,3373.41,3361.46,88336357.0,sz399300
 931 | 974,2017-01-06,3366.85,3347.67,3368.87,3346.89,87459114.0,sz399300
 932 | 975,2017-01-09,3345.75,3363.9,3366.22,3344.35,83707942.0,sz399300
 933 | 976,2017-01-10,3361.64,3358.27,3370.51,3354.09,83819160.0,sz399300
 934 | 977,2017-01-11,3355.8,3334.5,3366.63,3334.3,91071438.0,sz399300
 935 | 978,2017-01-12,3332.69,3317.62,3343.13,3315.96,81239135.0,sz399300
 936 | 979,2017-01-13,3317.96,3319.91,3338.17,3309.37,84180589.0,sz399300
 937 | 980,2017-01-16,3314.15,3319.45,3322.78,3264.21,157779135.0,sz399300
 938 | 981,2017-01-17,3305.6,3326.36,3327.38,3292.2,69453328.0,sz399300
 939 | 982,2017-01-18,3323.34,3339.37,3350.96,3320.41,70623227.0,sz399300
 940 | 983,2017-01-19,3330.95,3329.29,3346.5,3324.68,66159808.0,sz399300
 941 | 984,2017-01-20,3326.98,3354.89,3358.41,3326.37,65300462.0,sz399300
 942 | 985,2017-01-23,3359.05,3364.08,3378.74,3355.85,75557498.0,sz399300
 943 | 986,2017-01-24,3363.14,3364.45,3371.32,3355.9,66194226.0,sz399300
 944 | 987,2017-01-25,3361.66,3375.9,3376.44,3357.22,58376931.0,sz399300
 945 | 988,2017-01-26,3378.26,3387.96,3395.88,3378.26,65316647.0,sz399300
 946 | 989,2017-02-03,3390.93,3364.49,3392.48,3362.57,55188861.0,sz399300
 947 | 990,2017-02-06,3368.11,3373.21,3381.33,3358.75,68521360.0,sz399300
 948 | 991,2017-02-07,3371.77,3365.68,3376.71,3354.62,63754462.0,sz399300
 949 | 992,2017-02-08,3361.78,3383.29,3383.69,3347.43,75402879.0,sz399300
 950 | 993,2017-02-09,3381.9,3396.29,3406.59,3379.79,97558515.0,sz399300
 951 | 994,2017-02-10,3398.32,3413.49,3422.33,3398.03,123768720.0,sz399300
 952 | 995,2017-02-13,3416.92,3436.27,3439.54,3416.87,120144538.0,sz399300
 953 | 996,2017-02-14,3438.51,3435.8,3440.67,3424.4,94809465.0,sz399300
 954 | 997,2017-02-15,3435.39,3421.71,3448.03,3417.08,127643338.0,sz399300
 955 | 998,2017-02-16,3421.83,3440.93,3440.93,3418.35,108276962.0,sz399300
 956 | 999,2017-02-17,3443.62,3421.44,3457.56,3419.61,114600036.0,sz399300
 957 | 1000,2017-02-20,3421.64,3471.39,3472.6,3421.64,132628862.0,sz399300
 958 | 1001,2017-02-21,3475.06,3482.82,3490.09,3472.02,114842009.0,sz399300
 959 | 1002,2017-02-22,3483.2,3489.76,3489.95,3473.52,102815994.0,sz399300
 960 | 1003,2017-02-23,3487.57,3473.32,3492.96,3460.12,99536330.0,sz399300
 961 | 1004,2017-02-24,3468.96,3473.85,3473.85,3455.25,95535133.0,sz399300
 962 | 1005,2017-02-27,3471.13,3446.22,3472.84,3441.39,98672160.0,sz399300
 963 | 1006,2017-02-28,3445.03,3452.81,3460.91,3441.36,75215260.0,sz399300
 964 | 1007,2017-03-01,3452.21,3458.44,3472.7,3449.11,103260354.0,sz399300
 965 | 1008,2017-03-02,3463.48,3435.1,3468.47,3434.0,89898077.0,sz399300
 966 | 1009,2017-03-03,3424.66,3427.86,3428.88,3412.83,80994652.0,sz399300
 967 | 1010,2017-03-06,3427.25,3446.48,3449.03,3425.9,83070882.0,sz399300
 968 | 1011,2017-03-07,3446.16,3453.96,3454.04,3440.06,80334720.0,sz399300
 969 | 1012,2017-03-08,3452.2,3448.73,3457.04,3441.26,79587690.0,sz399300
 970 | 1013,2017-03-09,3442.9,3426.94,3443.05,3414.68,84570381.0,sz399300
 971 | 1014,2017-03-10,3423.98,3427.89,3436.24,3423.94,70016199.0,sz399300
 972 | 1015,2017-03-13,3425.67,3458.1,3458.1,3412.69,91684124.0,sz399300
 973 | 1016,2017-03-14,3456.66,3456.69,3465.39,3448.9,77077963.0,sz399300
 974 | 1017,2017-03-15,3452.21,3463.64,3463.92,3445.27,79104954.0,sz399300
 975 | 1018,2017-03-16,3472.27,3481.51,3492.13,3472.27,106333913.0,sz399300
 976 | 1019,2017-03-17,3485.31,3445.81,3488.5,3441.47,103755560.0,sz399300
 977 | 1020,2017-03-20,3449.05,3449.61,3454.06,3429.83,88734322.0,sz399300
 978 | 1021,2017-03-21,3449.77,3466.35,3466.7,3445.64,87707855.0,sz399300
 979 | 1022,2017-03-22,3450.75,3450.05,3464.33,3433.5,104935894.0,sz399300
 980 | 1023,2017-03-23,3452.41,3461.98,3470.82,3435.69,94318062.0,sz399300
 981 | 1024,2017-03-24,3464.2,3489.6,3499.32,3461.11,125645833.0,sz399300
 982 | 1025,2017-03-27,3488.76,3478.04,3505.98,3474.52,107015377.0,sz399300
 983 | 1026,2017-03-28,3480.25,3469.81,3482.29,3461.47,84194820.0,sz399300
 984 | 1027,2017-03-29,3472.97,3465.19,3483.06,3455.55,104851706.0,sz399300
 985 | 1028,2017-03-30,3461.62,3436.76,3467.3,3422.37,116376922.0,sz399300
 986 | 1029,2017-03-31,3434.82,3456.05,3456.31,3430.82,91577491.0,sz399300
 987 | 1030,2017-04-05,3476.42,3503.89,3504.54,3475.15,143399017.0,sz399300
 988 | 1031,2017-04-06,3507.99,3514.05,3517.78,3495.72,136767004.0,sz399300
 989 | 1032,2017-04-07,3514.45,3517.46,3526.81,3506.39,140293204.0,sz399300
 990 | 1033,2017-04-10,3519.46,3505.14,3522.8,3502.08,141887380.0,sz399300
 991 | 1034,2017-04-11,3503.83,3517.33,3520.13,3466.14,165945832.0,sz399300
 992 | 1035,2017-04-12,3514.57,3509.44,3523.1,3498.0,181824537.0,sz399300
 993 | 1036,2017-04-13,3500.28,3514.57,3518.44,3496.57,129981813.0,sz399300
 994 | 1037,2017-04-14,3516.81,3486.5,3517.47,3476.95,135474078.0,sz399300
 995 | 1038,2017-04-17,3475.74,3479.94,3480.57,3453.68,117164961.0,sz399300
 996 | 1039,2017-04-18,3474.89,3462.74,3489.08,3462.63,110927823.0,sz399300
 997 | 1040,2017-04-19,3452.99,3445.88,3459.35,3418.51,121349264.0,sz399300
 998 | 1041,2017-04-20,3444.52,3461.55,3465.61,3440.72,114184208.0,sz399300
 999 | 1042,2017-04-21,3461.39,3466.79,3475.56,3449.54,104419110.0,sz399300
1000 | 1043,2017-04-24,3458.23,3431.26,3458.23,3403.98,114660791.0,sz399300
1001 | 1044,2017-04-25,3427.73,3440.97,3449.67,3422.65,94072148.0,sz399300
1002 | 1045,2017-04-26,3440.25,3445.18,3466.57,3439.15,111940029.0,sz399300
1003 | 1046,2017-04-27,3435.1,3446.72,3449.27,3399.54,123298425.0,sz399300
1004 | 1047,2017-04-28,3439.57,3439.75,3439.9,3417.24,101632351.0,sz399300
1005 | 1048,2017-05-02,3427.92,3426.58,3436.31,3418.67,92797462.0,sz399300
1006 | 1049,2017-05-03,3421.76,3413.13,3432.22,3403.08,91669624.0,sz399300
1007 | 1050,2017-05-04,3404.94,3404.39,3421.4,3391.28,103482075.0,sz399300
1008 | 1051,2017-05-05,3393.48,3382.55,3395.45,3366.56,109895333.0,sz399300
1009 | 1052,2017-05-08,3369.11,3358.81,3374.16,3339.57,123749287.0,sz399300
1010 | 1053,2017-05-09,3342.6,3352.53,3358.05,3327.59,76771668.0,sz399300
1011 | 1054,2017-05-10,3350.65,3337.7,3369.43,3336.0,92082628.0,sz399300
1012 | 1055,2017-05-11,3322.95,3356.65,3359.6,3312.89,109252890.0,sz399300
1013 | 1056,2017-05-12,3350.94,3385.38,3387.27,3349.17,93386466.0,sz399300
1014 | 1057,2017-05-15,3391.59,3399.19,3406.58,3391.59,82977611.0,sz399300
1015 | 1058,2017-05-16,3390.93,3428.65,3428.85,3373.55,105242416.0,sz399300
1016 | 1059,2017-05-17,3423.19,3409.97,3433.97,3408.15,99736837.0,sz399300
1017 | 1060,2017-05-18,3387.67,3398.11,3409.93,3383.94,85759589.0,sz399300
1018 | 1061,2017-05-19,3395.23,3403.85,3405.94,3392.38,71473525.0,sz399300
1019 | 1062,2017-05-22,3400.59,3411.24,3424.18,3391.17,92539559.0,sz399300
1020 | 1063,2017-05-23,3405.03,3424.19,3434.77,3401.53,116911033.0,sz399300
1021 | 1064,2017-05-24,3409.72,3424.17,3424.17,3383.89,83553161.0,sz399300
1022 | 1065,2017-05-25,3414.4,3485.66,3490.42,3413.22,130721631.0,sz399300
1023 | 1066,2017-05-26,3479.62,3480.43,3498.31,3473.04,103241153.0,sz399300
1024 | 1067,2017-05-31,3495.07,3492.88,3515.08,3474.92,104829744.0,sz399300
1025 | 1068,2017-06-01,3485.22,3497.74,3499.81,3476.43,103127724.0,sz399300
1026 | 1069,2017-06-02,3491.59,3486.51,3498.12,3470.2,82668010.0,sz399300
1027 | 1070,2017-06-05,3480.17,3468.75,3484.12,3462.31,79738152.0,sz399300
1028 | 1071,2017-06-06,3464.38,3492.88,3492.88,3460.45,64089388.0,sz399300
1029 | 1072,2017-06-07,3493.88,3533.87,3537.09,3491.13,104419968.0,sz399300
1030 | 1073,2017-06-08,3531.24,3560.98,3562.27,3528.18,90224905.0,sz399300
1031 | 1074,2017-06-09,3561.24,3576.17,3590.89,3560.63,101188265.0,sz399300
1032 | 1075,2017-06-12,3570.22,3574.39,3603.69,3565.9,90381167.0,sz399300
1033 | 1076,2017-06-13,3569.16,3582.27,3584.41,3559.21,75177138.0,sz399300
1034 | 1077,2017-06-14,3571.25,3535.3,3571.25,3530.27,83810783.0,sz399300
1035 | 1078,2017-06-15,3530.75,3528.79,3542.28,3508.95,82632535.0,sz399300
1036 | 1079,2017-06-16,3522.97,3518.76,3536.14,3514.39,76452707.0,sz399300
1037 | 1080,2017-06-19,3520.06,3553.67,3554.91,3520.06,79797141.0,sz399300
1038 | 1081,2017-06-20,3560.79,3546.49,3563.7,3539.51,80509559.0,sz399300
1039 | 1082,2017-06-21,3567.13,3587.96,3587.99,3545.57,87859824.0,sz399300
1040 | 1083,2017-06-22,3583.56,3590.34,3635.53,3581.34,135526987.0,sz399300
1041 | 1084,2017-06-23,3583.44,3622.88,3623.24,3569.32,105129134.0,sz399300
1042 | 1085,2017-06-26,3627.02,3668.09,3671.94,3627.02,134637995.0,sz399300
1043 | 1086,2017-06-27,3665.58,3674.72,3676.53,3648.76,97558702.0,sz399300
1044 | 1087,2017-06-28,3664.16,3646.17,3672.19,3644.03,97920858.0,sz399300
1045 | 1088,2017-06-29,3649.25,3668.83,3669.13,3644.73,85589498.0,sz399300
1046 | 1089,2017-06-30,3654.73,3666.8,3669.76,3646.23,81510028.0,sz399300
1047 | 1090,2017-07-03,3667.23,3650.85,3667.6,3633.78,88820860.0,sz399300
1048 | 1091,2017-07-04,3646.83,3619.98,3646.85,3611.69,95071413.0,sz399300
1049 | 1092,2017-07-05,3611.9,3659.68,3660.73,3610.46,88232425.0,sz399300
1050 | 1093,2017-07-06,3654.56,3660.1,3666.77,3629.56,102379245.0,sz399300
1051 | 1094,2017-07-07,3647.64,3655.93,3657.11,3631.87,103735497.0,sz399300
1052 | 1095,2017-07-10,3647.94,3653.69,3667.85,3641.53,120591910.0,sz399300
1053 | 1096,2017-07-11,3646.88,3670.81,3701.21,3645.99,118760826.0,sz399300
1054 | 1097,2017-07-12,3672.63,3658.82,3691.58,3640.59,122287792.0,sz399300
1055 | 1098,2017-07-13,3656.35,3686.92,3690.48,3652.57,125669549.0,sz399300
1056 | 1099,2017-07-14,3682.62,3703.09,3703.09,3672.74,105514005.0,sz399300
1057 | 1100,2017-07-17,3700.62,3663.56,3716.47,3621.37,178821600.0,sz399300
1058 | 1101,2017-07-18,3648.49,3667.18,3667.54,3622.04,124622056.0,sz399300
1059 | 1102,2017-07-19,3660.87,3729.75,3731.05,3658.2,182477787.0,sz399300
1060 | 1103,2017-07-20,3725.14,3747.88,3750.19,3723.07,142410039.0,sz399300
1061 | 1104,2017-07-21,3738.18,3728.6,3751.69,3722.07,117941226.0,sz399300
1062 | 1105,2017-07-24,3724.38,3743.47,3755.19,3719.85,134868722.0,sz399300
1063 | 1106,2017-07-25,3742.64,3719.56,3752.16,3713.28,121672059.0,sz399300
1064 | 1107,2017-07-26,3722.88,3705.39,3738.53,3684.18,136325210.0,sz399300
1065 | 1108,2017-07-27,3700.86,3712.19,3716.69,3672.5,145002904.0,sz399300
1066 | 1109,2017-07-28,3703.49,3721.89,3725.54,3696.78,111411392.0,sz399300
1067 | 1110,2017-07-31,3722.43,3737.87,3746.52,3713.66,148429039.0,sz399300
1068 | 1111,2017-08-01,3738.74,3770.38,3770.4,3737.1,152546539.0,sz399300
1069 | 1112,2017-08-02,3768.19,3760.85,3784.35,3759.28,172293383.0,sz399300
1070 | 1113,2017-08-03,3755.11,3727.83,3766.35,3718.44,146153944.0,sz399300
1071 | 1114,2017-08-04,3724.72,3707.58,3738.73,3707.0,157470060.0,sz399300
1072 | 1115,2017-08-07,3701.22,3726.79,3730.78,3689.96,124231530.0,sz399300
1073 | 1116,2017-08-08,3724.33,3732.21,3737.33,3718.81,137241928.0,sz399300
1074 | 1117,2017-08-09,3728.03,3731.04,3739.0,3713.57,124679989.0,sz399300
1075 | 1118,2017-08-10,3724.96,3715.92,3746.86,3688.18,130085128.0,sz399300
1076 | 1119,2017-08-11,3687.93,3647.35,3700.49,3645.09,150387421.0,sz399300
1077 | 1120,2017-08-14,3651.38,3694.68,3698.37,3651.38,115308451.0,sz399300
1078 | 1121,2017-08-15,3695.78,3706.06,3719.29,3692.28,106444857.0,sz399300
1079 | 1122,2017-08-16,3701.13,3701.42,3707.14,3679.73,104134141.0,sz399300
1080 | 1123,2017-08-17,3707.07,3721.28,3722.62,3704.41,108656251.0,sz399300
1081 | 1124,2017-08-18,3707.19,3724.67,3733.49,3700.41,96561705.0,sz399300
1082 | 1125,2017-08-21,3731.84,3740.99,3744.26,3728.62,100313073.0,sz399300
1083 | 1126,2017-08-22,3745.75,3752.3,3758.29,3734.56,100292856.0,sz399300
1084 | 1127,2017-08-23,3747.61,3756.09,3772.46,3741.72,104961573.0,sz399300
1085 | 1128,2017-08-24,3755.89,3734.65,3765.71,3729.09,89947372.0,sz399300
1086 | 1129,2017-08-25,3736.29,3795.75,3795.97,3736.29,129940900.0,sz399300
1087 | 1130,2017-08-28,3805.66,3842.71,3866.94,3805.66,185576325.0,sz399300
1088 | 1131,2017-08-29,3839.18,3834.54,3847.93,3825.76,128227070.0,sz399300
1089 | 1132,2017-08-30,3834.27,3834.3,3854.71,3827.86,141352857.0,sz399300
1090 | 1133,2017-08-31,3835.84,3822.09,3840.2,3800.89,132944935.0,sz399300
1091 | 1134,2017-09-01,3825.34,3830.54,3843.62,3818.16,158645511.0,sz399300
1092 | 1135,2017-09-04,3828.54,3845.62,3847.09,3813.55,149566320.0,sz399300
1093 | 1136,2017-09-05,3845.55,3857.05,3865.29,3841.95,124964155.0,sz399300
1094 | 1137,2017-09-06,3846.75,3849.45,3858.25,3831.38,131398723.0,sz399300
1095 | 1138,2017-09-07,3851.69,3829.87,3858.16,3828.83,123884181.0,sz399300
1096 | 1139,2017-09-08,3830.07,3825.99,3843.02,3813.98,106036504.0,sz399300
1097 | 1140,2017-09-11,3828.34,3825.65,3850.74,3817.51,123883997.0,sz399300
1098 | 1141,2017-09-12,3832.24,3837.93,3849.39,3822.0,144190242.0,sz399300
1099 | 1142,2017-09-13,3835.55,3842.61,3847.78,3822.94,95410785.0,sz399300
1100 | 1143,2017-09-14,3843.57,3829.96,3854.49,3820.09,115358583.0,sz399300
1101 | 1144,2017-09-15,3826.14,3831.3,3843.3,3818.52,122427006.0,sz399300
