10分钟学会Pandas¶

绘图¶

数据可视化:基于Highcharts的可交互图表 (文档:

数据可视化)

In [60]:

# 绘制沪深300走势图

history_hs300 = D.history_data(['000300.SHA'], start_date='2016-01-01', end_date='2017-01-01', fields=['close'])

T.plot(history_hs300[['date', 'close']].set_index('date'), chart_type='spline')

bigcharts-data-start/{"chart":{"type":"spline","renderTo":"bigchart-689120eb0f2547a892fee3ae3132fb9d","height":400},"legend":{"enabled":true},"series":[{"name":"close","yAxis":0,"data":[[1451865600000,3469.0662],[1451952000000,3478.7798],[1452038400000,3539.8081],[1452124800000,3294.3838],[1452211200000,3361.5632],[1452470400000,3192.45],[1452556800000,3215.71],[1452643200000,3155.8787],[1452729600000,3221.5713],[1452816000000,3118.73],[1453075200000,3130.729],[1453161600000,3223.125],[1453248000000,3174.3782],[1453334400000,3081.3455],[1453420800000,3113.4626],[1453680000000,3128.886],[1453766400000,2940.5085],[1453852800000,2930.3518],[1453939200000,2853.7561],[1454025600000,2946.0901],[1454284800000,2901.0476],[1454371200000,2961.3337],[1454457600000,2948.6387],[1454544000000,2984.7598],[1454630400000,2963.7893],[1455494400000,2946.7065],[1455580800000,3037.0354],[1455667200000,3063.3198],[1455753600000,3053.6985],[1455840000000,3051.585],[1456099200000,3118.8674],[1456185600000,3089.3633],[1456272000000,3109.5454],[1456358400000,2918.75],[1456444800000,2948.0305],[1456704000000,2877.4666],[1456790400000,2930.6936],[1456876800000,3051.3328],[1456963200000,3058.4219],[1457049600000,3093.8894],[1457308800000,3104.8396],[1457395200000,3107.6726],[1457481600000,3071.907],[1457568000000,3013.1458],[1457654400000,3018.2844],[1457913600000,3065.6904],[1458000000000,3074.7795],[1458086400000,3090.0327],[1458172800000,3124.2039],[1458259200000,3171.9629],[1458518400000,3249.4373],[1458604800000,3225.7903],[1458691200000,3236.0923],[1458777600000,3181.8506],[1458864000000,3197.8169],[1459123200000,3169.7283],[1459209600000,3135.4099],[1459296000000,3216.2754],[1459382400000,3218.0879],[1459468800000,3221.8948],[1459814400000,3264.4858],[1459900800000,3257.5276],[1459987200000,3209.2903],[1460073600000,3185.7258],[1460332800000,3230.0957],[1460419200000,3218.4497],[1460505600000,3261.3831],[1460592000000,3275.832],[1460678400000,3272.2053],[1460937600000,3228.4531],[1461024000000,3238.303],[1461110400000,3181.0264],[1461196800000,3160.6033],[1461283200000,3174.9011],[1461542400000,3162.0332],[1461628800000,3179.1604],[1461715200000,3165.9155],[1461801600000,3160.5808],[1461888000000,3156.7451],[1462233600000,3213.5398],[1462320000000,3209.4614],[1462406400000,3213.9199],[1462492800000,3130.3545],[1462752000000,3065.6155],[1462838400000,3069.1123],[1462924800000,3082.8086],[1463011200000,3090.1372],[1463097600000,3074.9351],[1463356800000,3095.3086],[1463443200000,3086.0249],[1463529600000,3068.0359],[1463616000000,3062.5002],[1463702400000,3078.2183],[1463961600000,3087.2224],[1464048000000,3063.5557],[1464134400000,3059.2258],[1464220800000,3064.2112],[1464307200000,3062.4993],[1464566400000,3066.7095],[1464652800000,3169.5598],[1464739200000,3160.5471],[1464825600000,3167.0996],[1464912000000,3189.3254],[1465171200000,3178.7883],[1465257600000,3177.0537],[1465344000000,3163.9863],[1465776000000,3066.3413],[1465862400000,3075.9834],[1465948800000,3116.3682],[1466035200000,3094.6748],[1466121600000,3110.3572],[1466380800000,3112.6743],[1466467200000,3106.3174],[1466553600000,3133.9612],[1466640000000,3117.3169],[1466726400000,3077.1555],[1466985600000,3120.5442],[1467072000000,3136.4014],[1467158400000,3151.3899],[1467244800000,3153.9209],[1467331200000,3154.2002],[1467590400000,3204.6963],[1467676800000,3207.3828],[1467763200000,3216.8035],[1467849600000,3209.9541],[1467936000000,3192.2805],[1468195200000,3203.3298],[1468281600000,3273.1824],[1468368000000,3282.8682],[1468454400000,3276.7637],[1468540800000,3276.2776],[1468800000000,3262