DeepCTR-Torch 如何使用【案例（Criteo、Movielens）演示、特征(SparseFeat、DenseFeat、VarLenSparseFeat)参数含义】

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安装

deepctr-torch依赖于torch>=1.1.0，可以指定通过pip进行下载

pip install -U deepctr-torch

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DeepCTR-Torch 的 4 个步骤

以 Criteo Display Ads 数据集为例，该数据集用于广告点击率。它有 13 个整数特征和 26 个分类特征， 其中每个类别都具有高基数。

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step1：模型导入

import pandas as pd
import torch
from sklearn.metrics import log_loss, roc_auc_score
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder, MinMaxScaler

from deepctr_torch.inputs import SparseFeat, DenseFeat, get_feature_names

data = pd.read_csv('./criteo_sample.txt')

sparse_features = ['C' + str(i) for i in range(1, 27)]
dense_features = ['I' + str(i) for i in range(1, 14)]

data[sparse_features] = data[sparse_features].fillna('-1', )
data[dense_features] = data[dense_features].fillna(0, )
target = ['label']

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step2：简单的预处理

通常有俩种简单的方法来编码用于嵌入的稀疏分类特征

• 标签编码：将特征映射到整数值 0 ~ len(#unique) - 1

  for feat in sparse_features:
      lbe = LabelEncoder()
      data[feat] = lbe.fit_transform(data[feat])
  

• 哈希编码：【暂不支持】

对于密集的数值特征，它们通常被离散化为桶，这里我们使用归一化。

mms = MinMaxScaler(feature_range=(0,1))
data[dense_features] = mms.fit_transform(data[dense_features])

step3：生成特征列

对于系数特征，通过嵌入技术将他们转换为密集向量。对于密集的数值特征，将它们连接到全连接层的输入张量。

• 标签编码

  fixlen_feature_columns = [SparseFeat(feat, vocabulary_size=data[feat].nunique(),embedding_dim=4)
                         for i,feat in enumerate(sparse_features)] + [DenseFeat(feat, 1,)
                        for feat in dense_features]
  

• 动态特征哈希【目前不支持】
• 生成特征列

  dnn_feature_columns = sparse_feature_columns + dense_feature_columns
  linear_feature_columns = sparse_feature_columns + dense_feature_columns
  
  feature_names = get_feature_names(linear_feature_columns + dnn_feature_columns)
  

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step4：生成训练样本并训练模型

train, test = train_test_split(data, test_size=0.2)
train_model_input = {
     name:train[name] for name in feature_names}

test_model_input = {
     name:test[name] for name in feature_names}


device = 'cpu'
use_cuda = True
if use_cuda and torch.cuda.is_available():
    print('cuda ready...')
    device = 'cuda:0'

model = DeepFM(linear_feature_columns,dnn_feature_columns,task='binary',device=device)
model.compile("adam", "binary_crossentropy",
              metrics=['binary_crossentropy'], )

history = model.fit(train_model_input,train[target].values,batch_size=256,epochs=10,verbose=2,validation_split=0.2)
pred_ans = model.predict(test_model_input, batch_size=256)

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分类：Criteo

以 Criteo Display Ads 数据集为例，该数据集用于广告点击率。它有 13 个整数特征和 26 个分类特征， 其中每个类别都具有高基数。

在这个例子当中，我们简单地对 0 和 1 之间的密集特征进行归一化，您可以尝试其他转化技术，如对数归一化或者离散化。然后我们使用 SparseFeat 和 DenseFeat 为系数特征和密集特征生成特征列。

完整代码如下：
这个例子展示了如何使用 DeeoFM 来解决一个简单的二分类任务

import pandas as pd
import torch
from sklearn.metrics import log_loss, roc_auc_score
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder, MinMaxScaler

from deepctr_torch.inputs import SparseFeat, DenseFeat, get_feature_names
from deepctr_torch.models import *

if __name__ == "__main__":
    data = pd.read_csv('./criteo_sample.txt')

    sparse_features = ['C' + str(i) for i in range(1, 27)]
    dense_features = ['I' + str(i) for i in range(1, 14)]

    data[sparse_features] = data[sparse_features].fillna('-1', )
    data[dense_features] = data[dense_features].fillna(0, )
    target = ['label']

    # 1.Label Encoding for sparse features,and do simple Transformation for dense features
    ## Step1. 对稀疏特征进行标签编码，对稠密特征进行0-1标准化缩放
    for feat in sparse_features:
        lbe = LabelEncoder()
        data[feat] = lbe.fit_transform(data[feat])
    mms = MinMaxScaler(feature_range=(0, 1))
    data[dense_features] = mms.fit_transform(data[dense_features])

    # 2.count #unique features for each sparse field,and record dense feature field name
    ## Step2. 计算每个稀疏特征的不同值个数，并记录字段名

    fixlen_feature_columns = [SparseFeat(feat, data[feat].nunique())
                              for feat in sparse_features] + [DenseFeat(feat, 1, )
                                                              for feat in dense_features]

    dnn_feature_columns = fixlen_feature_columns
    linear_feature_columns = fixlen_feature_columns

    feature_names = get_feature_names(
        linear_feature_columns + dnn_feature_columns)

    # 3.generate input data for model
    ## Step3. 为模型生成输入数据

    train, test = train_test_split(data, test_size=0.2)

    train_model_input = {
     name: train[name] for name in feature_names}
    test_model_input = {
     name: test[name] for name in feature_names}

    # 4.Define Model,train,predict and evaluate
    ## Step4. 定义模型，训练，预测，评估

    device = 'cpu'
    use_cuda = True
    if use_cuda and torch.cuda.is_available():
        print('cuda ready...')
        device = 'cuda:0'

    model = DeepFM(linear_feature_columns=linear_feature_columns, dnn_feature_columns=dnn_feature_columns,
                   task='binary',
                   l2_reg_embedding=1e-5, device=device)

    model.compile("adagrad", "binary_crossentropy",
                  metrics=["binary_crossentropy", "auc"], )
    model.fit(train_model_input,train[target].values,batch_size=32,epochs=10,verbose=2,validation_split=0.0)

    pred_ans = model.predict(test_model_input, 256)
    print("")
    print("test LogLoss", round(log_loss(test[target].values, pred_ans), 4))
    print("test AUC", round(roc_auc_score(test[target].values, pred_ans), 4))

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回归：Movielens

MovieLens 数据已用于个性化标签推荐，其中包含用户对电影的668、953个标签应用。

这个例子展示了如何使用 DeepFM 来解决一个简单的二元回归任务。数据集在最下面。

代码演示：

import pandas as pd
import torch
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder

from deepctr_torch.inputs import SparseFeat, get_feature_names
from deepctr_torch.models import DeepFM

if __name__ == "__main__":

    data = pd.read_csv("./movielens_sample.txt")
    sparse_features = ["movie_id", "user_id",
                       "gender", "age", "occupation", "zip"]
    target = ['rating']

    # 1.Label Encoding for sparse features,and do simple Transformation for dense features
    for feat in sparse_features:
        lbe = LabelEncoder()
        data[feat] = lbe.fit_transform(data[feat])
    # 2.count #unique features for each sparse field
    fixlen_feature_columns = [SparseFeat(feat, data[feat].nunique())
                              for feat in sparse_features]
    linear_feature_columns = fixlen_feature_columns
    dnn_feature_columns = fixlen_feature_columns
    feature_names = get_feature_names(linear_feature_columns + dnn_feature_columns)

    # 3.generate input data for model
    train, test = train_test_split(data, test_size=0.2)
    train_model_input = {
     name: train[name] for name in feature_names}
    test_model_input = {
     name: test[name] for name in feature_names}
    # 4.Define Model,train,predict and evaluate

    device = 'cpu'
    use_cuda = True
    if use_cuda and torch.cuda.is_available():
        print('cuda ready...')
        device = 'cuda:0'

    model = DeepFM(linear_feature_columns, dnn_feature_columns, task='regression', device=device)
    model.compile("adam", "mse", metrics=['mse'], )

    history = model.fit(train_model_input,train[target].values,batch_size=256,epochs=10,verbose=2,validation_split=0.2)
    pred_ans = model.predict(test_model_input, batch_size=256)
    print("test MSE", round(mean_squared_error(
        test[target].values, pred_ans), 4))

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多值输入：Movielens

将 DeepCTR 与序列特征输入一起使用还有 2 个额外的步骤。

• 1.生成序列输入特征的填充和编码序列特征（值 0 用于填充）
• 2.使用 VarlenSparseFeat 生成序列特征的配置。

代码演示如何使用 DeepFM 序列（多值）功能。数据集在最下面。

import numpy as np
import pandas as pd
import torch
from sklearn.preprocessing import LabelEncoder
from tensorflow.python.keras.preprocessing.sequence import pad_sequences

from deepctr_torch.inputs import SparseFeat, VarLenSparseFeat, get_feature_names
from deepctr_torch.models import DeepFM


def split(x):
    key_ans = x.split('|')
    for key in key_ans:
        if key not in key2index:
            # Notice : input value 0 is a special "padding",so we do not use 0 to encode valid feature for sequence input
            key2index[key] = len(key2index) + 1
    return list(map(lambda x: key2index[x], key_ans))


if __name__ == "__main__":
    data = pd.read_csv("./movielens_sample.txt")
    sparse_features = ["movie_id", "user_id",
                       "gender", "age", "occupation", "zip", ]
    target = ['rating']

    # 1.Label Encoding for sparse features,and process sequence features
    for feat in sparse_features:
        lbe = LabelEncoder()
        data[feat] = lbe.fit_transform(data[feat])
    # preprocess the sequence feature

    key2index = {
     }
    genres_list = list(map(split, data['genres'].values))
    genres_length = np.array(list(map(len, genres_list)))
    max_len = max(genres_length)
    # Notice : padding=`post`
    genres_list = pad_sequences(genres_list, maxlen=max_len, padding='post', )

    # 2.count #unique features for each sparse field and generate feature config for sequence feature

    fixlen_feature_columns = [SparseFeat(feat, data[feat].nunique(), embedding_dim=4)
                              for feat in sparse_features]

    varlen_feature_columns = [VarLenSparseFeat(SparseFeat('genres', vocabulary_size=len(
        key2index) + 1, embedding_dim=4), maxlen=max_len, combiner='mean')]  # Notice : value 0 is for padding for sequence input feature

    linear_feature_columns = fixlen_feature_columns + varlen_feature_columns
    dnn_feature_columns = fixlen_feature_columns + varlen_feature_columns

    feature_names = get_feature_names(linear_feature_columns + dnn_feature_columns)

    # 3.generate input data for model
    model_input = {
     name: data[name] for name in sparse_features}  #
    model_input["genres"] = genres_list

    # 4.Define Model,compile and train

    device = 'cpu'
    use_cuda = True
    if use_cuda and torch.cuda.is_available():
        print('cuda ready...')
        device = 'cuda:0'

    model = DeepFM(linear_feature_columns, dnn_feature_columns, task='regression', device=device)

    model.compile("adam", "mse", metrics=['mse'], )
    history = model.fit(model_input,data[target].values,batch_size=256,epochs=10,verbose=2,validation_split=0.2)

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特征

概述

随着深度学习的巨大成功，基于 DNN 的技术已广泛应用于 CTR 估计任务。

基于 DNN 的CTR估计模型由以下 4 个模块组成：

• Input
• Embedding
• Low-order&High-order Feature Extractor
• Prediction

Input&Embedding

• CTR估计任务中的数据集常包括 高稀疏、高基数分类特征和一些密集的数值特征。
• 由于 DNN 擅长处理稠密的数值特征，通常通过 将稀疏的分类特征映射到稠密的数值特征。
• 对于数值特征，通常用 discretization 或 normalization