1102 | 1145,2017-09-18,3832.96,3843.14,3862.36,3832.96,117934405.0,sz399300
1103 | 1146,2017-09-19,3849.88,3832.12,3857.3,3820.29,112432987.0,sz399300
1104 | 1147,2017-09-20,3830.15,3842.44,3850.94,3827.89,101129542.0,sz399300
1105 | 1148,2017-09-21,3843.26,3837.82,3860.8,3837.38,111098192.0,sz399300
1106 | 1149,2017-09-22,3826.46,3837.73,3842.25,3816.82,100619802.0,sz399300
1107 | 1150,2017-09-25,3829.22,3817.79,3835.39,3811.12,103948976.0,sz399300
1108 | 1151,2017-09-26,3810.33,3820.78,3821.69,3808.38,81869407.0,sz399300
1109 | 1152,2017-09-27,3818.96,3821.2,3832.57,3818.81,85655811.0,sz399300
1110 | 1153,2017-09-28,3821.59,3822.54,3827.33,3813.75,93544069.0,sz399300
1111 | 1154,2017-09-29,3825.2,3836.5,3852.22,3825.2,93306028.0,sz399300
1112 | 1155,2017-10-09,3910.11,3882.21,3918.84,3876.03,135535851.0,sz399300
1113 | 1156,2017-10-10,3883.0,3889.86,3900.74,3855.47,112532586.0,sz399300
1114 | 


--------------------------------------------------------------------------------
/510300.csv:
--------------------------------------------------------------------------------
   1 | ,date,open,close,high,low,volume,code
   2 | 45,2013-03-15,2.533,2.529,2.604,2.5,5027987.0,510300
   3 | 46,2013-03-18,2.522,2.502,2.544,2.5,4252109.0,510300
   4 | 47,2013-03-19,2.506,2.524,2.532,2.49,4337150.0,510300
   5 | 48,2013-03-20,2.525,2.601,2.603,2.525,5888569.0,510300
   6 | 49,2013-03-21,2.607,2.608,2.622,2.596,3606871.0,510300
   7 | 50,2013-03-22,2.609,2.615,2.624,2.598,3630827.0,510300
   8 | 51,2013-03-25,2.625,2.611,2.638,2.6,3428520.0,510300
   9 | 52,2013-03-26,2.598,2.568,2.603,2.545,5746422.0,510300
  10 | 53,2013-03-27,2.57,2.574,2.609,2.559,4445452.0,510300
  11 | 54,2013-03-28,2.537,2.494,2.537,2.49,4066694.0,510300
  12 | 55,2013-03-29,2.502,2.487,2.507,2.48,3232432.0,510300
  13 | 56,2013-04-01,2.478,2.483,2.505,2.477,3309090.0,510300
  14 | 57,2013-04-02,2.489,2.487,2.523,2.47,3725639.0,510300
  15 | 58,2013-04-03,2.495,2.482,2.509,2.472,3168155.0,510300
  16 | 59,2013-04-08,2.45,2.47,2.474,2.433,3319435.0,510300
  17 | 60,2013-04-09,2.477,2.485,2.509,2.477,4870228.0,510300
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  19 | 62,2013-04-11,2.508,2.474,2.512,2.473,2170251.0,510300
  20 | 63,2013-04-12,2.476,2.466,2.485,2.463,2090345.0,510300
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  23 | 66,2013-04-17,2.455,2.462,2.464,2.439,4156771.0,510300
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  54 | 97,2013-06-04,2.607,2.572,2.608,2.564,4436294.0,510300
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  78 | 121,2013-07-11,2.28,2.371,2.411,2.275,4163258.0,510300
  79 | 122,2013-07-12,2.368,2.312,2.377,2.311,5941637.0,510300
  80 | 123,2013-07-15,2.327,2.345,2.382,2.315,4048451.0,510300
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  83 | 126,2013-07-18,2.316,2.288,2.323,2.278,3601863.0,510300
  84 | 127,2013-07-19,2.289,2.225,2.302,2.224,4124883.0,510300
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 100 | 143,2013-08-12,2.359,2.407,2.409,2.344,5206173.0,510300
 101 | 144,2013-08-13,2.406,2.407,2.41,2.39,3349543.0,510300
 102 | 145,2013-08-14,2.411,2.402,2.44,2.39,3988343.0,510300
 103 | 146,2013-08-15,2.4,2.374,2.411,2.369,2973782.0,510300
 104 | 147,2013-08-16,2.367,2.357,2.455,2.342,6019936.0,510300
 105 | 148,2013-08-19,2.348,2.377,2.393,2.334,3923917.0,510300
 106 | 149,2013-08-20,2.375,2.36,2.402,2.35,4416315.0,510300
 107 | 150,2013-08-21,2.37,2.36,2.376,2.337,2680073.0,510300
 108 | 151,2013-08-22,2.355,2.352,2.382,2.349,3156205.0,510300
 109 | 152,2013-08-23,2.365,2.337,2.373,2.301,4276942.0,510300
 110 | 153,2013-08-26,2.342,2.389,2.39,2.334,4385999.0,510300
 111 | 154,2013-08-27,2.384,2.389,2.395,2.369,4062534.0,510300
 112 | 155,2013-08-28,2.372,2.378,2.397,2.353,3317215.0,510300
 113 | 156,2013-08-29,2.39,2.371,2.394,2.356,2969749.0,510300
 114 | 157,2013-08-30,2.365,2.367,2.384,2.35,3279187.0,510300
 115 | 158,2013-09-02,2.372,2.369,2.38,2.35,3840557.0,510300
 116 | 159,2013-09-03,2.375,2.405,2.405,2.374,3079873.0,510300
 117 | 160,2013-09-04,2.401,2.404,2.407,2.397,3695617.0,510300
 118 | 161,2013-09-05,2.403,2.394,2.403,2.385,2763756.0,510300
 119 | 162,2013-09-06,2.389,2.408,2.412,2.389,3928209.0,510300
 120 | 163,2013-09-09,2.419,2.497,2.503,2.419,4642993.0,510300
 121 | 164,2013-09-10,2.497,2.53,2.535,2.492,3997592.0,510300
 122 | 165,2013-09-11,2.545,2.541,2.555,2.53,3801874.0,510300
 123 | 166,2013-09-12,2.538,2.566,2.585,2.529,4560582.0,510300
 124 | 167,2013-09-13,2.562,2.547,2.57,2.539,2681877.0,510300
 125 | 168,2013-09-16,2.56,2.534,2.563,2.524,3715187.0,510300
 126 | 169,2013-09-17,2.533,2.484,2.535,2.482,3053840.0,510300
 127 | 170,2013-09-18,2.484,2.487,2.491,2.46,2512067.0,510300
 128 | 171,2013-09-23,2.491,2.522,2.529,2.491,3926610.0,510300
 129 | 172,2013-09-24,2.522,2.498,2.522,2.47,3125181.0,510300
 130 | 173,2013-09-25,2.496,2.483,2.509,2.48,2211582.0,510300
 131 | 174,2013-09-26,2.474,2.442,2.476,2.437,2794751.0,510300
 132 | 175,2013-09-27,2.438,2.451,2.455,2.435,2248896.0,510300
 133 | 176,2013-09-30,2.458,2.467,2.487,2.452,2088410.0,510300
 134 | 177,2013-10-08,2.442,2.502,2.504,2.442,3137910.0,510300
 135 | 178,2013-10-09,2.49,2.505,2.505,2.484,2725497.0,510300
 136 | 179,2013-10-10,2.509,2.483,2.51,2.478,2755380.0,510300
 137 | 180,2013-10-11,2.494,2.523,2.529,2.492,3498972.0,510300
 138 | 181,2013-10-14,2.528,2.524,2.534,2.516,3536378.0,510300
 139 | 182,2013-10-15,2.528,2.521,2.53,2.502,2412414.0,510300
 140 | 183,2013-10-16,2.511,2.477,2.514,2.467,2719204.0,510300
 141 | 184,2013-10-17,2.489,2.464,2.493,2.463,1984921.0,510300
 142 | 185,2013-10-18,2.465,2.476,2.488,2.463,2550712.0,510300
 143 | 186,2013-10-21,2.481,2.529,2.532,2.473,3419880.0,510300
 144 | 187,2013-10-22,2.528,2.501,2.528,2.492,2876840.0,510300
 145 | 188,2013-10-23,2.504,2.474,2.53,2.466,3043314.0,510300
 146 | 189,2013-10-24,2.471,2.454,2.477,2.45,2305747.0,510300
 147 | 190,2013-10-25,2.455,2.415,2.464,2.401,2488843.0,510300
 148 | 191,2013-10-28,2.423,2.418,2.43,2.405,2092769.0,510300
 149 | 192,2013-10-29,2.422,2.421,2.459,2.382,4750693.0,510300
 150 | 193,2013-10-30,2.424,2.455,2.457,2.416,3245840.0,510300
 151 | 194,2013-10-31,2.449,2.431,2.449,2.422,1753139.0,510300
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 156 | 199,2013-11-07,2.406,2.396,2.408,2.383,2052677.0,510300
 157 | 200,2013-11-08,2.389,2.36,2.396,2.355,2656413.0,510300
 158 | 201,2013-11-11,2.357,2.363,2.372,2.343,2122232.0,510300
 159 | 202,2013-11-12,2.371,2.387,2.393,2.365,2565124.0,510300
 160 | 203,2013-11-13,2.375,2.342,2.375,2.341,2478247.0,510300
 161 | 204,2013-11-14,2.342,2.349,2.352,2.332,2382375.0,510300
 162 | 205,2013-11-15,2.359,2.398,2.429,2.357,5462143.0,510300
 163 | 206,2013-11-18,2.417,2.477,2.478,2.408,3787733.0,510300
 164 | 207,2013-11-19,2.473,2.466,2.479,2.461,2654410.0,510300
 165 | 208,2013-11-20,2.484,2.477,2.49,2.458,3702883.0,510300
 166 | 209,2013-11-21,2.466,2.465,2.471,2.438,3391181.0,510300
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 168 | 211,2013-11-25,2.438,2.438,2.472,2.43,3914382.0,510300
 169 | 212,2013-11-26,2.439,2.437,2.45,2.429,2609521.0,510300
 170 | 213,2013-11-27,2.436,2.465,2.479,2.431,4380607.0,510300
 171 | 214,2013-11-28,2.472,2.491,2.517,2.47,4348594.0,510300
 172 | 215,2013-11-29,2.494,2.493,2.5,2.485,2455758.0,510300
 173 | 216,2013-12-02,2.484,2.47,2.516,2.449,5338789.0,510300
 174 | 217,2013-12-03,2.466,2.492,2.501,2.462,3994628.0,510300
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 176 | 219,2013-12-05,2.525,2.524,2.531,2.515,3567310.0,510300
 177 | 220,2013-12-06,2.519,2.507,2.521,2.499,4617587.0,510300
 178 | 221,2013-12-09,2.518,2.506,2.525,2.5,3990465.0,510300
 179 | 222,2013-12-10,2.508,2.505,2.519,2.499,3323144.0,510300
 180 | 223,2013-12-11,2.493,2.466,2.493,2.451,4144818.0,510300
 181 | 224,2013-12-12,2.465,2.461,2.473,2.458,2974763.0,510300
 182 | 225,2013-12-13,2.439,2.46,2.471,2.433,3112769.0,510300
 183 | 226,2013-12-16,2.462,2.42,2.466,2.417,3608669.0,510300
 184 | 227,2013-12-17,2.42,2.405,2.422,2.401,3966720.0,510300
 185 | 228,2013-12-18,2.407,2.407,2.417,2.403,3015111.0,510300
 186 | 229,2013-12-19,2.414,2.384,2.419,2.383,4290503.0,510300
 187 | 230,2013-12-20,2.386,2.333,2.387,2.327,4594765.0,510300
 188 | 231,2013-12-23,2.333,2.333,2.345,2.307,2598022.0,510300
 189 | 232,2013-12-24,2.341,2.336,2.364,2.313,2634764.0,510300
 190 | 233,2013-12-25,2.34,2.348,2.357,2.33,3246848.0,510300
 191 | 234,2013-12-26,2.345,2.316,2.347,2.309,1922186.0,510300
 192 | 235,2013-12-27,2.317,2.347,2.366,2.316,3564712.0,510300
 193 | 236,2013-12-30,2.36,2.349,2.36,2.339,1999413.0,510300
 194 | 237,2013-12-31,2.335,2.376,2.379,2.33,3527363.0,510300
 195 | 238,2014-01-02,2.369,2.368,2.375,2.356,1877797.0,510300
 196 | 239,2014-01-03,2.358,2.342,2.36,2.326,4404445.0,510300
 197 | 240,2014-01-06,2.335,2.286,2.335,2.28,4834089.0,510300
 198 | 241,2014-01-07,2.27,2.287,2.295,2.265,1525888.0,510300
 199 | 242,2014-01-08,2.287,2.285,2.309,2.272,2050543.0,510300
 200 | 243,2014-01-09,2.28,2.271,2.306,2.269,3371288.0,510300
 201 | 244,2014-01-10,2.269,2.255,2.273,2.249,3701781.0,510300
 202 | 245,2014-01-13,2.255,2.239,2.268,2.23,4884821.0,510300
 203 | 246,2014-01-14,2.239,2.254,2.261,2.225,2509259.0,510300
 204 | 247,2014-01-15,2.253,2.254,2.257,2.235,3339884.0,510300
 205 | 248,2014-01-16,2.25,2.255,2.271,2.244,2001024.0,510300
 206 | 249,2014-01-17,2.248,2.223,2.252,2.222,2523919.0,510300
 207 | 250,2014-01-20,2.222,2.212,2.226,2.201,2296621.0,510300
 208 | 251,2014-01-21,2.17,2.182,2.195,2.167,2902637.0,510300
 209 | 252,2014-01-22,2.185,2.242,2.243,2.184,3794402.0,510300
 210 | 253,2014-01-23,2.239,2.23,2.242,2.225,2536862.0,510300
 211 | 254,2014-01-24,2.222,2.242,2.255,2.22,2700642.0,510300
 212 | 255,2014-01-27,2.226,2.213,2.228,2.205,2731127.0,510300
 213 | 256,2014-01-28,2.22,2.215,2.232,2.202,2401396.0,510300
 214 | 257,2014-01-29,2.221,2.222,2.226,2.215,1701587.0,510300
 215 | 258,2014-01-30,2.218,2.191,2.222,2.19,2744494.0,510300
 216 | 259,2014-02-07,2.173,2.205,2.206,2.169,3417277.0,510300
 217 | 260,2014-02-10,2.215,2.269,2.271,2.215,6386221.0,510300
 218 | 261,2014-02-11,2.265,2.28,2.29,2.257,2883879.0,510300
 219 | 262,2014-02-12,2.281,2.284,2.29,2.273,2525284.0,510300
 220 | 263,2014-02-13,2.279,2.278,2.298,2.275,2815558.0,510300
 221 | 264,2014-02-14,2.28,2.286,2.287,2.273,1647132.0,510300
 222 | 265,2014-02-17,2.308,2.302,2.312,2.289,1971993.0,510300
 223 | 266,2014-02-18,2.303,2.275,2.303,2.269,2936986.0,510300
 224 | 267,2014-02-19,2.273,2.305,2.312,2.27,3371678.0,510300
 225 | 268,2014-02-20,2.31,2.285,2.327,2.283,2017748.0,510300
 226 | 269,2014-02-21,2.284,2.259,2.289,2.249,2603374.0,510300
 227 | 270,2014-02-24,2.23,2.208,2.236,2.188,2691035.0,510300
 228 | 271,2014-02-25,2.209,2.151,2.219,2.147,3435203.0,510300
 229 | 272,2014-02-26,2.141,2.154,2.156,2.133,4173650.0,510300
 230 | 273,2014-02-27,2.16,2.149,2.17,2.147,3264826.0,510300
 231 | 274,2014-02-28,2.148,2.171,2.178,2.124,3394211.0,510300
 232 | 275,2014-03-03,2.168,2.179,2.19,2.159,2663613.0,510300
 233 | 276,2014-03-04,2.174,2.174,2.179,2.158,1879749.0,510300
 234 | 277,2014-03-05,2.18,2.155,2.183,2.152,3938169.0,510300
 235 | 278,2014-03-06,2.153,2.166,2.173,2.129,4127699.0,510300
 236 | 279,2014-03-07,2.165,2.159,2.18,2.155,2439539.0,510300
 237 | 280,2014-03-10,2.139,2.092,2.139,2.089,2703461.0,510300
 238 | 281,2014-03-11,2.091,2.101,2.118,2.084,2862876.0,510300
 239 | 282,2014-03-12,2.093,2.103,2.122,2.089,2646605.0,510300
 240 | 283,2014-03-13,2.111,2.136,2.141,2.106,2247717.0,510300
 241 | 284,2014-03-14,2.121,2.118,2.131,2.108,1126162.0,510300
 242 | 285,2014-03-17,2.135,2.134,2.139,2.115,1372904.0,510300
 243 | 286,2014-03-18,2.136,2.132,2.145,2.13,946710.0,510300
 244 | 287,2014-03-19,2.125,2.119,2.125,2.098,1518427.0,510300
 245 | 288,2014-03-20,2.119,2.082,2.133,2.081,2852527.0,510300
 246 | 289,2014-03-21,2.08,2.159,2.162,2.073,4046807.0,510300
 247 | 290,2014-03-24,2.156,2.169,2.18,2.144,3081317.0,510300
 248 | 291,2014-03-25,2.162,2.166,2.188,2.158,2641547.0,510300
 249 | 292,2014-03-26,2.173,2.166,2.178,2.159,1587732.0,510300
 250 | 293,2014-03-27,2.16,2.151,2.182,2.14,3566803.0,510300
 251 | 294,2014-03-28,2.151,2.15,2.167,2.139,2004820.0,510300
 252 | 295,2014-03-31,2.155,2.141,2.163,2.126,2376535.0,510300
 253 | 296,2014-04-01,2.139,2.153,2.169,2.135,1706956.0,510300
 254 | 297,2014-04-02,2.156,2.17,2.176,2.154,1623971.0,510300
 255 | 298,2014-04-03,2.18,2.155,2.189,2.154,3269472.0,510300
 256 | 299,2014-04-04,2.152,2.181,2.181,2.148,1885587.0,510300
 257 | 300,2014-04-08,2.175,2.233,2.24,2.172,3717930.0,510300
 258 | 301,2014-04-09,2.237,2.229,2.241,2.223,2688656.0,510300
 259 | 302,2014-04-10,2.233,2.265,2.287,2.22,4754513.0,510300
 260 | 303,2014-04-11,2.268,2.264,2.275,2.253,3067077.0,510300