.0222],[1468886400000,3248.2341],[1468972800000,3237.605],[1469059200000,3252.5227],[1469145600000,3225.1621],[1469404800000,3230.885],[1469491200000,3269.5881],[1469577600000,3218.2429],[1469664000000,3221.1365],[1469750400000,3203.9304],[1470009600000,3176.8091],[1470096000000,3189.053],[1470182400000,3193.5073],[1470268800000,3201.2888],[1470355200000,3205.1101],[1470614400000,3234.1833],[1470700800000,3256.9812],[1470787200000,3243.3408],[1470873600000,3233.3604],[1470960000000,3294.2336],[1471219200000,3393.4238],[1471305600000,3378.2451],[1471392000000,3373.0476],[1471478400000,3364.4851],[1471564800000,3365.0198],[1471824000000,3336.7949],[1471910400000,3341.8298],[1471996800000,3329.863],[1472083200000,3308.9722],[1472169600000,3307.0901],[1472428800000,3307.7812],[1472515200000,3311.9873],[1472601600000,3327.7937],[1472688000000,3301.5767],[1472774400000,3314.1143],[1473033600000,3319.6804],[1473120000000,3342.626],[1473206400000,3340.8171],[1473292800000,3339.564],[1473379200000,3318.0439],[1473638400000,3262.6042],[1473724800000,3260.333],[1473811200000,3238.73],[1474243200000,3263.1243],[1474329600000,3257.4033],[1474416000000,3266.6362],[1474502400000,3291.1211],[1474588800000,3275.6665],[1474848000000,3220.2837],[1474934400000,3240.7546],[1475020800000,3230.8904],[1475107200000,3244.3875],[1475193600000,3253.2849],[1476057600000,3293.8689],[1476144000000,3306.5574],[1476230400000,3300.01],[1476316800000,3302.6455],[1476403200000,3305.8481],[1476662400000,3277.8787],[1476748800000,3321.3325],[1476835200000,3316.2407],[1476921600000,3318.6045],[1477008000000,3327.74],[1477267200000,3367.5779],[1477353600000,3367.4546],[1477440000000,3354.8003],[1477526400000,3345.6951],[1477612800000,3340.1262],[1477872000000,3336.2778],[1477958400000,3359.0515],[1478044800000,3333.3523],[1478131200000,3365.085],[1478217600000,3354.1748],[1478476800000,3356.5916],[1478563200000,3371.1177],[1478649600000,3353.0547],[1478736000000,3390.6118],[1478822400000,3417.2212],[1479081600000,3430.2483],[1479168000000,3429.8696],[1479254400000,3429.592],[1479340800000,3436.5349],[1479427200000,3417.4553],[1479686400000,3441.1106],[1479772800000,3468.3638],[1479859200000,3474.729],[1479945600000,3488.7402],[1480032000000,3521.2983],[1480291200000,3535.0808],[1480377600000,3564.0403],[1480464000000,3538.001],[1480550400000,3565.0359],[1480636800000,3528.9546],[1480896000000,3469.4072],[1480982400000,3459.1533],[1481068800000,3475.7473],[1481155200000,3470.1426],[1481241600000,3493.7004],[1481500800000,3409.1794],[1481587200000,3405.0354],[1481673600000,3378.9453],[1481760000000,3340.4338],[1481846400000,3346.0305],[1482105600000,3328.9827],[1482192000000,3309.0642],[1482278400000,3338.5359],[1482364800000,3335.6721],[1482451200000,3307.5991],[1482710400000,3322.4006],[1482796800000,3316.3853],[1482883200000,3301.8887],[1482969600000,3297.7649],[1483056000000,3310.0808]]}],"stock":true,"xAxis":{"type":"datetime","title":{"text":"date"}}}/bigcharts-data-end

In [61]:

# 绘制多只股票走势图

data = D.history_data(['000005.SZA','000010.SZA','603998.SHA','603898.SHA'], start_date='2016-01-01', end_date='2017-01-01', fields=['close'],groupped_by_instrument=False)

data = pd.pivot_table(data,values='close',index=['date'],columns=['instrument'])

T.plot(data, chart_type='spline')