Feature Extractor（特征提取器）

• Low-order Extractor 通过向量之间的乘积来学习特征交互。Factorization-Machine 及其变体被广泛用于学习低阶特征交互。
• 高阶提取器通过复杂的神经网络函数如 MLP、Cross Net 等学习特征组合。

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Feature Columns

SparseFeat（稀疏）

SparseFeat is a namedtuple with signature

SparseFeat(name, vocabulary_size, embedding_dim, use_hash, dtype,embedding_name, group_name)

参数	含义
name	特征名称
vocabulary_size	散列特征或散列空间的唯一特征值的数量 use_hash=True
embedding_dim	嵌入维度
use_hash	默认False。如果为True，则输入将散列到大小为0到0的空间 vocabulary_size
dtype	默认float32。dtype of input tensor(张量)
embedding_name	默认None。如果为 None，则 embedding_name 将与name相同
group_name	此特征的特征组

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DenseFeat（密集）

DenseFeat is a namedtuple with signature DenseFeat(name, dimension, dtype)

DenseFeat(name, dimension, dtype)、

参数	含义
name	特征名称
dimension	密集特征向量的维度
dtype	默认float32。dtype of input tensor(张量)

VarLenSparseFeat

VarLenSparseFeat is a namedtuple with signature

VarLenSparseFeat(sparsefeat, maxlen, combiner, length_name)

参数	含义
sparsefeat	一个系数特征的实例
maxlen	在所有的样本当中，此特征的最大长度
combiner	池化方法，可以是 sum、mean 、max
length_name	特征长度名称，如果None，用 0 填充

