4. pandas使用2

技术2022-07-10 107

import pandas as pd import numpy as np

示例股票数据离散化

stock=pd.read_csv("/home/python/练习/stock_day/stock_day.csv") stock.head() openhighcloselowvolumeprice_changep_changema5ma10ma20v_ma5v_ma10v_ma20turnover2018-02-2723.5325.8824.1623.5395578.030.632.6822.94222.14222.87553782.6446738.6555576.112.392018-02-2622.8023.7823.5322.8060985.110.693.0222.40621.95522.94240827.5242736.3456007.501.532018-02-2322.8823.3722.8222.7152914.010.542.4221.93821.92923.02235119.5841871.9756372.851.322018-02-2222.2522.7622.2822.0236105.010.361.6421.44621.90923.13735397.5839904.7860149.600.902018-02-1421.4921.9921.9221.4823331.040.442.0521.36621.92323.25333590.2142935.7461716.110.58 qcut=pd.qcut(stock["p_change"], 10) qcut.value_counts <bound method IndexOpsMixin.value_counts of 2018-02-27 (1.738, 2.938] 2018-02-26 (2.938, 5.27] 2018-02-23 (1.738, 2.938] 2018-02-22 (0.94, 1.738] 2018-02-14 (1.738, 2.938] 2018-02-13 (0.94, 1.738] 2018-02-12 (2.938, 5.27] 2018-02-09 (-10.030999999999999, -4.836] 2018-02-08 (0.26, 0.94] 2018-02-07 (-2.444, -1.352] 2018-02-06 (-4.836, -2.444] 2018-02-05 (1.738, 2.938] 2018-02-02 (0.26, 0.94] 2018-02-01 (-10.030999999999999, -4.836] 2018-01-31 (-0.462, 0.26] 2018-01-30 (-0.462, 0.26] 2018-01-29 (-4.836, -2.444] 2018-01-26 (0.26, 0.94] 2018-01-25 (-4.836, -2.444] 2018-01-24 (-1.352, -0.462] 2018-01-23 (0.94, 1.738] 2018-01-22 (-0.462, 0.26] 2018-01-19 (1.738, 2.938] 2018-01-18 (-0.462, 0.26] 2018-01-17 (0.26, 0.94] 2018-01-16 (2.938, 5.27] 2018-01-15 (-4.836, -2.444] 2018-01-12 (1.738, 2.938] 2018-01-11 (-1.352, -0.462] 2018-01-10 (-1.352, -0.462] ... 2015-04-13 (5.27, 10.03] 2015-04-10 (-1.352, -0.462] 2015-04-09 (5.27, 10.03] 2015-04-08 (2.938, 5.27] 2015-04-07 (5.27, 10.03] 2015-04-03 (0.94, 1.738] 2015-04-02 (0.26, 0.94] 2015-04-01 (0.26, 0.94] 2015-03-31 (-2.444, -1.352] 2015-03-30 (2.938, 5.27] 2015-03-27 (5.27, 10.03] 2015-03-26 (-2.444, -1.352] 2015-03-25 (-2.444, -1.352] 2015-03-24 (1.738, 2.938] 2015-03-23 (-0.462, 0.26] 2015-03-20 (-0.462, 0.26] 2015-03-19 (0.26, 0.94] 2015-03-18 (0.26, 0.94] 2015-03-17 (1.738, 2.938] 2015-03-16 (1.738, 2.938] 2015-03-13 (1.738, 2.938] 2015-03-12 (-1.352, -0.462] 2015-03-11 (-2.444, -1.352] 2015-03-10 (1.738, 2.938] 2015-03-09 (-0.462, 0.26] 2015-03-06 (5.27, 10.03] 2015-03-05 (1.738, 2.938] 2015-03-04 (0.94, 1.738] 2015-03-03 (0.94, 1.738] 2015-03-02 (1.738, 2.938] Name: p_change, Length: 643, dtype: category Categories (10, interval[float64]): [(-10.030999999999999, -4.836] < (-4.836, -2.444] < (-2.444, -1.352] < (-1.352, -0.462] ... (0.94, 1.738] < (1.738, 2.938] < (2.938, 5.27] < (5.27, 10.03]]> pd.get_dummies(qcut,prefix="rise") rise_(-10.030999999999999, -4.836]rise_(-4.836, -2.444]rise_(-2.444, -1.352]rise_(-1.352, -0.462]rise_(-0.462, 0.26]rise_(0.26, 0.94]rise_(0.94, 1.738]rise_(1.738, 2.938]rise_(2.938, 5.27]rise_(5.27, 10.03]2018-02-2700000001002018-02-2600000000102018-02-2300000001002018-02-2200000010002018-02-1400000001002018-02-1300000010002018-02-1200000000102018-02-0910000000002018-02-0800000100002018-02-0700100000002018-02-0601000000002018-02-0500000001002018-02-0200000100002018-02-0110000000002018-01-3100001000002018-01-3000001000002018-01-2901000000002018-01-2600000100002018-01-2501000000002018-01-2400010000002018-01-2300000010002018-01-2200001000002018-01-1900000001002018-01-1800001000002018-01-1700000100002018-01-1600000000102018-01-1501000000002018-01-1200000001002018-01-1100010000002018-01-100001000000.................................2015-04-1300000000012015-04-1000010000002015-04-0900000000012015-04-0800000000102015-04-0700000000012015-04-0300000010002015-04-0200000100002015-04-0100000100002015-03-3100100000002015-03-3000000000102015-03-2700000000012015-03-2600100000002015-03-2500100000002015-03-2400000001002015-03-2300001000002015-03-2000001000002015-03-1900000100002015-03-1800000100002015-03-1700000001002015-03-1600000001002015-03-1300000001002015-03-1200010000002015-03-1100100000002015-03-1000000001002015-03-0900001000002015-03-0600000000012015-03-0500000001002015-03-0400000010002015-03-0300000010002015-03-020000000100

643 rows × 10 columns

bins=[-100,-7,-5,-3,0,3,5,7,100] cut=pd.cut(stock['p_change'], bins) cut.value_counts <bound method IndexOpsMixin.value_counts of 2018-02-27 (0, 3] 2018-02-26 (3, 5] 2018-02-23 (0, 3] 2018-02-22 (0, 3] 2018-02-14 (0, 3] 2018-02-13 (0, 3] 2018-02-12 (3, 5] 2018-02-09 (-7, -5] 2018-02-08 (0, 3] 2018-02-07 (-3, 0] 2018-02-06 (-5, -3] 2018-02-05 (0, 3] 2018-02-02 (0, 3] 2018-02-01 (-7, -5] 2018-01-31 (-3, 0] 2018-01-30 (0, 3] 2018-01-29 (-3, 0] 2018-01-26 (0, 3] 2018-01-25 (-5, -3] 2018-01-24 (-3, 0] 2018-01-23 (0, 3] 2018-01-22 (-3, 0] 2018-01-19 (0, 3] 2018-01-18 (0, 3] 2018-01-17 (0, 3] 2018-01-16 (3, 5] 2018-01-15 (-5, -3] 2018-01-12 (0, 3] 2018-01-11 (-3, 0] 2018-01-10 (-3, 0] ... 2015-04-13 (7, 100] 2015-04-10 (-3, 0] 2015-04-09 (5, 7] 2015-04-08 (5, 7] 2015-04-07 (5, 7] 2015-04-03 (0, 3] 2015-04-02 (0, 3] 2015-04-01 (0, 3] 2015-03-31 (-3, 0] 2015-03-30 (3, 5] 2015-03-27 (5, 7] 2015-03-26 (-3, 0] 2015-03-25 (-3, 0] 2015-03-24 (0, 3] 2015-03-23 (0, 3] 2015-03-20 (-3, 0] 2015-03-19 (0, 3] 2015-03-18 (0, 3] 2015-03-17 (0, 3] 2015-03-16 (0, 3] 2015-03-13 (0, 3] 2015-03-12 (-3, 0] 2015-03-11 (-3, 0] 2015-03-10 (0, 3] 2015-03-09 (0, 3] 2015-03-06 (7, 100] 2015-03-05 (0, 3] 2015-03-04 (0, 3] 2015-03-03 (0, 3] 2015-03-02 (0, 3] Name: p_change, Length: 643, dtype: category Categories (8, interval[int64]): [(-100, -7] < (-7, -5] < (-5, -3] < (-3, 0] < (0, 3] < (3, 5] < (5, 7] < (7, 100]]> one_hot=pd.get_dummies(qcut,prefix="涨跌幅").head() one_hot 涨跌幅_(-10.030999999999999, -4.836]涨跌幅_(-4.836, -2.444]涨跌幅_(-2.444, -1.352]涨跌幅_(-1.352, -0.462]涨跌幅_(-0.462, 0.26]涨跌幅_(0.26, 0.94]涨跌幅_(0.94, 1.738]涨跌幅_(1.738, 2.938]涨跌幅_(2.938, 5.27]涨跌幅_(5.27, 10.03]2018-02-2700000001002018-02-2600000000102018-02-2300000001002018-02-2200000010002018-02-140000000100 # 数据的合并 pd.concat([stock,one_hot],axis=1).head() openhighcloselowvolumeprice_changep_changema5ma10ma20...