bigcharts-data-start/{"chart":{"type":"spline","renderTo":"bigchart-6ffafe62025743639fd985936a2e7dc7","height":400},"legend":{"enabled":true},"series":[{"name":"000005.SZA","yAxis":0,"data":[[1451865600000,83.7791],[1451952000000,82.4816],[1452038400000,85.0766],[1452124800000,76.6431],[1452211200000,76.9211],[1452470400000,69.229],[1452556800000,69.507],[1452643200000,65.8926],[1452729600000,68.5802],[1452816000000,66.1707],[1453075200000,67.3755],[1453161600000,74.1408],[1453248000000,73.9554],[1453334400000,68.6729],[1453420800000,69.9704],[1453680000000,70.3411],[1453766400000,63.2977],[1453852800000,62.0002],[1453939200000,58.6639],[1454025600000,64.5025],[1454284800000,64.1318],[1454371200000,66.078],[1454457600000,67.1901],[1454544000000,67.8388],[1454630400000,65.8],[1455494400000,64.8732],[1455580800000,71.3605],[1455667200000,72.1019],[1455753600000,71.9166],[1455840000000,73.3994],[1456099200000,75.1602],[1456185600000,73.3994],[1456272000000,73.8628],[1456358400000,76.5504],[1456444800000,71.3605],[1456704000000,64.2245],[1456790400000,66.5414],[1456876800000,70.9898],[1456963200000,72.1019],[1457049600000,70.2484],[1457308800000,71.3605],[1457395200000,70.1557],[1457481600000,68.4876],[1457568000000,67.3755],[1457654400000,66.634],[1457913600000,68.9509],[1458000000000,69.1363],[1458086400000,67.7462],[1458172800000,69.507],[1458259200000,71.8239],[1458518400000,74.6042],[1458604800000,73.0287],[1458691200000,73.5847],[1458777600000,71.7312],[1458864000000,71.8239],[1459123200000,71.1752],[1459209600000,69.3216],[1459296000000,71.5459],[1459382400000,71.0825],[1459468800000,69.785],[1459814400000,73.3067],[1459900800000,73.214],[1459987200000,73.4921],[1460073600000,73.8628],[1460332800000,74.4188],[1460419200000,73.0287],[1460505600000,73.3067],[1460592000000,73.5847],[1460678400000,73.214],[1460937600000,71.6385],[1461024000000,72.1019],[1461110400000,67.7462],[1461196800000,66.9121],[1461283200000,67.2828],[1461542400000,66.8194],[1461628800000,67.2828],[1461715200000,66.9121],[1461801600000,65.9853],[1461888000000,66.1707],[1462233600000,68.1169],[1462320000000,68.0242],[1462406400000,67.9315],[1462492800000,65.4293],[1462752000000,62.0002],[1462838400000,62.3709],[1462924800000,61.8149],[1463011200000,60.8881],[1463097600000,65.4293],[1463356800000,65.1512],[1463443200000,64.8732],[1463529600000,62.0002],[1463616000000,62.2783],[1463702400000,63.1124],[1463961600000,63.8538],[1464048000000,62.927],[1464134400000,62.7417],[1464220800000,62.7417],[1464307200000,63.0197],[1464566400000,62.2783],[1464652800000,64.4098],[1464739200000,65.1512],[1464825600000,65.9853],[1464912000000,65.9853],[1465171200000,65.3366],[1465257600000,66.634],[1465344000000,65.4293],[1465776000000,62.2783],[1465862400000,68.4876],[1465948800000,74.1408],[1466035200000,72.4726],[1466121600000,71.9166],[1466380800000,72.7507],[1466467200000,69.4143],[1466553600000,70.4338],[1466640000000,70.1557],[1466726400000,70.7118],[1466985600000,71.3605],[1467072000000,71.5459],[1467158400000,70.5264],[1467244800000,69.8777],[1467331200000,69.3216],[1467590400000,70.1557],[1467676800000,70.1557],[1467763200000,70.2484],[1467849600000,69.507],[1467936000000,69.5997],[1468195200000,69.4143],[1468281600000,69.8777],[1468368000000,70.2484],[1468454400000,72.0093],[1468540800000,71.4532],[1468800000000,70.7118],[1468886400000,70.7118],[1468972800000,71.5459],[1469059200000,71.2678],[1469145600000,70.1557],[1469404800000,69.9704],[1469491200000,70.5264],[1469577600000,67.0047],[1469664000000,66.7267],[1469750400000,66.356],[1470009600000,65.8],[1470096000000,66.2633],[1470182400000,67.2828],[1470268800000,67.1901],[1470355200000,66.634],[1470614400000,67.3755],[1470700800000,67.6535],[1470787200000,67.4681],[1470873600000,66.5414],[1470960000000,67.4681],[1471219200000,69.0436],[1471305600000,69.4143],[1471392000000,69.5997],[1471478400000,70.8045],[1471564800000,70.3411],[1471824000000,69.1363],[1471910400000,69.0436],[1471996800000,69.4143],[1472083200000,67.7462],[1472169600000,68.4876],[1472428800000,69.5997],[1472515200000,69.0436],[1472601600000,69.5997],[1472688000000,68.3949],[1472774400000,67.9315],[1473033600000,68.2095],[1473120000000,68.9509],[1473206400000,70.5264],[1473292800000,70.3411],[1473379200000,69.229],[1473638400000,67.5608],[1473724800000,68.7656],[1473811200000,68.1169],[1474243200000,68.5802],[1474329600000,69.1363],[1474416000000,69.1363],[1474502400000,69.6924],[