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参考文献：DeepCTR-Torch文档

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数据集

criteo_sample.txt

label,I1,I2,I3,I4,I5,I6,I7,I8,I9,I10,I11,I12,I13,C1,C2,C3,C4,C5,C6,C7,C8,C9,C10,C11,C12,C13,C14,C15,C16,C17,C18,C19,C20,C21,C22,C23,C24,C25,C26
0,,3,260.0,,17668.0,,,33.0,,,,0.0,,05db9164,08d6d899,9143c832,f56b7dd5,25c83c98,7e0ccccf,df5c2d18,0b153874,a73ee510,8f48ce11,a7b606c4,ae1bb660,eae197fd,b28479f6,bfef54b3,bad5ee18,e5ba7672,87c6f83c,,,0429f84b,,3a171ecb,c0d61a5c,,
0,,-1,19.0,35.0,30251.0,247.0,1.0,35.0,160.0,,1.0,,35.0,68fd1e64,04e09220,95e13fd4,a1e6a194,25c83c98,fe6b92e5,f819e175,062b5529,a73ee510,ab9456b4,6153cf57,8882c6cd,769a1844,b28479f6,69f825dd,23056e4f,d4bb7bd8,6fc84bfb,,,5155d8a3,,be7c41b4,ded4aac9,,
0,0.0,0,2.0,12.0,2013.0,164.0,6.0,35.0,523.0,0.0,3.0,,18.0,05db9164,38a947a1,3f55fb72,5de245c7,30903e74,7e0ccccf,b72ec13d,1f89b562,a73ee510,acce978c,3547565f,a5b0521a,12880350,b28479f6,c12fc269,95a8919c,e5ba7672,675c9258,,,2e01979f,,bcdee96c,6d5d1302,,
0,,13,1.0,4.0,16836.0,200.0,5.0,4.0,29.0,,2.0,,4.0,05db9164,8084ee93,02cf9876,c18be181,25c83c98,,e14874c9,0b153874,7cc72ec2,2462946f,636405ac,8fe001f4,31b42deb,07d13a8f,422c8577,36103458,e5ba7672,52e44668,,,e587c466,,32c7478e,3b183c5c,,
0,0.0,0,104.0,27.0,1990.0,142.0,4.0,32.0,37.0,0.0,1.0,,27.0,05db9164,207b2d81,5d076085,862b5ba0,25c83c98,fbad5c96,17c22666,0b153874,a73ee510,534fc986,feb49a68,f24b551c,8978af5c,64c94865,32ec6582,b6d021e8,e5ba7672,25c88e42,21ddcdc9,b1252a9d,0e8585d2,,32c7478e,0d4a6d1a,001f3601,92c878de
0,0.0,-1,63.0,40.0,1470.0,61.0,4.0,37.0,46.0,0.0,1.0,,40.0,68fd1e64,207b2d81,9dd3c4fc,a09fab49,25c83c98,,271190b7,5b392875,a73ee510,49d5fa15,26a64614,3c5900b5,51351dd6,b28479f6,c38116c9,0decd005,e5ba7672,d3303ea5,21ddcdc9,b1252a9d,7633c7c8,,32c7478e,17f458f7,001f3601,71236095
0,0.0,370,4.0,1.0,1787.0,65.0,14.0,25.0,489.0,0.0,7.0,,25.0,05db9164,2a69d406,fcae8bfa,13508380,25c83c98,,cd846c62,0b153874,a73ee510,3b08e48b,0ec1e215,18917580,44af41ef,07d13a8f,3b2d8705,51b69881,3486227d,642f2610,55dd3565,b1252a9d,5c8dc711,,423fab69,45ab94c8,2bf691b1,c84c4aec
1,19.0,10,30.0,10.0,1.0,3.0,33.0,47.0,126.0,3.0,5.0,,2.0,05db9164,403ea497,2cbec47f,3e2bfbda,30903e74,,7227c706,0b153874,a73ee510,5fcee6b1,9625b211,21a23bfe,dccbd94b,b28479f6,91f74a64,587267a3,e5ba7672,a78bd508,21ddcdc9,5840adea,c2a93b37,,32c7478e,1793a828,e8b83407,2fede552
0,0.0,0,36.0,22.0,4684.0,217.0,9.0,35.0,135.0,0.0,1.0,0.0,43.0,8cf07265,0aadb108,c798ded6,91e6318a,25c83c98,fe6b92e5,2aef1419,0b153874,a73ee510,3b08e48b,d027c970,1b2022a0,00e20e7b,1adce6ef,2de5271c,b74e1eb0,e5ba7672,7ce63c71,,,af5dc647,,dbb486d7,1793a828,,
0,2.0,11,8.0,23.0,30.0,11.0,2.0,8.0,23.0,1.0,1.0,,11.0,05db9164,58e67aaf,ea997bbe,72bea89f,384874ce,7e0ccccf,5b18f3d9,0b153874,a73ee510,012f45e7,720446f5,33ec1af8,034e5f3b,051219e6,d83fb924,4558136f,07c540c4,c21c3e4c,21ddcdc9,a458ea53,31c8e642,,c7dc6720,3e983c86,9b3e8820,d597922b
0,2.0,1,190.0,25.0,8.0,26.0,2.0,27.0,25.0,1.0,1.0,,25.0,05db9164,e77e5e6e,c23785fe,67dd8a70,25c83c98,7e0ccccf,0c41b6a1,37e4aa92,a73ee510,78d5c363,4ba74619,d8acd6f9,879fa878,07d13a8f,2eb18840,df604f5b,e5ba7672,449d6705,6f3756eb,5840adea,07b6c66f,,423fab69,246f2e7f,e8b83407,350a6bdb
0,,2,2.0,1.0,5533.0,1.0,41.0,1.0,33.0,,5.0,0.0,1.0,05db9164,d7988e72,25111132,d13862c2,25c83c98,6f6d9be8,84c427f0,5b392875,a73ee510,00f2b452,41b3f655,7c5cd1c7,ce5114a2,64c94865,846fb5bd,696fb81d,e5ba7672,0f2f9850,b6baba3f,a458ea53,06e40c52,8ec974f4,32c7478e,3fdb382b,e8b83407,49d68486
0,0.0,5,,,18424.0,461.0,23.0,4.0,231.0,0.0,2.0,,,05db9164,ed7b1c58,b063fe4e,4b972461,25c83c98,7e0ccccf,afa309bd,5b392875,a73ee510,23de5a4a,77212bd7,8cdc4941,7203f04e,b28479f6,298421a5,3084c78b,e5ba7672,8814ed47,,,514b7308,,c7dc6720,2fd70e1c,,
0,8.0,-1,,,732.0,2.0,22.0,2.0,2.0,1.0,4.0,,,68fd1e64,38a947a1,,,25c83c98,7e0ccccf,1c86e0eb,0b153874,a73ee510,e8f7c7e8,755e4a50,,5978055e,b28479f6,7ba31d46,,e5ba7672,9b82aca5,,,,,32c7478e,,,
1,0.0,0,24.0,36.0,5022.0,436.0,25.0,32.0,192.0,0.0,9.0,0.0,36.0,5bfa8ab5,84b4e42f,45f68c2a,39547932,384874ce,fbad5c96,85e1a170,0b153874,a73ee510,2bf8bed1,a4ea009a,78a16776,1e9339bc,91233270,cdb87fb5,e15ad623,8efede7f,67bd0ece,,,78c1dd4b,,c7dc6720,4f7b7578,,
0,,82,20.0,4.0,507333.0,,0.0,4.0,4.0,,0.0,,4.0,05db9164,38d50e09,5d0ec1e8,e63708e9,25c83c98,fbad5c96,bc324536,0b153874,7cc72ec2,f6540b40,2bcfb78f,506bb280,e6fc496d,07d13a8f,ee569ce2,81db2bec,e5ba7672,582152eb,21ddcdc9,5840adea,4a8f0a7f,c9d4222a,32c7478e,1989e165,001f3601,09929967
0,,24,3.0,2.0,10195.0,,0.0,32.0,55.0,,0.0,,2.0,5a9ed9b0,68b3edbf,b00d1501,d16679b9,4cf72387,7e0ccccf,36b796aa,0b153874,a73ee510,8b7e0638,7373475d,e0d76380,cfbfce5c,b28479f6,f511c49f,1203a270,e5ba7672,752d8b8a,,,73d06dde,,3a171ecb,aee52b6f,,
0,,105,4.0,1.0,2200.0,,0.0,1.0,1.0,,0.0,,1.0,05db9164,38d50e09,fc1cad4b,40ed41e5,25c83c98,7e0ccccf,88afd773,51d76abe,a73ee510,3b08e48b,c6cb726f,153ff04a,176d07bc,b28479f6,42b3012c,1bf03082,776ce399,582152eb,21ddcdc9,5840adea,84ec2c79,,be7c41b4,a415643d,001f3601,c4304c4b
1,5.0,85,52.0,6.0,36.0,36.0,30.0,24.0,281.0,1.0,5.0,2.0,6.0,9a89b36c,1cfdf714,9d427ddf,4eadb673,25c83c98,7e0ccccf,2555b4d9,0b153874,a73ee510,4c89c3af,0e4ebdac,cf724373,779f824b,07d13a8f,f775a6d5,6512dce6,8efede7f,e88ffc9d,21ddcdc9,b1252a9d,361a1080,,423fab69,3fdb382b,cb079c2d,49d68486
0,2.0,3,4.0,1.0,4.0,1.0,2.0,1.0,1.0,1.0,1.0,,1.0,68fd1e64,2eb7b10e,378112d3,684abf7b,25c83c98,fbad5c96,0d15142a,5b392875,a73ee510,ac473633,df7e8e0b,38176faa,84c02464,1adce6ef,0816fba2,f2c6a810,07c540c4,21eb63af,,,8b7fb864,,423fab69,45b2acf4,,
0,,1,5.0,36.0,239721.0,,0.0,0.0,123.0,,0.0,,62.0,8cf07265,4f25e98b,a68b0bcf,c194aaab,25c83c98,fbad5c96,a2f7459e,0b153874,7cc72ec2,b393caa5,15eced00,ab1307ec,bd251a95,64c94865,40e29d2a,65a31309,e5ba7672,7ef5affa,738584ec,a458ea53,fca82615,,32c7478e,74f7ceeb,9d93af03,d14e41ff
0,,4,,,1572.0,,0.0,17.0,55.0,,0.0,,,05db9164,8947f767,6bbe880c,feb6eb1a,4cf72387,7e0ccccf,3babeb61,0b153874,a73ee510,3b08e48b,565788d0,d06dc48e,8e7ad399,1adce6ef,ba8b8b16,30e6420c,776ce399,bd17c3da,ba92e49d,b1252a9d,65f3080f,,be7c41b4,42a310e6,010f6491,0eabc199
0,0.0,0,,,1464.0,4.0,5.0,3.0,4.0,0.0,1.0,,,68fd1e64,38a947a1,dd8e6407,db4eb846,25c83c98,13718bbd,963d99df,062b5529,a73ee510,3b08e48b,bffe9c30,eb43b195,e62d6c68,07d13a8f,3d2c6113,de815c2d,776ce399,d3c7daaa,,,5def73cb,,32c7478e,aa5529de,,
1,0.0,43,2.0,3.0,1700.0,21.0,6.0,10.0,21.0,0.0,1.0,,7.0,5a9ed9b0,46bbf321,c5d94b65,5cc8f91d,25c83c98,7e0ccccf,4157815a,1f89b562,a73ee510,4e979b5e,7056d78a,75c79158,08775c1b,e8dce07a,80d1ee72,208d4baf,e5ba7672,906ff5cb,,,6a909d9a,,3a171ecb,1f68c81f,,
0,0.0,1,2.0,1.0,2939.0,39.0,17.0,3.0,437.0,0.0,7.0,,1.0,68fd1e64,38a947a1,98351ee6,811ce8e8,25c83c98,fbad5c96,4a6c02fb,37e4aa92,a73ee510,3b08e48b,0cb221d0,617c70e9,ea18ebd8,07d13a8f,31b59ad3,121f63c9,e5ba7672,065917ca,,,c3739d01,,423fab69,d4af2638,,
1,9.0,1,2.0,5.0,18.0,5.0,9.0,5.0,5.0,1.0,1.0,0.0,5.0,5a9ed9b0,9819deea,6813d33b,f922efad,25c83c98,fbad5c96,34cbc0af,0b153874,a73ee510,bac95df6,88196a93,b99ddbc8,1211c647,b28479f6,1150f5ed,87acb535,07c540c4,7e32f7a4,,,a4b7004c,,32c7478e,b34f3128,,
0,,1,2.0,16.0,14404.0,79.0,2.0,16.0,103.0,,1.0,,16.0,05db9164,38a947a1,5492524f,ae59cd56,25c83c98,7e0ccccf,7925e09b,5b392875,7cc72ec2,56c80038,1cba690a,e00462bb,1d0f2da8,64c94865,51c5d5ca,ebbb82d7,07c540c4,be5810bd,,,bd1f6272,c9d4222a,32c7478e,043a382b,,