 261 | 304,2014-04-14,2.264,2.263,2.27,2.251,2134907.0,510300
 262 | 305,2014-04-15,2.253,2.223,2.253,2.218,2262150.0,510300
 263 | 306,2014-04-16,2.223,2.223,2.241,2.213,3070273.0,510300
 264 | 307,2014-04-17,2.229,2.219,2.235,2.214,1966073.0,510300
 265 | 308,2014-04-18,2.209,2.215,2.224,2.191,3439955.0,510300
 266 | 309,2014-04-21,2.2,2.175,2.225,2.174,3798473.0,510300
 267 | 310,2014-04-22,2.175,2.19,2.192,2.158,4551193.0,510300
 268 | 311,2014-04-23,2.181,2.186,2.194,2.177,3305189.0,510300
 269 | 312,2014-04-24,2.184,2.188,2.203,2.181,3374683.0,510300
 270 | 313,2014-04-25,2.193,2.161,2.195,2.16,4353856.0,510300
 271 | 314,2014-04-28,2.16,2.131,2.167,2.129,5070553.0,510300
 272 | 315,2014-04-29,2.131,2.15,2.155,2.128,4387669.0,510300
 273 | 316,2014-04-30,2.148,2.149,2.154,2.143,2976963.0,510300
 274 | 317,2014-05-05,2.142,2.15,2.159,2.121,4780497.0,510300
 275 | 318,2014-05-06,2.148,2.147,2.169,2.14,4025842.0,510300
 276 | 319,2014-05-07,2.142,2.133,2.147,2.131,2808434.0,510300
 277 | 320,2014-05-08,2.13,2.129,2.167,2.126,3038288.0,510300
 278 | 321,2014-05-09,2.136,2.128,2.139,2.117,3148898.0,510300
 279 | 322,2014-05-12,2.142,2.171,2.178,2.134,3896263.0,510300
 280 | 323,2014-05-13,2.171,2.165,2.176,2.159,2396768.0,510300
 281 | 324,2014-05-14,2.166,2.165,2.178,2.163,2676012.0,510300
 282 | 325,2014-05-15,2.164,2.141,2.166,2.141,3704599.0,510300
 283 | 326,2014-05-16,2.14,2.14,2.149,2.131,5072993.0,510300
 284 | 327,2014-05-19,2.136,2.111,2.136,2.101,5314496.0,510300
 285 | 328,2014-05-20,2.12,2.109,2.128,2.105,2911718.0,510300
 286 | 329,2014-05-21,2.104,2.129,2.134,2.092,5292158.0,510300
 287 | 330,2014-05-22,2.13,2.123,2.16,2.122,4562228.0,510300
 288 | 331,2014-05-23,2.127,2.147,2.149,2.125,3598523.0,510300
 289 | 332,2014-05-26,2.159,2.154,2.17,2.142,4659010.0,510300
 290 | 333,2014-05-27,2.152,2.147,2.16,2.144,3877246.0,510300
 291 | 334,2014-05-28,2.148,2.169,2.17,2.137,4454642.0,510300
 292 | 335,2014-05-29,2.172,2.156,2.177,2.156,3954068.0,510300
 293 | 336,2014-05-30,2.156,2.154,2.167,2.146,4536523.0,510300
 294 | 337,2014-06-03,2.157,2.147,2.166,2.147,3880030.0,510300
 295 | 338,2014-06-04,2.147,2.128,2.147,2.118,4080484.0,510300
 296 | 339,2014-06-05,2.128,2.153,2.154,2.126,4302066.0,510300
 297 | 340,2014-06-06,2.151,2.135,2.152,2.121,4490880.0,510300
 298 | 341,2014-06-09,2.129,2.133,2.157,2.125,4674114.0,510300
 299 | 342,2014-06-10,2.142,2.162,2.163,2.134,6639836.0,510300
 300 | 343,2014-06-11,2.158,2.158,2.162,2.15,3218439.0,510300
 301 | 344,2014-06-12,2.153,2.156,2.163,2.151,2515414.0,510300
 302 | 345,2014-06-13,2.155,2.18,2.188,2.153,6213266.0,510300
 303 | 346,2014-06-16,2.181,2.194,2.203,2.18,6881177.0,510300
 304 | 347,2014-06-17,2.189,2.176,2.189,2.176,6756314.0,510300
 305 | 348,2014-06-18,2.176,2.166,2.181,2.165,7097536.0,510300
 306 | 349,2014-06-19,2.167,2.135,2.172,2.127,6884162.0,510300
 307 | 350,2014-06-20,2.136,2.143,2.147,2.132,6533089.0,510300
 308 | 351,2014-06-23,2.145,2.14,2.157,2.139,5523417.0,510300
 309 | 352,2014-06-24,2.14,2.158,2.159,2.14,4436853.0,510300
 310 | 353,2014-06-25,2.156,2.151,2.156,2.14,3202631.0,510300
 311 | 354,2014-06-26,2.152,2.161,2.167,2.152,4077076.0,510300
 312 | 355,2014-06-27,2.157,2.165,2.179,2.153,4702265.0,510300
 313 | 356,2014-06-30,2.171,2.179,2.187,2.171,5286535.0,510300
 314 | 357,2014-07-01,2.188,2.18,2.19,2.172,2669586.0,510300
 315 | 358,2014-07-02,2.181,2.19,2.19,2.172,3432223.0,510300
 316 | 359,2014-07-03,2.19,2.198,2.206,2.185,3632747.0,510300
 317 | 360,2014-07-04,2.198,2.198,2.202,2.191,3259942.0,510300
 318 | 361,2014-07-07,2.196,2.196,2.205,2.19,3058048.0,510300
 319 | 362,2014-07-08,2.191,2.199,2.199,2.184,3291169.0,510300
 320 | 363,2014-07-09,2.198,2.171,2.2,2.169,3637034.0,510300
 321 | 364,2014-07-10,2.172,2.169,2.175,2.164,3337756.0,510300
 322 | 365,2014-07-11,2.169,2.175,2.185,2.167,3890224.0,510300
 323 | 366,2014-07-14,2.18,2.205,2.206,2.175,5707724.0,510300
 324 | 367,2014-07-15,2.201,2.202,2.205,2.196,3536152.0,510300
 325 | 368,2014-07-16,2.203,2.201,2.213,2.2,4748280.0,510300
 326 | 369,2014-07-17,2.201,2.192,2.202,2.183,3624173.0,510300
 327 | 370,2014-07-18,2.189,2.203,2.213,2.187,3685581.0,510300
 328 | 371,2014-07-21,2.203,2.202,2.207,2.195,3228193.0,510300
 329 | 372,2014-07-22,2.2,2.228,2.238,2.196,6256008.0,510300
 330 | 373,2014-07-23,2.229,2.232,2.248,2.226,5186599.0,510300
 331 | 374,2014-07-24,2.237,2.28,2.281,2.237,5738975.0,510300
 332 | 375,2014-07-25,2.285,2.306,2.308,2.28,4877040.0,510300
 333 | 376,2014-07-28,2.31,2.368,2.381,2.31,8375148.0,510300
 334 | 377,2014-07-29,2.369,2.374,2.388,2.359,4265830.0,510300
 335 | 378,2014-07-30,2.364,2.366,2.384,2.363,6079403.0,510300
 336 | 379,2014-07-31,2.366,2.398,2.399,2.361,4861899.0,510300
 337 | 380,2014-08-01,2.392,2.369,2.42,2.368,7790077.0,510300
 338 | 381,2014-08-04,2.38,2.42,2.422,2.378,6360271.0,510300
 339 | 382,2014-08-05,2.421,2.413,2.423,2.397,6128304.0,510300
 340 | 383,2014-08-06,2.396,2.398,2.411,2.375,6313654.0,510300
 341 | 384,2014-08-07,2.405,2.372,2.408,2.369,5575378.0,510300
 342 | 385,2014-08-08,2.373,2.373,2.385,2.365,4976759.0,510300
 343 | 386,2014-08-11,2.384,2.406,2.412,2.378,4944974.0,510300
 344 | 387,2014-08-12,2.4,2.396,2.4,2.385,5253015.0,510300
 345 | 388,2014-08-13,2.402,2.403,2.412,2.378,5660159.0,510300
 346 | 389,2014-08-14,2.401,2.374,2.406,2.374,5364936.0,510300
 347 | 390,2014-08-15,2.378,2.404,2.415,2.376,5759061.0,510300
 348 | 391,2014-08-18,2.406,2.412,2.422,2.401,6385631.0,510300
 349 | 392,2014-08-19,2.416,2.414,2.418,2.397,4951745.0,510300
 350 | 393,2014-08-20,2.413,2.405,2.417,2.402,5345229.0,510300
 351 | 394,2014-08-21,2.405,2.396,2.408,2.381,5065403.0,510300
 352 | 395,2014-08-22,2.395,2.408,2.412,2.393,4913119.0,510300
 353 | 396,2014-08-25,2.411,2.387,2.412,2.382,4375767.0,510300
 354 | 397,2014-08-26,2.38,2.372,2.393,2.362,4553470.0,510300
 355 | 398,2014-08-27,2.37,2.371,2.379,2.368,4512459.0,510300
 356 | 399,2014-08-28,2.372,2.36,2.376,2.357,5478509.0,510300
 357 | 400,2014-08-29,2.36,2.383,2.385,2.36,4426938.0,510300
 358 | 401,2014-09-01,2.383,2.394,2.396,2.38,5255470.0,510300
 359 | 402,2014-09-02,2.396,2.43,2.436,2.39,7328855.0,510300
 360 | 403,2014-09-03,2.437,2.453,2.461,2.436,5170650.0,510300
 361 | 404,2014-09-04,2.456,2.476,2.477,2.45,4312598.0,510300
 362 | 405,2014-09-05,2.484,2.5,2.504,2.477,6407412.0,510300
 363 | 406,2014-09-09,2.501,2.494,2.502,2.485,3962325.0,510300
 364 | 407,2014-09-10,2.477,2.478,2.481,2.466,5310511.0,510300
 365 | 408,2014-09-11,2.478,2.464,2.514,2.457,7222657.0,510300
 366 | 409,2014-09-12,2.464,2.484,2.484,2.455,5116385.0,510300
 367 | 410,2014-09-15,2.47,2.477,2.482,2.461,6564734.0,510300
 368 | 411,2014-09-16,2.486,2.434,2.49,2.431,6259853.0,510300
 369 | 412,2014-09-17,2.445,2.442,2.449,2.428,5165643.0,510300
 370 | 413,2014-09-18,2.44,2.452,2.457,2.432,8462794.0,510300
 371 | 414,2014-09-19,2.452,2.472,2.48,2.449,7218656.0,510300
 372 | 415,2014-09-22,2.464,2.42,2.464,2.416,6310351.0,510300
 373 | 416,2014-09-23,2.423,2.445,2.449,2.423,6642956.0,510300
 374 | 417,2014-09-24,2.435,2.492,2.497,2.428,10530459.0,510300
 375 | 418,2014-09-25,2.5,2.479,2.514,2.472,11766577.0,510300
 376 | 419,2014-09-26,2.479,2.48,2.486,2.462,7014042.0,510300
 377 | 420,2014-09-29,2.479,2.491,2.493,2.475,7302410.0,510300
 378 | 421,2014-09-30,2.49,2.491,2.499,2.482,5853168.0,510300
 379 | 422,2014-10-08,2.498,2.518,2.52,2.484,8155297.0,510300
 380 | 423,2014-10-09,2.522,2.519,2.529,2.505,6124161.0,510300
 381 | 424,2014-10-10,2.506,2.507,2.521,2.497,6974427.0,510300
 382 | 425,2014-10-13,2.496,2.493,2.499,2.467,6893526.0,510300
 383 | 426,2014-10-14,2.491,2.484,2.505,2.478,7137540.0,510300
 384 | 427,2014-10-15,2.483,2.5,2.505,2.471,5035690.0,510300
 385 | 428,2014-10-16,2.489,2.491,2.519,2.481,5907807.0,510300
 386 | 429,2014-10-17,2.491,2.48,2.497,2.456,7260138.0,510300
 387 | 430,2014-10-20,2.485,2.491,2.492,2.479,5267683.0,510300
 388 | 431,2014-10-21,2.491,2.475,2.498,2.473,5479022.0,510300
 389 | 432,2014-10-22,2.475,2.461,2.486,2.46,6098876.0,510300
 390 | 433,2014-10-23,2.46,2.435,2.465,2.434,7750311.0,510300
 391 | 434,2014-10-24,2.436,2.433,2.444,2.43,5816379.0,510300
 392 | 435,2014-10-27,2.423,2.41,2.423,2.4,6444636.0,510300
 393 | 436,2014-10-28,2.415,2.458,2.459,2.413,7081639.0,510300
 394 | 437,2014-10-29,2.463,2.489,2.504,2.455,9098717.0,510300
 395 | 438,2014-10-30,2.489,2.504,2.51,2.484,8426431.0,510300
 396 | 439,2014-10-31,2.511,2.554,2.557,2.509,7323906.0,510300
 397 | 440,2014-11-03,2.555,2.549,2.561,2.542,6135850.0,510300
 398 | 441,2014-11-04,2.543,2.547,2.552,2.538,5776701.0,510300
 399 | 442,2014-11-05,2.554,2.544,2.56,2.537,5502652.0,510300
 400 | 443,2014-11-06,2.547,2.545,2.552,2.521,7252257.0,510300
 401 | 444,2014-11-07,2.546,2.54,2.582,2.527,8261054.0,510300
 402 | 445,2014-11-10,2.551,2.611,2.612,2.55,6772235.0,510300
 403 | 446,2014-11-11,2.615,2.594,2.638,2.574,8693650.0,510300
 404 | 447,2014-11-12,2.591,2.632,2.633,2.583,5575938.0,510300
 405 | 448,2014-11-13,2.631,2.617,2.64,2.608,11701384.0,510300
 406 | 449,2014-11-14,2.61,2.62,2.62,2.597,5247875.0,510300
 407 | 450,2014-11-17,2.65,2.609,2.657,2.609,6877927.0,510300
 408 | 451,2014-11-18,2.608,2.581,2.608,2.575,5918560.0,510300
 409 | 452,2014-11-19,2.58,2.573,2.586,2.567,6915317.0,510300
 410 | 453,2014-11-20,2.566,2.577,2.582,2.555,5993677.0,510300
 411 | 454,2014-11-21,2.577,2.626,2.629,2.568,10309707.0,510300
 412 | 455,2014-11-24,2.65,2.701,2.72,2.646,13277666.0,510300
 413 | 456,2014-11-25,2.697,2.729,2.734,2.692,12741722.0,510300
 414 | 457,2014-11-26,2.733,2.759,2.76,2.733,11842240.0,510300
 415 | 458,2014-11-27,2.767,2.784,2.786,2.756,14180399.0,510300
 416 | 459,2014-11-28,2.775,2.85,2.87,2.773,13651346.0,510300
 417 | 460,2014-12-01,2.859,2.853,2.879,2.845,8192861.0,510300
 418 | 461,2014-12-02,2.85,2.966,3.0,2.838,14079458.0,510300
 419 | 462,2014-12-03,2.974,2.998,3.066,2.951,18562139.0,510300
 420 | 463,2014-12-04,3.029,3.18,3.183,3.008,17863904.0,510300
 421 | 464,2014-12-05,3.19,3.161,3.24,3.059,19759233.0,510300
 422 | 465,2014-12-08,3.135,3.313,3.323,3.109,16625137.0,510300
 423 | 466,2014-12-09,3.261,3.13,3.435,3.0,16196280.0,510300
 424 | 467,2014-12-10,3.196,3.243,3.274,3.093,23570021.0,510300
 425 | 468,2014-12-11,3.2,3.208,3.277,3.175,19211225.0,510300
 426 | 469,2014-12-12,3.225,3.218,3.277,3.195,13442354.0,510300
 427 | 470,2014-12-15,3.218,3.255,3.268,3.177,11291791.0,510300
 428 | 471,2014-12-16,3.253,3.331,3.338,3.24,16418864.0,510300
 429 | 472,2014-12-17,3.344,3.388,3.395,3.309,20043030.0,510300
 430 | 473,2014-12-18,3.39,3.384,3.434,3.364,22410690.0,510300
 431 | 474,2014-12-19,3.387,3.434,3.443,3.311,21429541.0,510300
 432 | 475,2014-12-22,3.434,3.41,3.482,3.399,18691135.0,510300
 433 | 476,2014-12-23,3.385,3.341,3.454,3.331,19073574.0,510300
 434 | 477,2014-12-24,3.341,3.248,3.368,3.202,20900443.0,510300
 435 | 478,2014-12-25,3.268,3.366,3.37,3.263,17610132.0,510300
 436 | 479,2014-12-26,3.368,3.497,3.505,3.36,17964517.0,510300
 437 | 480,2014-12-29,3.57,3.48,3.595,3.427,24745093.0,510300
 438 | 481,2014-12-30,3.483,3.48,3.527,3.45,13477504.0,510300
 439 | 482,2014-12-31,3.488,3.574,3.585,3.484,14748614.0,510300
 440 | 483,2015-01-05,3.604,3.688,3.735,3.589,30758984.0,510300
 441 | 484,2015-01-06,3.665,3.663,3.708,3.612,16023424.0,510300
 442 | 485,2015-01-07,3.645,3.662,3.69,3.625,17043221.0,510300
 443 | 486,2015-01-08,3.672,3.582,3.682,3.57,12361365.0,510300
 444 | 487,2015-01-09,3.572,3.556,3.725,3.542,20780562.0,510300
 445 | 488,2015-01-12,3.557,3.545,3.58,3.487,13826504.0,510300
 446 | 489,2015-01-13,3.542,3.538,3.576,3.512,9697400.0,510300
 447 | 490,2015-01-14,3.545,3.53,3.573,3.49,9631631.0,510300
 448 | 491,2015-01-15,3.53,3.63,3.636,3.504,13119280.0,510300
 449 | 492,2015-01-16,3.643,3.662,3.685,3.633,13133958.0,510300
 450 | 493,2015-01-19,3.469,3.296,3.499,3.296,12765272.0,510300
 451 | 494,2015-01-20,3.31,3.382,3.414,3.302,17005137.0,510300
 452 | 495,2015-01-21,3.394,3.537,3.556,3.391,13881855.0,510300
 453 | 496,2015-01-22,3.543,3.543,3.568,3.501,9941913.0,510300
 454 | 497,2015-01-23,3.568,3.56,3.613,3.53,9745623.0,510300
 455 | 498,2015-01-26,3.58,3.594,3.6,3.542,8802064.0,510300
 456 | 499,2015-01-27,3.602,3.558,3.607,3.486,12312449.0,510300
 457 | 500,2015-01-28,3.531,3.501,3.57,3.489,9584008.0,510300
 458 | 501,2015-01-29,3.455,3.464,3.488,3.432,9530566.0,510300
 459 | 502,2015-01-30,3.484,3.421,3.503,3.406,11179817.0,510300
 460 | 503,2015-02-02,3.36,3.344,3.399,3.333,8583404.0,510300
 461 | 504,2015-02-03,3.383,3.423,3.435,3.353,8725036.0,510300
 462 | 505,2015-02-04,3.439,3.384,3.47,3.38,10930569.0,510300
 463 | 506,2015-02-05,3.475,3.344,3.48,3.34,14647722.0,510300
 464 | 507,2015-02-06,3.344,3.294,3.361,3.269,13323765.0,510300
 465 | 508,2015-02-09,3.294,3.332,3.37,3.29,12518566.0,510300