涨跌幅_(-10.030999999999999, -4.836]涨跌幅_(-4.836, -2.444]涨跌幅_(-2.444, -1.352]涨跌幅_(-1.352, -0.462]涨跌幅_(-0.462, 0.26]涨跌幅_(0.26, 0.94]涨跌幅_(0.94, 1.738]涨跌幅_(1.738, 2.938]涨跌幅_(2.938, 5.27]涨跌幅_(5.27, 10.03]2015-03-0212.2512.6712.5212.2096291.730.322.6212.52012.52012.520...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2015-03-0312.5213.0612.7012.52139071.610.181.4412.61012.61012.610...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2015-03-0412.8012.9212.9012.6167075.440.201.5712.70712.70712.707...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2015-03-0512.8813.4513.1612.8793180.390.262.0212.82012.82012.820...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2015-03-0613.1714.4814.2813.13179831.721.128.5113.11213.11213.112...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN

5 rows × 24 columns

stock openhighcloselowvolumeprice_changep_changema5ma10ma20v_ma5v_ma10v_ma20turnover2018-02-2723.5325.8824.1623.5395578.030.632.6822.94222.14222.87553782.6446738.6555576.112.392018-02-2622.8023.7823.5322.8060985.110.693.0222.40621.95522.94240827.5242736.3456007.501.532018-02-2322.8823.3722.8222.7152914.010.542.4221.93821.92923.02235119.5841871.9756372.851.322018-02-2222.2522.7622.2822.0236105.010.361.6421.44621.90923.13735397.5839904.7860149.600.902018-02-1421.4921.9921.9221.4823331.040.442.0521.36621.92323.25333590.2142935.7461716.110.582018-02-1321.4021.9021.4821.3130802.450.281.3221.34222.10323.38739694.6545518.1465161.680.772018-02-1220.7021.4021.1920.6332445.390.824.0321.50422.33823.53344645.1645679.9468686.330.812018-02-0921.2021.4620.3620.1954304.01-1.50-6.8621.92022.59623.64548624.3648982.3870552.471.362018-02-0821.7922.0921.8821.7527068.160.090.4122.37223.00923.83944411.9848612.1673852.450.682018-02-0722.6923.1121.8021.2953853.25-0.50-2.2422.48023.25823.92952281.2856315.1174925.331.352018-02-0622.8023.5522.2922.2055555.00-0.97-4.1722.86423.60724.02951341.6364413.5875738.951.392018-02-0522.4523.3923.2722.2552341.390.652.8723.17223.92824.11246714.7269278.6677070.001.312018-02-0222.4022.7022.6221.5333242.110.200.8923.27224.11424.18449340.4070873.7379929.710.832018-02-0123.7123.8622.4222.2266414.64-1.30-5.4823.64624.36524.27952812.3580394.4388480.921.662018-01-3123.8523.9823.7223.3149155.02-0.11-0.4624.03624.58324.41160348.9480496.4891666.751.232018-01-3023.7124.0823.8323.7032420.430.050.2124.35024.67124.36577485.5384805.2392943.350.812018-01-2924.4024.6323.7723.7265469.81-0.73-2.9824.68424.72824.29491842.6091692.7393456.221.642018-01-2624.2724.7424.4924.2250601.830.110.4524.95624.69424.22192407.0592122.5691980.511.272018-01-2524.9924.9924.3724.23104097.59-0.93-3.6825.08424.66924.109107976.5199092.7392262.672.612018-01-2425.4926.2825.2925.20134838.00-0.20-0.7925.13024.59923.997100644.0293535.5589522.223.372018-01-2325.1525.5325.5024.93104205.760.391.5524.99224.45023.84492124.9287064.3385876.802.612018-01-2225.1425.4025.1324.7568292.08-0.01-0.0424.77224.29623.64491542.8584861.3384970.001.712018-01-1924.6025.3425.1324.42128449.110.532.1524.43224.25423.53791838.0788985.7082975.103.212018-01-1824.4024.8824.6024.3067435.140.010.0424.25424.19223.44190208.9596567.4178252.921.692018-01-1724.4224.9224.6023.8092242.510.200.8224.06824.23923.37886427.08102837.0177049.612.312018-01-1623.4024.6024.4023.30101295.420.964.1023.90824.05823.32182003.73101081.4774590.922.542018-01-1524.0124.2323.4323.3069768.17-0.80-3.3023.82023.86023.25778179.8195219.7171006.651.752018-01-1223.7025.1524.2423.42120303.530.562.3724.07623.74823.23686133.3391838.4669690.353.012018-01-1123.6723.8523.6723.2148525.75-0.12-0.5024.13023.54823.197102925.8785432.6165928.231.212018-01-1024.1024.6023.8023.4070125.79-0.14-0.5824.41023.39423.204119246.9585508.8966934.891.76.............................................2015-04-1319.6021.3021.1319.50171822.691.708.7519.22817.81216.563149620.34114456.84111752.315.882015-04-1019.5519.8919.4319.20112962.15-0.19-0.9718.33417.27616.230133648.38109309.78106228.293.872015-04-0918.2819.8919.6218.02183119.051.206.5117.73616.82615.964124323.21106501.34104829.106.272015-04-0817.6018.5318.4217.60157725.970.885.0217.07016.39415.698101421.2997906.88101658.575.402015-04-0716.5417.9817.5416.50122471.850.885.2816.62016.12015.51086769.6297473.2998832.944.192015-04-0316.4416.7716.6616.2591962.880.221.3416.39615.90415.34879293.3494172.2499956.633.152015-04-0216.2116.5016.4416.2166336.320.150.9216.21815.77215.22984971.1992655.96104350.082.272015-04-0116.1816.4816.2916.0068609.420.120.7415.91615.66615.06588679.4795386.75105692.282.352015-03-3116.7816.8816.1716.0784467.62-0.25-1.5215.71815.56814.89694392.47100679.68105615.582.892015-03-3015.9916.6316.4215.9985090.450.654.1215.62015.46914.722108176.96108109.99108345.782.912015-03-2714.9015.8615.7714.90120352.130.845.6315.41215.31414.527109051.14109047.78108905.844.122015-03-2615.1415.3514.9314.9184877.75-0.37-2.4215.32615.18414.462100340.74103146.79108303.412.912015-03-2515.9715.9715.3015.1897174.40-0.38-2.4215.41615.10214.436102094.02103156.85109604.833.332015-03-2415.3816.1615.6815.28153390.080.301.9515.41815.00214.385106966.89105410.25110336.035.252015-03-2315.3415.5615.3815.2589461.320.040.2615.31814.89914.304108043.02100192.60107645.163.062015-03-2015.3815.4815.3415.1876800.13-0.04-0.2615.21614.79214.232109044.42105741.03108857.412.632015-03-1915.2015.6415.3815.1193644.190.070.4615.04214.68614.153105952.84116044.19111147.223.212015-03-1815.1815.6615.3115.02121538.710.130.8614.78814.46414.058104219.67115997