1474588800000,68.5802],[1474848000000,66.9121],[1474934400000,67.4681],[1475020800000,66.7267],[1475107200000,67.1901],[1475193600000,67.9315],[1476057600000,68.5802],[1476144000000,69.507],[1476230400000,69.507],[1476316800000,69.4143],[1476403200000,70.2484],[1476662400000,68.7656],[1476748800000,70.4338],[1476835200000,69.4143],[1476921600000,69.229],[1477008000000,69.1363],[1477267200000,69.5997],[1477353600000,69.785],[1477440000000,69.3216],[1477526400000,69.9704],[1477612800000,68.3949],[1477872000000,68.2095],[1477958400000,68.5802],[1478044800000,67.8388],[1478131200000,68.3949],[1478217600000,68.5802],[1478476800000,69.785],[1478563200000,69.4143],[1478649600000,68.8583],[1478736000000,69.785],[1478822400000,70.0631],[1479081600000,69.785],[1479168000000,70.5264],[1479254400000,70.1557],[1479340800000,69.9704],[1479427200000,70.0631],[1479686400000,69.8777],[1479772800000,70.3411],[1479859200000,70.5264],[1479945600000,69.9704],[1480032000000,70.0631],[1480291200000,70.7118],[1480377600000,69.3216],[1480464000000,68.7656],[1480550400000,69.0436],[1480636800000,67.0974],[1480896000000,66.7267],[1480982400000,66.634],[1481068800000,67.2828],[1481155200000,66.4487],[1481241600000,66.634],[1481500800000,63.2977],[1481587200000,63.4831],[1481673600000,62.649],[1481760000000,63.205],[1481846400000,64.2245],[1482105600000,64.5025],[1482192000000,63.8538],[1482278400000,64.8732],[1482364800000,65.0586],[1482451200000,63.5757],[1482710400000,63.6684],[1482796800000,63.6684],[1482883200000,63.5757],[1482969600000,62.649],[1483056000000,62.649]]},{"name":"000010.SZA","yAxis":0,"data":[[1451865600000,98.0484],[1451952000000,92.5534],[1452038400000,96.3245],[1452124800000,86.7351],[1452211200000,86.8429],[1452470400000,78.1155],[1452556800000,78.5465],[1452643200000,74.5599],[1452729600000,76.7148],[1452816000000,76.4993],[1453075200000,84.1492],[1453161600000,92.5534],[1453248000000,93.7386],[1453334400000,91.7991],[1453420800000,95.678],[1453680000000,95.3548],[1453766400000,85.8731],[1453852800000,89.1055],[1453939200000,85.5499],[1454025600000,90.2907],[1454284800000,86.8429],[1454371200000,89.321],[1454457600000,88.9978],[1454544000000,92.4456],[1454630400000,93.1998],[1455494400000,92.4456],[1455580800000,96.9709],[1455667200000,99.1258],[1455753600000,104.5131],[1455840000000,102.3582],[1456099200000,103.7589],[1456185600000,106.7758],[1456272000000,105.0518],[1456358400000,94.6005],[1456444800000,95.678],[1456704000000,86.1964],[1456790400000,88.7823],[1456876800000,93.1998],[1456963200000,96.2167],[1457049600000,91.0449],[1457308800000,94.816],[1457395200000,93.0921],[1457481600000,91.9069],[1457568000000,89.321],[1457654400000,90.5062],[1457913600000,92.1224],[1458000000000,93.3076],[1458086400000,89.6442],[1458172800000,91.0449],[1458259200000,93.4153],[1458518400000,96.5399],[1458604800000,94.2773],[1458691200000,95.7857],[1458777600000,91.9069],[1458864000000,92.8766],[1459123200000,91.5837],[1459209600000,88.3513],[1459296000000,90.8294],[1459382400000,89.752],[1459468800000,89.6442],[1459814400000,91.5837],[1459900800000,91.7991],[1459987200000,89.752],[1460073600000,88.1358],[1460332800000,89.752],[1460419200000,87.7048],[1460505600000,88.89],[1460592000000,90.8294],[1460678400000,94.0618],[1460937600000,91.1527],[1461024000000,93.8463],[1461110400000,92.6611],[1461196800000,95.3548],[1461283200000,96.5399],[1461542400000,94.2773],[1461628800000,99.5568],[1461715200000,97.1864],[1461801600000,97.4019],[1461888000000,96.0012],[1462233600000,99.3413],[1462320000000,99.0181],[1462406400000,101.8195],[1462492800000,98.9103],[1462752000000,98.2639],[1462838400000,91.4759],[1462924800000,88.2435],[1463011200000,86.0886],[1463097600000,86.5196],[1463356800000,87.7048],[1463443200000,87.8126],[1463529600000,82.6408],[1463616000000,82.1021],[1463702400000,82.2098],[1463961600000,82.6408],[1464048000