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  2.   'date': datetime.datetime(2018, 11, 5, 9, 15, tzinfo=tzoffset(None, 19800)),
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  482.   'date': datetime.datetime(2018, 11, 5, 10, 35, tzinfo=tzoffset(None, 19800)),
  483.   'high': 25705,
  484.   'low': 25695.3,
  485.   'open': 25701.3,
  486.   'volume': 1860},
  487.  {'close': 25705.1,
  488.   'date': datetime.datetime(2018, 11, 5, 10, 36, tzinfo=tzoffset(None, 19800)),
  489.   'high': 25708.95,
  490.   'low': 25704.45,
  491.   'open': 25706.4,
  492.   'volume': 1580},
  493.  {'close': 25712.9,
  494.   'date': datetime.datetime(2018, 11, 5, 10, 37, tzinfo=tzoffset(None, 19800)),
  495.   'high': 25720,
  496.   'low': 25705.1,
  497.   'open': 25705.1,
  498.   'volume': 4300},
  499.  {'close': 25715,
  500.   'date': datetime.datetime(2018, 11, 5, 10, 38, tzinfo=tzoffset(None, 19800)),
  501.   'high': 25716.2,
  502.   'low': 25706,
  503.   'open': 25712.9,
  504.   'volume': 2940},
  505.  {'close': 25715,
  506.   'date': datetime.datetime(2018, 11, 5, 10, 39, tzinfo=tzoffset(None, 19800)),
  507.   'high': 25716,
  508.   'low': 25700.1,
  509.   'open': 25715,
  510.   'volume': 1960},
  511.  {'close': 25722.75,
  512.   'date': datetime.datetime(2018, 11, 5, 10, 40, tzinfo=tzoffset(None, 19800)),
  513.   'high': 25725,
  514.   'low': 25715.05,
  515.   'open': 25715.05,
  516.   'volume': 6160},
  517.  {'close': 25728.4,
  518.   'date': datetime.datetime(2018, 11, 5, 10, 41, tzinfo=tzoffset(None, 19800)),
  519.   'high': 25730,
  520.   'low': 25723,
  521.   'open': 25723,
  522.   'volume': 7040},
  523.  {'close': 25725.95,
  524.   'date': datetime.datetime(2018, 11, 5, 10, 42, tzinfo=tzoffset(None, 19800)),
  525.   'high': 25730.7,
  526.   'low': 25721.1,
  527.   'open': 25727.55,
  528.   'volume': 6600},
  529.  {'close': 25722.55,
  530.   'date': datetime.datetime(2018, 11, 5, 10, 43, tzinfo=tzoffset(None, 19800)),
  531.   'high': 25726.35,
  532.   'low': 25717.05,
  533.   'open': 25726.35,
  534.   'volume': 3920},
  535.  {'close': 25735.05,
  536.   'date': datetime.datetime(2018, 11, 5, 10, 44, tzinfo=tzoffset(None, 19800)),
  537.   'high': 25738,
  538.   'low': 25718.05,
  539.   'open': 25722.55,
  540.   'volume': 5240},
  541.  {'close': 25741.85,
  542.   'date': datetime.datetime(2018, 11, 5, 10, 45, tzinfo=tzoffset(None, 19800)),
  543.   'high': 25748.55,
  544.   'low': 25734.95,
  545.   'open': 25735.55,
  546.   'volume': 17960},
  547.  {'close': 25725.05,
  548.   'date': datetime.datetime(2018, 11, 5, 10, 46, tzinfo=tzoffset(None, 19800)),
  549.   'high': 25742.25,
  550.   'low': 25725.05,
  551.   'open': 25741.8,
  552.   'volume': 6380},
  553.  {'close': 25744.75,
  554.   'date': datetime.datetime(2018, 11, 5, 10, 47, tzinfo=tzoffset(None, 19800)),
  555.   'high': 25744.75,
  556.   'low': 25724.15,
  557.   'open': 25725,
  558.   'volume': 8080},
  559.  {'close': 25727.65,
  560.   'date': datetime.datetime(2018, 11, 5, 10, 48, tzinfo=tzoffset(None, 19800)),
  561.   'high': 25741.8,
  562.   'low': 25727,
  563.   'open': 25741.8,
  564.   'volume': 4560},