 466 | 509,2015-02-10,3.336,3.399,3.401,3.333,13935345.0,510300
 467 | 510,2015-02-11,3.403,3.421,3.435,3.402,11911260.0,510300
 468 | 511,2015-02-12,3.421,3.435,3.446,3.393,7785122.0,510300
 469 | 512,2015-02-13,3.443,3.457,3.503,3.443,10813775.0,510300
 470 | 513,2015-02-16,3.456,3.486,3.495,3.451,8421547.0,510300
 471 | 514,2015-02-17,3.501,3.517,3.529,3.5,8973060.0,510300
 472 | 515,2015-02-25,3.514,3.463,3.514,3.444,13779805.0,510300
 473 | 516,2015-02-26,3.46,3.566,3.569,3.445,12517040.0,510300
 474 | 517,2015-02-27,3.564,3.559,3.585,3.542,10331788.0,510300
 475 | 518,2015-03-02,3.583,3.587,3.598,3.551,11512422.0,510300
 476 | 519,2015-03-03,3.563,3.489,3.563,3.485,11965033.0,510300
 477 | 520,2015-03-04,3.501,3.518,3.532,3.478,8696866.0,510300
 478 | 521,2015-03-05,3.497,3.488,3.506,3.451,10619007.0,510300
 479 | 522,2015-03-06,3.485,3.466,3.501,3.457,9184233.0,510300
 480 | 523,2015-03-09,3.432,3.534,3.544,3.401,14989497.0,510300
 481 | 524,2015-03-10,3.521,3.509,3.537,3.496,10614478.0,510300
 482 | 525,2015-03-11,3.51,3.514,3.565,3.495,14136149.0,510300
 483 | 526,2015-03-12,3.538,3.578,3.597,3.526,14385133.0,510300
 484 | 527,2015-03-13,3.586,3.598,3.625,3.573,9200028.0,510300
 485 | 528,2015-03-16,3.62,3.687,3.694,3.601,12419541.0,510300
 486 | 529,2015-03-17,3.715,3.734,3.742,3.701,13772577.0,510300
 487 | 530,2015-03-18,3.742,3.833,3.839,3.742,13322043.0,510300
 488 | 531,2015-03-19,3.816,3.813,3.832,3.793,13747984.0,510300
 489 | 532,2015-03-20,3.824,3.867,3.896,3.81,12711220.0,510300
 490 | 533,2015-03-23,3.907,3.945,3.98,3.902,9506119.0,510300
 491 | 534,2015-03-24,3.951,3.941,3.962,3.868,16266947.0,510300
 492 | 535,2015-03-25,3.926,3.917,3.951,3.881,12189714.0,510300
 493 | 536,2015-03-26,3.9,3.92,3.966,3.86,12752408.0,510300
 494 | 537,2015-03-27,3.927,3.95,3.972,3.91,8845228.19,510300
 495 | 538,2015-03-30,3.983,4.076,4.09,3.975,12802761.0,510300
 496 | 539,2015-03-31,4.134,4.031,4.15,3.975,27410138.0,510300
 497 | 540,2015-04-01,4.035,4.097,4.125,4.028,14824100.0,510300
 498 | 541,2015-04-02,4.127,4.091,4.139,4.035,20198227.0,510300
 499 | 542,2015-04-03,4.083,4.157,4.162,4.073,10549230.0,510300
 500 | 543,2015-04-07,4.183,4.23,4.23,4.156,12398463.0,510300
 501 | 544,2015-04-08,4.24,4.264,4.277,4.185,9368158.0,510300
 502 | 545,2015-04-09,4.282,4.233,4.298,4.193,11668331.0,510300
 503 | 546,2015-04-10,4.233,4.332,4.339,4.213,10284434.0,510300
 504 | 547,2015-04-13,4.357,4.404,4.423,4.341,8257742.0,510300
 505 | 548,2015-04-14,4.395,4.406,4.458,4.37,9848463.0,510300
 506 | 549,2015-04-15,4.406,4.369,4.45,4.364,11917793.0,510300
 507 | 550,2015-04-16,4.369,4.512,4.517,4.323,10711659.0,510300
 508 | 551,2015-04-17,4.53,4.59,4.631,4.529,12126834.0,510300
 509 | 552,2015-04-20,4.59,4.49,4.649,4.47,12638763.0,510300
 510 | 553,2015-04-21,4.493,4.585,4.588,4.486,13299154.0,510300
 511 | 554,2015-04-22,4.6,4.71,4.717,4.6,12169515.0,510300
 512 | 555,2015-04-23,4.737,4.705,4.749,4.666,9725637.0,510300
 513 | 556,2015-04-24,4.67,4.688,4.7,4.592,8708712.0,510300
 514 | 557,2015-04-27,4.737,4.785,4.795,4.702,11266967.0,510300
 515 | 558,2015-04-28,4.769,4.723,4.804,4.679,12519068.0,510300
 516 | 559,2015-04-29,4.723,4.749,4.775,4.681,8027906.0,510300
 517 | 560,2015-04-30,4.76,4.739,4.797,4.737,7658200.0,510300
 518 | 561,2015-05-04,4.739,4.765,4.77,4.688,7988415.0,510300
 519 | 562,2015-05-05,4.76,4.584,4.76,4.553,9813952.0,510300
 520 | 563,2015-05-06,4.59,4.536,4.678,4.497,18782493.0,510300
 521 | 564,2015-05-07,4.511,4.457,4.528,4.442,25005675.0,510300
 522 | 565,2015-05-08,4.49,4.526,4.53,4.42,13094727.0,510300
 523 | 566,2015-05-11,4.55,4.675,4.68,4.508,27020156.0,510300
 524 | 567,2015-05-12,4.674,4.729,4.731,4.642,7819125.0,510300
 525 | 568,2015-05-13,4.735,4.685,4.735,4.656,6823684.0,510300
 526 | 569,2015-05-14,4.686,4.674,4.707,4.653,6155977.0,510300
 527 | 570,2015-05-15,4.668,4.588,4.67,4.567,8241200.0,510300
 528 | 571,2015-05-18,4.573,4.554,4.597,4.533,7372686.0,510300
 529 | 572,2015-05-19,4.554,4.711,4.727,4.547,15114416.0,510300
 530 | 573,2015-05-20,4.737,4.733,4.833,4.697,20741770.0,510300
 531 | 574,2015-05-21,4.745,4.83,4.833,4.732,11635718.0,510300
 532 | 575,2015-05-22,4.865,4.934,4.938,4.849,12159245.0,510300
 533 | 576,2015-05-25,4.928,5.09,5.092,4.922,11365784.0,510300
 534 | 577,2015-05-26,5.1,5.165,5.18,5.039,11309206.0,510300
 535 | 578,2015-05-27,5.185,5.165,5.21,5.097,15048546.0,510300
 536 | 579,2015-05-28,5.159,4.815,5.18,4.755,15097912.0,510300
 537 | 580,2015-05-29,4.83,4.818,4.896,4.64,20550189.0,510300
 538 | 581,2015-06-01,4.818,5.07,5.08,4.801,17542104.0,510300
 539 | 582,2015-06-02,5.07,5.156,5.162,5.002,15123215.0,510300
 540 | 583,2015-06-03,5.156,5.113,5.166,5.025,14301795.0,510300
 541 | 584,2015-06-04,5.115,5.171,5.18,4.709,21827335.0,510300
 542 | 585,2015-06-05,5.2,5.179,5.25,5.051,14405085.0,510300
 543 | 586,2015-06-08,5.195,5.306,5.35,5.132,25233080.0,510300
 544 | 587,2015-06-09,5.315,5.263,5.323,5.196,17623198.0,510300
 545 | 588,2015-06-10,5.234,5.258,5.347,5.196,7031789.0,510300
 546 | 589,2015-06-11,5.258,5.259,5.3,5.206,7340937.0,510300
 547 | 590,2015-06-12,5.281,5.298,5.328,5.235,8205332.0,510300
 548 | 591,2015-06-15,5.313,5.171,5.331,5.158,8778392.0,510300
 549 | 592,2015-06-16,5.149,5.035,5.166,4.98,9127585.0,510300
 550 | 593,2015-06-17,5.037,5.11,5.138,4.935,10940242.0,510300
 551 | 594,2015-06-18,5.079,4.909,5.09,4.894,8722978.0,510300
 552 | 595,2015-06-19,4.844,4.603,4.889,4.591,10840079.0,510300
 553 | 596,2015-06-23,4.616,4.766,4.784,4.446,17606865.0,510300
 554 | 597,2015-06-24,4.79,4.871,4.877,4.68,13416412.0,510300
 555 | 598,2015-06-25,4.892,4.696,4.915,4.662,6760862.0,510300
 556 | 599,2015-06-26,4.59,4.346,4.658,4.229,9893036.0,510300
 557 | 600,2015-06-29,4.443,4.182,4.445,3.96,17347939.0,510300
 558 | 601,2015-06-30,4.19,4.484,4.485,3.996,27653175.0,510300
 559 | 602,2015-07-01,4.414,4.197,4.532,4.171,13863663.0,510300
 560 | 603,2015-07-02,4.28,4.108,4.322,3.96,22616373.0,510300
 561 | 604,2015-07-03,4.108,3.919,4.185,3.785,35819537.0,510300
 562 | 605,2015-07-06,4.308,4.025,4.308,3.83,49183037.0,510300
 563 | 606,2015-07-07,3.92,3.848,3.982,3.769,33833890.0,510300
 564 | 607,2015-07-08,3.55,3.463,3.7,3.463,16586074.0,510300
 565 | 608,2015-07-09,3.42,3.809,3.809,3.41,13925565.0,510300
 566 | 609,2015-07-10,3.93,4.189,4.19,3.862,12497600.0,510300
 567 | 610,2015-07-13,4.15,4.234,4.316,4.1,10322504.0,510300
 568 | 611,2015-07-14,4.165,4.154,4.297,4.092,9097319.0,510300
 569 | 612,2015-07-15,4.092,3.945,4.139,3.9,6006835.0,510300
 570 | 613,2015-07-16,3.93,4.036,4.103,3.89,6337549.0,510300
 571 | 614,2015-07-17,4.07,4.2,4.23,4.023,7336477.0,510300
 572 | 615,2015-07-20,4.183,4.188,4.254,4.134,6895961.0,510300
 573 | 616,2015-07-21,4.134,4.214,4.244,4.105,4712593.0,510300
 574 | 617,2015-07-22,4.2,4.194,4.225,4.136,3665737.0,510300
 575 | 618,2015-07-23,4.199,4.308,4.32,4.181,5204889.0,510300
 576 | 619,2015-07-24,4.302,4.218,4.336,4.192,4200409.0,510300
 577 | 620,2015-07-27,4.136,3.803,4.196,3.796,5086913.0,510300
 578 | 621,2015-07-28,3.722,3.847,3.92,3.666,7616118.0,510300
 579 | 622,2015-07-29,3.881,3.988,3.996,3.81,5245456.0,510300
 580 | 623,2015-07-30,3.95,3.851,4.011,3.839,3901715.0,510300
 581 | 624,2015-07-31,3.841,3.851,3.91,3.805,3505091.0,510300
 582 | 625,2015-08-03,3.794,3.852,3.86,3.765,2193440.0,510300
 583 | 626,2015-08-04,3.861,4.005,4.011,3.839,2827401.0,510300
 584 | 627,2015-08-05,3.987,3.916,3.995,3.877,3735916.0,510300
 585 | 628,2015-08-06,3.856,3.873,3.93,3.838,2958714.0,510300
 586 | 629,2015-08-07,3.901,3.953,3.98,3.9,6858932.0,510300
 587 | 630,2015-08-10,3.98,4.148,4.164,3.961,3991595.0,510300
 588 | 631,2015-08-11,4.135,4.099,4.148,4.081,3004252.0,510300
 589 | 632,2015-08-12,4.058,4.057,4.128,4.048,3885215.0,510300
 590 | 633,2015-08-13,4.058,4.112,4.117,4.001,4652587.0,510300
 591 | 634,2015-08-14,4.127,4.102,4.145,4.091,5458428.0,510300
 592 | 635,2015-08-17,4.08,4.109,4.116,4.045,3455986.0,510300
 593 | 636,2015-08-18,4.11,3.827,4.135,3.82,4606012.0,510300
 594 | 637,2015-08-19,3.795,3.915,3.935,3.7,5919634.0,510300
 595 | 638,2015-08-20,3.874,3.815,3.913,3.801,2333264.0,510300
 596 | 639,2015-08-21,3.8,3.625,3.813,3.616,6931379.0,510300
 597 | 640,2015-08-24,3.51,3.263,3.514,3.263,5422396.0,510300
 598 | 641,2015-08-25,3.105,2.983,3.23,2.974,7105358.0,510300
 599 | 642,2015-08-26,3.07,3.067,3.221,2.986,7356206.0,510300
 600 | 643,2015-08-27,3.123,3.257,3.27,3.066,7086962.0,510300
 601 | 644,2015-08-28,3.277,3.402,3.42,3.236,5682560.0,510300
 602 | 645,2015-08-31,3.32,3.395,3.402,3.245,3136290.0,510300
 603 | 646,2015-09-01,3.301,3.382,3.398,3.218,2274113.0,510300
 604 | 647,2015-09-02,3.279,3.372,3.42,3.231,2444088.0,510300
 605 | 648,2015-09-07,3.37,3.289,3.472,3.277,1785874.0,510300
 606 | 649,2015-09-08,3.25,3.378,3.394,3.19,2032500.0,510300
 607 | 650,2015-09-09,3.398,3.442,3.468,3.373,1883864.0,510300
 608 | 651,2015-09-10,3.397,3.381,3.448,3.376,1016279.0,510300
 609 | 652,2015-09-11,3.389,3.388,3.442,3.359,2550799.0,510300
 610 | 653,2015-09-14,3.398,3.269,3.407,3.2,1980071.0,510300
 611 | 654,2015-09-15,3.238,3.173,3.277,3.162,2166237.0,510300
 612 | 655,2015-09-16,3.183,3.345,3.395,3.16,5723573.0,510300
 613 | 656,2015-09-17,3.303,3.28,3.381,3.274,4197731.0,510300
 614 | 657,2015-09-18,3.3,3.279,3.313,3.26,2581483.0,510300
 615 | 658,2015-09-21,3.251,3.339,3.36,3.231,2525744.0,510300
 616 | 659,2015-09-22,3.338,3.365,3.413,3.329,2116112.0,510300
 617 | 660,2015-09-23,3.3,3.287,3.35,3.28,873019.0,510300
 618 | 661,2015-09-24,3.32,3.315,3.333,3.28,772058.0,510300
 619 | 662,2015-09-25,3.303,3.243,3.314,3.223,1123987.0,510300
 620 | 663,2015-09-28,3.249,3.262,3.274,3.225,1018359.0,510300
 621 | 664,2015-09-29,3.224,3.199,3.233,3.18,732166.0,510300
 622 | 665,2015-09-30,3.212,3.221,3.25,3.21,502082.0,510300
 623 | 666,2015-10-08,3.355,3.337,3.362,3.336,1102589.0,510300
 624 | 667,2015-10-09,3.33,3.379,3.399,3.33,972618.0,510300
 625 | 668,2015-10-12,3.38,3.52,3.545,3.38,1969043.0,510300
 626 | 669,2015-10-13,3.483,3.495,3.505,3.463,1443107.0,510300
 627 | 670,2015-10-14,3.478,3.457,3.508,3.455,1138425.0,510300
 628 | 671,2015-10-15,3.448,3.546,3.548,3.44,1263222.0,510300
 629 | 672,2015-10-16,3.56,3.595,3.598,3.545,2075699.0,510300
 630 | 673,2015-10-19,3.597,3.589,3.624,3.563,1203407.0,510300
 631 | 674,2015-10-20,3.587,3.636,3.64,3.564,795328.0,510300
 632 | 675,2015-10-21,3.64,3.527,3.647,3.472,1658596.0,510300
 633 | 676,2015-10-22,3.5,3.572,3.579,3.498,973251.0,510300
 634 | 677,2015-10-23,3.573,3.635,3.641,3.568,1197798.0,510300
 635 | 678,2015-10-26,3.666,3.641,3.672,3.619,1803183.0,510300
 636 | 679,2015-10-27,3.633,3.643,3.659,3.538,1322360.0,510300
 637 | 680,2015-10-28,3.623,3.579,3.646,3.568,1744483.0,510300
 638 | 681,2015-10-29,3.582,3.584,3.62,3.558,1213244.0,510300
 639 | 682,2015-10-30,3.577,3.585,3.626,3.545,995648.0,510300
 640 | 683,2015-11-02,3.554,3.525,3.594,3.514,2680803.0,510300
 641 | 684,2015-11-03,3.531,3.498,3.54,3.48,2212780.0,510300
 642 | 685,2015-11-04,3.507,3.708,3.715,3.507,2712068.0,510300
 643 | 686,2015-11-05,3.696,3.767,3.855,3.671,2727443.0,510300
 644 | 687,2015-11-06,3.766,3.857,3.867,3.755,2646076.0,510300
 645 | 688,2015-11-09,3.85,3.897,3.94,3.85,2517805.0,510300
 646 | 689,2015-11-10,3.86,3.886,3.923,3.859,1401064.0,510300
 647 | 690,2015-11-11,3.885,3.881,3.895,3.83,1765150.0,510300
 648 | 691,2015-11-12,3.885,3.841,3.89,3.813,1444702.0,510300
 649 | 692,2015-11-13,3.816,3.804,3.841,3.782,1474506.0,510300
 650 | 693,2015-11-16,3.758,3.826,3.83,3.74,1374760.0,510300
 651 | 694,2015-11-17,3.843,3.812,3.918,3.8,1486758.0,510300
 652 | 695,2015-11-18,3.814,3.779,3.828,3.699,1370454.0,510300
 653 | 696,2015-11-19,3.781,3.836,3.838,3.766,1001048.0,510300
 654 | 697,2015-11-20,3.835,3.825,3.849,3.811,1190018.0,510300
 655 | 698,2015-11-23,3.82,3.806,3.862,3.8,877202.0,510300
 656 | 699,2015-11-24,3.794,3.809,3.81,3.75,1253068.0,510300
 657 | 700,2015-11-25,3.802,3.832,3.836,3.787,1485888.0,510300
 658 | 701,2015-11-26,3.856,3.814,3.857,3.802,1267994.0,510300
 659 | 702,2015-11-27,3.8,3.608,3.8,3.586,1851805.0,510300
 660 | 703,2015-11-30,3.615,3.609,3.638,3.51,2035672.0,510300
 661 | 704,2015-12-01,3.604,3.637,3.663,3.58,2790143.0,510300
 662 | 705,2015-12-02,3.634,3.793,3.8,3.618,1869803.0,510300
 663 | 706,2015-12-03,3.783,3.801,3.816,3.749,1456643.0,510300
 664 | 707,2015-12-04,3.783,3.729,3.783,3.714,1394298.0,510300
 665 | 708,2015-12-07,3.732,3.735,3.76,3.707,785126.0,510300
 666 | 709,2015-12-08,3.711,3.681,3.717,3.663,949081.0,510300
 667 | 710,2015-12-09,3.679,3.686,3.708,3.66,942590.0,510300
 668 | 711,2015-12-10,3.696,3.679,3.734,3.656,2103556.0,510300
 669 | 712,2015-12-11,3.66,3.661,3.688,3.635,1507339.0,510300
 670 | 713,2015-12-14,3.639,3.773,3.775,3.629,1989950.0,510300
 671 | 714,2015-12-15,3.77,3.737,3.772,3.726,1409126.0,510300