0,0.0,26,7.0,1.0,3412.0,104.0,10.0,2.0,6.0,0.0,1.0,1.0,1.0,05db9164,287130e0,5e25fa67,dd47ba3b,25c83c98,13718bbd,412cb2ce,0b153874,a73ee510,3b08e48b,b9ec9192,8ebd48c3,df5886ca,07d13a8f,10040656,e05d680b,3486227d,891589e7,ff6cdd42,a458ea53,a2b7caec,,c7dc6720,1481ceb4,e8b83407,988b0775
0,8.0,-1,60.0,11.0,11.0,7.0,9.0,30.0,39.0,1.0,2.0,,7.0,2d4ea12b,d97d4ce8,c725873a,d0189e5a,25c83c98,fe6b92e5,07d75b52,1f89b562,a73ee510,4f1c6ae7,a2c1d2d9,49fee879,ea31804b,1adce6ef,46218630,3b87fa92,e5ba7672,fb342121,7be4df37,5840adea,d90f665b,,32c7478e,6c1cdd05,ea9a246c,1219b447
0,,1,13.0,1.0,3150.0,163.0,1.0,1.0,32.0,,1.0,,1.0,39af2607,c44e8a72,3f7f3d24,8eb89744,4cf72387,7e0ccccf,86651165,0b153874,a73ee510,3b08e48b,39dd23e7,538a49e7,0159bf9f,b28479f6,1addf65e,0596b5be,07c540c4,456d734d,af1445c4,a458ea53,cf79f8fa,c9d4222a,3a171ecb,d5b4ea7d,010f6491,deffd9e3
0,1.0,302,71.0,3.0,270.0,19.0,1.0,6.0,19.0,1.0,1.0,,19.0,68fd1e64,876465ad,da89f77a,37ee624b,43b19349,fe6b92e5,2b3ce8b7,5b392875,a73ee510,8a99abc1,4352b29b,8065cc64,5f4de855,b28479f6,9c382f7a,a14df6f7,d4bb7bd8,08154af3,21ddcdc9,5840adea,e7f0c6dc,,bcdee96c,3e30919e,f55c04b6,2fede552
1,1.0,0,1.0,0.0,2.0,0.0,4.0,0.0,0.0,1.0,2.0,,0.0,241546e0,6887a43c,9b792af9,9c6d05a0,25c83c98,6f6d9be8,adbcc874,0b153874,a73ee510,fbbf2c95,46031dab,6532318c,377af8aa,1adce6ef,ef6b7bdf,2c9d222f,e5ba7672,8f0f692f,21ddcdc9,a458ea53,cc6a9262,,32c7478e,a5862ce8,445bbe3b,b6a3490e
0,11.0,251,9.0,5.0,21.0,6.0,34.0,5.0,5.0,1.0,4.0,,5.0,05db9164,4322636e,e007dfac,77b99936,4ea20c7d,fe6b92e5,2be44e4e,25239412,a73ee510,18e09007,364e8b48,9c841b74,34cbb1bc,07d13a8f,14674f9b,9b3f7aa2,e5ba7672,9d3171e9,21ddcdc9,a458ea53,61b4555a,ad3062eb,32c7478e,38b97a31,ea9a246c,074bb89f
1,10.0,1,4.0,4.0,1.0,0.0,10.0,4.0,4.0,1.0,1.0,,0.0,09ca0b81,4f25e98b,0b2640f7,4badfc0c,4cf72387,fe6b92e5,df5c2d18,0b153874,a73ee510,da272362,a7b606c4,33c282f5,eae197fd,07d13a8f,dfab705f,635c3e13,e5ba7672,7ef5affa,2f4b9dd2,b1252a9d,cff19dc6,,c7dc6720,8535db9f,001f3601,b98a5b90
0,0.0,-1,1.0,23.0,3169.0,147.0,62.0,0.0,753.0,0.0,9.0,1.0,39.0,05db9164,942f9a8d,69b028e3,003ceb8c,25c83c98,7e0ccccf,3f4ec687,1f89b562,a73ee510,c5fe5cb9,c4adf918,424ba327,85dbe138,b28479f6,ac182643,169f1150,8efede7f,1f868fdd,1d04f4a4,b1252a9d,15414e28,,32c7478e,aa9b9ab9,9d93af03,c73ed234
0,0.0,35,13.0,5.0,4939.0,140.0,1.0,22.0,61.0,0.0,1.0,,11.0,05db9164,4f25e98b,5e25fa67,dd47ba3b,a9411994,7e0ccccf,2e62d414,0b153874,a73ee510,4b415bb3,258875ea,8ebd48c3,dcc8f90a,07d13a8f,5be89da3,e05d680b,d4bb7bd8,bc5a0ff7,ff6cdd42,a458ea53,a2b7caec,,32c7478e,1481ceb4,e8b83407,988b0775
0,,1,13.0,2.0,59865.0,292.0,0.0,2.0,87.0,,0.0,0.0,2.0,68fd1e64,287130e0,b87cffc0,ffacf4e8,43b19349,,04277bf9,5b392875,7cc72ec2,4ea0d483,7e2c5c15,5ea407f3,91a1b611,b28479f6,9efd8b77,9906d656,07c540c4,891589e7,55dd3565,a458ea53,37a23b2d,,32c7478e,3fdb382b,ea9a246c,49d68486
1,,0,,1.0,16732.0,2.0,1.0,1.0,1.0,,1.0,,1.0,87552397,6e638bbc,598b72ce,3c7eb23c,25c83c98,fbad5c96,675e81f6,0b153874,a73ee510,d9b71390,4a77ddca,f21f7d11,dc1d72e4,07d13a8f,d4525f76,e2e3cf1c,d4bb7bd8,f6a2fc70,21ddcdc9,a458ea53,605776ee,,32c7478e,f93938dd,e8b83407,322cbe58
1,0.0,212,,,1632.0,65.0,24.0,1.0,113.0,0.0,6.0,,,be589b51,b0d4a6f6,50a6bc33,335e428a,25c83c98,7e0ccccf,1171550e,1f89b562,a73ee510,23724df8,031ba22d,4baf63a1,bb7a2c12,32813e21,b0369b63,c73993da,e5ba7672,e01eacde,,,1d14288c,,3a171ecb,c9bc2384,,
0,10.0,11,3.0,3.0,1026.0,3.0,88.0,3.0,131.0,1.0,15.0,0.0,3.0,9a89b36c,1cfdf714,8b14bdd6,3bf2df8b,25c83c98,,e807f153,0b153874,a73ee510,8627508e,1054ae5c,3cd57e51,d7ce3abd,b28479f6,d345b1a0,4d664c70,27c07bd6,e88ffc9d,712d530c,b1252a9d,9ecb9e0d,,bcdee96c,a8380e43,cb079c2d,37c5e077
0,,5,22.0,5.0,10324.0,,0.0,5.0,13.0,,0.0,,5.0,f434fac1,40ed0c67,374195a1,6f5d5092,4cf72387,6f6d9be8,555d7949,1f89b562,a73ee510,3b08e48b,91e8fc27,752343e3,9ff13f22,1adce6ef,f8ebf901,c43b15fe,776ce399,2585827d,21ddcdc9,5840adea,a66e7b01,,be7c41b4,e33735a0,e8b83407,f95af538
0,,779,1.0,1.0,676.0,,0.0,4.0,4.0,,0.0,,1.0,68fd1e64,e5fb1af3,9b953c56,7be07df9,25c83c98,7e0ccccf,5e4f7d2b,0b153874,a73ee510,3b08e48b,25f4f871,6bca71b1,e67cdf97,07d13a8f,b5de5956,fb8ca891,d4bb7bd8,13145934,55dd3565,b1252a9d,b1ae3ed2,ad3062eb,423fab69,3fdb382b,9b3e8820,49d68486
0,,179,61.0,,3316.0,,,1.0,,,,,,f473b8dc,38a947a1,223b0e16,ca55061c,43b19349,7e0ccccf,7f2c5a6e,64523cfa,a73ee510,f6c6d9f8,d21494f8,156f99ef,f47f13e4,1adce6ef,0e78291e,5fbf4a84,1e88c74f,1999bae9,,,deb9605d,,32c7478e,e448275f,,
0,1.0,1,5.0,7.0,1238.0,13.0,9.0,15.0,89.0,0.0,3.0,0.0,7.0,8cf07265,09e68b86,aa8c1539,85dd697c,25c83c98,7e0ccccf,92ce5a7d,37e4aa92,a73ee510,15fa156b,e0c3cae0,d8c29807,e8df3343,8ceecbc8,d2f03b75,c64d548f,8efede7f,63cdbb21,cf99e5de,5840adea,5f957280,c9d4222a,55dd3565,1793a828,e8b83407,b7d9c3bc
0,2.0,72,20.0,11.0,4.0,11.0,24.0,14.0,69.0,1.0,7.0,,11.0,05db9164,09e68b86,6ef2aa66,20af9140,25c83c98,7e0ccccf,372a0c4c,0b153874,a73ee510,a08eee5a,ec88dd34,4df84614,94881fc3,b28479f6,52baadf5,cf3ec61f,3486227d,5aed7436,7be4df37,b1252a9d,98a79791,,bcdee96c,3fdb382b,e8b83407,49d68486
0,,57,60.0,20.0,11862.0,20.0,1.0,19.0,20.0,,1.0,,20.0,5bfa8ab5,4f25e98b,15363e12,f9e8a6fb,384874ce,,65c53f25,0b153874,a73ee510,3b08e48b,ad2bc6f4,d63df4e6,39ccb769,b28479f6,8ab5b746,a694f6ce,d4bb7bd8,7ef5affa,21ddcdc9,a458ea53,a370fd83,,32c7478e,d5b01f55,9b3e8820,85cebe8c
0,4.0,1,29.0,30.0,112.0,30.0,27.0,33.0,144.0,2.0,4.0,0.0,30.0,05db9164,58e67aaf,99815367,771966f0,4cf72387,6f6d9be8,cdc0ad95,5b392875,a73ee510,b0c25211,69926409,e802f466,2fc3058f,051219e6,d83fb924,f6613e51,e5ba7672,c21c3e4c,21ddcdc9,a458ea53,3aa05bfb,,32c7478e,9f0d87bf,9b3e8820,bde577f6
0,2.0,4,53.0,14.0,1499.0,20.0,11.0,19.0,98.0,0.0,3.0,7.0,14.0,75ac2fe6,287130e0,b264d69e,ce831e6d,25c83c98,,5aef82b1,0b153874,a73ee510,7fdb06fe,010265ac,74138b6d,0e5bc979,f7c1b33f,42793602,b49f63ab,8efede7f,891589e7,55dd3565,b1252a9d,a1229e5f,,32c7478e,3fdb382b,ea9a246c,49d68486
0,,5,3.0,5.0,17405.0,,0.0,8.0,8.0,,0.0,,6.0,05db9164,c5c1d6ae,8018e37d,d8660950,43b19349,fbad5c96,c1e20400,5b392875,a73ee510,3b08e48b,60a1c175,22cad86a,9b9e44d2,07d13a8f,b25845fd,2a27c935,776ce399,561cabfe,21ddcdc9,5840adea,d479575f,,be7c41b4,9b18ad04,7a402766,67ebe777
0,,49,1.0,1.0,3116.0,72.0,3.0,1.0,48.0,,1.0,,1.0,7e5c2ff4,2c8c5f5d,13cd0697,352cefe6,25c83c98,7e0ccccf,4fb73f5f,985e3fcb,a73ee510,3b08e48b,6a447eb3,c3cdaf85,9dfda2b9,1adce6ef,5edc1a28,08514295,e5ba7672,f5f4ae5b,,,6387fda4,,55dd3565,d36c7dbf,,
0,,2865,23.0,0.0,23584.0,,0.0,2.0,47.0,,0.0,,2.0,05db9164,0468d672,cedcacac,7967fcf5,25c83c98,7e0ccccf,33b15f2c,0b153874,a73ee510,0f6ee8ce,419d31d4,553e02c3,08961fd0,1adce6ef,4f3b3616,91a6eec5,1e88c74f,9880032b,21ddcdc9,5840adea,a97b62ca,,423fab69,727a7cc7,ea9a246c,6935065e
0,,119,4.0,4.0,13528.0,,0.0,7.0,35.0,,0.0,,4.0,87552397,38a947a1,695a85e0,d502349a,25c83c98,7e0ccccf,82f666b6,0b153874,a73ee510,631ddef6,e51ddf94,67b31aac,3516f6e6,cfef1c29,d33de6b0,d2b0336b,07c540c4,48ce336b,,,ea6a0e31,,3a171ecb,da408463,,
0,,25,5.0,4.0,0.0,,0.0,4.0,4.0,,0.0,,1.0,68fd1e64,71ca0a25,44e7b8ec,3b989466,307e775a,7e0ccccf,d0519bab,0b153874,a73ee510,3b08e48b,38914a66,d7cd5e08,c281c227,1adce6ef,ae3a9888,4032eea3,1e88c74f,9bf8ffef,21ddcdc9,5840adea,53def47b,c9d4222a,dbb486d7,8849cfac,001f3601,aa5f0a15
0,2.0,180,94.0,7.0,151.0,38.0,2.0,30.0,26.0,1.0,1.0,,25.0,5bfa8ab5,421b43cd,33ebdbb6,29998ed1,25c83c98,fbad5c96,6ad82e7a,0b153874,a73ee510,451bd4e4,c1ee56d0,6aaba33c,ebd756bd,b28479f6,2d0bb053,b041b04a,e5ba7672,2804effd,,,723b4dfd,,32c7478e,b34f3128,,