.81112493.604.162015-03-1714.9015.4415.1814.63158770.770.312.0814.58614.22313.954103853.62110551.48111739.855.432015-03-1614.5215.0514.8714.5194468.300.402.7614.48013.97513.84392342.17108581.56107464.313.232015-03-1314.1314.5014.4714.0861342.220.362.5514.36813.74013.740102437.64108763.91108763.912.102015-03-1214.1114.8014.1113.9584978.37-0.19-1.3314.33013.65913.659126135.54114032.98114032.982.912015-03-1114.8015.0814.3014.14119708.43-0.35-2.3914.14013.60313.603127775.94117664.81117664.814.102015-03-1014.2014.8014.6514.01101213.510.342.3813.86013.50313.503117249.34117372.87117372.873.462015-03-0914.1414.8514.3113.80144945.660.030.2113.47013.31213.312124820.96120066.09120066.094.962015-03-0613.1714.4814.2813.13179831.721.128.5113.11213.11213.112115090.18115090.18115090.186.162015-03-0512.8813.4513.1612.8793180.390.262.0212.82012.82012.82098904.7998904.7998904.793.192015-03-0412.8012.9212.9012.6167075.440.201.5712.70712.70712.707100812.93100812.93100812.932.302015-03-0312.5213.0612.7012.52139071.610.181.4412.61012.61012.610117681.67117681.67117681.674.762015-03-0212.2512.6712.5212.2096291.730.322.6212.52012.52012.52096291.7396291.7396291.733.30

643 rows × 14 columns

# 1、先根据对应的日期找到星期几 date = pd.to_datetime(stock.index).weekday stock['week'] = date # 2、把p_change按照大小分类，以0为界限 stock['posi_neg'] = np.where(stock['p_change'] > 0, 1, 0) # 通过交叉表找寻两列数据的关系 data = pd.crosstab(stock['week'], stock['posi_neg']) data posi_neg01week0636215576261713636545968 pona_sum=data.sum(axis=1) pona_sum week 0 125 1 131 2 132 3 128 4 127 dtype: int64 data=data.div(pona_sum,axis=0) data posi_neg01week00.5040000.49600010.4198470.58015320.4621210.53787930.4921880.50781240.4645670.535433 data.plot(kind="bar",stacked=True) <matplotlib.axes._subplots.AxesSubplot at 0x7f8cd40efeb8> # 透视表实现更加简单 stock.pivot_table(["posi_neg"],index=["week"]) posi_negweek00.49600010.58015320.53787930.50781240.535433 # 分组 col =pd.DataFrame({'color': ['white','red','green','red','green'], 'object': ['pen','pencil','pencil','ashtray','pen'],'price1':[5.56,4.20,1.30,0.56,2.75],'price2':[4.75,4.12,1.60,0.75,3.15]}) col colorobjectprice1price20whitepen5.564.751redpencil4.204.122greenpencil1.301.603redashtray0.560.754greenpen2.753.15 col.groupby(['color'])['price1'].mean() color green 2.025 red 2.380 white 5.560 Name: price1, dtype: float64 col.groupby(['color'], as_index=False)['price1'].mean() colorprice10green2.0251red2.3802white5.560

综合示例

movie=pd.read_csv("/home/python/练习/IMDB/IMDB-Movie-Data.csv") movie.head() RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascore01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.012PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.023SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.034SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.045Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.0 # 想知道这些电影数据中评分的平均分，导演的人数等信息，我们应该怎么获取？ mean=movie["Rating"].mean() print("电影平均分为{}".format(mean)) 电影平均分为6.723199999999999 director_count=movie["Director"].unique().size print("共有{}名导演".format(director_count)) 共有644名导演 # 2 对于这一组电影数据，如果我们想看Rating，Runtime (Minutes)的分布情况，应该如何呈现数据？ movie["Rating"].plot(kind="hist",figsize=(20,8),bins=20) <matplotlib.axes._subplots.AxesSubplot at 0x7f8cd1b40b38> import matplotlib.pyplot as plt plt.figure(figsize=(20,8),dpi=80) plt.hist(movie["Rating"].values,bins=20) #求出最大最小值 max_ = movie["Rating"].max() min_ = movie["Rating"].min() # 生成刻度列表 t1 = np.linspace(min_,max_,num=21) # [ 1.9 2.255 2.61 2.965 3.32 3.675 4.03 4.385 4.74 5.095 5.45 5.805 6.16 6.515 6.87 7.225 7.58 7.935 8.29 8.645 9. ] # 修改刻度 plt.xticks(np.linspace(min_,max_,num=21)) # 添加网格 plt.grid() plt.show() # 3 对于这一组电影数据，如果我们希望统计电影分类(genre)的情况，应该如何处理数据？ movie.head() RankTitleGenreDescriptionDirectorActorsYearRuntime (Minutes)RatingVotesRevenue (Millions)Metascore01Guardians of the GalaxyAction,Adventure,Sci-FiA group of intergalactic criminals are forced ...James GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.1757074333.1376.012PrometheusAdventure,Mystery,Sci-FiFollowing clues to the origin of mankind, a te...Ridley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.4665.023SplitHorror,ThrillerThree girls are kidnapped by a man with a diag...M. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.3157606138.1262.034SingAnimation,Comedy,FamilyIn a city of humanoid animals, a hustling thea...Christophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.260545270.3259.045Suicide SquadAction,Adventure,FantasyA secret government agency recruits some of th...David AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.2393727325.0240.0 # 先获取类别的清单 class_list=[i.split(",")for i in movie["Genre"]] class_list [['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Mystery', 'Sci-Fi'], ['Horror', 'Thriller'], ['Animation', 'Comedy', 'Family'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Fantasy'], ['Comedy', 'Drama', 'Music'], ['Comedy'], ['Action', 'Adventure', 'Biography'], ['Adventure', 'Drama', 'Romance'], ['Adventure', 'Family', 'Fantasy'], ['Biography', 'Drama', 'History'], ['Action', 'Adventure', 'Sci-Fi'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Comedy', 'Drama'], ['Animation', 'Adventure', 'Comedy'], ['Biography', 'Drama', 'History'], ['Action', 'Thriller'], ['Biography', 'Drama'], ['Drama', 'Mystery', 'Sci-Fi'], ['Adventure', 'Drama', 'Thriller'], ['Drama'], ['Crime', 'Drama', 'Horror'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy'], ['Action', 'Adventure', 'Drama'], ['Horror', 'Thriller'], ['Comedy'], ['Action', 'Adventure', 'Drama'], ['Comedy'], ['Drama', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Comedy'], ['Action', 'Horror', 'Sci-Fi'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Drama', 