 672 | 715,2015-12-16,3.751,3.738,3.768,3.731,971984.0,510300
 673 | 716,2015-12-17,3.759,3.808,3.819,3.759,1571513.0,510300
 674 | 717,2015-12-18,3.808,3.822,3.856,3.797,1489845.0,510300
 675 | 718,2015-12-21,3.81,3.922,3.949,3.8,1594825.0,510300
 676 | 719,2015-12-22,3.928,3.927,3.933,3.883,1541484.0,510300
 677 | 720,2015-12-23,3.928,3.922,3.98,3.912,2892636.0,510300
 678 | 721,2015-12-24,3.916,3.875,3.922,3.843,1982188.0,510300
 679 | 722,2015-12-25,3.885,3.895,3.899,3.861,1475444.0,510300
 680 | 723,2015-12-28,3.884,3.778,3.899,3.774,1661648.0,510300
 681 | 724,2015-12-29,3.771,3.813,3.814,3.766,1529129.0,510300
 682 | 725,2015-12-30,3.813,3.812,3.818,3.781,1391575.0,510300
 683 | 726,2015-12-31,3.801,3.778,3.829,3.776,1270700.0,510300
 684 | 727,2016-01-04,3.776,3.53,3.776,3.528,3108539.0,510300
 685 | 728,2016-01-05,3.467,3.527,3.578,3.429,4268877.0,510300
 686 | 729,2016-01-06,3.525,3.582,3.592,3.52,1752465.0,510300
 687 | 730,2016-01-07,3.539,3.484,3.539,3.403,750405.0,510300
 688 | 731,2016-01-08,3.485,3.408,3.485,3.29,4083360.0,510300
 689 | 732,2016-01-11,3.345,3.233,3.387,3.23,4612187.0,510300
 690 | 733,2016-01-12,3.26,3.256,3.295,3.221,2766902.0,510300
 691 | 734,2016-01-13,3.283,3.211,3.301,3.19,2500409.0,510300
 692 | 735,2016-01-14,3.135,3.265,3.272,3.128,3469088.0,510300
 693 | 736,2016-01-15,3.245,3.169,3.259,3.146,3014651.0,510300
 694 | 737,2016-01-18,3.129,3.171,3.207,3.12,3142912.0,510300
 695 | 738,2016-01-19,3.17,3.262,3.275,3.158,2523184.0,510300
 696 | 739,2016-01-20,3.2,3.169,3.216,3.145,2565343.0,510300
 697 | 740,2016-01-21,3.138,3.078,3.199,3.071,2733316.0,510300
 698 | 741,2016-01-22,3.112,3.108,3.13,3.05,2439672.0,510300
 699 | 742,2016-01-25,3.136,3.12,3.146,3.092,1795483.0,510300
 700 | 743,2016-01-26,3.075,2.944,3.103,2.93,2987120.0,510300
 701 | 744,2016-01-27,2.95,2.912,2.98,2.838,5350877.0,510300
 702 | 745,2016-01-28,2.899,2.849,2.933,2.835,2435148.0,510300
 703 | 746,2016-01-29,2.85,2.93,2.961,2.846,3053497.0,510300
 704 | 747,2016-02-01,2.928,2.898,2.938,2.86,1669836.0,510300
 705 | 748,2016-02-02,2.892,2.96,2.966,2.892,2210159.0,510300
 706 | 749,2016-02-03,2.93,2.946,2.952,2.902,2278307.0,510300
 707 | 750,2016-02-04,2.955,2.985,2.994,2.952,4273606.0,510300
 708 | 751,2016-02-05,2.983,2.95,2.983,2.948,4766111.0,510300
 709 | 752,2016-02-15,2.899,2.939,2.954,2.885,2216572.0,510300
 710 | 753,2016-02-16,2.951,3.022,3.032,2.95,2719884.0,510300
 711 | 754,2016-02-17,3.023,3.053,3.058,3.015,2351820.0,510300
 712 | 755,2016-02-18,3.075,3.049,3.09,3.042,2211639.0,510300
 713 | 756,2016-02-19,3.047,3.041,3.066,3.025,2113775.0,510300
 714 | 757,2016-02-22,3.088,3.104,3.116,3.062,7328682.0,510300
 715 | 758,2016-02-23,3.102,3.08,3.106,3.052,2300797.0,510300
 716 | 759,2016-02-24,3.072,3.103,3.107,3.043,2805922.0,510300
 717 | 760,2016-02-25,3.098,2.905,3.098,2.885,3757682.0,510300
 718 | 761,2016-02-26,2.926,2.933,2.955,2.899,4618957.0,510300
 719 | 762,2016-02-29,2.921,2.864,2.929,2.811,3940303.0,510300
 720 | 763,2016-03-01,2.871,2.918,2.94,2.81,2345625.0,510300
 721 | 764,2016-03-02,2.921,3.049,3.056,2.921,4514134.0,510300
 722 | 765,2016-03-03,3.048,3.042,3.086,3.033,2388758.0,510300
 723 | 766,2016-03-04,3.04,3.079,3.095,3.021,4606083.0,510300
 724 | 767,2016-03-07,3.092,3.103,3.178,3.07,3423065.0,510300
 725 | 768,2016-03-08,3.086,3.092,3.096,2.999,2890422.0,510300
 726 | 769,2016-03-09,3.043,3.046,3.053,3.006,2647694.0,510300
 727 | 770,2016-03-10,3.042,3.005,3.07,3.001,1373433.0,510300
 728 | 771,2016-03-11,2.98,2.999,3.018,2.959,1589932.0,510300
 729 | 772,2016-03-14,3.027,3.064,3.105,3.027,5780534.0,510300
 730 | 773,2016-03-15,3.058,3.054,3.065,3.018,2931010.0,510300
 731 | 774,2016-03-16,3.041,3.074,3.099,3.041,2877220.0,510300
 732 | 775,2016-03-17,3.078,3.124,3.15,3.063,4099649.0,510300
 733 | 776,2016-03-18,3.125,3.168,3.198,3.124,9687665.0,510300
 734 | 777,2016-03-21,3.191,3.238,3.262,3.191,3885501.0,510300
 735 | 778,2016-03-22,3.218,3.216,3.24,3.211,1688627.0,510300
 736 | 779,2016-03-23,3.213,3.222,3.238,3.19,2526467.0,510300
 737 | 780,2016-03-24,3.201,3.172,3.212,3.17,3537115.0,510300
 738 | 781,2016-03-25,3.174,3.185,3.2,3.165,2554327.0,510300
 739 | 782,2016-03-28,3.197,3.155,3.227,3.15,2537084.0,510300
 740 | 783,2016-03-29,3.158,3.129,3.168,3.111,5106344.0,510300
 741 | 784,2016-03-30,3.149,3.215,3.218,3.149,3213459.0,510300
 742 | 785,2016-03-31,3.225,3.209,3.232,3.194,2677769.0,510300
 743 | 786,2016-04-01,3.2,3.219,3.22,3.153,2554756.0,510300
 744 | 787,2016-04-05,3.204,3.25,3.269,3.196,3410879.0,510300
 745 | 788,2016-04-06,3.237,3.244,3.256,3.232,2822235.0,510300
 746 | 789,2016-04-07,3.253,3.204,3.264,3.196,2359795.0,510300
 747 | 790,2016-04-08,3.18,3.177,3.204,3.15,2876953.0,510300
 748 | 791,2016-04-11,3.203,3.212,3.248,3.203,2939344.0,510300
 749 | 792,2016-04-12,3.213,3.208,3.219,3.188,4237926.0,510300
 750 | 793,2016-04-13,3.226,3.249,3.29,3.226,6647237.0,510300
 751 | 794,2016-04-14,3.262,3.261,3.275,3.241,1963763.0,510300
 752 | 795,2016-04-15,3.268,3.264,3.274,3.25,1908464.0,510300
 753 | 796,2016-04-18,3.242,3.218,3.242,3.21,2255223.0,510300
 754 | 797,2016-04-19,3.229,3.222,3.245,3.209,2768542.0,510300
 755 | 798,2016-04-20,3.235,3.166,3.238,3.09,4679624.0,510300
 756 | 799,2016-04-21,3.147,3.151,3.195,3.136,2547429.0,510300
 757 | 800,2016-04-22,3.141,3.165,3.169,3.13,1534014.0,510300
 758 | 801,2016-04-25,3.163,3.155,3.163,3.111,1560969.0,510300
 759 | 802,2016-04-26,3.153,3.173,3.178,3.138,1301659.0,510300
 760 | 803,2016-04-27,3.173,3.158,3.179,3.15,1447533.0,510300
 761 | 804,2016-04-28,3.159,3.156,3.166,3.128,1445679.0,510300
 762 | 805,2016-04-29,3.148,3.152,3.166,3.142,1135890.0,510300
 763 | 806,2016-05-03,3.157,3.213,3.218,3.138,2341180.0,510300
 764 | 807,2016-05-04,3.198,3.201,3.218,3.186,1844622.0,510300
 765 | 808,2016-05-05,3.197,3.201,3.209,3.187,1320283.0,510300
 766 | 809,2016-05-06,3.203,3.128,3.207,3.126,2155428.0,510300
 767 | 810,2016-05-09,3.12,3.064,3.12,3.054,3272033.0,510300
 768 | 811,2016-05-10,3.06,3.061,3.076,3.053,1135479.0,510300
 769 | 812,2016-05-11,3.07,3.073,3.095,3.059,994515.0,510300
 770 | 813,2016-05-12,3.06,3.084,3.089,3.033,1195078.0,510300
 771 | 814,2016-05-13,3.073,3.073,3.101,3.059,908964.0,510300
 772 | 815,2016-05-16,3.067,3.085,3.088,3.041,1102906.0,510300
 773 | 816,2016-05-17,3.088,3.08,3.098,3.062,961064.0,510300
 774 | 817,2016-05-18,3.072,3.06,3.073,3.03,1192441.0,510300
 775 | 818,2016-05-19,3.058,3.054,3.085,3.05,1112604.0,510300
 776 | 819,2016-05-20,3.048,3.074,3.076,3.038,1390692.0,510300
 777 | 820,2016-05-23,3.078,3.079,3.1,3.068,1078091.0,510300
 778 | 821,2016-05-24,3.079,3.06,3.079,3.048,967809.0,510300
 779 | 822,2016-05-25,3.066,3.058,3.086,3.053,837863.0,510300
 780 | 823,2016-05-26,3.058,3.058,3.072,3.026,1424764.0,510300
 781 | 824,2016-05-27,3.056,3.06,3.068,3.046,856851.0,510300
 782 | 825,2016-05-30,3.056,3.062,3.072,3.027,792382.0,510300
 783 | 826,2016-05-31,3.063,3.169,3.172,3.062,4945933.0,510300
 784 | 827,2016-06-01,3.17,3.156,3.175,3.152,1713478.0,510300
 785 | 828,2016-06-02,3.158,3.159,3.161,3.144,923857.0,510300
 786 | 829,2016-06-03,3.162,3.196,3.206,3.157,1777932.0,510300
 787 | 830,2016-06-06,3.191,3.177,3.204,3.172,816479.0,510300
 788 | 831,2016-06-07,3.181,3.177,3.185,3.171,576210.0,510300
 789 | 832,2016-06-08,3.174,3.173,3.182,3.152,726250.0,510300
 790 | 833,2016-06-13,3.15,3.069,3.15,3.066,3299624.0,510300
 791 | 834,2016-06-14,3.065,3.082,3.083,3.062,1750902.0,510300
 792 | 835,2016-06-15,3.059,3.123,3.152,3.05,1945951.0,510300
 793 | 836,2016-06-16,3.122,3.104,3.122,3.095,877244.0,510300
 794 | 837,2016-06-17,3.106,3.117,3.14,3.105,2013080.0,510300
 795 | 838,2016-06-20,3.12,3.118,3.13,3.097,821084.0,510300
 796 | 839,2016-06-21,3.13,3.111,3.168,3.1,1445445.0,510300
 797 | 840,2016-06-22,3.109,3.13,3.134,3.097,1172913.0,510300
 798 | 841,2016-06-23,3.13,3.12,3.132,3.101,993872.0,510300
 799 | 842,2016-06-24,3.12,3.087,3.137,3.04,1543955.0,510300
 800 | 843,2016-06-27,3.08,3.126,3.128,3.077,1355577.0,510300
 801 | 844,2016-06-28,3.116,3.142,3.145,3.101,1814889.0,510300
 802 | 845,2016-06-29,3.145,3.156,3.166,3.144,1195419.0,510300
 803 | 846,2016-06-30,3.157,3.161,3.169,3.152,928512.0,510300
 804 | 847,2016-07-01,3.161,3.158,3.177,3.155,937666.0,510300
 805 | 848,2016-07-04,3.153,3.211,3.225,3.143,1378107.0,510300
 806 | 849,2016-07-05,3.211,3.219,3.23,3.207,1607143.0,510300
 807 | 850,2016-07-06,3.216,3.235,3.238,3.206,2780687.0,510300
 808 | 851,2016-07-07,3.231,3.239,3.25,3.217,1856771.0,510300
 809 | 852,2016-07-08,3.234,3.227,3.236,3.222,1680194.0,510300
 810 | 853,2016-07-11,3.232,3.235,3.275,3.231,1079600.0,510300
 811 | 854,2016-07-12,3.233,3.317,3.319,3.233,1723628.0,510300
 812 | 855,2016-07-13,3.32,3.324,3.349,3.315,2498416.0,510300
 813 | 856,2016-07-14,3.324,3.319,3.325,3.306,1304280.0,510300
 814 | 857,2016-07-15,3.326,3.323,3.33,3.313,916969.0,510300
 815 | 858,2016-07-18,3.318,3.311,3.325,3.299,1384781.0,510300
 816 | 859,2016-07-19,3.309,3.294,3.313,3.277,1169010.0,510300
 817 | 860,2016-07-20,3.29,3.287,3.303,3.283,648020.0,510300
 818 | 861,2016-07-21,3.287,3.305,3.324,3.287,1073903.0,510300
 819 | 862,2016-07-22,3.298,3.276,3.304,3.273,1152247.0,510300
 820 | 863,2016-07-25,3.273,3.275,3.296,3.27,950112.0,510300
 821 | 864,2016-07-26,3.275,3.317,3.318,3.275,1080209.0,510300
 822 | 865,2016-07-27,3.318,3.256,3.323,3.206,2287308.0,510300
 823 | 866,2016-07-28,3.245,3.265,3.284,3.244,2122106.0,510300
 824 | 867,2016-07-29,3.265,3.254,3.274,3.243,1267244.0,510300
 825 | 868,2016-08-01,3.245,3.227,3.252,3.211,1333762.0,510300
 826 | 869,2016-08-02,3.226,3.235,3.248,3.218,1164915.0,510300
 827 | 870,2016-08-03,3.23,3.239,3.246,3.225,2018836.0,510300
 828 | 871,2016-08-04,3.238,3.249,3.25,3.22,930974.0,510300
 829 | 872,2016-08-05,3.25,3.262,3.277,3.243,1014150.0,510300
 830 | 873,2016-08-08,3.262,3.289,3.29,3.24,849697.0,510300
 831 | 874,2016-08-09,3.283,3.304,3.31,3.28,2312882.0,510300
 832 | 875,2016-08-10,3.304,3.294,3.312,3.291,1765682.0,510300
 833 | 876,2016-08-11,3.292,3.29,3.328,3.286,1265069.0,510300
 834 | 877,2016-08-12,3.282,3.348,3.353,3.281,2173901.0,510300
 835 | 878,2016-08-15,3.355,3.447,3.484,3.353,3925780.0,510300
 836 | 879,2016-08-16,3.457,3.437,3.476,3.432,2741304.0,510300
 837 | 880,2016-08-17,3.431,3.429,3.449,3.416,1188311.0,510300
 838 | 881,2016-08-18,3.435,3.424,3.448,3.407,953905.0,510300
 839 | 882,2016-08-19,3.422,3.42,3.427,3.393,1322039.0,510300
 840 | 883,2016-08-22,3.42,3.396,3.432,3.393,1053783.0,510300
 841 | 884,2016-08-23,3.396,3.398,3.416,3.378,2416251.0,510300
 842 | 885,2016-08-24,3.398,3.384,3.402,3.378,1542670.0,510300
 843 | 886,2016-08-25,3.367,3.366,3.375,3.335,1262291.0,510300
 844 | 887,2016-08-26,3.368,3.362,3.393,3.358,791422.0,510300
 845 | 888,2016-08-29,3.357,3.361,3.37,3.351,778727.0,510300
 846 | 889,2016-08-30,3.363,3.375,3.386,3.358,1034445.0,510300
 847 | 890,2016-08-31,3.372,3.389,3.396,3.359,1120571.0,510300
 848 | 891,2016-09-01,3.388,3.353,3.389,3.35,923902.0,510300
 849 | 892,2016-09-02,3.35,3.368,3.377,3.35,988755.0,510300
 850 | 893,2016-09-05,3.375,3.375,3.402,3.37,1592257.0,510300
 851 | 894,2016-09-06,3.377,3.404,3.411,3.352,1428755.0,510300
 852 | 895,2016-09-07,3.407,3.406,3.423,3.401,1969668.0,510300
 853 | 896,2016-09-08,3.403,3.401,3.406,3.393,748924.0,510300
 854 | 897,2016-09-09,3.401,3.384,3.407,3.382,1204615.0,510300
 855 | 898,2016-09-12,3.34,3.317,3.343,3.298,2064725.0,510300
 856 | 899,2016-09-13,3.319,3.317,3.327,3.31,954381.0,510300
 857 | 900,2016-09-14,3.308,3.297,3.314,3.293,719668.0,510300
 858 | 901,2016-09-19,3.298,3.318,3.321,3.296,1007976.0,510300
 859 | 902,2016-09-20,3.32,3.314,3.324,3.309,706943.0,510300
 860 | 903,2016-09-21,3.314,3.327,3.332,3.311,680127.0,510300
 861 | 904,2016-09-22,3.341,3.349,3.365,3.335,989000.0,510300
 862 | 905,2016-09-23,3.35,3.341,3.355,3.338,673587.0,510300
 863 | 906,2016-09-26,3.337,3.285,3.337,3.283,1633492.0,510300
 864 | 907,2016-09-27,3.285,3.302,3.304,3.28,1068961.0,510300
 865 | 908,2016-09-28,3.302,3.297,3.305,3.292,471316.0,510300
 866 | 909,2016-09-29,3.301,3.312,3.32,3.301,1111320.0,510300
 867 | 910,2016-09-30,3.305,3.322,3.327,3.305,1096255.0,510300
 868 | 911,2016-10-10,3.33,3.36,3.366,3.32,1563660.0,510300
 869 | 912,2016-10-11,3.362,3.368,3.371,3.354,1019210.0,510300
 870 | 913,2016-10-12,3.359,3.36,3.364,3.351,689821.0,510300
 871 | 914,2016-10-13,3.365,3.36,3.37,3.353,950245.0,510300
 872 | 915,2016-10-14,3.359,3.37,3.372,3.343,1169801.0,510300
 873 | 916,2016-10-17,3.37,3.339,3.373,3.31,1169468.0,510300
 874 | 917,2016-10-18,3.339,3.381,3.382,3.335,1854193.0,510300
 875 | 918,2016-10-19,3.382,3.379,3.395,3.372,1334998.0,510300
 876 | 919,2016-10-20,3.377,3.374,3.383,3.371,1087664.0,510300
 877 | 920,2016-10-21,3.376,3.391,3.398,3.367,1529253.0,510300