0,,2,0.0,,,,,0.0,,,,,,be589b51,38a947a1,4470baf4,8c8a4c47,307e775a,fe6b92e5,ae1dfa39,0b153874,7cc72ec2,3b08e48b,ee26f284,bb669e25,48b975db,b28479f6,717db705,2b2ce127,2005abd1,ade68c22,,,2b796e4a,,be7c41b4,8d365d3b,,
0,,0,9.0,,17907.0,59.0,2.0,0.0,98.0,,1.0,,,68fd1e64,80e26c9b,ba1947d0,85dd697c,25c83c98,fe6b92e5,3d63f4e6,0b153874,a73ee510,94e68c1d,af6a4ffc,34a238e0,2a1579a2,b28479f6,a785131a,da441c7e,e5ba7672,005c6740,21ddcdc9,5840adea,8717ea07,,32c7478e,1793a828,e8b83407,b9809574
0,7.0,84,,7.0,10.0,6.0,29.0,41.0,288.0,1.0,4.0,,5.0,05db9164,38a947a1,840eeb3a,f7263320,25c83c98,7e0ccccf,3baecfcb,0b153874,a73ee510,98d5faa2,96a54d80,317bfd7d,dbe5226f,07d13a8f,d4a5a2be,1689e4de,e5ba7672,5d961bca,,,dc55d6df,,423fab69,aa0115d2,,
0,0.0,0,1.0,,3667.0,42.0,2.0,30.0,37.0,0.0,1.0,1.0,,05db9164,e5fb1af3,909286bb,252734c9,25c83c98,7e0ccccf,b28fa88b,0b153874,a73ee510,4b8a7639,9f0003f4,233fde4c,5afd9e51,b28479f6,23287566,1871ac47,8efede7f,13145934,1d1eb838,b1252a9d,23da7042,,bcdee96c,1be0cc0a,e8b83407,f89dfbcc
0,5.0,1,46.0,6.0,1046.0,112.0,5.0,43.0,111.0,1.0,1.0,,6.0,05db9164,4f25e98b,f86649de,f56f6045,25c83c98,fe6b92e5,21c0ea1a,0b153874,a73ee510,cfa407de,bc862fb6,b9b3b7ef,4f487d87,07d13a8f,dfab705f,33301a0b,e5ba7672,7ef5affa,92524a76,a458ea53,d5a53bc3,c9d4222a,423fab69,3fdb382b,001f3601,79883c16
0,,7,4.0,3.0,75211.0,,0.0,3.0,3.0,,0.0,,3.0,8cf07265,0468d672,00d3cdb7,d4125c6f,25c83c98,7e0ccccf,71ccc25b,0b153874,7cc72ec2,e89812b3,5cab60cb,d286aff3,ce418dc9,07d13a8f,a888f201,7d9d720d,1e88c74f,9880032b,21ddcdc9,5840adea,8443660f,,3a171ecb,52d7797f,e8b83407,ddf88ddd
1,,54,1.0,1.0,,,0.0,1.0,1.0,,0.0,,1.0,68fd1e64,38a947a1,0d15d9b5,bfe24cb7,b0530c50,,d9aa9d97,0b153874,7cc72ec2,3b08e48b,6e647667,72a52d4c,85dbe138,b28479f6,06809048,58cacba8,2005abd1,670f513e,,,b7ba6151,,32c7478e,7b80ab11,,
0,,0,34.0,3.0,,,0.0,3.0,3.0,,0.0,,3.0,68fd1e64,287130e0,38610f2f,28d2973d,25c83c98,,88002ee1,0b153874,7cc72ec2,3b08e48b,f1b78ab4,b345f76c,6e5da64f,b28479f6,9efd8b77,569a0480,2005abd1,891589e7,712d530c,b1252a9d,c2af6d9f,,32c7478e,58e38a64,ea9a246c,70451962
1,,1,1.0,,7814.0,119.0,1.0,19.0,30.0,,1.0,,,05db9164,80e26c9b,eb08d440,f922efad,25c83c98,fe6b92e5,41e1828d,0b153874,a73ee510,3b08e48b,b6358cf2,654bb16a,61c65daf,1adce6ef,0f942372,87acb535,d4bb7bd8,005c6740,21ddcdc9,5840adea,a4b7004c,,32c7478e,b34f3128,e8b83407,9904c656
0,2.0,5,11.0,9.0,24.0,9.0,110.0,9.0,148.0,1.0,10.0,0.0,9.0,be30ca83,8f5b4275,b009d929,c7043c4b,30903e74,fbad5c96,a90a99c5,51d76abe,a73ee510,e6003298,c804061c,3563ab62,1cc9ac51,1adce6ef,a6bf53df,b688c8cc,8efede7f,65c9624a,21ddcdc9,5840adea,2754aaf1,c9d4222a,55dd3565,3b183c5c,e8b83407,adb5d234
0,,19,1.0,1.0,7476.0,9.0,9.0,1.0,9.0,,1.0,,1.0,8cf07265,537e899b,5037b88e,9dde01fd,25c83c98,fbad5c96,aafae983,0b153874,a73ee510,dc790dda,c3a20c8d,680d7261,7ce5cdf0,07d13a8f,6d68e99c,c0673b44,e5ba7672,b34aa802,,,e049c839,,32c7478e,6095f986,,
0,4.0,0,131.0,1.0,0.0,1.0,14.0,10.0,40.0,1.0,3.0,,0.0,05db9164,80e26c9b,13193952,f922efad,25c83c98,fe6b92e5,124131fa,1f89b562,a73ee510,a1ee64a6,9ba53fcc,654bb16a,42156eb4,1adce6ef,0f942372,87acb535,e5ba7672,005c6740,21ddcdc9,5840adea,a4b7004c,ad3062eb,bcdee96c,b34f3128,e8b83407,9904c656
1,0.0,5,2.0,1.0,1526.0,3.0,9.0,2.0,2.0,0.0,1.0,,1.0,05db9164,38a947a1,60c37737,8a77aa30,25c83c98,fe6b92e5,1c63b114,1f89b562,a73ee510,f6f942d1,67841877,94a1cc80,781f4d92,b28479f6,962bbefe,3eef319d,e5ba7672,0ad1cc71,,,1c63c71e,c9d4222a,3a171ecb,ad80aaa7,,
0,1.0,1,5.0,18.0,475.0,63.0,15.0,4.0,803.0,1.0,4.0,,63.0,05db9164,3e4b7926,7442ec70,bb8645c3,0942e0a7,7e0ccccf,3a7402e7,51d76abe,a73ee510,aa91245c,b4bb4248,a5ab10e6,3eb2f9dc,07d13a8f,e6863a8e,1cdb3603,e5ba7672,e261f8d8,21ddcdc9,5840adea,1380864e,,32c7478e,be2f0db5,47907db5,68d9ada1
0,,1,1.0,18.0,10791.0,,0.0,1.0,281.0,,0.0,,18.0,05db9164,46bbf321,c5d94b65,5cc8f91d,4cf72387,7e0ccccf,2773eaab,5b392875,a73ee510,1a428761,06474f17,75c79158,2ec4b007,91233270,cddd56a1,208d4baf,1e88c74f,906ff5cb,,,6a909d9a,ad3062eb,3a171ecb,1f68c81f,,
0,1.0,-1,,,528.0,15.0,8.0,2.0,585.0,1.0,4.0,,,05db9164,ef69887a,3fea0364,9c32fadc,30903e74,,ec1a1856,0b153874,a73ee510,22a99f9d,a04e019f,cc606cbe,07a906b4,b28479f6,902a109f,0ab5ee0c,e5ba7672,4bcc9449,083e89d9,b1252a9d,6c38450e,,32c7478e,394c5a53,47907db5,1d7b6578
0,,18,9.0,0.0,,,0.0,7.0,16.0,,0.0,,7.0,68fd1e64,38a947a1,2273663d,3beb8147,25c83c98,fbad5c96,88002ee1,985e3fcb,7cc72ec2,3b08e48b,f1b78ab4,c47972c1,6e5da64f,1adce6ef,8d3c9c0c,e638c51d,2005abd1,35176a17,,,0370bc83,ad3062eb,55dd3565,cde6fafb,,
0,,5,,13.0,10467.0,170.0,4.0,13.0,96.0,,1.0,,13.0,be589b51,8084ee93,02cf9876,c18be181,0942e0a7,7e0ccccf,ad82323c,37e4aa92,a73ee510,bdfd8a02,7ca25fd2,8fe001f4,d3802338,b28479f6,b2ff8c6b,36103458,e5ba7672,52e44668,,,e587c466,,32c7478e,3b183c5c,,
1,,27,,,27753.0,,,3.0,,,,,,05db9164,efb7db0e,bf05882d,9e3f04df,25c83c98,7e0ccccf,73e2fc5e,062b5529,a73ee510,f8f0e86f,4e46b019,9da0a604,07c072b7,b28479f6,5ab7247d,929eef3c,d4bb7bd8,a863ac26,,,fb19a39b,ad3062eb,3a171ecb,cc4079ea,,
0,0.0,49,,,3732.0,20.0,1.0,3.0,20.0,0.0,1.0,,,17f69355,09e68b86,5be9b239,ace52998,25c83c98,,82cfb145,0b153874,a73ee510,9b8e7680,3f31bb3e,e5b118b4,c6378246,b28479f6,52baadf5,f68bd494,d4bb7bd8,5aed7436,21ddcdc9,a458ea53,ba3c688b,,32c7478e,3fdb382b,b9266ff0,49d68486
1,1.0,19,18.0,16.0,178.0,32.0,34.0,34.0,200.0,0.0,9.0,,16.0,05db9164,ea3a5818,7ee60f5f,bebc14b3,25c83c98,6f6d9be8,4f900c22,f0e5818a,a73ee510,47e01053,7c4f062c,cc22efeb,76dfc898,b28479f6,0a069322,606df1fe,e5ba7672,a1d0cc4f,21ddcdc9,b1252a9d,aebdd3c2,8ec974f4,32c7478e,e4e10900,b9266ff0,7a1ac642
1,0.0,1,2.0,5.0,6613.0,104.0,1.0,17.0,74.0,0.0,1.0,,5.0,8cf07265,8db5bc37,,,25c83c98,7e0ccccf,5a103f30,0b153874,a73ee510,3b08e48b,8487a168,,636195f8,64c94865,00e52733,,d4bb7bd8,821c30b8,,,,,32c7478e,,,
0,,1,,,29111.0,,,0.0,,,,,,ae82ea21,5dac953d,d032c263,c18be181,384874ce,,6b406125,5b392875,a73ee510,f1311559,278636c9,dfbb09fb,b87a829f,b28479f6,78e3b025,84898b2a,e5ba7672,35a9ed38,,,0014c32a,c0061c6d,32c7478e,3b183c5c,,
0,,58,,20.0,21659.0,1033.0,9.0,1.0,151.0,,2.0,,43.0,05db9164,80e26c9b,,,25c83c98,7e0ccccf,622305e6,5b392875,a73ee510,e70742b0,319687c9,,62036f49,07d13a8f,f3635baf,,e5ba7672,f54016b9,21ddcdc9,5840adea,,,3a171ecb,,e8b83407,00ed90d0
0,0.0,11,11.0,5.0,4325.0,61.0,4.0,14.0,68.0,0.0,2.0,0.0,5.0,68fd1e64,d8fc04df,f652979e,32a55192,25c83c98,7e0ccccf,19d92932,5b392875,a73ee510,f710483a,d54a5851,ed5cfa27,a36387e6,b28479f6,9da6bb5f,3141102a,1e88c74f,cbadff99,21ddcdc9,5840adea,3df2213d,,3a171ecb,42998020,010f6491,dd8b4f5c
1,,2560,2.0,0.0,63552.0,398.0,0.0,7.0,122.0,,0.0,,1.0,9a89b36c,39dfaa0d,a17519ab,5b392af8,25c83c98,fbad5c96,14ba4967,64523cfa,7cc72ec2,9ffc445a,c21c44c8,834b5edc,5b3fc509,07d13a8f,60fa10e5,e66306df,d4bb7bd8,df4fffb7,21ddcdc9,5840adea,9988d803,,c7dc6720,abe3a684,010f6491,f3737bd0
0,0.0,30,2.0,15.0,2712.0,210.0,5.0,43.0,242.0,0.0,2.0,,15.0,05db9164,207b2d81,2b280564,ad5ffc6b,25c83c98,fe6b92e5,559eb1e1,0b153874,a73ee510,51e04895,91875c79,2a064dba,ea519e47,64c94865,11b2ae92,7d9b60c8,e5ba7672,395856b0,21ddcdc9,a458ea53,9c3eb598,,32c7478e,c0b8dfd6,001f3601,81be451e
0,0.0,49,,3.0,1732.0,20.0,1.0,14.0,16.0,0.0,1.0,,3.0,8cf07265,e112a9de,4e1c9eda,22504558,25c83c98,fbad5c96,01620311,0b153874,a73ee510,66c281d9,922bbb91,23bc90a1,ad61640d,1adce6ef,6da7d68c,776f5665,e5ba7672,d495a339,,,5a5953a2,,32c7478e,8f079aa5,,