'Sci-Fi'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Western'], ['Comedy', 'Drama'], ['Animation', 'Adventure', 'Comedy'], ['Drama'], ['Horror'], ['Biography', 'Drama', 'History'], ['Drama'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Thriller'], ['Adventure', 'Drama', 'Fantasy'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Fantasy'], ['Comedy', 'Drama'], ['Action', 'Crime', 'Thriller'], ['Action', 'Crime', 'Drama'], ['Adventure', 'Drama', 'History'], ['Crime', 'Horror', 'Thriller'], ['Drama', 'Romance'], ['Comedy', 'Drama', 'Romance'], ['Biography', 'Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Horror', 'Mystery', 'Thriller'], ['Crime', 'Drama', 'Mystery'], ['Drama', 'Romance', 'Thriller'], ['Drama', 'Mystery', 'Sci-Fi'], ['Action', 'Adventure', 'Comedy'], ['Drama', 'History', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama'], ['Action', 'Drama', 'Thriller'], ['Drama', 'History'], ['Action', 'Drama', 'Romance'], ['Drama', 'Fantasy'], ['Drama', 'Romance'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Sci-Fi'], ['Adventure', 'Drama', 'War'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Comedy', 'Fantasy'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy', 'Drama'], ['Biography', 'Comedy', 'Crime'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Crime', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Crime', 'Drama'], ['Action', 'Adventure', 'Fantasy'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Crime', 'Drama'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Adventure', 'Fantasy'], ['Drama'], ['Comedy', 'Crime', 'Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Comedy', 'Crime'], ['Animation', 'Drama', 'Fantasy'], ['Horror', 'Mystery', 'Sci-Fi'], ['Drama', 'Mystery', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Biography', 'Crime', 'Drama'], ['Action', 'Adventure', 'Fantasy'], ['Adventure', 'Drama', 'Sci-Fi'], ['Crime', 'Mystery', 'Thriller'], ['Action', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Thriller'], ['Comedy'], ['Action', 'Adventure', 'Drama'], ['Drama'], ['Drama', 'Mystery', 'Sci-Fi'], ['Action', 'Horror', 'Thriller'], ['Biography', 'Drama', 'History'], ['Romance', 'Sci-Fi'], ['Action', 'Fantasy', 'War'], ['Adventure', 'Drama', 'Fantasy'], ['Comedy'], ['Horror', 'Thriller'], ['Action', 'Biography', 'Drama'], ['Drama', 'Horror', 'Mystery'], ['Animation', 'Adventure', 'Comedy'], ['Adventure', 'Drama', 'Family'], ['Adventure', 'Mystery', 'Sci-Fi'], ['Adventure', 'Comedy', 'Romance'], ['Action'], ['Action', 'Thriller'], ['Adventure', 'Drama', 'Family'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Crime', 'Mystery'], ['Comedy', 'Family', 'Musical'], ['Adventure', 'Drama', 'Thriller'], ['Drama'], ['Adventure', 'Comedy', 'Drama'], ['Drama', 'Horror', 'Thriller'], ['Drama', 'Music'], ['Action', 'Crime', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Drama', 'Romance'], ['Mystery', 'Thriller'], ['Mystery', 'Thriller', 'Western'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy', 'Family'], ['Biography', 'Comedy', 'Drama'], ['Drama'], ['Drama', 'Western'], ['Drama', 'Mystery', 'Romance'], ['Comedy', 'Drama'], ['Action', 'Drama', 'Mystery'], ['Comedy'], ['Action', 'Adventure', 'Crime'], ['Adventure', 'Family', 'Fantasy'], ['Adventure', 'Sci-Fi', 'Thriller'], ['Drama'], ['Action', 'Crime', 'Drama'], ['Drama', 'Horror', 'Mystery'], ['Action', 'Horror', 'Sci-Fi'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Comedy', 'Fantasy'], ['Action', 'Comedy', 'Mystery'], ['Thriller', 'War'], ['Action', 'Comedy', 'Crime'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Crime'], ['Action', 'Adventure', 'Thriller'], ['Drama', 'Fantasy', 'Romance'], ['Action', 'Adventure', 'Comedy'], ['Biography', 'Drama', 'History'], ['Action', 'Drama', 'History'], ['Action', 'Adventure', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Animation', 'Adventure', 'Family'], ['Adventure', 'Horror'], ['Drama', 'Romance', 'Sci-Fi'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Family'], ['Action', 'Adventure', 'Drama'], ['Action', 'Comedy'], ['Horror', 'Mystery', 'Thriller'], ['Action', 'Adventure', 'Comedy'], ['Comedy', 'Romance'], ['Horror', 'Mystery'], ['Drama', 'Family', 'Fantasy'], ['Sci-Fi'], ['Drama', 'Thriller'], ['Drama', 'Romance'], ['Drama', 'War'], ['Drama', 'Fantasy', 'Horror'], ['Crime', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Romance'], ['Drama'], ['Crime', 'Drama', 'History'], ['Horror', 'Sci-Fi', 'Thriller'], ['Action', 'Drama', 'Sport'], ['Action', 'Adventure', 'Sci-Fi'], ['Crime', 'Drama', 'Thriller'], ['Adventure', 'Biography', 'Drama'], ['Biography', 'Drama', 'Thriller'], ['Action', 'Comedy', 'Crime'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama', 'Fantasy', 'Horror'], ['Biography', 'Drama', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Mystery'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama', 'Horror'], ['Comedy', 'Drama', 'Romance'], ['Comedy', 'Romance'], ['Drama', 'Horror', 'Thriller'], ['Action', 'Adventure', 'Drama'], ['Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Drama', 'Mystery'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Comedy'], ['Drama', 'Horror'], ['Action', 'Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Animation', 'Adventure', 'Comedy'], ['Horror', 'Mystery'], ['Crime', 'Drama', 'Mystery'], ['Comedy', 'Crime'], ['Drama'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Family'], ['Horror', 'Sci-Fi', 'Thriller'], ['Drama', 'Fantasy', 'War'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Adventure', 'Drama'], ['Action', 'Adventure', 'Thriller'], ['Action', 'Adventure', 'Drama'], ['Drama', 'Romance'], ['Biography', 