 878 | 921,2016-10-24,3.391,3.432,3.449,3.388,2065991.0,510300
 879 | 922,2016-10-25,3.432,3.423,3.433,3.415,1881782.0,510300
 880 | 923,2016-10-26,3.422,3.413,3.425,3.408,1426709.0,510300
 881 | 924,2016-10-27,3.41,3.408,3.413,3.395,892224.0,510300
 882 | 925,2016-10-28,3.406,3.403,3.436,3.402,1492268.0,510300
 883 | 926,2016-10-31,3.402,3.396,3.402,3.373,891945.0,510300
 884 | 927,2016-11-01,3.394,3.417,3.422,3.392,866924.0,510300
 885 | 928,2016-11-02,3.412,3.394,3.412,3.39,852540.0,510300
 886 | 929,2016-11-03,3.382,3.42,3.437,3.382,2258266.0,510300
 887 | 930,2016-11-04,3.418,3.409,3.434,3.404,1114074.0,510300
 888 | 931,2016-11-07,3.409,3.412,3.42,3.402,1008059.0,510300
 889 | 932,2016-11-08,3.419,3.43,3.446,3.417,1422438.0,510300
 890 | 933,2016-11-09,3.43,3.417,3.43,3.374,1960762.0,510300
 891 | 934,2016-11-10,3.427,3.452,3.461,3.427,1448274.0,510300
 892 | 935,2016-11-11,3.449,3.482,3.486,3.439,1734271.0,510300
 893 | 936,2016-11-14,3.476,3.487,3.51,3.468,2619852.0,510300
 894 | 937,2016-11-15,3.486,3.483,3.491,3.471,1363919.0,510300
 895 | 938,2016-11-16,3.485,3.484,3.493,3.475,1439264.0,510300
 896 | 939,2016-11-17,3.479,3.492,3.493,3.468,1314599.0,510300
 897 | 940,2016-11-18,3.493,3.48,3.499,3.475,1097434.0,510300
 898 | 941,2016-11-21,3.475,3.496,3.525,3.473,1362852.0,510300
 899 | 942,2016-11-22,3.499,3.531,3.533,3.499,1721437.0,510300
 900 | 943,2016-11-23,3.536,3.537,3.553,3.528,911253.0,510300
 901 | 944,2016-11-24,3.535,3.547,3.568,3.53,1755186.0,510300
 902 | 945,2016-11-25,3.547,3.586,3.588,3.521,1347871.0,510300
 903 | 946,2016-11-28,3.594,3.602,3.62,3.593,1483483.0,510300
 904 | 947,2016-11-29,3.592,3.63,3.648,3.58,1591360.0,510300
 905 | 948,2016-11-30,3.621,3.597,3.632,3.591,1660676.0,510300
 906 | 949,2016-12-01,3.599,3.631,3.643,3.599,1128864.0,510300
 907 | 950,2016-12-02,3.628,3.591,3.628,3.582,938826.0,510300
 908 | 951,2016-12-05,3.544,3.519,3.559,3.514,2228656.0,510300
 909 | 952,2016-12-06,3.522,3.513,3.535,3.512,1268854.0,510300
 910 | 953,2016-12-07,3.515,3.529,3.533,3.501,1113534.0,510300
 911 | 954,2016-12-08,3.539,3.537,3.55,3.529,2079600.0,510300
 912 | 955,2016-12-09,3.529,3.557,3.568,3.525,1113083.0,510300
 913 | 956,2016-12-12,3.555,3.463,3.555,3.46,1479028.0,510300
 914 | 957,2016-12-13,3.452,3.458,3.474,3.43,1611875.0,510300
 915 | 958,2016-12-14,3.45,3.434,3.466,3.433,1013558.0,510300
 916 | 959,2016-12-15,3.416,3.395,3.433,3.381,2297927.0,510300
 917 | 960,2016-12-16,3.391,3.395,3.413,3.387,1422497.0,510300
 918 | 961,2016-12-19,3.395,3.385,3.398,3.377,870418.0,510300
 919 | 962,2016-12-20,3.38,3.36,3.384,3.341,1674659.0,510300
 920 | 963,2016-12-21,3.365,3.397,3.398,3.365,1291631.0,510300
 921 | 964,2016-12-22,3.393,3.391,3.395,3.376,1035923.0,510300
 922 | 965,2016-12-23,3.383,3.364,3.388,3.355,802605.0,510300
 923 | 966,2016-12-26,3.354,3.376,3.379,3.325,1452620.0,510300
 924 | 967,2016-12-27,3.37,3.371,3.384,3.365,1132960.0,510300
 925 | 968,2016-12-28,3.368,3.353,3.374,3.342,1049116.0,510300
 926 | 969,2016-12-29,3.349,3.355,3.368,3.339,848783.0,510300
 927 | 970,2016-12-30,3.354,3.358,3.368,3.35,960788.0,510300
 928 | 971,2017-01-03,3.362,3.396,3.404,3.362,1058679.0,510300
 929 | 972,2017-01-04,3.394,3.426,3.427,3.387,1134839.0,510300
 930 | 973,2017-01-05,3.425,3.419,3.43,3.411,656748.0,510300
 931 | 974,2017-01-06,3.416,3.408,3.423,3.403,778859.0,510300
 932 | 975,2017-01-09,3.403,3.42,3.424,3.4,775128.0,510300
 933 | 976,2017-01-10,3.419,3.411,3.426,3.407,697214.0,510300
 934 | 977,2017-01-11,3.405,3.386,3.422,3.385,947053.0,510300
 935 | 978,2017-01-12,3.386,3.369,3.395,3.366,840009.0,510300
 936 | 979,2017-01-13,3.368,3.375,3.393,3.362,974975.0,510300
 937 | 980,2017-01-16,3.368,3.371,3.373,3.316,1469151.0,510300
 938 | 981,2017-01-17,3.36,3.376,3.383,3.349,864949.0,510300
 939 | 982,2017-01-18,3.371,3.398,3.409,3.37,1138662.0,510300
 940 | 983,2017-01-19,3.389,3.386,3.404,3.38,1060346.0,510300
 941 | 984,2017-01-20,3.38,3.415,3.416,3.378,2063693.0,510300
 942 | 985,2017-01-23,3.36,3.361,3.386,3.357,1421798.0,510300
 943 | 986,2017-01-24,3.361,3.363,3.369,3.353,842962.0,510300
 944 | 987,2017-01-25,3.361,3.373,3.375,3.35,670239.0,510300
 945 | 988,2017-01-26,3.373,3.387,3.397,3.373,661762.0,510300
 946 | 989,2017-02-03,3.387,3.367,3.389,3.357,1120450.0,510300
 947 | 990,2017-02-06,3.368,3.366,3.376,3.356,1011688.0,510300
 948 | 991,2017-02-07,3.363,3.36,3.371,3.35,919571.0,510300
 949 | 992,2017-02-08,3.359,3.383,3.389,3.342,951701.0,510300
 950 | 993,2017-02-09,3.379,3.395,3.408,3.378,983411.0,510300
 951 | 994,2017-02-10,3.398,3.413,3.42,3.392,1061427.0,510300
 952 | 995,2017-02-13,3.412,3.431,3.436,3.412,1225064.0,510300
 953 | 996,2017-02-14,3.431,3.435,3.436,3.425,774969.0,510300
 954 | 997,2017-02-15,3.434,3.423,3.446,3.416,1245321.0,510300
 955 | 998,2017-02-16,3.423,3.438,3.438,3.416,905007.0,510300
 956 | 999,2017-02-17,3.438,3.418,3.455,3.417,1253715.0,510300
 957 | 1000,2017-02-20,3.418,3.474,3.485,3.417,1382844.0,510300
 958 | 1001,2017-02-21,3.474,3.474,3.487,3.47,1118515.0,510300
 959 | 1002,2017-02-22,3.477,3.485,3.488,3.47,951852.0,510300
 960 | 1003,2017-02-23,3.482,3.47,3.488,3.461,1028588.0,510300
 961 | 1004,2017-02-24,3.471,3.467,3.471,3.454,897411.0,510300
 962 | 1005,2017-02-27,3.468,3.44,3.468,3.432,735681.0,510300
 963 | 1006,2017-02-28,3.436,3.445,3.457,3.435,950733.0,510300
 964 | 1007,2017-03-01,3.447,3.449,3.472,3.441,1355897.0,510300
 965 | 1008,2017-03-02,3.455,3.437,3.503,3.427,955485.0,510300
 966 | 1009,2017-03-03,3.427,3.424,3.428,3.407,778375.0,510300
 967 | 1010,2017-03-06,3.424,3.441,3.444,3.418,999939.0,510300
 968 | 1011,2017-03-07,3.439,3.446,3.447,3.434,761854.0,510300
 969 | 1012,2017-03-08,3.444,3.45,3.451,3.439,1101721.0,510300
 970 | 1013,2017-03-09,3.444,3.419,3.444,3.413,809001.0,510300
 971 | 1014,2017-03-10,3.416,3.422,3.431,3.416,825743.0,510300
 972 | 1015,2017-03-13,3.416,3.459,3.461,3.407,1236681.0,510300
 973 | 1016,2017-03-14,3.456,3.451,3.46,3.447,680534.0,510300
 974 | 1017,2017-03-15,3.445,3.457,3.46,3.442,576086.0,510300
 975 | 1018,2017-03-16,3.465,3.478,3.493,3.465,934775.0,510300
 976 | 1019,2017-03-17,3.478,3.439,3.483,3.436,1037742.0,510300
 977 | 1020,2017-03-20,3.44,3.441,3.448,3.427,889350.0,510300
 978 | 1021,2017-03-21,3.441,3.465,3.465,3.437,1077074.0,510300
 979 | 1022,2017-03-22,3.451,3.447,3.459,3.428,628258.0,510300
 980 | 1023,2017-03-23,3.45,3.457,3.467,3.432,853839.0,510300
 981 | 1024,2017-03-24,3.458,3.49,3.5,3.456,1283551.0,510300
 982 | 1025,2017-03-27,3.489,3.474,3.499,3.47,867856.0,510300
 983 | 1026,2017-03-28,3.474,3.469,3.481,3.46,669608.0,510300
 984 | 1027,2017-03-29,3.469,3.462,3.478,3.45,790107.0,510300
 985 | 1028,2017-03-30,3.455,3.429,3.462,3.418,1197410.0,510300
 986 | 1029,2017-03-31,3.429,3.454,3.455,3.428,886199.0,510300
 987 | 1030,2017-04-05,3.474,3.511,3.512,3.472,1351355.0,510300
 988 | 1031,2017-04-06,3.509,3.507,3.512,3.49,960783.0,510300
 989 | 1032,2017-04-07,3.509,3.514,3.526,3.501,755353.0,510300
 990 | 1033,2017-04-10,3.517,3.505,3.518,3.503,821129.0,510300
 991 | 1034,2017-04-11,3.504,3.514,3.518,3.467,1057268.0,510300
 992 | 1035,2017-04-12,3.512,3.501,3.518,3.494,988676.0,510300
 993 | 1036,2017-04-13,3.497,3.514,3.52,3.494,784438.0,510300
 994 | 1037,2017-04-14,3.514,3.485,3.515,3.479,860763.0,510300
 995 | 1038,2017-04-17,3.478,3.473,3.481,3.456,1357762.0,510300
 996 | 1039,2017-04-18,3.468,3.465,3.484,3.464,832006.0,510300
 997 | 1040,2017-04-19,3.458,3.438,3.458,3.423,2120401.0,510300
 998 | 1041,2017-04-20,3.436,3.457,3.462,3.435,1158008.0,510300
 999 | 1042,2017-04-21,3.46,3.46,3.47,3.444,814365.0,510300
1000 | 1043,2017-04-24,3.451,3.423,3.455,3.406,1700779.0,510300
1001 | 1044,2017-04-25,3.43,3.434,3.445,3.425,983835.0,510300
1002 | 1045,2017-04-26,3.434,3.442,3.462,3.434,876264.0,510300
1003 | 1046,2017-04-27,3.438,3.444,3.45,3.4,2097326.0,510300
1004 | 1047,2017-04-28,3.441,3.431,3.441,3.416,715289.0,510300
1005 | 1048,2017-05-02,3.426,3.426,3.43,3.414,920826.0,510300
1006 | 1049,2017-05-03,3.422,3.409,3.43,3.405,821768.0,510300
1007 | 1050,2017-05-04,3.406,3.396,3.419,3.393,1043228.0,510300
1008 | 1051,2017-05-05,3.391,3.374,3.393,3.362,1465209.0,510300
1009 | 1052,2017-05-08,3.37,3.345,3.374,3.337,1643938.0,510300
1010 | 1053,2017-05-09,3.34,3.348,3.356,3.329,1400235.0,510300
1011 | 1054,2017-05-10,3.349,3.336,3.364,3.334,1670224.0,510300
1012 | 1055,2017-05-11,3.328,3.353,3.361,3.316,2181884.0,510300
1013 | 1056,2017-05-12,3.351,3.38,3.385,3.347,1451197.0,510300
1014 | 1057,2017-05-15,3.389,3.394,3.405,3.386,1024391.0,510300
1015 | 1058,2017-05-16,3.391,3.434,3.435,3.378,1033131.0,510300
1016 | 1059,2017-05-17,3.43,3.411,3.432,3.41,1097918.0,510300
1017 | 1060,2017-05-18,3.399,3.396,3.413,3.39,974236.0,510300
1018 | 1061,2017-05-19,3.395,3.402,3.407,3.395,715944.0,510300
1019 | 1062,2017-05-22,3.403,3.405,3.422,3.39,863365.0,510300
1020 | 1063,2017-05-23,3.404,3.42,3.434,3.401,1514699.0,510300
1021 | 1064,2017-05-24,3.415,3.42,3.421,3.389,1404383.0,510300
1022 | 1065,2017-05-25,3.417,3.493,3.497,3.41,2489525.0,510300
1023 | 1066,2017-05-26,3.487,3.487,3.503,3.478,2032029.0,510300
1024 | 1067,2017-05-31,3.498,3.489,3.519,3.473,1480334.0,510300
1025 | 1068,2017-06-01,3.483,3.497,3.499,3.48,907181.0,510300
1026 | 1069,2017-06-02,3.495,3.488,3.499,3.469,1315412.0,510300
1027 | 1070,2017-06-05,3.478,3.465,3.49,3.462,1101787.0,510300
1028 | 1071,2017-06-06,3.465,3.492,3.493,3.462,959068.0,510300
1029 | 1072,2017-06-07,3.496,3.54,3.542,3.491,1667237.0,510300
1030 | 1073,2017-06-08,3.538,3.565,3.57,3.533,1460939.0,510300
1031 | 1074,2017-06-09,3.564,3.587,3.596,3.563,1512315.0,510300
1032 | 1075,2017-06-12,3.58,3.58,3.607,3.571,1240740.0,510300
1033 | 1076,2017-06-13,3.571,3.587,3.595,3.569,1316253.0,510300
1034 | 1077,2017-06-14,3.585,3.551,3.585,3.545,1425761.0,510300
1035 | 1078,2017-06-15,3.55,3.539,3.561,3.525,1208419.0,510300
1036 | 1079,2017-06-16,3.539,3.533,3.555,3.528,1023956.0,510300
1037 | 1080,2017-06-19,3.535,3.573,3.576,3.535,1413142.0,510300
1038 | 1081,2017-06-20,3.576,3.562,3.583,3.554,1298320.0,510300
1039 | 1082,2017-06-21,3.585,3.607,3.608,3.562,2026660.0,510300
1040 | 1083,2017-06-22,3.6,3.611,3.652,3.598,1900073.0,510300
1041 | 1084,2017-06-23,3.608,3.646,3.648,3.592,979933.0,510300
1042 | 1085,2017-06-26,3.646,3.691,3.694,3.646,1073945.0,510300
1043 | 1086,2017-06-27,3.689,3.693,3.699,3.67,806651.0,510300
1044 | 1087,2017-06-28,3.69,3.668,3.69,3.663,792487.0,510300
1045 | 1088,2017-06-29,3.669,3.69,3.695,3.668,868377.0,510300
1046 | 1089,2017-06-30,3.678,3.684,3.695,3.666,824750.0,510300
1047 | 1090,2017-07-03,3.685,3.668,3.688,3.653,965188.0,510300
1048 | 1091,2017-07-04,3.667,3.638,3.668,3.63,1352154.0,510300
1049 | 1092,2017-07-05,3.636,3.685,3.692,3.636,1333338.0,510300
1050 | 1093,2017-07-06,3.685,3.682,3.69,3.656,1618320.0,510300
1051 | 1094,2017-07-07,3.677,3.68,3.685,3.661,826426.0,510300
1052 | 1095,2017-07-10,3.679,3.684,3.7,3.675,950921.0,510300
1053 | 1096,2017-07-11,3.68,3.714,3.743,3.679,1314196.0,510300
1054 | 1097,2017-07-12,3.708,3.692,3.728,3.676,1174760.0,510300
1055 | 1098,2017-07-13,3.693,3.73,3.733,3.693,1112379.0,510300
1056 | 1099,2017-07-14,3.731,3.755,3.759,3.72,855766.0,510300
1057 | 1100,2017-07-17,3.752,3.704,3.761,3.676,1942105.0,510300
1058 | 1101,2017-07-18,3.698,3.706,3.711,3.672,1608456.0,510300
1059 | 1102,2017-07-19,3.705,3.783,3.788,3.701,1741180.0,510300
1060 | 1103,2017-07-20,3.78,3.801,3.802,3.774,976975.0,510300
1061 | 1104,2017-07-21,3.791,3.782,3.804,3.77,977614.0,510300
1062 | 1105,2017-07-24,3.778,3.801,3.809,3.771,642642.0,510300
1063 | 1106,2017-07-25,3.8,3.772,3.802,3.765,969983.0,510300
1064 | 1107,2017-07-26,3.772,3.751,3.789,3.735,1542540.0,510300
1065 | 1108,2017-07-27,3.752,3.762,3.771,3.726,1463574.0,510300
1066 | 1109,2017-07-28,3.757,3.776,3.78,3.75,741486.0,510300
1067 | 1110,2017-07-31,3.776,3.79,3.804,3.767,1194636.0,510300
1068 | 1111,2017-08-01,3.79,3.82,3.824,3.788,1224510.0,510300
1069 | 1112,2017-08-02,3.822,3.82,3.84,3.814,1180979.0,510300
1070 | 1113,2017-08-03,3.814,3.782,3.823,3.774,1072928.0,510300
1071 | 1114,2017-08-04,3.782,3.759,3.796,3.758,1040716.0,510300
1072 | 1115,2017-08-07,3.752,3.782,3.789,3.749,1062490.0,510300
1073 | 1116,2017-08-08,3.784,3.783,3.791,3.772,1211295.0,510300
1074 | 1117,2017-08-09,3.78,3.78,3.792,3.767,961916.0,510300
1075 | 1118,2017-08-10,3.773,3.772,3.801,3.744,1386799.0,510300
1076 | 1119,2017-08-11,3.748,3.7,3.756,3.695,1816643.0,510300
1077 | 1120,2017-08-14,3.701,3.746,3.753,3.701,1489558.0,510300
1078 | 1121,2017-08-15,3.747,3.756,3.771,3.742,2386280.0,510300
1079 | 1122,2017-08-16,3.752,3.75,3.757,3.729,881399.0,510300
1080 | 1123,2017-08-17,3.756,3.779,3.78,3.754,703318.0,510300
1081 | 1124,2017-08-18,3.767,3.781,3.79,3.755,724997.0,510300
1082 | 1125,2017-08-21,3.791,3.797,3.806,3.782,490788.0,510300