0,,-1,,,357.0,,0.0,10.0,11.0,,0.0,,,68fd1e64,403ea497,2cbec47f,3e2bfbda,25c83c98,7e0ccccf,9d8d7034,0b153874,a73ee510,b3d657b8,51ef0313,21a23bfe,e8f6ccfe,07d13a8f,e3209fc2,587267a3,e5ba7672,a78bd508,21ddcdc9,5840adea,c2a93b37,,32c7478e,1793a828,e8b83407,2fede552
0,2.0,7,,22.0,37.0,22.0,4.0,1.0,135.0,1.0,3.0,,22.0,98237733,b26462db,dad8b3db,06b1cf6e,25c83c98,7e0ccccf,ade953a9,5b392875,a73ee510,0eca1729,29e4ad33,422e8212,80467802,07d13a8f,72fbc65c,25b075e4,e5ba7672,35ee3e9e,,,a13bd40d,,3a171ecb,0ff91809,,
0,,68,1.0,1.0,24513.0,43.0,4.0,12.0,62.0,,1.0,,1.0,fc9c62bb,80e26c9b,,,25c83c98,6f6d9be8,e746fe19,1f89b562,a73ee510,c9ac91cb,0bc63bd0,,ef007ecc,b28479f6,4c1df281,,e5ba7672,f54016b9,21ddcdc9,5840adea,,,32c7478e,,e8b83407,c4e4eabb
1,0.0,304,1.0,,13599.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,,68fd1e64,064c8f31,70168f62,585ab217,25c83c98,fe6b92e5,b3a5258d,0b153874,a73ee510,7cda6c86,30b2a438,eb83af8a,aebdb575,07d13a8f,81d3f724,69f67894,3486227d,d4a314a2,21ddcdc9,5840adea,e1627e2c,,32c7478e,a6e7d8d3,001f3601,2fede552
0,0.0,2,4.0,7.0,1568.0,70.0,4.0,42.0,117.0,0.0,1.0,,36.0,de4dac42,b7ca2abd,022a0b3c,d6b6e0bf,25c83c98,13718bbd,33cca6fa,0b153874,a73ee510,fb999b75,9f7c4fc1,05e68866,2b9fb512,07d13a8f,2f453358,6de617d3,e5ba7672,4771e483,,,df66957b,,3a171ecb,b34f3128,,
0,,0,3.0,2.0,,,0.0,3.0,13.0,,0.0,,2.0,05db9164,38a947a1,d125aecd,82a61820,25c83c98,7e0ccccf,d18f8f99,0b153874,7cc72ec2,3b08e48b,6c27619d,49507531,61e43922,07d13a8f,bb1e9ca8,0fd6d3ca,2005abd1,e96a7df2,,,7eefff0d,,be7c41b4,cafb4e4d,,
0,0.0,0,5.0,1.0,1751.0,37.0,1.0,8.0,11.0,0.0,1.0,,1.0,8cf07265,09e68b86,fc25ffd0,991a22ae,25c83c98,fbad5c96,6da2fbd6,f0e5818a,a73ee510,78ed0c4d,7bbe6c06,c35b992b,ea1f21b7,1adce6ef,dbc5e126,068a2c9f,e5ba7672,5aed7436,21ddcdc9,b1252a9d,df9de95c,,423fab69,3fdb382b,cb079c2d,49d68486
1,3.0,22,7.0,9.0,269.0,11.0,12.0,15.0,573.0,1.0,7.0,,9.0,05db9164,558b4efb,1b5e2c32,8a2b280f,25c83c98,13718bbd,6d51a5b0,966033bc,a73ee510,2e48a61d,61af8052,733bbdf2,2f3ee7fb,64c94865,2cd24ac0,8ac5e229,e5ba7672,c68ebaa0,21ddcdc9,5840adea,0be61dd1,,32c7478e,3b183c5c,ea9a246c,9973f80f
1,,1,,,14447.0,328.0,15.0,0.0,432.0,,9.0,0.0,,5bfa8ab5,26ece8a8,58ca7e87,3db5e097,25c83c98,fbad5c96,877d7f71,0b153874,a73ee510,afc4d756,5bd8a4ae,91f87a19,7a3043c0,07d13a8f,102fc449,834b85f5,3486227d,87fd936e,,,e339163e,,423fab69,c9a8db2a,,
0,,1,4.0,1.0,235065.0,,0.0,3.0,1.0,,0.0,,1.0,5a9ed9b0,a8da270e,6392b1c1,4e1c036b,25c83c98,6f6d9be8,863329da,0b153874,7cc72ec2,fbc2dc95,a89c45cb,4ea4e9d5,a4fafa5b,b28479f6,f2252b1c,b7f61016,e5ba7672,130ebfcd,,,f15fe1ee,,32c7478e,2896ad66,,
0,1.0,4,75.0,21.0,246.0,69.0,1.0,33.0,33.0,1.0,1.0,,31.0,3b65d647,512fdf0c,b3ee24fe,631a0f79,25c83c98,7e0ccccf,86b374da,1f89b562,a73ee510,3b08e48b,07678d3e,9b665b9c,0159bf9f,b28479f6,fc29c5a9,b7a016ed,e5ba7672,fd3919f9,21ddcdc9,5840adea,1df3ad93,,3a171ecb,3aebd96a,724b04da,56be3401
1,,64,3.0,7.0,14747.0,38.0,4.0,16.0,25.0,,3.0,,17.0,05db9164,8b0005b7,62acd884,7736c782,25c83c98,fbad5c96,b01d50d5,5b392875,a73ee510,3b08e48b,cd1b7031,0b7afe9e,4d8657a2,07d13a8f,715f1291,7d0949a5,07c540c4,dff11f14,,,c12eabbb,,3a171ecb,af0cb2c3,,
0,,0,2.0,,4317.0,0.0,8.0,0.0,0.0,,1.0,,,68fd1e64,09e68b86,29dbbee7,15c721d8,4cf72387,,f33e4fa1,5b392875,a73ee510,e5330e23,7b5deffb,526eb908,269889be,b28479f6,52baadf5,e71dfc2d,e5ba7672,5aed7436,39e30682,b1252a9d,b4770b64,,32c7478e,2f34b1ef,e8b83407,4a449e4c
0,0.0,1,5.0,0.0,11738.0,490.0,10.0,13.0,140.0,0.0,1.0,,1.0,52f1e825,9819deea,a2b48926,f922efad,4cf72387,7e0ccccf,d385ea68,0b153874,a73ee510,3b08e48b,7940fc2a,b99ddbc8,00e20e7b,b28479f6,1150f5ed,87acb535,e5ba7672,7e32f7a4,,,a4b7004c,ad3062eb,32c7478e,b34f3128,,
1,0.0,53,17.0,4.0,1517.0,87.0,1.0,5.0,11.0,0.0,1.0,0.0,4.0,05db9164,38d50e09,948ee031,b7ab56a2,384874ce,fbad5c96,879ccac6,0b153874,a73ee510,9ca0fba4,e931c5cd,42bee2f2,580817cd,b28479f6,06373944,67b3c631,e5ba7672,fffe2a63,21ddcdc9,b1252a9d,bd074856,,32c7478e,df487a73,001f3601,c27f155b
0,,0,7.0,14.0,3751.0,646.0,0.0,37.0,432.0,,0.0,,14.0,0e78bd46,ae46a29d,770451b6,f922efad,25c83c98,fe6b92e5,01620311,0b153874,a73ee510,5a01afad,922bbb91,4bba7327,ad61640d,b28479f6,cccdd69e,e2e2fcd9,e5ba7672,e32bf683,,,b964dee0,c9d4222a,32c7478e,b34f3128,,
0,1.0,1,14.0,1.0,118.0,1.0,4.0,1.0,32.0,1.0,1.0,,1.0,05db9164,4f25e98b,79bdb97a,bdbe850d,43b19349,,38eb9cf4,0b153874,a73ee510,49d1ad89,7f8ffe57,30ed85b5,46f42a63,07d13a8f,dfab705f,e75cb6ea,e5ba7672,7ef5affa,21ddcdc9,a458ea53,72c8ca0c,,32c7478e,3fdb382b,001f3601,49d68486
0,3.0,1,25.0,9.0,1396.0,39.0,5.0,32.0,37.0,0.0,2.0,,10.0,05db9164,dde11b16,c6616b04,e6996139,25c83c98,3bf701e7,2e8a689b,0b153874,a73ee510,efea433b,e51ddf94,3a802941,3516f6e6,07d13a8f,e28388cc,f4944655,3486227d,43dfe9bd,,,81f8278e,,3a171ecb,772b286f,,
0,,0,37.0,10.0,15.0,,0.0,10.0,10.0,,0.0,,10.0,05db9164,95e2d337,da3ad2bd,a95c56ca,25c83c98,fbad5c96,d7f3ff9f,1f89b562,a73ee510,3b08e48b,29473fc8,359d194a,aa902020,051219e6,003cf364,8023d5ba,776ce399,7b06fafe,d913d8f1,a458ea53,15bb899d,,32c7478e,6c25dad0,2bf691b1,59e91663
0,,0,4.0,,11534.0,,0.0,0.0,1.0,,0.0,,,39af2607,78ccd99e,55f298ba,1de19bc2,25c83c98,fbad5c96,63b7fcf7,1f89b562,a73ee510,3b08e48b,779482a8,624029b0,7d65a908,051219e6,9917ad07,270e2a53,1e88c74f,e7e991cb,21ddcdc9,a458ea53,5ff5ac4a,ad3062eb,32c7478e,d65fa724,875ea8a7,86601e0a
0,,498,,0.0,92.0,,0.0,0.0,0.0,,0.0,,0.0,5bfa8ab5,90081f33,fd22e418,36375a46,43b19349,fbad5c96,6c338953,0b153874,a73ee510,3b08e48b,553ebda3,fb991bf5,49fe3d4e,b28479f6,50b07d60,d1a4e968,776ce399,7da6ea7e,,,9fb07dd2,,be7c41b4,359dd977,,
1,8.0,7,20.0,8.0,5.0,22.0,172.0,21.0,568.0,1.0,21.0,,0.0,05db9164,404660bb,97d1681e,ffe40d5f,25c83c98,7e0ccccf,1c86e0eb,1f89b562,a73ee510,f3b83678,755e4a50,7e7a6264,5978055e,1adce6ef,6ddbba94,e7af7559,e5ba7672,4b17f8a2,21ddcdc9,5840adea,5a49c6db,,32c7478e,faf5d8b3,f0f449dd,984e0db0
0,,4,1.0,1.0,270.0,170.0,1.0,19.0,196.0,,1.0,0.0,1.0,3b65d647,4c2bc594,d032c263,c18be181,25c83c98,fbad5c96,cd98cc3d,0b153874,a73ee510,493b74f2,dcc84468,dfbb09fb,b72482f5,8ceecbc8,7ac43a46,84898b2a,e5ba7672,bc48b783,,,0014c32a,,55dd3565,3b183c5c,,
0,,6,52.0,15.0,383.0,,0.0,21.0,21.0,,0.0,,15.0,05db9164,09e68b86,88290645,0676a23d,25c83c98,fe6b92e5,f14f1abf,0b153874,a73ee510,3b08e48b,7b5deffb,f6d35a1e,269889be,b28479f6,52baadf5,90d6ddcd,776ce399,5aed7436,21ddcdc9,b1252a9d,29d21ab1,,32c7478e,69e4f188,e8b83407,e001324a
0,0.0,57,2.0,6.0,1683.0,550.0,5.0,48.0,412.0,0.0,1.0,0.0,102.0,39af2607,c5fe64d9,fda0b584,13508380,25c83c98,7e0ccccf,295cc387,0b153874,a73ee510,3b08e48b,7d5ece85,ffcedb7a,e4b5ce61,07d13a8f,52b49730,f39f1141,d4bb7bd8,c235abed,4cc48856,a458ea53,fdc724a8,,32c7478e,45ab94c8,46fbac64,c84c4aec
0,,90,,0.0,1455.0,,0.0,6.0,10.0,,0.0,,2.0,05db9164,6f609dc9,d032c263,c18be181,25c83c98,7e0ccccf,315c76f3,37e4aa92,a73ee510,3b08e48b,e51ddf94,dfbb09fb,3516f6e6,07d13a8f,c169c458,84898b2a,776ce399,381bd833,,,0014c32a,,3a171ecb,3b183c5c,,
0,,29,4.0,4.0,12245.0,,0.0,19.0,73.0,,0.0,,4.0,05db9164,3df44d94,d032c263,c18be181,4cf72387,7e0ccccf,81bb0302,5b392875,a73ee510,f918493f,b7094596,dfbb09fb,1f9d2c38,b28479f6,e0052e65,84898b2a,07c540c4,e7648a8f,,,0014c32a,,32c7478e,3b183c5c,,
0,3.0,-1,3.0,2.0,285.0,5.0,6.0,8.0,30.0,1.0,4.0,,5.0,05db9164,73b37f46,cd82408a,eb45e6e4,25c83c98,7e0ccccf,ead731f4,0b153874,a73ee510,3b08e48b,e9c32980,d1fb0874,3fe840eb,ec19f520,f3a94039,6d87c0d4,07c540c4,d1605c46,,,ed01532f,,3a171ecb,8d49fa4b,,