000,81.5633],[1464134400000,81.4556],[1464220800000,80.3781],[1464307200000,81.1323],[1464566400000,79.6239],[1464652800000,83.395],[1464739200000,83.2873],[1464825600000,84.1492],[1464912000000,84.1492],[1465171200000,84.4725],[1465257600000,84.7957],[1465344000000,83.6105],[1465776000000,78.6542],[1465862400000,79.9471],[1465948800000,82.3175],[1466035200000,82.4253],[1466121600000,82.964],[1466380800000,81.1323],[1466467200000,79.0852],[1466553600000,81.1323],[1466640000000,80.5936],[1466726400000,79.9471],[1466985600000,81.1323],[1467072000000,84.257],[1467158400000,84.0415],[1467244800000,84.3647],[1467331200000,83.395],[1467590400000,84.3647],[1467676800000,83.9337],[1467763200000,85.4422],[1467849600000,84.4725],[1467936000000,84.3647],[1468195200000,83.7182],[1468281600000,84.4725],[1468368000000,84.688],[1468454400000,85.3344],[1468540800000,84.4725],[1468800000000,84.3647],[1468886400000,84.5802],[1468972800000,87.7048],[1469059200000,86.7351],[1469145600000,86.1964],[1469404800000,86.9506],[1469491200000,87.2738],[1469577600000,83.395],[1469664000000,83.0718],[1469750400000,82.8563],[1470009600000,80.7014],[1470096000000,80.4859],[1470182400000,81.3478],[1470268800000,82.1021],[1470355200000,80.9169],[1470614400000,81.4556],[1470700800000,82.1021],[1470787200000,81.6711],[1470873600000,80.3781],[1470960000000,81.0246],[1471219200000,82.3175],[1471305600000,83.5027],[1471392000000,83.2873],[1471478400000,83.6105],[1471564800000,83.395],[1471824000000,83.2873],[1471910400000,83.7182],[1471996800000,84.9034],[1472083200000,82.6408],[1472169600000,86.0886],[1472428800000,89.6442],[1472515200000,88.1358],[1472601600000,89.8597],[1472688000000,89.8597],[1472774400000,87.3816],[1473033600000,88.6745],[1473120000000,92.7689],[1473206400000,100.2033],[1473292800000,97.0787],[1473379200000,95.0315],[1473638400000,94.9238],[1473724800000,95.8935],[1473811200000,92.7689],[1474243200000,93.8463],[1474329600000,95.678],[1474416000000,93.8463],[1474502400000,95.1393],[1474588800000,96.2167],[1474848000000,94.385],[1474934400000,91.7991],[1475020800000,89.4287],[1475107200000,89.5365],[1475193600000,90.6139],[1476057600000,92.3379],[1476144000000,91.9069],[1476230400000,92.3379],[1476316800000,92.9844],[1476403200000,94.0618],[1476662400000,90.2907],[1476748800000,90.3985],[1476835200000,88.7823],[1476921600000,89.2133],[1477008000000,88.7823],[1477267200000,86.4119],[1477353600000,85.6577],[1477440000000,85.8731],[1477526400000,85.2267],[1477612800000,83.9337],[1477872000000,83.9337],[1477958400000,85.1189],[1478044800000,85.2267],[1478131200000,85.4422],[1478217600000,85.2267],[1478476800000,85.2267],[1478563200000,85.1189],[1478649600000,85.7654],[1478736000000,86.8429],[1478822400000,90.6139],[1479081600000,87.5971],[1479168000000,87.5971],[1479254400000,87.8126],[1479340800000,86.9506],[1479427200000,85.1189],[1479686400000,85.1189],[1479772800000,85.7654],[1479859200000,85.5499],[1479945600000,84.7957],[1480032000000,84.688],[1480291200000,85.4422],[1480377600000,84.0415],[1480464000000,83.7182],[1480550400000,84.0415],[1480636800000,82.2098],[1480896000000,81.2401],[1480982400000,81.8866],[1481068800000,82.7485],[1481155200000,82.533],[1481241600000,82.1021],[1481500800000,76.8225],[1481587200000,75.5296],[1481673600000,74.4521],[1481760000000,75.0986],[1481846400000,76.1761],[1482105600000,77.038],[1482192000000,77.2535],[1482278400000,85.0112],[1482364800000,83.395],[1482451200000,82.3175],[1482710400000,79.4084],[1482796800000,87.3816],[1482883200000,86.4119],[1482969600000,85.5499],[1483056000000,82.8563]]},{"name":"603898.SHA","yAxis":0,"data":[[1451865600000,93.3146],[1451952000000,87.1518],[1452038400000,89.8875],[1452124800000,80.8987],[1452211200000,82.2515],[1452470400000,74.0144],[1452556800000,75.8783],[1452643200000,69.5952],[1452729600000,73.4131],[1452816000000,75.8783],[1453075200000,77