  565.  {'close': 25731.35,
  566.   'date': datetime.datetime(2018, 11, 5, 10, 49, tzinfo=tzoffset(None, 19800)),
  567.   'high': 25735,
  568.   'low': 25724.35,
  569.   'open': 25727.65,
  570.   'volume': 1840},
  571.  {'close': 25711.1,
  572.   'date': datetime.datetime(2018, 11, 5, 10, 50, tzinfo=tzoffset(None, 19800)),
  573.   'high': 25735,
  574.   'low': 25711.1,
  575.   'open': 25734,
  576.   'volume': 3400},
  577.  {'close': 25715.05,
  578.   'date': datetime.datetime(2018, 11, 5, 10, 51, tzinfo=tzoffset(None, 19800)),
  579.   'high': 25723.55,
  580.   'low': 25710.4,
  581.   'open': 25711.05,
  582.   'volume': 5400},
  583.  {'close': 25721.05,
  584.   'date': datetime.datetime(2018, 11, 5, 10, 52, tzinfo=tzoffset(None, 19800)),
  585.   'high': 25724,
  586.   'low': 25707.1,
  587.   'open': 25715.05,
  588.   'volume': 5780},
  589.  {'close': 25714.75,
  590.   'date': datetime.datetime(2018, 11, 5, 10, 53, tzinfo=tzoffset(None, 19800)),
  591.   'high': 25726.9,
  592.   'low': 25712.7,
  593.   'open': 25721.05,
  594.   'volume': 2960},
  595.  {'close': 25708.15,
  596.   'date': datetime.datetime(2018, 11, 5, 10, 54, tzinfo=tzoffset(None, 19800)),
  597.   'high': 25719.95,
  598.   'low': 25707,
  599.   'open': 25714.75,
  600.   'volume': 3020},
  601.  {'close': 25697.4,
  602.   'date': datetime.datetime(2018, 11, 5, 10, 55, tzinfo=tzoffset(None, 19800)),
  603.   'high': 25710,
  604.   'low': 25695,
  605.   'open': 25708.15,
  606.   'volume': 6620},
  607.  {'close': 25683.5,
  608.   'date': datetime.datetime(2018, 11, 5, 10, 56, tzinfo=tzoffset(None, 19800)),
  609.   'high': 25699.95,
  610.   'low': 25676,
  611.   'open': 25696.55,
  612.   'volume': 19480},
  613.  {'close': 25684.25,
  614.   'date': datetime.datetime(2018, 11, 5, 10, 57, tzinfo=tzoffset(None, 19800)),
  615.   'high': 25691.45,
  616.   'low': 25678,
  617.   'open': 25684.05,
  618.   'volume': 11020},
  619.  {'close': 25667.9,
  620.   'date': datetime.datetime(2018, 11, 5, 10, 58, tzinfo=tzoffset(None, 19800)),
  621.   'high': 25690,
  622.   'low': 25658.6,
  623.   'open': 25686.5,
  624.   'volume': 17620},
  625.  {'close': 25673.95,
  626.   'date': datetime.datetime(2018, 11, 5, 10, 59, tzinfo=tzoffset(None, 19800)),
  627.   'high': 25674.95,
  628.   'low': 25665,
  629.   'open': 25669.05,
  630.   'volume': 6040},
  631.  {'close': 25680.3,
  632.   'date': datetime.datetime(2018, 11, 5, 11, 0, tzinfo=tzoffset(None, 19800)),
  633.   'high': 25680.3,
  634.   'low': 25666.35,
  635.   'open': 25674.5,
  636.   'volume': 4300},
  637.  {'close': 25690.45,
  638.   'date': datetime.datetime(2018, 11, 5, 11, 1, tzinfo=tzoffset(None, 19800)),
  639.   'high': 25693.8,
  640.   'low': 25680,
  641.   'open': 25680,
  642.   'volume': 5100},
  643.  {'close': 25688.3,
  644.   'date': datetime.datetime(2018, 11, 5, 11, 2, tzinfo=tzoffset(None, 19800)),
  645.   'high': 25692.9,
  646.   'low': 25682.1,
  647.   'open': 25689,
  648.   'volume': 3600},
  649.  {'close': 25675.75,
  650.   'date': datetime.datetime(2018, 11, 5, 11, 3, tzinfo=tzoffset(None, 19800)),
  651.   'high': 25694.8,
  652.   'low': 25675.75,
  653.   'open': 25692.25,