'Drama', 'History'], ['Drama', 'Horror', 'Thriller'], ['Adventure', 'Comedy', 'Drama'], ['Action', 'Adventure', 'Romance'], ['Action', 'Drama', 'War'], ['Animation', 'Adventure', 'Comedy'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Family', 'Fantasy'], ['Drama', 'Musical', 'Romance'], ['Drama', 'Sci-Fi', 'Thriller'], ['Comedy', 'Drama'], ['Action', 'Comedy', 'Crime'], ['Biography', 'Comedy', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Thriller'], ['Biography', 'Drama', 'History'], ['Action', 'Adventure', 'Sci-Fi'], ['Horror', 'Mystery', 'Thriller'], ['Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Drama', 'Sci-Fi'], ['Horror'], ['Drama', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Thriller'], ['Comedy', 'Drama'], ['Drama'], ['Action', 'Adventure', 'Comedy'], ['Drama', 'Horror', 'Thriller'], ['Comedy'], ['Drama', 'Sci-Fi'], ['Action', 'Adventure', 'Sci-Fi'], ['Horror'], ['Action', 'Adventure', 'Thriller'], ['Adventure', 'Fantasy'], ['Action', 'Comedy', 'Crime'], ['Comedy', 'Drama', 'Music'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Mystery'], ['Action', 'Comedy', 'Crime'], ['Crime', 'Drama', 'History'], ['Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Crime', 'Mystery', 'Thriller'], ['Action', 'Adventure', 'Crime'], ['Thriller'], ['Biography', 'Drama', 'Romance'], ['Action', 'Adventure'], ['Action', 'Fantasy'], ['Action', 'Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Comedy', 'Crime'], ['Thriller'], ['Action', 'Drama', 'Horror'], ['Comedy', 'Music', 'Romance'], ['Comedy'], ['Drama'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Romance'], ['Animation', 'Adventure', 'Comedy'], ['Comedy', 'Drama'], ['Biography', 'Crime', 'Drama'], ['Drama', 'History'], ['Action', 'Crime', 'Thriller'], ['Action', 'Biography', 'Drama'], ['Horror'], ['Comedy', 'Romance'], ['Comedy', 'Romance'], ['Comedy', 'Crime', 'Drama'], ['Adventure', 'Family', 'Fantasy'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Crime', 'Thriller'], ['Comedy', 'Romance'], ['Biography', 'Drama', 'Sport'], ['Drama', 'Romance'], ['Drama', 'Horror'], ['Adventure', 'Fantasy'], ['Adventure', 'Family', 'Fantasy'], ['Action', 'Drama', 'Sci-Fi'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Horror'], ['Comedy', 'Horror', 'Thriller'], ['Action', 'Crime', 'Thriller'], ['Crime', 'Drama', 'Music'], ['Drama'], ['Action', 'Crime', 'Thriller'], ['Action', 'Sci-Fi', 'Thriller'], ['Biography', 'Drama'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Horror', 'Sci-Fi'], ['Biography', 'Comedy', 'Drama'], ['Crime', 'Horror', 'Thriller'], ['Crime', 'Drama', 'Mystery'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Biography', 'Drama'], ['Biography', 'Drama'], ['Biography', 'Drama', 'History'], ['Action', 'Biography', 'Drama'], ['Drama', 'Fantasy', 'Horror'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Sport'], ['Drama', 'Romance'], ['Comedy', 'Romance'], ['Action', 'Crime', 'Thriller'], ['Action', 'Crime', 'Drama'], ['Action', 'Drama', 'Thriller'], ['Adventure', 'Family', 'Fantasy'], ['Action', 'Adventure'], ['Action', 'Adventure', 'Romance'], ['Adventure', 'Family', 'Fantasy'], ['Crime', 'Drama'], ['Comedy', 'Horror'], ['Comedy', 'Fantasy', 'Romance'], ['Drama'], ['Drama'], ['Comedy', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Adventure', 'Sci-Fi', 'Thriller'], ['Action', 'Adventure', 'Fantasy'], ['Comedy', 'Drama'], ['Biography', 'Drama', 'Romance'], ['Comedy', 'Fantasy'], ['Comedy', 'Drama', 'Fantasy'], ['Comedy'], ['Horror', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Comedy', 'Horror'], ['Comedy', 'Mystery'], ['Drama'], ['Adventure', 'Drama', 'Fantasy'], ['Drama', 'Sport'], ['Action', 'Adventure'], ['Action', 'Adventure', 'Drama'], ['Action', 'Drama', 'Sci-Fi'], ['Action', 'Mystery', 'Sci-Fi'], ['Action', 'Crime', 'Drama'], ['Action', 'Crime', 'Fantasy'], ['Biography', 'Comedy', 'Drama'], ['Action', 'Crime', 'Thriller'], ['Biography', 'Crime', 'Drama'], ['Drama', 'Sport'], ['Adventure', 'Comedy', 'Drama'], ['Action', 'Adventure', 'Thriller'], ['Comedy', 'Fantasy', 'Horror'], ['Drama', 'Sport'], ['Horror', 'Thriller'], ['Drama', 'History', 'Thriller'], ['Animation', 'Action', 'Adventure'], ['Action', 'Adventure', 'Drama'], ['Action', 'Comedy', 'Family'], ['Action', 'Adventure', 'Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Comedy'], ['Action', 'Crime', 'Drama'], ['Biography', 'Drama'], ['Comedy', 'Romance'], ['Comedy'], ['Drama', 'Fantasy', 'Romance'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy'], ['Comedy', 'Sci-Fi'], ['Comedy', 'Drama'], ['Animation', 'Action', 'Adventure'], ['Horror'], ['Action', 'Biography', 'Crime'], ['Animation', 'Adventure', 'Comedy'], ['Drama', 'Romance'], ['Drama', 'Mystery', 'Thriller'], ['Drama', 'History', 'Thriller'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Comedy'], ['Action', 'Thriller'], ['Comedy', 'Music'], ['Animation', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Adventure', 'Crime'], ['Comedy', 'Drama', 'Horror'], ['Drama'], ['Drama', 'Mystery', 'Romance'], ['Adventure', 'Family', 'Fantasy'], ['Drama'], ['Action', 'Drama', 'Thriller'], ['Drama'], ['Action', 'Horror', 'Romance'], ['Action', 'Drama', 'Fantasy'], ['Action', 'Crime', 'Drama'], ['Drama', 'Fantasy', 'Romance'], ['Action', 'Crime', 'Thriller'], ['Action', 'Mystery', 'Thriller'], ['Horror', 'Mystery', 'Thriller'], ['Action', 'Horror', 'Sci-Fi'], ['Comedy', 'Drama'], ['Comedy'], ['Action', 'Adventure', 'Horror'], ['Action', 'Adventure', 'Thriller'], ['Action', 'Crime', 'Drama'], ['Comedy', 'Crime', 'Drama'], ['Drama', 'Romance'], ['Drama', 'Thriller'], ['Action', 'Comedy', 'Crime'], ['Comedy'], ['Adventure', 'Family', 'Fantasy'], ['Drama', 