.9225],[1453161600000,85.1977],[1453248000000,82.5221],[1453334400000,80.2975],[1453420800000,82.4921],[1453680000000,81.2895],[1453766400000,74.0745],[1453852800000,75.1568],[1453939200000,72.0002],[1454025600000,75.9083],[1454284800000,78.5839],[1454371200000,82.3718],[1454457600000,81.8307],[1454544000000,82.1012],[1454630400000,79.3956],[1455494400000,79.1852],[1455580800000,82.3417],[1455667200000,81.8607],[1455753600000,84.867],[1455840000000,85.6486],[1456099200000,85.8591],[1456185600000,84.5363],[1456272000000,85.5584],[1456358400000,79.3655],[1456444800000,81.1994],[1456704000000,76.239],[1456790400000,77.0507],[1456876800000,84.7467],[1456963200000,86.5505],[1457049600000,85.0474],[1457308800000,85.9192],[1457395200000,85.5284],[1457481600000,82.7025],[1457568000000,82.1012],[1457654400000,79.3355],[1457913600000,82.2515],[1458000000000,82.3117],[1458086400000,81.3196],[1458172800000,84.867],[1458259200000,85.7689],[1458518400000,87.8733],[1458604800000,86.6708],[1458691200000,88.8653],[1458777600000,87.3923],[1458864000000,93.1643],[1459123200000,93.1643],[1459209600000,93.1643],[1459296000000,93.1643],[1459382400000,93.1643],[1459468800000,93.1643],[1459814400000,93.1643],[1459900800000,93.1643],[1459987200000,93.1643],[1460073600000,93.1643],[1460332800000,93.1643],[1460419200000,93.1643],[1460505600000,93.1643],[1460592000000,93.1643],[1460678400000,93.1643],[1460937600000,93.1643],[1461024000000,98.8161],[1461110400000,92.8637],[1461196800000,100.5597],[1461283200000,98.9965],[1461542400000,96.2608],[1461628800000,97.313],[1461715200000,101.5217],[1461801600000,99.4775],[1461888000000,100.7401],[1462233600000,104.7685],[1462320000000,103.8666],[1462406400000,103.2353],[1462492800000,98.1246],[1462752000000,95.8399],[1462838400000,96.5313],[1462924800000,100.2591],[1463011200000,102.123],[1463097600000,101.7021],[1463356800000,105.6904],[1463443200000,102.7898],[1463529600000,99.1037],[1463616000000,98.0764],[1463702400000,98.8922],[1463961600000,97.2001],[1464048000000,95.5081],[1464134400000,93.3025],[1464220800000,93.9974],[1464307200000,93.4233],[1464566400000,90.6436],[1464652800000,93.2118],[1464739200000,93.2118],[1464825600000,95.4175],[1464912000000,93.9974],[1465171200000,95.6894],[1465257600000,94.088],[1465344000000,90.976],[1465776000000,83.6942],[1465862400000,86.9272],[1465948800000,91.2781],[1466035200000,90.5227],[1466121600000,91.399],[1466380800000,92.0335],[1466467200000,92.1845],[1466553600000,92.1543],[1466640000000,92.0032],[1466726400000,92.5773],[1466985600000,93.091],[1467072000000,93.6953],[1467158400000,93.4838],[1467244800000,93.937],[1467331200000,94.1183],[1467590400000,94.4506],[1467676800000,94.7528],[1467763200000,94.7225],[1467849600000,98.7713],[1467936000000,98.0764],[1468195200000,99.2245],[1468281600000,101.6417],[1468368000000,102.0647],[1468454400000,100.7352],[1468540800000,100.6748],[1468800000000,103.938],[1468886400000,107.2918],[1468972800000,107.5335],[1469059200000,107.5939],[1469145600000,106.2645],[1469404800000,103.8776],[1469491200000,105.3581],[1469577600000,102.4273],[1469664000000,102.397],[1469750400000,107.1709],[1470009600000,108.0774],[1470096000000,108.168],[1470182400000,108.1982],[1470268800000,108.2587],[1470355200000,109.2255],[1470614400000,109.1651],[1470700800000,108.3493],[1470787200000,106.7782],[1470873600000,107.4731],[1470960000000,107.6846],[1471219200000,109.014],[1471305600000,109.014],[1471392000000,109.8298],[1471478400000,109.5881],[1471564800000,110.4643],[1471824000000,111.2197],[1471910400000,111.6729],[1471996800000,115.2986],[1472083200000,115.8123],[1472169600000,114.8756],[1472428800000,113.9692],[1472515200000,111.6125],[1472601600000,110.706],[1472688000000,109.3464],[1472774400000,109.4068],[1473033600000,108.6212],[1473120000000,109.3162],[1473206400000,108.863],[1473292800000,109.6485],[1473379200000