1083 | 1126,2017-08-22,3.796,3.803,3.811,3.786,723347.0,510300
1084 | 1127,2017-08-23,3.803,3.813,3.829,3.797,563945.0,510300
1085 | 1128,2017-08-24,3.813,3.793,3.822,3.788,764001.0,510300
1086 | 1129,2017-08-25,3.792,3.859,3.86,3.791,2023895.0,510300
1087 | 1130,2017-08-28,3.862,3.903,3.928,3.862,2297449.0,510300
1088 | 1131,2017-08-29,3.904,3.895,3.907,3.888,1218355.0,510300
1089 | 1132,2017-08-30,3.894,3.891,3.912,3.889,837834.0,510300
1090 | 1133,2017-08-31,3.891,3.884,3.901,3.862,1166771.0,510300
1091 | 1134,2017-09-01,3.884,3.889,3.902,3.875,900118.0,510300
1092 | 1135,2017-09-04,3.889,3.903,3.906,3.87,1280226.0,510300
1093 | 1136,2017-09-05,3.903,3.917,3.924,3.9,703198.0,510300
1094 | 1137,2017-09-06,3.908,3.905,3.918,3.891,787843.0,510300
1095 | 1138,2017-09-07,3.908,3.888,3.92,3.887,513055.0,510300
1096 | 1139,2017-09-08,3.89,3.884,3.904,3.868,586515.0,510300
1097 | 1140,2017-09-11,3.889,3.89,3.917,3.881,760060.0,510300
1098 | 1141,2017-09-12,3.9,3.9,3.913,3.884,623236.0,510300
1099 | 1142,2017-09-13,3.902,3.903,3.908,3.885,593111.0,510300
1100 | 1143,2017-09-14,3.901,3.89,3.915,3.881,625454.0,510300
1101 | 1144,2017-09-15,3.888,3.896,3.901,3.877,926836.0,510300
1102 | 1145,2017-09-18,3.893,3.911,3.93,3.89,1107037.0,510300
1103 | 1146,2017-09-19,3.912,3.886,3.915,3.872,887575.0,510300
1104 | 1147,2017-09-20,3.884,3.904,3.909,3.882,697777.0,510300
1105 | 1148,2017-09-21,3.904,3.905,3.916,3.891,1208402.0,510300
1106 | 1149,2017-09-22,3.89,3.894,3.899,3.876,747234.0,510300
1107 | 1150,2017-09-25,3.889,3.878,3.891,3.87,845460.0,510300
1108 | 1151,2017-09-26,3.873,3.88,3.882,3.871,605663.0,510300
1109 | 1152,2017-09-27,3.879,3.883,3.894,3.874,548811.0,510300
1110 | 1153,2017-09-28,3.883,3.889,3.893,3.873,496638.0,510300
1111 | 1154,2017-09-29,3.889,3.902,3.919,3.889,887625.0,510300
1112 | 1155,2017-10-09,3.972,3.943,3.985,3.941,1653136.0,510300
1113 | 1156,2017-10-10,3.94,3.948,3.957,3.92,1417638.0,510300
1114 | 


--------------------------------------------------------------------------------
/LIS.py:
--------------------------------------------------------------------------------
 1 | # -*- coding:utf-8 -*-
 2 | # 求最长递增子序列的程序
 3 | 
 4 | def LIS(X):
 5 |     N = len(X)
 6 |     P = [0]*N
 7 |     M = [0]*(N+1)
 8 |     L = 0
 9 |     for i in range(N):
10 |         lo = 1
11 |         hi = L
12 |         while lo <= hi:
13 |             mid = (lo+hi)//2
14 |             if (X[M[mid]] < X[i]):
15 |                 lo = mid+1
16 |             else:
17 |                 hi = mid-1
18 |         newL = lo
19 |         P[i] = M[newL - 1]
20 |         M[newL] = i
21 | 
22 |         if (newL > L):
23 |             L = newL
24 | 
25 |     S = []
26 |     pos = []
27 |     k = M[L]
28 |     for i in range(L-1, -1, -1):
29 |         S.append(X[k])
30 |         pos.append(k)
31 |         k = P[k]
32 |     return S[::-1], pos[::-1]
33 | 


--------------------------------------------------------------------------------
/catchdata.py:
--------------------------------------------------------------------------------
 1 | # -*- coding:utf-8 -*-
 2 | # 抓取股票数据，存入csv文件。
 3 | import tushare as ts
 4 | 
 5 | df = ts.get_k_data('399300', index=True, start='2013-03-15')
 6 | df_etf = ts.get_k_data('510300', index=False, start='2013-03-15')
 7 | df_SH = ts.get_k_data('000001', index=True, start='2000-01-01')
 8 | 
 9 | df.to_csv('399300.csv')
10 | df_etf.to_csv('510300.csv')
11 | df_SH.to_csv('000001.csv')


--------------------------------------------------------------------------------
/classtest.py:
--------------------------------------------------------------------------------
 1 | # -*- coding:utf-8 -*-
 2 | 
 3 | class A(object):
 4 |     def __init__(self):
 5 |         self.a = "A"
 6 |         self.b = "B"
 7 | 
 8 |     def sayHello(self):
 9 |         print("This is A")
10 | 
11 |     def test(self, text):
12 |         print("A test:", text)
13 | 
14 | 
15 | a = A()
16 | a.sayHello()
17 | 
18 | 
19 | class B(A):
20 |     def sayHello2(self):
21 |         print(self.a, self.b)
22 |         print("Hello, This is B")
23 | 
24 |     def sayHello(self):
25 |         print("This is B")
26 |         A.test(self, "From B")
27 | 
28 | 
29 | b = B()
30 | b.sayHello()
31 | b.sayHello2()
32 | 


--------------------------------------------------------------------------------
/investment.py:
--------------------------------------------------------------------------------
  1 | # -*- coding:utf-8 -*-
  2 | # 指数基金定投模拟程序
  3 | 
  4 | import tushare as ts
  5 | import matplotlib.pyplot as plt
  6 | import pandas as pd
  7 | import numpy as np
  8 | from LIS import LIS
  9 | from sklearn.linear_model import LinearRegression
 10 | 
 11 | df = pd.read_csv('399300.csv')
 12 | df_etf = pd.read_csv('510300.csv')
 13 | df_SH = pd.read_csv('000001.csv')
 14 | df_SH['close'] = df_SH['close'] / 1000.0  # 因为指数数值太大了，缩小1000倍，方便模拟。
 15 | df_SH['low'] = df_SH['low'] / 1000.0
 16 | df_SH['high'] = df_SH['high'] / 1000.0
 17 | df_SH['open'] = df_SH['open'] / 1000.0
 18 | 
 19 | 
 20 | # 处理数据，计算5日均值，10日均值，30日均值，60日均值
 21 | def dataDeal(df_data):
 22 |     MA5 = []
 23 |     MA10 = []
 24 |     MA30 = []
 25 |     MA60 = []
 26 |     n = len(df_data)
 27 |     for i in range(n):
 28 |         # 计算MA5
 29 |         if i < 5:
 30 |             MA5.append(np.mean(df_data['close'][0:i]))
 31 |         else:
 32 |             MA5.append(np.mean(df_data['close'][i - 5 + 1:i]))
 33 |         # 计算MA10
 34 |         if i < 10:
 35 |             MA10.append(np.mean(df_data['close'][0:i]))
 36 |         else:
 37 |             MA10.append(np.mean(df_data['close'][i - 10 + 1:i]))
 38 |         # 计算MA30
 39 |         if i < 30:
 40 |             MA30.append(np.mean(df_data['close'][0:i]))
 41 |         else:
 42 |             MA30.append(np.mean(df_data['close'][i - 30 + 1:i]))
 43 |         # 计算MA
 44 |         # 0
 45 |         if i < 60:
 46 |             MA60.append(np.mean(df_data['close'][0:i]))
 47 |         else:
 48 |             MA60.append(np.mean(df_data['close'][i - 60 + 1:i]))
 49 |         if i == 0:
 50 |             num = df_data['close'][0]
 51 |             MA5[0] = MA10[0] = MA30[0] = MA60[0] = num
 52 |     df_data['MA5'] = MA5
 53 |     df_data['MA10'] = MA10
 54 |     df_data['MA30'] = MA30
 55 |     df_data['MA60'] = MA60
 56 | 
 57 | 
 58 | dataDeal(df_SH)
 59 | print(df_SH.head())
 60 | 
 61 | p1 = plt.subplot(311)
 62 | p2 = plt.subplot(312)
 63 | p3 = plt.subplot(313)
 64 | p1.plot(df['close'])
 65 | p2.plot(df_etf['close'])
 66 | p3.plot(df_SH['close'])
 67 | p3.plot(df_SH['MA5'])
 68 | p3.plot(df_SH['MA10'])
 69 | p3.plot(df_SH['MA30'])
 70 | p3.plot(df_SH['MA60'])
 71 | plt.show()
 72 | 
 73 | print(len(df), len(df_etf), len(df_SH))
 74 | 
 75 | import numpy as np
 76 | 
 77 | print("沪深300指数与沪深300etf的相关性分析")
 78 | corrc = np.corrcoef(df['close'], df_etf['close'])
 79 | print(corrc)
 80 | 
 81 | print("上证综指指数与沪深300etf的相关性分析")
 82 | corrc = np.corrcoef(df_etf['close'], df_SH['close'][len(df_SH) - len(df_etf):])
 83 | print(corrc)
 84 | 
 85 | 
 86 | # 定投模拟情况
 87 | # 1.初始日期开始，每隔30天投一次，计算总盈利。
 88 | 
 89 | class Module(object):
 90 |     def __init__(self, df_data):
 91 |         self.n = len(df_data['close'])
 92 |         self.df_data = df_data
 93 |         self.num = 1000.0  # 每次定投投入金额
 94 |         self.fee = 3.0 / 10000.0  # 手续费率
 95 |         self.total = []  # 每一期的总市值
 96 |         self.number = 0  # 持股总数
 97 |         self.stock = []  # 每一期购入的股票总数
 98 |         self.invest = 0  # 总投入资金
 99 |         self.input = []  # 每期累计投入的总资金
100 |         self.rate = []  # 每期的收益率
101 |         self.cost = []  # 累计交易成本
102 |         self.costrate = []  # 每期的累计成本率
103 |         # 评价模型的指标
104 |         self.maxDrawdown = 0.0  # 最大回撤
105 | 
106 |     # 买入操作
107 |     def buy(self, i, j):
108 |         self.stock.append(int((self.num / self.df_data['close'].values[i]) / 100) * 100)
109 |         self.number += self.stock[j]
110 |         investnow = self.stock[j] * self.df_data['close'].values[i]  # 本期买的股票市值
111 |         costnow = investnow * self.fee
112 |         if costnow < 0.1:
113 |             costnow = 0.1
114 |         if j == 0:
115 |             self.cost.append(costnow)
116 |         else:
117 |             self.cost.append(self.cost[j - 1] + costnow)
118 |         all = self.number * self.df_data['close'].values[i] + \
119 |             (self.num - investnow) - costnow  # 股票总市值与现金之和，扣除了成本。
120 |         self.total.append(all)
121 |         self.invest += self.num
122 |         self.input.append(self.invest)
123 |         self.rate.append((self.total[j] - self.invest) / self.invest)
124 |         self.costrate.append(self.cost[j] / float(self.invest))
125 | 
126 |     # 运行模拟
127 |     def run(self):
128 |         j = 0
129 |         for i in range(0, self.n, 30):
130 |             # self.stock.append(int((self.num / self.df_data['close'].values[i]) / 100) * 100)
131 |             # self.number += self.stock[j]
132 |             # self.investnow = self.stock[j] * self.df_data['close'].values[i]  # 本期买的股票市值
133 |             # self.costnow = self.investnow * self.fee
134 |             # if self.costnow < 0.1:
135 |             #     self.costnow = 0.1
136 |             # if j == 0:
137 |             #     self.cost.append(self.costnow)
138 |             # else:
139 |             #     self.cost.append(self.cost[j - 1] + self.costnow)
140 |             # all = self.number * self.df_data['close'].values[i] + \
141 |             #       (self.num - self.investnow) - self.costnow  # 股票总市值与现金之和，扣除了成本。
142 |             # self.total.append(all)
143 |             # self.invest += self.num
144 |             # self.input.append(self.invest)
145 |             # self.rate.append((self.total[j] - self.invest) / self.invest)
146 |             # self.costrate.append(self.cost[j] / float(self.invest))
147 |             # print(i, self.total[j], self.rate[j], self.costrate[j]) # 输出每期投资后的总市值以及收益率
148 |             self.buy(i, j)
149 |             j = j + 1
150 | 
151 |     # 作图
152 |     def draw(self):
153 |         # plt.rcParams['font.sans-serifSj'] = ['SimHei']
154 |         p1 = plt.subplot(4, 1, 1)
155 |         p2 = plt.subplot(4, 1, 2)
156 |         p3 = plt.subplot(4, 1, 3)
157 |         p4 = plt.subplot(4, 1, 4)
158 |         p1.plot(self.total)
159 |         p1.plot(self.input)
160 |         p1.set_title("All money of graph")
161 |         p2.plot(self.rate)
162 |         p2.set_title("All interst of graph")
163 |         p3.plot(self.cost)
164 |         p3.set_title("Cost graph")
165 |         p4.plot(self.costrate)
166 |         p4.set_title("Cost rate graph")
167 |         plt.show()
168 | 
169 |     # 评价模型
170 |     def Judge(self):
171 |         # 计算最大回撤
172 |         maxValue = max(self.total)
173 |         maxIndex = self.total.index(maxValue)
174 |         minValue = min(self.total[maxIndex:])
175 |         self.maxDrawdown = (maxValue - minValue) / minValue
176 | 
177 |     # 返回模拟结果
178 |     def getResult(self):
179 |         self.Judge()
180 |         return self.total[-1], self.rate[-1], self.costrate[-1], self.maxDrawdown
181 | 
182 | 
183 | module = Module(df_SH)
184 | module.run()
185 | module.draw()
186 | result = module.getResult()
187 | print(result)
188 | 
189 | 
190 | # 另一个模拟，增加止盈和止损
191 | class Module2(Module):
192 |     def __init__(self, df_data):
193 |         Module.__init__(self, df_data)
194 |         self.bV = []  # 历史底部值
195 |         self.bP = []  # 历史底部位置
196 |         self.highp = df_data['high'].values
197 |         self.lowp = df_data['low'].values
198 |         self.openp = df_data['open'].values
199 |         self.closep = df_data['close'].values
200 |         # 算历史底部的数据
201 |         self.xt = []
202 |         self.yt = []
203 |         self.est = []
204 |         self.d = []
205 |         self.idx = []
206 | 
207 |     # 找到指数历史相对最低点 红线
208 |     def findBottom(self):
209 |         for i in range(1, len(self.highp) - 1):
210 |             if (self.highp[i] <= self.highp[i - 1] and
211 |                         self.highp[i] < self.highp[i + 1] and
212 |                         self.lowp[i] <= self.lowp[i - 1] and
213 |                         self.lowp[i] < self.lowp[i + 1]):
214 |                 self.bV.append(self.lowp[i])
215 |                 self.bP.append(i)
216 |         self.d, p = LIS(self.bV)
217 |         self.idx = []
218 |         for i in range(len(p)):
219 |             self.idx.append(self.bP[p[i]])
220 |         lr = LinearRegression()
221 |         X = np.atleast_2d(np.array(self.idx)).T
222 |         Y = np.array(self.d)
223 |         lr.fit(X, Y)
224 |         self.xt = np.atleast_2d(np.linspace(0, len(self.closep) + 200, len(self.closep) + 200)).T
225 |         self.estV = lr.predict(self.xt)
226 | 
227 |     # 找到指数趋势 绿线
228 |     def findTrend(self):
229 |         lr = LinearRegression()