1,,2,3.0,,5091.0,0.0,6.0,0.0,3.0,,5.0,,,5a9ed9b0,4f25e98b,10ee5afb,1d29846e,db679829,,1971812a,0b153874,a73ee510,aed8755c,5307d8e2,5e76bfca,8368e64b,b28479f6,8ab5b746,5fb9ff62,07c540c4,7ef5affa,2e30f394,5840adea,e208a45f,,32c7478e,3fdb382b,001f3601,49d68486
0,,78,8.0,,35203.0,853.0,2.0,0.0,98.0,,1.0,,,05db9164,c41a84c8,d627c43e,759c4a2e,25c83c98,fbad5c96,61beb1aa,0b153874,a73ee510,a5270a71,81a23494,2d15871c,3796b047,b28479f6,55d28d38,9243e635,07c540c4,2b46823a,,,ec5ac7c6,ad3062eb,32c7478e,590b856f,,
1,37.0,113,2815.0,5.0,2.0,3.0,26.0,49.0,78.0,0.0,1.0,,3.0,05db9164,c5c1d6ae,b2de8002,f9a7e394,25c83c98,7e0ccccf,0d00feb3,0b153874,a73ee510,ff4776d6,640d8b63,76517c94,18041128,b28479f6,29a18ba0,afc96aa6,e5ba7672,836a67dd,21ddcdc9,5840adea,c0cd6339,78e2e389,32c7478e,7e60320b,7a402766,ba14bbcb
0,5.0,1,28.0,22.0,11.0,24.0,5.0,22.0,22.0,3.0,3.0,,21.0,05db9164,89ddfee8,7e4ea1b2,bc17b20f,25c83c98,,a6624a99,5b392875,a73ee510,3b08e48b,f161ec47,49a5dd4f,1e18519e,051219e6,d5223973,9fa82d1c,e5ba7672,5bb2ec8e,4b1019ff,a458ea53,40b11f62,,32c7478e,eaa38671,f0f449dd,8b3e7faa
0,,0,1.0,33.0,11774.0,,0.0,1.0,502.0,,0.0,,33.0,5a9ed9b0,2ae0a573,0739daa8,4fbef8bb,4cf72387,7e0ccccf,ca4fd8f8,0b153874,a73ee510,3b08e48b,a0060bca,9148b680,22d23aac,07d13a8f,413cc8c6,64e0265f,776ce399,f2fc99b1,,,38879cfe,ad3062eb,32c7478e,7836b4d5,,
0,,1,14.0,3.0,3008.0,15.0,6.0,5.0,146.0,,3.0,,3.0,68fd1e64,a0e12995,b3693f43,f888df5a,25c83c98,7e0ccccf,fcf0132a,0b153874,a73ee510,aed3d80e,d650f1bd,63314ad3,863f8f8a,07d13a8f,73e2709e,ea1c4696,e5ba7672,1616f155,21ddcdc9,5840adea,67afd8d0,,c7dc6720,e3aea32f,9b3e8820,e75c9ae9
1,0.0,1,27.0,38.0,1499.0,73.0,14.0,35.0,269.0,0.0,4.0,0.0,38.0,8cf07265,04e09220,b1ecc6c4,5dff9b29,4cf72387,fe6b92e5,53ef84c0,0b153874,a73ee510,267caf03,643327e3,2436ff75,478ebe53,07d13a8f,f6b23a53,f4ead43c,e5ba7672,6fc84bfb,,,4f1aa25f,,423fab69,ded4aac9,,
0,,5,44.0,4.0,12143.0,,0.0,4.0,4.0,,0.0,,4.0,05db9164,38d50e09,0c7bb149,a35517fb,25c83c98,3bf701e7,e14874c9,0b153874,7cc72ec2,3b08e48b,636405ac,96fa9c01,31b42deb,07d13a8f,ee569ce2,7ce58da8,776ce399,582152eb,21ddcdc9,5840adea,d1d4f4a9,ad3062eb,3a171ecb,03955d00,001f3601,4e7af834
1,3.0,2,37.0,87.0,190.0,90.0,3.0,49.0,88.0,2.0,2.0,,88.0,68fd1e64,38a947a1,,,43b19349,,d385ea68,0b153874,a73ee510,3b08e48b,7940fc2a,,00e20e7b,07d13a8f,7f1c4567,,d4bb7bd8,95f5c722,,,,,32c7478e,,,
0,,8,8.0,5.0,25660.0,,0.0,3.0,5.0,,0.0,,5.0,05db9164,90081f33,fd22e418,36375a46,25c83c98,7e0ccccf,0bdc3959,0b153874,a73ee510,3b08e48b,c6cb726f,fb991bf5,176d07bc,b28479f6,13f8263b,d1a4e968,1e88c74f,c191a3ff,,,9fb07dd2,,32c7478e,359dd977,,
0,0.0,0,35.0,4.0,190.0,85.0,43.0,18.0,177.0,0.0,3.0,1.0,8.0,05db9164,207b2d81,2b280564,ad5ffc6b,5a3e1872,7e0ccccf,4aa938fc,0b153874,a73ee510,efea433b,7e40f08a,2a064dba,1aa94af3,07d13a8f,0c67c4ca,7d9b60c8,3486227d,395856b0,21ddcdc9,a458ea53,9c3eb598,,32c7478e,c0b8dfd6,001f3601,7a2fb9af
1,2.0,1,19.0,20.0,1.0,20.0,2.0,14.0,20.0,1.0,1.0,0.0,12.0,68fd1e64,06174070,a3829614,b0ed6de7,4cf72387,fe6b92e5,71c23d74,0b153874,a73ee510,c6c8dd7c,ae4c531b,3b917db0,01c2bbc7,cfef1c29,73438c3b,12e989e9,07c540c4,836a11e3,a34d2cf6,5840adea,9179411e,,32c7478e,1793a828,e8b83407,fa3124de
0,1.0,1849,4.0,0.0,28.0,0.0,1.0,0.0,0.0,1.0,1.0,,0.0,be589b51,ef69887a,771a1642,2e946ee2,4cf72387,,5d7d417f,0b153874,a73ee510,50c56209,52d28861,77f29381,a4b04123,b28479f6,902a109f,9fe6f065,07c540c4,4bcc9449,566c492c,5840adea,7b6393e8,,32c7478e,3fdb382b,47907db5,2fc5e3d4
0,0.0,65,,7.0,10346.0,67.0,1.0,16.0,67.0,0.0,1.0,0.0,7.0,8cf07265,68b3edbf,77f2f2e5,d16679b9,4cf72387,7e0ccccf,e465eb54,5b392875,a73ee510,f0c8b1be,01a88896,9f32b866,dfb2a8fa,07d13a8f,fd888b80,31ca40b6,d4bb7bd8,cf1cde40,,,dfcfc3fa,,93bad2c0,aee52b6f,,
0,7.0,164,33.0,12.0,84.0,63.0,8.0,19.0,18.0,1.0,2.0,,18.0,87773c45,58e67aaf,104c93d5,90b69619,25c83c98,7e0ccccf,e3b8f237,0b153874,a73ee510,aed3d80e,1aa6cf31,61ea5878,3b03d76e,1adce6ef,d002b6d9,33a55538,e5ba7672,c21c3e4c,444a605d,b1252a9d,37c3d851,,32c7478e,364442f6,9b3e8820,bdc8589e
0,,10,5.0,3.0,8913.0,68.0,2.0,42.0,168.0,,2.0,0.0,3.0,68fd1e64,1cfdf714,3f850fa0,db781543,25c83c98,7e0ccccf,2555b4d9,0b153874,a73ee510,f9065d00,98579192,3317996d,779f824b,d2dfe871,ca8b2a1a,bc3ccba9,27c07bd6,e88ffc9d,e27c6abe,a458ea53,6b4fc63c,,423fab69,c94ffa50,cb079c2d,d5ca783a
0,,15,9.0,1.0,20553.0,,,12.0,,,,,4.0,05db9164,0b8e9caf,6858baef,3f647607,4cf72387,fbad5c96,b647358a,0b153874,a73ee510,3b08e48b,88731e13,f6148255,2723b688,b28479f6,5340cb84,03b5b1e2,07c540c4,ca6a63cf,,,3b66cfcf,,bcdee96c,08b0ce98,,
0,0.0,-1,,,1539.0,115.0,17.0,20.0,276.0,0.0,5.0,,,68fd1e64,287130e0,9dfde63d,9c9a6068,25c83c98,6f6d9be8,32da4b59,5b392875,a73ee510,eff5602f,9ee336c5,1310a7dd,094e10ad,b28479f6,9efd8b77,b3dc5e07,e5ba7672,891589e7,bdffef68,b1252a9d,33706b2d,,32c7478e,88cba9eb,9b3e8820,1ba54abc
0,0.0,3,,5.0,1920.0,22.0,50.0,5.0,98.0,0.0,4.0,0.0,5.0,68fd1e64,3df44d94,d032c263,c18be181,25c83c98,7e0ccccf,9ec884dc,5b392875,a73ee510,aa6da1ef,5b906b78,dfbb09fb,c95c9034,b28479f6,b96e7224,84898b2a,3486227d,79a92e0a,,,0014c32a,,bcdee96c,3b183c5c,,
0,2.0,0,6.0,2.0,70.0,10.0,248.0,1.0,1034.0,1.0,32.0,,2.0,05db9164,404660bb,f1397040,09003f7b,25c83c98,7e0ccccf,1c86e0eb,0b153874,a73ee510,67eea4ef,755e4a50,0cdb9a18,5978055e,07d13a8f,633f1661,82708081,e5ba7672,4b17f8a2,21ddcdc9,5840adea,4c14738f,,32c7478e,a86c0565,f0f449dd,984e0db0
1,,1,10.0,6.0,11665.0,,0.0,10.0,6.0,,0.0,,6.0,05db9164,38a947a1,7fd859b3,19ae4fbd,25c83c98,,16401b7d,0b153874,a73ee510,3b08e48b,20ec800a,6aa4c9a8,18a5e4b8,cfef1c29,cb0f0e06,b50d9336,1e88c74f,3c4f2d82,,,cc86f2c1,,32c7478e,1793a828,,
0,12.0,1,1.0,15.0,548.0,24.0,12.0,18.0,20.0,2.0,2.0,,16.0,05db9164,0c0567c2,700014ea,560f248f,25c83c98,7e0ccccf,fe4dce68,0b153874,a73ee510,ab9e9acf,68357db6,093a009d,768f6658,07d13a8f,aa39dd42,9e6ff465,e5ba7672,bb983d97,,,5c859cae,,32c7478e,996f5a43,,
1,0.0,152,3.0,3.0,1847.0,96.0,12.0,6.0,11.0,0.0,1.0,0.0,3.0,05db9164,4f25e98b,6d1384bc,74ce146b,4cf72387,7e0ccccf,26817995,a61cc0ef,a73ee510,cf500eab,8b92652b,a4b73157,c5bc951e,b28479f6,8ab5b746,19f6b83c,e5ba7672,7ef5affa,21ddcdc9,b1252a9d,9efd5ec7,,c7dc6720,3fdb382b,001f3601,49d68486
0,0.0,1,9.0,0.0,6431.0,136.0,2.0,6.0,98.0,0.0,1.0,,2.0,05db9164,6887a43c,9b792af9,9c6d05a0,43b19349,,60d4eb86,e8663cb1,a73ee510,07c7b3f7,0ad37b4b,6532318c,f9d99d81,8ceecbc8,4e06592a,2c9d222f,e5ba7672,8f0f692f,21ddcdc9,b1252a9d,cc6a9262,,32c7478e,a5862ce8,445bbe3b,1793fb3f
0,,-1,,,20646.0,,0.0,5.0,8.0,,0.0,,,9a89b36c,09e68b86,0271c22e,caa16f04,25c83c98,,47aa6d2e,0b153874,a73ee510,9d4b7dce,c30e7b00,f993725b,4f8670dc,1adce6ef,dbc5e126,1c3a7247,e5ba7672,5aed7436,21ddcdc9,5840adea,4d2b0d06,,32c7478e,3fdb382b,e8b83407,8ded0b41
0,,14,3.0,2.0,306036.0,,0.0,2.0,105.0,,0.0,,2.0,68fd1e64,09e68b86,cce54c2c,6e8c7c0e,4cf72387,,c642e324,a6d156f4,7cc72ec2,b6900243,82af9502,9e82f486,90dca23e,07d13a8f,36721ddc,e3a83d5c,d4bb7bd8,5aed7436,2b558521,a458ea53,ebfa4c53,,32c7478e,a9d9c151,e8b83407,3a97b421
0,,-1,,,,,,0.0,,,,,,5a9ed9b0,38a947a1,,,4cf72387,7e0ccccf,e7698644,66f29b89,7cc72ec2,3b08e48b,f9d0f35e,,b55434a9,07d13a8f,681a3f32,,2005abd1,19ef42ad,,,,c9d4222a,be7c41b4,,,
1,1.0,2,6.0,2.0,8.0,9.0,1.0,2.0,2.0,1.0,1.0,0.0,2.0,05db9164,f0cf0024,619e87b2,cfc23926,384874ce,7e0ccccf,02914429,5b392875,a73ee510,575cd9b2,419d31d4,c0d8d575,08961fd0,1adce6ef,55dc357b,29a3715b,e5ba7672,b04e4670,21ddcdc9,a458ea53,e54f0804,,423fab69,936da3dd,ea9a246c,27029e68
0,0.0,17,34.0,11.0,1784.0,50.0,1.0,25.0,102.0,0.0,1.0,0.0,11.0,68fd1e64,e77e5e6e,fdd14ae2,8b7d76a3,25c83c98,fbad5c96,15ce37bc,0b153874,a73ee510,25e9e422,ff78732c,07cecd0e,9b656adc,f862f261,903024b9,d08de474,e5ba7672,449d6705,1d1eb838,a458ea53,26e36622,,55dd3565,3fdb382b,33d94071,49d68486