,109.86],[1473638400000,108.591],[1473724800000,112.0959],[1473811200000,112.2168],[1474243200000,116.0238],[1474329600000,117.4137],[1474416000000,114.4829],[1474502400000,111.4916],[1474588800000,108.7723],[1474848000000,105.4185],[1474934400000,106.1436],[1475020800000,106.2041],[1475107200000,104.4214],[1475193600000,106.7479],[1476057600000,105.4487],[1476144000000,104.3006],[1476230400000,105.1163],[1476316800000,103.515],[1476403200000,103.0618],[1476662400000,102.246],[1476748800000,103.3941],[1476835200000,106.5364],[1476921600000,107.2918],[1477008000000,106.053],[1477267200000,106.2343],[1477353600000,105.5091],[1477440000000,103.4243],[1477526400000,103.9078],[1477612800000,102.82],[1477872000000,102.82],[1477958400000,102.397],[1478044800000,102.8805],[1478131200000,103.2128],[1478217600000,104.1193],[1478476800000,103.1222],[1478563200000,100.3122],[1478649600000,99.1037],[1478736000000,101.1885],[1478822400000,100.977],[1479081600000,101.128],[1479168000000,102.3064],[1479254400000,102.9107],[1479340800000,102.1251],[1479427200000,101.0374],[1479686400000,101.8834],[1479772800000,103.6963],[1479859200000,103.4243],[1479945600000,100.3122],[1480032000000,98.4994],[1480291200000,99.8892],[1480377600000,96.8376],[1480464000000,97.1397],[1480550400000,97.5023],[1480636800000,97.3512],[1480896000000,96.6865],[1480982400000,100.0705],[1481068800000,99.2849],[1481155200000,99.4662],[1481241600000,98.4389],[1481500800000,92.6982],[1481587200000,92.396],[1481673600000,91.127],[1481760000000,92.4867],[1481846400000,98.0462],[1482105600000,98.3181],[1482192000000,98.3483],[1482278400000,99.3454],[1482364800000,100.6144],[1482451200000,98.4087],[1482710400000,99.1037],[1482796800000,97.8044],[1482883200000,94.9945],[1482969600000,95.1456],[1483056000000,97.8044]]},{"name":"603998.SHA","yAxis":0,"data":[[1451865600000,59.8497],[1451952000000,56.1099],[1452038400000,57.5302],[1452124800000,52.1616],[1452211200000,51.5883],[1452470400000,46.4281],[1452556800000,46.5063],[1452643200000,45.3205],[1452729600000,47.6791],[1452816000000,46.1545],[1453075200000,47.7442],[1453161600000,49.8813],[1453248000000,49.0994],[1453334400000,47.2491],[1453420800000,48.1742],[1453680000000,48.4739],[1453766400000,44.0566],[1453852800000,44.9166],[1453939200000,44.4084],[1454025600000,47.3924],[1454284800000,46.0502],[1454371200000,48.0048],[1454457600000,48.4739],[1454544000000,48.8388],[1454630400000,48.2524],[1455494400000,48.3436],[1455580800000,49.9203],[1455667200000,49.8422],[1455753600000,49.347],[1455840000000,49.5685],[1456099200000,50.4807],[1456185600000,50.6501],[1456272000000,49.9073],[1456358400000,45.4769],[1456444800000,45.7375],[1456704000000,42.8186],[1456790400000,43.6787],[1456876800000,45.503],[1456963200000,44.9817],[1457049600000,44.1738],[1457308800000,45.0339],[1457395200000,44.9166],[1457481600000,43.6005],[1457568000000,42.949],[1457654400000,42.949],[1457913600000,44.3823],[1458000000000,44.3172],[1458086400000,43.5744],[1458172800000,44.9426],[1458259200000,47.1318],[1458518400000,48.0048],[1458604800000,48.1742],[1458691200000,48.5782],[1458777600000,49.1255],[1458864000000,51.1973],[1459123200000,54.0511],[1459209600000,52.7741],[1459296000000,57.1002],[1459382400000,61.5828],[1459468800000,60.2927],[1459814400000,61.4394],[1459900800000,63.7589],[1459987200000,63.8501],[1460073600000,62.6773],[1460332800000,67.6159],[1460419200000,63.7067],[1460505600000,63.7849],[1460592000000,65.7004],[1460678400000,64.6319],[1460937600000,62.0779],[1461024000000,61.4655],[1461110400000,56.0708],[1461196800000,54.2074],[1461283200000,55.4193],[1461542400000,54.4159],[1461628800000,55.8363],[1461715200000,56.4617],[1461801600000,55.6669],[1461888000000,58.0645],[1462233600000,62.2213],[1462320000000,63.368],[1462406400000,69.689],[1462492800000,64.1924],[1462752000000,57.7928],[1462838400000,54.809],[1462