  654.   'volume': 3800},
  655.  {'close': 25671.55,
  656.   'date': datetime.datetime(2018, 11, 5, 11, 4, tzinfo=tzoffset(None, 19800)),
  657.   'high': 25681.8,
  658.   'low': 25666.35,
  659.   'open': 25680.65,
  660.   'volume': 4700},
  661.  {'close': 25675,
  662.   'date': datetime.datetime(2018, 11, 5, 11, 5, tzinfo=tzoffset(None, 19800)),
  663.   'high': 25679.75,
  664.   'low': 25666.35,
  665.   'open': 25672,
  666.   'volume': 4920},
  667.  {'close': 25670,
  668.   'date': datetime.datetime(2018, 11, 5, 11, 6, tzinfo=tzoffset(None, 19800)),
  669.   'high': 25684,
  670.   'low': 25666.35,
  671.   'open': 25675,
  672.   'volume': 5260},
  673.  {'close': 25683.05,
  674.   'date': datetime.datetime(2018, 11, 5, 11, 7, tzinfo=tzoffset(None, 19800)),
  675.   'high': 25686.8,
  676.   'low': 25669.1,
  677.   'open': 25670,
  678.   'volume': 6000},
  679.  {'close': 25672.05,
  680.   'date': datetime.datetime(2018, 11, 5, 11, 8, tzinfo=tzoffset(None, 19800)),
  681.   'high': 25683.05,
  682.   'low': 25668.65,
  683.   'open': 25683.05,
  684.   'volume': 2560},
  685.  {'close': 25668.25,
  686.   'date': datetime.datetime(2018, 11, 5, 11, 9, tzinfo=tzoffset(None, 19800)),
  687.   'high': 25679.95,
  688.   'low': 25668.25,
  689.   'open': 25673.9,
  690.   'volume': 2000},
  691.  {'close': 25672.45,
  692.   'date': datetime.datetime(2018, 11, 5, 11, 10, tzinfo=tzoffset(None, 19800)),
  693.   'high': 25680,
  694.   'low': 25667,
  695.   'open': 25668.25,
  696.   'volume': 3140},
  697.  {'close': 25680.5,
  698.   'date': datetime.datetime(2018, 11, 5, 11, 11, tzinfo=tzoffset(None, 19800)),
  699.   'high': 25684.75,
  700.   'low': 25672.45,
  701.   'open': 25672.45,
  702.   'volume': 2200},
  703.  {'close': 25662.8,
  704.   'date': datetime.datetime(2018, 11, 5, 11, 12, tzinfo=tzoffset(None, 19800)),
  705.   'high': 25682.4,
  706.   'low': 25660.25,
  707.   'open': 25680.5,
  708.   'volume': 5400},
  709.  {'close': 25652,
  710.   'date': datetime.datetime(2018, 11, 5, 11, 13, tzinfo=tzoffset(None, 19800)),
  711.   'high': 25665,
  712.   'low': 25651.5,
  713.   'open': 25662,
  714.   'volume': 9740},
  715.  {'close': 25655,
  716.   'date': datetime.datetime(2018, 11, 5, 11, 14, tzinfo=tzoffset(None, 19800)),
  717.   'high': 25658.6,
  718.   'low': 25645,
  719.   'open': 25652,
  720.   'volume': 12680},
  721.  {'close': 25654.4,
  722.   'date': datetime.datetime(2018, 11, 5, 11, 15, tzinfo=tzoffset(None, 19800)),
  723.   'high': 25654.95,
  724.   'low': 25640,
  725.   'open': 25654.95,
  726.   'volume': 12920},
  727.  {'close': 25642.9,
  728.   'date': datetime.datetime(2018, 11, 5, 11, 16, tzinfo=tzoffset(None, 19800)),
  729.   'high': 25652,
  730.   'low': 25630.2,
  731.   'open': 25652,
  732.   'volume': 46800},
  733.  {'close': 25655.9,
  734.   'date': datetime.datetime(2018, 11, 5, 11, 17, tzinfo=tzoffset(None, 19800)),
  735.   'high': 25657.95,
  736.   'low': 25637.5,
  737.   'open': 25642.05,
  738.   'volume': 16620}]
  739.  
  740. pd.DataFrame(download_data).set_index('date')['close'].resample('30T').ohlc()
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