'Romance'], ['Animation', 'Family', 'Fantasy'], ['Drama', 'Romance'], ['Thriller'], ['Adventure', 'Horror', 'Mystery'], ['Action', 'Sci-Fi'], ['Adventure', 'Comedy', 'Drama'], ['Animation', 'Action', 'Adventure'], ['Drama', 'Horror'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy', 'Drama'], ['Action', 'Horror', 'Mystery'], ['Action', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama'], ['Comedy', 'Drama', 'Romance'], ['Comedy', 'Crime'], ['Comedy', 'Romance'], ['Drama', 'Romance'], ['Crime', 'Drama', 'Thriller'], ['Horror', 'Mystery', 'Thriller'], ['Biography', 'Drama'], ['Drama', 'Mystery', 'Sci-Fi'], ['Adventure', 'Comedy', 'Family'], ['Action', 'Adventure', 'Crime'], ['Action', 'Crime', 'Mystery'], ['Mystery', 'Thriller'], ['Action', 'Sci-Fi', 'Thriller'], ['Action', 'Comedy', 'Crime'], ['Biography', 'Crime', 'Drama'], ['Biography', 'Drama', 'History'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Family', 'Fantasy'], ['Biography', 'Drama', 'History'], ['Biography', 'Comedy', 'Drama'], ['Drama', 'Thriller'], ['Horror', 'Thriller'], ['Drama'], ['Drama', 'War'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Romance', 'Sci-Fi'], ['Action', 'Crime', 'Drama'], ['Comedy', 'Drama'], ['Animation', 'Action', 'Adventure'], ['Adventure', 'Comedy', 'Drama'], ['Comedy', 'Drama', 'Family'], ['Drama', 'Romance', 'Thriller'], ['Comedy', 'Crime', 'Drama'], ['Animation', 'Comedy', 'Family'], ['Drama', 'Horror', 'Sci-Fi'], ['Action', 'Adventure', 'Drama'], ['Action', 'Horror', 'Sci-Fi'], ['Action', 'Crime', 'Sport'], ['Drama', 'Horror', 'Sci-Fi'], ['Drama', 'Horror', 'Sci-Fi'], ['Action', 'Adventure', 'Comedy'], ['Mystery', 'Sci-Fi', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Sci-Fi', 'Thriller'], ['Drama', 'Romance'], ['Crime', 'Drama', 'Thriller'], ['Comedy', 'Drama', 'Music'], ['Drama', 'Fantasy', 'Romance'], ['Crime', 'Drama', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Comedy', 'Romance'], ['Drama', 'Sci-Fi', 'Thriller'], ['Drama', 'War'], ['Action', 'Crime', 'Drama'], ['Sci-Fi', 'Thriller'], ['Adventure', 'Drama', 'Horror'], ['Comedy', 'Drama', 'Music'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Adventure', 'Drama'], ['Action', 'Crime', 'Drama'], ['Adventure', 'Fantasy'], ['Drama', 'Romance'], ['Biography', 'History', 'Thriller'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Drama', 'History'], ['Biography', 'Comedy', 'Drama'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Biography', 'Drama'], ['Action', 'Drama', 'Sci-Fi'], ['Adventure', 'Horror'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Mystery'], ['Comedy', 'Drama', 'Romance'], ['Horror', 'Thriller'], ['Action', 'Sci-Fi', 'Thriller'], ['Action', 'Sci-Fi', 'Thriller'], ['Biography', 'Drama'], ['Action', 'Crime', 'Drama'], ['Action', 'Crime', 'Mystery'], ['Action', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Thriller'], ['Crime', 'Drama'], ['Mystery', 'Thriller'], ['Mystery', 'Sci-Fi', 'Thriller'], ['Action', 'Mystery', 'Sci-Fi'], ['Drama', 'Romance'], ['Drama', 'Thriller'], ['Drama', 'Mystery', 'Sci-Fi'], ['Comedy', 'Drama'], ['Adventure', 'Family', 'Fantasy'], ['Biography', 'Drama', 'Sport'], ['Drama'], ['Comedy', 'Drama', 'Romance'], ['Biography', 'Drama', 'Romance'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama', 'Sci-Fi', 'Thriller'], ['Drama', 'Romance', 'Thriller'], ['Mystery', 'Thriller'], ['Mystery', 'Thriller'], ['Action', 'Drama', 'Fantasy'], ['Action', 'Adventure', 'Biography'], ['Adventure', 'Comedy', 'Sci-Fi'], ['Action', 'Adventure', 'Thriller'], ['Fantasy', 'Horror'], ['Horror', 'Mystery'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Adventure', 'Drama'], ['Adventure', 'Family', 'Fantasy'], ['Action', 'Adventure', 'Sci-Fi'], ['Comedy', 'Drama'], ['Comedy', 'Drama'], ['Crime', 'Drama', 'Thriller'], ['Comedy', 'Romance'], ['Animation', 'Comedy', 'Family'], ['Comedy', 'Drama'], ['Comedy', 'Drama'], ['Biography', 'Drama', 'Sport'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Drama', 'History'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Mystery'], ['Crime', 'Drama', 'Mystery'], ['Action'], ['Action', 'Adventure', 'Family'], ['Comedy', 'Romance'], ['Comedy', 'Drama', 'Romance'], ['Biography', 'Drama', 'Sport'], ['Action', 'Fantasy', 'Thriller'], ['Biography', 'Drama', 'Sport'], ['Action', 'Drama', 'Fantasy'], ['Adventure', 'Sci-Fi', 'Thriller'], ['Animation', 'Adventure', 'Comedy'], ['Drama', 'Mystery', 'Thriller'], ['Drama', 'Romance'], ['Crime', 'Drama', 'Mystery'], ['Comedy', 'Romance', 'Sport'], ['Comedy', 'Family'], ['Drama', 'Horror', 'Mystery'], ['Action', 'Drama', 'Sport'], ['Action', 'Adventure', 'Comedy'], ['Drama', 'Mystery', 'Sci-Fi'], ['Animation', 'Action', 'Comedy'], ['Action', 'Crime', 'Drama'], ['Action', 'Crime', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Animation', 'Action', 'Adventure'], ['Crime', 'Drama'], ['Drama'], ['Drama'], ['Comedy', 'Crime'], ['Drama'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Fantasy', 'Romance'], ['Comedy', 'Drama'], ['Drama', 'Fantasy', 'Thriller'], ['Biography', 'Crime', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Crime', 'Drama'], ['Sci-Fi'], ['Action', 'Biography', 'Drama'], ['Action', 'Comedy', 'Romance'], ['Adventure', 'Comedy', 'Drama'], ['Comedy', 'Crime', 'Drama'], ['Action', 'Fantasy', 'Horror'], ['Drama', 'Horror'], ['Horror'], ['Action', 'Thriller'], ['Action', 'Adventure', 'Mystery'], ['Action', 'Adventure', 'Fantasy'], ['Comedy', 'Drama', 'Romance'], ['Crime', 'Drama', 'Mystery'], ['Adventure', 'Comedy', 'Family'], ['Comedy', 'Drama', 'Romance'], ['Comedy'], ['Comedy', 'Drama', 'Horror'], ['Drama', 'Horror', 'Thriller'], ['Animation', 'Adventure', 'Family'], ['Comedy', 'Romance'], ['Mystery', 