230 |         x = np.atleast_2d(np.linspace(0, len(self.closep), len(self.closep))).T
231 |         lr.fit(x, self.closep)
232 |         self.xt = np.atleast_2d(np.linspace(0, len(self.closep) + 200, len(self.closep) + 200)).T
233 |         self.yt = lr.predict(self.xt)
234 | 
235 |     def draw(self):
236 |         # self.findBottom()
237 |         # self.findTrend()
238 |         plt.plot(self.closep)
239 |         plt.plot(self.idx, self.d, 'ko')
240 |         plt.plot(self.xt, self.estV, '-r', linewidth=5)
241 |         plt.plot(self.xt, self.yt, '-g', linewidth=5)
242 |         plt.show()
243 | 
244 |         p1 = plt.subplot(4, 1, 1)
245 |         p2 = plt.subplot(4, 1, 2)
246 |         p3 = plt.subplot(4, 1, 3)
247 |         p4 = plt.subplot(4, 1, 4)
248 |         p1.plot(self.total)
249 |         p1.plot(self.input)
250 |         p1.set_title("All money of graph")
251 |         p2.plot(self.rate)
252 |         p2.set_title("All interst of graph")
253 |         p3.plot(self.cost)
254 |         p3.set_title("Cost graph")
255 |         p4.plot(self.costrate)
256 |         p4.set_title("Cost rate graph")
257 |         plt.show()
258 | 
259 |     # 买入操作
260 |     def buy2(self, money, i, j):
261 |         self.stock.append(int((money / self.df_data['close'].values[i]) / 100) * 100)
262 |         self.number += self.stock[j]
263 |         self.investnow = self.stock[j] * self.df_data['close'].values[i]  # 本期买的股票市值
264 |         self.costnow = self.investnow * self.fee
265 |         if self.costnow < 0.1:
266 |             self.costnow = 0.1
267 |         if j == 0:
268 |             self.cost.append(self.costnow)
269 |         else:
270 |             self.cost.append(self.cost[j-1] + self.costnow)
271 |         all = self.number * self.df_data['close'].values[i] + \
272 |               (money - self.investnow) - self.costnow  # 股票总市值与现金之和，扣除了成本。
273 |         self.total.append(all)
274 |         self.invest += money
275 |         self.input.append(self.invest)
276 |         self.rate.append((self.total[j] - self.invest) / self.invest)
277 |         self.costrate.append(self.cost[j] / float(self.invest))
278 |         # print(i, self.total[j], self.rate[j], self.costrate[j]) # 输出每期投资后的总市值以及收益率
279 | 
280 |     # 卖出操作
281 |     def sell2(self, money, i, j):
282 |         self.stock.append(int((money / self.df_data['close'].values[i]) / 100) * 100)
283 |         self.number += self.stock[j]
284 |         self.investnow = abs(self.stock[j] * self.df_data['close'].values[i])  # 本期卖出的股票市值
285 |         self.costnow = self.investnow * self.fee
286 |         if self.costnow < 0.1:
287 |             self.costnow = 0.1
288 |         if j == 0:
289 |             self.cost.append(self.costnow)
290 |         else:
291 |             self.cost.append(self.cost[j-1] + self.costnow)
292 |         all = self.number * self.df_data['close'].values[i] + \
293 |               self.investnow - self.costnow  # 股票总市值与现金之和，扣除了成本。
294 |         self.total.append(all)
295 |         self.invest += 0
296 |         self.input.append(self.invest)
297 |         self.rate.append((self.total[j] - self.invest) / self.invest)
298 |         self.costrate.append(self.cost[j] / float(self.invest))
299 |         # print(i, self.total[j], self.rate[j], self.costrate[j]) # 输出每期投资后的总市值以及收益率
300 | 
301 |     '''
302 |     运行模拟，规则如下：
303 |     指数向下击穿绿线定投开始
304 |     绿线以下红线以上，使用平均成本法定投
305 |     红线以下使用恒定市值法定投
306 |     指数向上越过绿线定投结束。
307 |     '''
308 | 
309 |     def run(self):
310 |         self.findBottom()
311 |         self.findTrend()
312 |         bGreen = False  # 指数是否在绿线以下
313 |         bRed = False  # 指数是否在红线以下
314 |         j = 0 # 定投期数
315 |         for i in range(0, self.n, 30):
316 |             if self.closep[i] <= 1.2*self.yt[i]:
317 |                 bGreen = True
318 |             if self.closep[i] <= 1.2*self.estV[i]:
319 |                 bRed = True
320 |             # 判断完毕，开始按策略投资。
321 |             # 绿线以下，红线以上 平均成本法定投
322 |             if bGreen == True and bRed == False:
323 |                 self.buy2(self.num, i, j)
324 |                 # print(i, j, self.total[j], self.rate[j], self.costrate[j]) # 输出每期投资后的总市值以及收益率
325 |                 j = j + 1
326 |             '''
327 |             # 红线以下 恒定市值定投法
328 |             if bRed == True:
329 |                 # 先计算应达到的市值总额
330 |                 all = (j + 1) * self.num
331 |                 # 计算总额与实际值的差额，即为本期应当投入的资金额。
332 |                 money = all - self.total[-1]
333 |                 if money > 0:  # 需要买入
334 |                     self.buy(money, i, j)
335 |                 if money < 0:  # 市值太高，需要卖出
336 |                     self.sell(money, i, j)
337 |                 # print(i, j, self.total[j], self.rate[j], self.costrate[j]) # 输出每期投资后的总市值以及收益率
338 |                 print(i, j, self.input[j])
339 |                 j = j + 1
340 |             '''
341 | 
342 | '''
343 | module2 = Module2(df_SH)
344 | module2.run()
345 | module2.draw()
346 | result = module2.getResult()
347 | print(result)
348 | '''
349 | 
350 | # 又一个模拟，根据日均线值进行止盈和止损。
351 | class Module3(Module):
352 |     def __init__(self, df_data):
353 |         Module.__init__(self, df_data)
354 |         self.cut = 0.1  # 止盈/止损线
355 |         self.max = 0    # 最高值
356 |         self.min = 0    # 最低值
357 | 
358 |     # 买入操作
359 |     def buy(self, i, j):
360 |         self.stock.append(int((self.num / self.df_data['close'].values[i]) / 100) * 100)
361 |         self.number += self.stock[j]
362 |         investnow = self.stock[j] * self.df_data['close'].values[i]  # 本期买的股票市值
363 |         costnow = investnow * self.fee
364 |         if costnow < 0.1:
365 |             costnow = 0.1
366 |         if j == 0:
367 |             self.cost.append(costnow)
368 |         else:
369 |             self.cost.append(self.cost[j - 1] + costnow)
370 |         all = self.number * self.df_data['close'].values[i] + \
371 |             (self.num - investnow) - costnow  # 股票总市值与现金之和，扣除了成本。
372 |         self.total.append(all)
373 |         self.invest += self.num
374 |         self.input.append(self.invest)
375 |         self.rate.append((self.total[j] - self.invest) / self.invest)
376 |         # 止盈操作
377 |         if self.max != 0 and self.rate[-1] >= (1 + self.cut) * self.max:
378 |             # 涨幅超过10%就卖出存量股票的10%
379 |             sell = self.cut * self.number
380 |             money = sell * self.df_data['close'].values[i]
381 |             self.number -= sell
382 |             costnow = money * self.fee
383 |             if costnow < 0.1:
384 |                 costnow = 0.1
385 |             self.cost[-1] += costnow
386 |             all = self.number * self.df_data['close'].values[i] + \
387 |                   money - costnow
388 |             self.total[-1] = all
389 |             self.rate[-1] = ((self.total[j] - self.invest) / self.invest)
390 |         # 止损操作
391 |         if self.min != 0 and self.rate[-1] <= (1 - self.cut) * self.max:
392 |             # 跌幅超过10%就买入存量股票的10%
393 |             buy = self.cut * self.number
394 |             money = buy * self.df_data['close'].values[i]
395 |             self.number += buy
396 |             costnow = money * self.fee
397 |             if costnow < 0.1:
398 |                 costnow = 0.1
399 |             self.cost[-1] += costnow
400 |             all = self.number * self.df_data['close'].values[i] - \
401 |                   money - costnow
402 |             self.total[-1] = all
403 |             self.invest += money
404 |             self.rate[-1] = ((self.total[j] - self.invest) / self.invest)
405 |         if self.rate[-1] >= self.max:
406 |             self.max = self.rate[-1]
407 |         elif self.rate[-1] <= self.min:
408 |             self.min = self.rate[-1]
409 |         self.costrate.append(self.cost[j] / float(self.invest))
410 | 
411 | 
412 |     def run(self):
413 |         j = 0
414 |         for i in range(0, self.n, 30):
415 |             if self.df_data['MA60'][i] < self.df_data['MA30'][i]: # 30日均线超过60日均线，买入
416 |                 self.buy(i, j)
417 | 
418 |                 j = j+1
419 | 
420 | 
421 | module3 = Module3(df_SH)
422 | module3.run()
423 | module3.draw()
424 | result = module3.getResult()
425 | print(result)


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/longPredict.py:
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 1 | # -*- coding:utf-8 -*-
 2 | # 看上证指数的长期趋势。
 3 | 
 4 | 
 5 | import numpy as np
 6 | import pandas as pd
 7 | import matplotlib.pyplot as plt
 8 | import scipy as sp
 9 | import itertools
10 | from sklearn.linear_model import LinearRegression
11 | from LIS import LIS
12 | 
13 | df_SH = pd.read_csv('000001.csv')
14 | 
15 | highp = df_SH['high'].values
16 | lowp = df_SH['low'].values
17 | openp = df_SH['open'].values
18 | closep = df_SH['close'].values
19 | 
20 | lr = LinearRegression()
21 | x = np.atleast_2d(np.linspace(0, len(closep), len(closep))).T
22 | lr.fit(x, closep)
23 | print(lr)
24 | xt = np.atleast_2d(np.linspace(0, len(closep)+200, len(closep)+200)).T
25 | yt = lr.predict(xt)
26 | plt.plot(xt, yt, '-g', linewidth=5)
27 | plt.plot(closep)
28 | plt.show()
29 | 
30 | 
31 | def LIS2(X):
32 |     n = len(X)
33 |     m = [0]*n
34 |     result = []
35 |     pos = []
36 |     for x in range(n-2, -1, -1):
37 |         for y in range(n-1, x, -1):
38 |             if X[x] < X[y] and m[x] <= m[y]:
39 |                 m[x] += 1
40 |         max_value = max(m)
41 |         for i in range(n):
42 |             if m[i] == max_value:
43 |                 result.append(X[i])
44 |                 pos.append(i)
45 |                 max_value -= 1
46 |     return result, pos
47 | 
48 | 
49 | 
50 | bV = []
51 | bP = []
52 | for i in range(1, len(highp)-1):
53 |     if (highp[i] <= highp[i-1] and
54 |        highp[i] < highp[i+1] and
55 |        lowp[i] <= lowp[i-1] and
56 |        lowp[i] < lowp[i+1]):
57 |        bV.append(lowp[i])
58 |        bP.append(i)
59 | d,p = LIS(bV)
60 | idx = []
61 | for i in range(len(p)):
62 |     idx.append(bP[p[i]])
63 | 
64 | plt.plot(closep)
65 | plt.plot(idx, d, 'ko')
66 | plt.show()
67 | 
68 | lr = LinearRegression()
69 | X = np.atleast_2d(np.array(idx)).T
70 | Y = np.array(d)
71 | lr.fit(X, Y)
72 | estV = lr.predict(xt)
73 | 
74 | plt.plot(closep)
75 | plt.plot(idx, d, 'ko')
76 | plt.plot(xt, estV, '-r', linewidth=5)
77 | plt.plot(xt, yt, '-g', linewidth=5)
78 | plt.show()
79 | 


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/model.py:
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 1 | # -*- coding:utf-8 -*-
 2 | # 重新写一个交易模拟程序吧，太乱了。
 3 | 
 4 | import pandas as pd
 5 | import matplotlib.pyplot as plt
 6 | import numpy as np
 7 | 
 8 | 
 9 | class simulation(object):
10 |     def __init__(self):
11 |         self.df_data = []    # 交易数据
12 |         self.get_data()
13 | 
14 |     def get_data(self): # 获取交易数据
15 |         self.df_data = pd.read_csv('000001.csv')
16 |         # 将数据缩小1000倍，方便模拟
17 |         self.df_data['close'] = self.df_data['close']/1000.0
18 |         # 计算日均线值
19 |         MA5 = []
20 |         MA10 = []
21 |         MA30 = []
22 |         MA60 = []
23 |         n = len(self.df_data)
24 |         for i in range(n):
25 |             # 计算MA5
26 |             if i < 5:
27 |                 MA5.append(np.mean(self.df_data['close'][0:i]))
28 |             else:
29 |                 MA5.append(np.mean(self.df_data['close'][i - 5 + 1:i]))
30 |             # 计算MA10
31 |             if i < 10:
32 |                 MA10.append(np.mean(self.df_data['close'][0:i]))
33 |             else:
34 |                 MA10.append(np.mean(self.df_data['close'][i - 10 + 1:i]))
35 |             # 计算MA30
36 |             if i < 30:
37 |                 MA30.append(np.mean(self.df_data['close'][0:i]))
38 |             else:
39 |                 MA30.append(np.mean(self.df_data['close'][i - 30 + 1:i]))
40 |             if i < 60:
41 |                 MA60.append(np.mean(self.df_data['close'][0:i]))
42 |             else:
43 |                 MA60.append(np.mean(self.df_data['close'][i - 60 + 1:i]))
44 |             if i == 0:
45 |                 num = self.df_data['close'][0]
46 |                 MA5[0] = MA10[0] = MA30[0] = MA60[0] = num
47 |         self.df_data['MA5'] = MA5
48 |         self.df_data['MA10'] = MA10
49 |         self.df_data['MA30'] = MA30
50 |         self.df_data['MA60'] = MA60
51 | 
52 |     # 画出数据
53 |     def display_data(self):
54 |         plt.plot(self.df_data['close'])
55 |         plt.plot(self.df_data['MA5'])
56 |         plt.plot(self.df_data['MA10'])
57 |         plt.plot(self.df_data['MA30'])
58 |         plt.plot(self.df_data['MA60'])
59 |         plt.show()
60 | 
61 |     # 执行模拟
62 |     def run(self):
63 |         pass
64 | 
65 | 
66 | simu = simulation()
67 | simu.display_data()
68 | 


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