924800000,52.7281],[1463011200000,52.2177],[1463097600000,51.2754],[1463356800000,52.414],[1463443200000,51.6288],[1463529600000,48.4093],[1463616000000,48.802],[1463702400000,49.1161],[1463961600000,50.3724],[1464048000000,48.9983],[1464134400000,48.3308],[1464220800000,49.7442],[1464307200000,49.1161],[1464566400000,49.3909],[1464652800000,52.0607],[1464739200000,55.3979],[1464825600000,55.4371],[1464912000000,55.2801],[1465171200000,54.4163],[1465257600000,53.6704],[1465344000000,53.5526],[1465776000000,49.7442],[1465862400000,49.6657],[1465948800000,51.0006],[1466035200000,50.2939],[1466121600000,52.3355],[1466380800000,51.9429],[1466467200000,52.8851],[1466553600000,52.7674],[1466640000000,51.9036],[1466726400000,51.3147],[1466985600000,52.3355],[1467072000000,57.5573],[1467158400000,57.5573],[1467244800000,57.6358],[1467331200000,57.675],[1467590400000,58.4603],[1467676800000,62.9361],[1467763200000,65.2525],[1467849600000,64.7814],[1467936000000,68.8645],[1468195200000,67.883],[1468281600000,67.4511],[1468368000000,65.8022],[1468454400000,66.2733],[1468540800000,66.5089],[1468800000000,65.174],[1468886400000,66.3518],[1468972800000,65.0562],[1469059200000,63.682],[1469145600000,64.1532],[1469404800000,61.2478],[1469491200000,62.0723],[1469577600000,58.5388],[1469664000000,59.8737],[1469750400000,58.7351],[1470009600000,58.264],[1470096000000,58.7351],[1470182400000,59.0492],[1470268800000,58.7744],[1470355200000,58.0284],[1470614400000,58.5781],[1470700800000,62.8575],[1470787200000,62.8575],[1470873600000,63.1324],[1470960000000,62.7398],[1471219200000,63.1716],[1471305600000,61.8368],[1471392000000,61.0908],[1471478400000,60.816],[1471564800000,60.5804],[1471824000000,60.4233],[1471910400000,60.1092],[1471996800000,61.4441],[1472083200000,60.3841],[1472169600000,62.7398],[1472428800000,62.5042],[1472515200000,61.5619],[1472601600000,62.8183],[1472688000000,61.6797],[1472774400000,62.4257],[1473033600000,65.5273],[1473120000000,66.234],[1473206400000,64.428],[1473292800000,65.0169],[1473379200000,63.9961],[1473638400000,60.3841],[1473724800000,60.3448],[1473811200000,60.7374],[1474243200000,63.3287],[1474329600000,63.3287],[1474416000000,63.8391],[1474502400000,63.9961],[1474588800000,62.7398],[1474848000000,61.7975],[1474934400000,62.1116],[1475020800000,63.3287],[1475107200000,63.4465],[1475193600000,63.9569],[1476057600000,64.7421],[1476144000000,64.4673],[1476230400000,64.0747],[1476316800000,66.1948],[1476403200000,65.4881],[1476662400000,64.428],[1476748800000,65.8414],[1476835200000,65.8414],[1476921600000,65.9592],[1477008000000,66.0377],[1477267200000,67.883],[1477353600000,66.9407],[1477440000000,65.9199],[1477526400000,65.9592],[1477612800000,65.331],[1477872000000,65.1347],[1477958400000,64.5851],[1478044800000,64.5458],[1478131200000,65.331],[1478217600000,66.077],[1478476800000,65.4881],[1478563200000,64.0354],[1478649600000,62.9753],[1478736000000,63.7998],[1478822400000,64.1924],[1479081600000,66.5874],[1479168000000,66.98],[1479254400000,66.5481],[1479340800000,66.0377],[1479427200000,66.0377],[1479686400000,67.137],[1479772800000,70.4743],[1479859200000,68.7468],[1479945600000,72.2803],[1480032000000,70.435],[1480291200000,71.338],[1480377600000,68.5112],[1480464000000,67.3334],[1480550400000,66.8622],[1480636800000,68.5112],[1480896000000,72.0055],[1480982400000,76.8739],[1481068800000,78.0517],[1481155200000,76.1279],[1481241600000,77.345],[1481500800000,71.181],[1481587200000,70.435],[1481673600000,70.1209],[1481760000000,70.592],[1481846400000,72.5551],[1482105600000,71.7699],[1482192000000,72.0055],[1482278400000,71.6914],[1482364800000,70.592],[1482451200000,70.7884],[1482710400000,71.1417],[1482796800000,69.3749],[1482883200000,68.5897],[1482969600000,68.7075],[1483056000000,69.1786]]}],"stock":true,"xAxis":{"type":"datetime","title":{"text":"date"}}}/bigcharts-data-end