'Romance', 'Sci-Fi'], ['Crime', 'Drama'], ['Drama', 'Horror', 'Mystery'], ['Comedy'], ['Biography', 'Drama'], ['Comedy', 'Drama', 'Thriller'], ['Comedy', 'Western'], ['Drama', 'History', 'War'], ['Drama', 'Horror', 'Sci-Fi'], ['Drama'], ['Comedy', 'Drama'], ['Fantasy', 'Horror', 'Thriller'], ['Drama', 'Romance'], ['Action', 'Comedy', 'Fantasy'], ['Drama', 'Horror', 'Musical'], ['Crime', 'Drama', 'Mystery'], ['Horror', 'Mystery', 'Thriller'], ['Comedy', 'Music'], ['Drama'], ['Biography', 'Crime', 'Drama'], ['Drama'], ['Action', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Mystery'], ['Drama'], ['Action', 'Comedy', 'Crime'], ['Comedy', 'Drama', 'Romance'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Comedy', 'Crime'], ['Drama'], ['Drama', 'Romance'], ['Crime', 'Drama', 'Mystery'], ['Adventure', 'Comedy', 'Romance'], ['Comedy', 'Crime', 'Drama'], ['Adventure', 'Drama', 'Thriller'], ['Biography', 'Crime', 'Drama'], ['Crime', 'Drama', 'Thriller'], ['Drama', 'History', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Comedy'], ['Horror'], ['Action', 'Crime', 'Mystery'], ['Comedy', 'Romance'], ['Comedy'], ['Action', 'Drama', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Drama', 'Mystery', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Fantasy', 'Horror'], ['Drama', 'Romance'], ['Biography', 'Drama'], ['Biography', 'Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Animation', 'Adventure', 'Comedy'], ['Drama', 'Mystery', 'Thriller'], ['Action', 'Horror', 'Sci-Fi'], ['Drama', 'Romance'], ['Biography', 'Drama'], ['Action', 'Adventure', 'Drama'], ['Adventure', 'Drama', 'Fantasy'], ['Drama', 'Family'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Romance', 'Sci-Fi'], ['Action', 'Adventure', 'Thriller'], ['Comedy', 'Romance'], ['Crime', 'Drama', 'Horror'], ['Comedy', 'Fantasy'], ['Action', 'Comedy', 'Crime'], ['Adventure', 'Drama', 'Romance'], ['Action', 'Crime', 'Drama'], ['Crime', 'Horror', 'Thriller'], ['Romance', 'Sci-Fi', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Crime', 'Drama'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Adventure', 'Sci-Fi'], ['Animation', 'Fantasy'], ['Animation', 'Adventure', 'Comedy'], ['Drama', 'Mystery', 'War'], ['Comedy', 'Romance'], ['Animation', 'Comedy', 'Family'], ['Comedy'], ['Horror', 'Mystery', 'Thriller'], ['Action', 'Adventure', 'Drama'], ['Comedy'], ['Drama'], ['Adventure', 'Biography', 'Drama'], ['Comedy'], ['Horror', 'Thriller'], ['Action', 'Drama', 'Family'], ['Comedy', 'Fantasy', 'Horror'], ['Comedy', 'Romance'], ['Drama', 'Mystery', 'Romance'], ['Action', 'Adventure', 'Comedy'], ['Thriller'], ['Comedy'], ['Adventure', 'Comedy', 'Sci-Fi'], ['Comedy', 'Drama', 'Fantasy'], ['Mystery', 'Thriller'], ['Comedy', 'Drama'], ['Adventure', 'Drama', 'Family'], ['Horror', 'Thriller'], ['Action', 'Drama', 'Romance'], ['Drama', 'Romance'], ['Action', 'Adventure', 'Fantasy'], ['Comedy'], ['Action', 'Biography', 'Drama'], ['Drama', 'Mystery', 'Romance'], ['Adventure', 'Drama', 'Western'], ['Drama', 'Music', 'Romance'], ['Comedy', 'Romance', 'Western'], ['Thriller'], ['Comedy', 'Drama', 'Romance'], ['Horror', 'Thriller'], ['Adventure', 'Family', 'Fantasy'], ['Crime', 'Drama', 'Mystery'], ['Horror', 'Mystery'], ['Comedy', 'Crime', 'Drama'], ['Action', 'Comedy', 'Romance'], ['Biography', 'Drama', 'History'], ['Adventure', 'Drama'], ['Drama', 'Thriller'], ['Drama'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Biography', 'Drama'], ['Drama', 'Music'], ['Comedy', 'Drama'], ['Drama', 'Thriller', 'War'], ['Action', 'Mystery', 'Thriller'], ['Horror', 'Sci-Fi', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Sci-Fi'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Mystery', 'Romance'], ['Drama'], ['Action', 'Adventure', 'Thriller'], ['Action', 'Crime', 'Thriller'], ['Animation', 'Action', 'Adventure'], ['Drama', 'Fantasy', 'Mystery'], ['Drama', 'Sci-Fi'], ['Animation', 'Adventure', 'Comedy'], ['Horror', 'Thriller'], ['Action', 'Thriller'], ['Comedy'], ['Biography', 'Drama'], ['Action', 'Mystery', 'Thriller'], ['Action', 'Mystery', 'Sci-Fi'], ['Crime', 'Drama', 'Thriller'], ['Comedy', 'Romance'], ['Comedy', 'Drama', 'Romance'], ['Biography', 'Drama', 'Thriller'], ['Drama'], ['Action', 'Adventure', 'Family'], ['Animation', 'Comedy', 'Family'], ['Action', 'Crime', 'Drama'], ['Comedy'], ['Comedy', 'Crime', 'Thriller'], ['Comedy', 'Romance'], ['Animation', 'Comedy', 'Drama'], ['Action', 'Crime', 'Thriller'], ['Comedy', 'Romance'], ['Adventure', 'Biography', 'Drama'], ['Animation', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Mystery'], ['Action', 'Comedy', 'Sci-Fi'], ['Comedy', 'Fantasy', 'Horror'], ['Comedy', 'Crime'], ['Animation', 'Action', 'Adventure'], ['Action', 'Drama', 'Thriller'], ['Fantasy', 'Horror'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Adventure', 'Fantasy'], ['Comedy', 'Drama', 'Romance'], ['Biography', 'Drama', 'Romance'], ['Action', 'Drama', 'History'], ['Action', 'Adventure', 'Comedy'], ['Horror', 'Thriller'], ['Horror', 'Mystery', 'Thriller'], ['Comedy', 'Romance'], ['Animation', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Mystery'], ['Crime', 'Drama', 'Mystery'], ['Adventure', 'Biography', 'Drama'], ['Horror', 'Mystery', 'Thriller'], ['Horror', 'Thriller'], ['Drama', 'Romance', 'War'], ['Adventure', 'Fantasy', 'Mystery'], ['Action', 'Adventure', 'Sci-Fi'], ['Biography', 'Drama'], ['Drama', 'Thriller'], ['Horror', 'Thriller'], ['Drama', 'Horror', 'Thriller'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Horror', 'Thriller'], ['Comedy'], ['Drama', 'Sport'], ['Comedy', 'Family'], ['Drama', 'Romance'], ['Action', 'Adventure', 'Comedy'], ['Comedy'], ['Mystery', 'Romance', 'Thriller'], ['Crime', 'Drama'], ['Action', 'Comedy'], ['Crime', 'Drama', 'Mystery'], ['Biography', 'Drama', 'Romance'], ['Comedy', 'Crime'], ['Drama', 'Thriller'], ['Drama'], ['Animation', 'Adventure', 'Comedy'], ['Action', 'Thriller'], ['Drama', 'Thriller'], ['Animation', 'Adventure', 'Comedy'], ['Crime', 'Drama', 'Mystery'], ['Thriller'], ['Biography', 'Drama', 'Sport'], ['Crime', 'Drama', 'Thriller'], ['Drama', 'Music'], ['Crime', 'Drama', 'Thriller'], ['Drama', 'Romance'], ['Animation', 'Action', 'Adventure'], ['Comedy', 'Drama'], ['Action', 'Adventure', 'Drama'], ['Biography', 'Crime', 'Drama'], ['Horror'], ['Biography', 'Drama', 'Mystery'], ['Drama', 'Romance'], ['Animation', 'Drama', 'Romance'], ['Comedy', 'Family'], ['Drama'], ['Mystery', 'Thriller'], ['Drama', 'Fantasy', 'Horror'], ['Drama', 'Romance'], ['Biography', 'Drama', 'History'], ['Comedy', 'Family'], ['Action', 'Adventure', 'Thriller'], ['Comedy', 'Drama'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Thriller'], ['Drama', 'Romance'], ['Comedy', 'Drama', 'Romance'], ['Drama', 'Horror', 'Sci-Fi'], ['Comedy', 'Horror', 'Romance'], ['Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Action', 'Adventure', 'Fantasy'], ['Action', 'Adventure', 'Drama'], ['Biography', 'Comedy', 'Drama'], ['Drama', 'Mystery', 'Romance'], ['Animation', 'Adventure', 'Comedy'], ['Drama', 'Romance', 'Sci-Fi'], ['Drama'], ['Drama', 'Fantasy'], ['Drama', 'Romance'], ['Comedy', 'Horror', 'Thriller'], ['Comedy', 'Drama', 'Romance'], ['Crime', 'Drama'], ['Comedy', 'Romance'], ['Action', 'Drama', 'Family'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Thriller', 'War'], ['Action', 'Comedy', 'Horror'], ['Biography', 'Drama', 'Sport'], ['Adventure', 'Comedy', 'Drama'], ['Comedy', 'Romance'], ['Comedy', 'Romance'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Adventure', 'Crime'], ['Comedy', 'Romance'], ['Animation', 'Action', 'Adventure'], ['Action', 'Crime', 'Sci-Fi'], ['Drama'], ['Comedy', 'Drama', 'Romance'], ['Crime', 'Thriller'], ['Comedy', 'Horror', 'Sci-Fi'], ['Drama', 'Thriller'], ['Drama', 'Fantasy', 'Horror'], ['Thriller'], ['Adventure', 'Drama', 'Family'], ['Mystery', 'Sci-Fi', 'Thriller'], ['Biography', 'Crime', 'Drama'], ['Drama', 'Fantasy', 'Horror'], ['Action', 'Adventure', 'Thriller'], ['Crime', 'Drama', 'Horror'], ['Crime', 'Drama', 'Fantasy'], ['Adventure', 'Family', 'Fantasy'], ['Action', 'Adventure', 'Drama'], ['Action', 'Comedy', 'Horror'], ['Comedy', 'Drama', 'Family'], ['Action', 'Thriller'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure', 'Drama', 'Fantasy'], ['Drama'], ['Drama'], ['Comedy'], ['Drama'], ['Comedy', 'Drama', 'Music'], ['Drama', 'Fantasy', 'Music'], ['Drama'], ['Thriller'], ['Comedy', 'Horror'], ['Action', 'Comedy', 'Sport'], ['Horror'], ['Comedy', 'Drama'], ['Action', 'Drama', 'Thriller'], ['Drama', 'Romance'], ['Horror', 'Mystery'], ['Adventure', 'Drama', 'Fantasy'], ['Thriller'], ['Comedy', 'Romance'], ['Action', 'Sci-Fi', 'Thriller'], ['Fantasy', 'Mystery', 'Thriller'], ['Biography', 'Drama'], ['Crime', 'Drama'], ['Action', 'Adventure', 'Sci-Fi'], ['Adventure'], ['Comedy', 'Drama'], ['Comedy', 'Drama'], ['Comedy', 'Drama', 'Romance'], ['Adventure', 'Comedy', 'Drama'], ['Action', 'Sci-Fi', 'Thriller'], ['Comedy', 'Romance'], ['Action', 'Fantasy', 'Horror'], ['Crime', 'Drama', 'Thriller'], ['Action', 'Drama', 'Thriller'], ['Crime', 'Drama', 'Mystery'], ['Crime', 'Drama', 'Mystery'], ['Drama', 'Sci-Fi', 'Thriller'], ['Biography', 'Drama', 'History'], ['Crime', 'Horror', 'Thriller'], ['Drama'], ['Drama', 'Mystery', 'Thriller'], ['Adventure', 'Biography'], ['Adventure', 'Biography', 'Crime'], ['Action', 'Horror', 'Thriller'], ['Action', 'Adventure', 'Western'], ['Horror', 'Thriller'], ['Drama', 'Mystery', 'Thriller'], ['Comedy', 'Drama', 'Musical'], ['Horror', 'Mystery'], ['Biography', 'Drama', 'Sport'], ['Comedy', 'Family', 'Romance'], ['Drama', 'Mystery', 'Thriller'], ['Comedy'], ['Drama'], ['Drama', 'Thriller'], ['Biography', 'Drama', 'Family'], ['Comedy', 'Drama', 'Family'], ['Drama', 'Fantasy', 'Musical'], ['Comedy'], ['Adventure', 'Family'], ['Adventure', 'Comedy', 'Fantasy'], ['Horror', 'Thriller'], ['Drama', 'Romance'], ['Horror'], ['Biography', 'Drama', 'History'], ['Action', 'Adventure', 'Fantasy'], ['Drama', 'Family', 'Music'], ['Comedy', 'Drama', 'Romance'], ['Action', 'Adventure', 'Horror'], ['Comedy'], ['Crime', 'Drama', 'Mystery'], ['Horror'], ['Drama', 'Music', 'Romance'], ['Adventure', 'Comedy'], ['Comedy', 'Family', 'Fantasy']] genre_list=[j for i in class_list for j in i] # 去重 genre=np.unique(genre_list) genre array(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime', 'Drama', 'Family', 'Fantasy', 'History', 'Horror', 'Music', 'Musical', 'Mystery', 'Romance', 'Sci-Fi', 'Sport', 'Thriller', 'War', 'Western'], dtype='<U9') # 创建一个用于统计电影类别的空的dataframe genre_type=pd.DataFrame(np.zeros((1000,len(genre)),dtype=np.int32), columns=genre) genre_type.head() ActionAdventureAnimationBiographyComedyCrimeDramaFamilyFantasyHistoryHorrorMusicMusicalMysteryRomanceSci-FiSportThrillerWarWestern000000000000000000000100000000000000000000200000000000000000000300000000000000000000400000000000000000000 for i in range(1000): genre_type.loc[i,class_list[i]]=1 genre_type.head() ActionAdventureAnimationBiographyComedyCrimeDramaFamilyFantasyHistoryHorrorMusicMusicalMysteryRomanceSci-FiSportThrillerWarWestern011000000000000010000101000000000001010000200000000001000000100300101001000000000000411000000100000000000 genre_type.sum(axis=0).sort_values(ascending=False). plot(kind="bar",figsize=(20,8),fontsize=30,colormap="cool") <matplotlib.axes._subplots.AxesSubplot at 0x7f8cd01176a0>

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