0,0.0,1,7.0,8.0,4501.0,184.0,2.0,4.0,184.0,0.0,1.0,,46.0,05db9164,58e67aaf,8b376137,270b5720,4cf72387,7e0ccccf,67b7679f,0b153874,a73ee510,19feb952,16faa766,8d526153,4422e246,b28479f6,62eca3c0,23c4fd37,07c540c4,c21c3e4c,6301e460,b1252a9d,632bf881,,bcdee96c,18109ace,9b3e8820,070f6cb2
0,,183,3.0,3.0,5778.0,,0.0,3.0,9.0,,0.0,,3.0,39af2607,c5c1d6ae,027b4cc5,9affccc2,25c83c98,6f6d9be8,d2bfca2c,5b392875,a73ee510,3b08e48b,f72b4bd1,7e98747a,01f32ac8,07d13a8f,99153e7d,64223df7,776ce399,836a67dd,21ddcdc9,5840adea,301fc194,,be7c41b4,365def8b,7a402766,00efb483
0,,13,3.0,10.0,48.0,16.0,11.0,10.0,163.0,,3.0,0.0,6.0,05db9164,40ed0c67,61b8caf0,5ef5cf67,25c83c98,7e0ccccf,a7565058,d7c4a8f5,a73ee510,567ba666,69afd526,765cb3ea,84def884,07d13a8f,622c34d8,5c646b1e,e5ba7672,2585827d,21ddcdc9,5840adea,c4c42074,,3a171ecb,42df8359,e8b83407,c0fca43d
0,,1,25.0,22.0,39424.0,66.0,1.0,28.0,60.0,,0.0,,29.0,5a9ed9b0,9b25e48b,f25edca2,418ae7fb,25c83c98,7e0ccccf,a5a83bdd,5b392875,a73ee510,5ea6fa93,f697a983,ad46dc69,e5643e9a,07d13a8f,054ebda1,967bc626,3486227d,7d8c03aa,2442feac,a458ea53,30244f84,,c7dc6720,3a6f67d1,010f6491,f4642e0e
0,,1,13.0,3.0,5646.0,49.0,3.0,3.0,59.0,,1.0,,3.0,8cf07265,558b4efb,40361716,f2159098,25c83c98,fbad5c96,6005554a,062b5529,a73ee510,b1442b2a,c19406bc,842839b9,07fdb6cc,07d13a8f,c1ddc990,9f1d1f70,27c07bd6,c68ebaa0,21ddcdc9,5840adea,16f71b82,ad3062eb,32c7478e,3b183c5c,ea9a246c,2f44e540
1,0.0,1,2.0,2.0,1795.0,4.0,1.0,2.0,2.0,0.0,1.0,,2.0,05db9164,38a947a1,bd4d1b8d,097de257,25c83c98,,788ff59f,0b153874,a73ee510,3b08e48b,9c9d4957,3263408b,9325eab4,07d13a8f,456583e6,c57bda3a,d4bb7bd8,4b0f5ddd,,,6fb7987f,,32c7478e,9b7eed78,,
1,1.0,2,603.0,11.0,2.0,11.0,2.0,11.0,11.0,1.0,2.0,,11.0,05db9164,58e67aaf,f5cdf14a,39cc9792,4cf72387,7e0ccccf,9ff9bbde,0b153874,a73ee510,8c8662e4,f89fe102,5d84eb4a,83e6ca2e,1adce6ef,d002b6d9,a98ec356,07c540c4,c21c3e4c,c79aad78,b1252a9d,ec4a835a,,423fab69,b44bd498,9b3e8820,8fd6bdd6
1,9.0,1,39.0,6.0,48.0,14.0,13.0,30.0,68.0,2.0,4.0,,6.0,be589b51,4f25e98b,761d2b40,5f379ae0,4cf72387,fe6b92e5,9b98e9fc,0b153874,a73ee510,2a47dab8,7f8ffe57,beb94e00,46f42a63,07d13a8f,dfab705f,9066bcfb,e5ba7672,7ef5affa,49463d54,b1252a9d,822be048,c9d4222a,32c7478e,3fdb382b,001f3601,49d68486
0,1.0,12,4.0,2.0,5.0,3.0,25.0,19.0,113.0,1.0,2.0,2.0,2.0,68fd1e64,a5b69ae3,0b793d71,813cb08c,4cf72387,7e0ccccf,468a0854,0b153874,a73ee510,3b08e48b,a60de4e5,f9bf526c,605bbc24,b28479f6,9703aa2f,9ee32e6f,8efede7f,a1654f4f,21ddcdc9,5840adea,7a380bd1,,32c7478e,08b0ce98,2bf691b1,984e0db0
0,0.0,0,21.0,5.0,2865.0,,0.0,31.0,1.0,0.0,0.0,,31.0,ae82ea21,38d50e09,01a0648b,657dc3b9,25c83c98,7e0ccccf,0c41b6a1,0b153874,a73ee510,56ef22e9,4ba74619,11fcf7fa,879fa878,07d13a8f,fa321567,5e1b6b9d,e5ba7672,52b872ed,21ddcdc9,a458ea53,bfeb50f6,,423fab69,df487a73,e8b83407,c27f155b
0,,-1,66.0,29.0,2940.0,87.0,69.0,35.0,82.0,,5.0,0.0,32.0,68fd1e64,1cfdf714,3cb0ff62,9b17f367,43b19349,7e0ccccf,e2de05d6,0b153874,a73ee510,1ce1e29d,b26d847d,59a625a9,38016f21,1adce6ef,f3002fbd,229bf6f4,3486227d,e88ffc9d,edb3d180,a458ea53,5362f5c3,,423fab69,f20c047e,cb079c2d,0facb2ea
1,,370,,3.0,357.0,,0.0,4.0,5.0,,0.0,,3.0,68fd1e64,2ae0a573,af21d90e,dc0a11c7,4cf72387,,ed0714a0,1f89b562,a73ee510,f1b39deb,b85b416c,a4425bd8,c3f71b59,07d13a8f,413cc8c6,41bec2fe,d4bb7bd8,f2fc99b1,,,95ee3d7a,,32c7478e,7836b4d5,,
0,0.0,237,1.0,1.0,4619.0,53.0,17.0,16.0,272.0,0.0,1.0,,1.0,f473b8dc,89ddfee8,f153af65,13508380,25c83c98,3bf701e7,c96de117,37e4aa92,a73ee510,995c2a7f,ad757a5a,99ec4e40,93b18cb5,07d13a8f,59a58e86,13ede1b5,3486227d,ae46962e,55dd3565,b1252a9d,8a93f0a1,ad3062eb,423fab69,45ab94c8,f0f449dd,c84c4aec
0,,0,2.0,3.0,10327.0,648.0,11.0,3.0,127.0,,3.0,,3.0,39af2607,68b3edbf,ad4b77ff,d16679b9,25c83c98,7e0ccccf,b00f5963,c8ddd494,a73ee510,ac82cac0,b91c2548,a2f4e8b5,a03da696,b28479f6,12f48803,89052618,e5ba7672,cf1cde40,,,d4703ebd,,bcdee96c,aee52b6f,,
1,,3,,24.0,1853.0,36.0,10.0,9.0,175.0,,2.0,,24.0,05db9164,38a947a1,03689820,21817e80,25c83c98,7e0ccccf,50a5390e,0b153874,a73ee510,0466803a,159499d1,79b98d3d,4ab361e1,b28479f6,72f85ad5,8e47fca6,e5ba7672,5ba7fffe,,,15fb7955,,32c7478e,71dc4ef2,,
0,4.0,1,2.0,17.0,7.0,4.0,4.0,18.0,18.0,1.0,1.0,3.0,3.0,05db9164,0a519c5c,77f2f2e5,d16679b9,43b19349,fbad5c96,c78204a1,0b153874,a73ee510,3b08e48b,5f5e6091,9f32b866,aa655a2f,07d13a8f,b812f9f2,31ca40b6,27c07bd6,2efa89c6,,,dfcfc3fa,,3a171ecb,aee52b6f,,
0,0.0,10,1.0,0.0,5781.0,164.0,5.0,6.0,160.0,0.0,5.0,,5.0,8cf07265,e112a9de,af5655e7,22504558,4cf72387,7e0ccccf,133643ef,0b153874,a73ee510,64145819,84bc66d0,252162ec,bcb2e77c,1adce6ef,11da3cff,776f5665,e5ba7672,a7cf409e,,,5c7c443c,,32c7478e,8f079aa5,,
0,,2,2.0,3.0,3379.0,,0.0,5.0,4.0,,0.0,,3.0,09ca0b81,287130e0,20fb5e45,aafb54fa,25c83c98,fbad5c96,bf115338,56563555,a73ee510,3b08e48b,41516dc9,2ea11a49,8b11c4b8,1adce6ef,310d155b,b9a4d133,776ce399,891589e7,f30f7842,a458ea53,86a8e85e,c9d4222a,be7c41b4,bc491035,e8b83407,bd2ec696
0,0.0,1,7.0,12.0,3011.0,126.0,5.0,41.0,121.0,0.0,2.0,,12.0,be589b51,d833535f,77f2f2e5,d16679b9,43b19349,fe6b92e5,6978304f,0b153874,a73ee510,fbbf2c95,78f92234,9f32b866,9be66b48,b28479f6,a66dcf27,31ca40b6,e5ba7672,7b49e3d2,,,dfcfc3fa,,3a171ecb,aee52b6f,,
1,2.0,1,3.0,1.0,63.0,1.0,21.0,2.0,108.0,2.0,9.0,2.0,1.0,68fd1e64,e5fb1af3,be0a348d,e0e934af,25c83c98,13718bbd,372a0c4c,0b153874,a73ee510,e8e8c8ac,ec88dd34,7ac672aa,94881fc3,07d13a8f,b5de5956,e3d99bf0,27c07bd6,13145934,42e59f55,5840adea,8f78192f,,3a171ecb,198d16cc,e8b83407,0e2018ec
0,,1,3.0,1.0,563.0,,0.0,5.0,3.0,,0.0,,1.0,05db9164,55e0a784,5b54e5b4,c5699aad,25c83c98,7e0ccccf,dcab49d9,0b153874,a73ee510,34dd9626,cd3a0eb4,c492212b,715b22a3,07d13a8f,45e17a48,1f55226d,1e88c74f,6c5555bd,21ddcdc9,b1252a9d,99712f38,,423fab69,167193c9,e8b83407,ae5fce01
0,,1,4.0,2.0,8684.0,11.0,1.0,3.0,7.0,,1.0,,2.0,05db9164,e5fb1af3,c8b80f97,311f127a,25c83c98,fe6b92e5,372a0c4c,0b153874,a73ee510,6f0b6a04,2e15139e,9ffdd484,94881fc3,07d13a8f,b5de5956,5891d119,d4bb7bd8,13145934,cc4c70c1,a458ea53,cd11300e,ad3062eb,3a171ecb,cf300ce9,001f3601,814b9a6b
0,8.0,1,3.0,14.0,351.0,50.0,8.0,35.0,37.0,1.0,1.0,,18.0,05db9164,e9b8a266,be3b6a18,62169fb6,0942e0a7,7e0ccccf,d55d70ca,5b392875,a73ee510,1d56e466,9cf09d42,6647ec34,f66b043c,b28479f6,fb67e61d,236709b9,e5ba7672,d452c287,,,77799c4f,c9d4222a,32c7478e,5fd07f39,,
1,0.0,-1,,,1398.0,0.0,1.0,0.0,0.0,0.0,1.0,,,05db9164,512fdf0c,98bb788f,e0a2ecca,0942e0a7,7e0ccccf,d01ba955,7b6fecd5,a73ee510,3b08e48b,c0edaa76,167ba71f,34fc0029,07d13a8f,aa322bcf,5e622e84,d4bb7bd8,fd3919f9,21ddcdc9,5840adea,43d01030,,c7dc6720,4acb8523,724b04da,c986348f
1,,74,3.0,4.0,17991.0,32.0,11.0,9.0,98.0,,10.0,,4.0,5a9ed9b0,8947f767,9ea04474,2b0aadf8,25c83c98,6f6d9be8,368f84ee,0b153874,a73ee510,3b08e48b,6dc69f41,4640585e,fca56425,f7c1b33f,7f758956,d8831736,e5ba7672,bd17c3da,bf212c4c,b1252a9d,d4f22efc,,32c7478e,0ac1b18a,010f6491,6d73203e
0,,38,14.0,46.0,6426.0,888.0,12.0,9.0,862.0,,1.0,,46.0,05db9164,95e2d337,0d71b822,3fb81b62,30903e74,7e0ccccf,8f572b5e,0b153874,a73ee510,897188be,434d6c13,28283f53,7301027a,b28479f6,17a3bcd8,9e724f87,e5ba7672,7b06fafe,21ddcdc9,5840adea,07b818d7,,c7dc6720,b2df17ed,c243e98b,33757f80
0,0.0,1,,2.0,14496.0,895.0,3.0,7.0,58.0,0.0,1.0,,2.0,05db9164,9a82ab91,d032c263,c18be181,25c83c98,7e0ccccf,d9f4e70f,0b153874,a73ee510,27f4bf82,da89cb9b,dfbb09fb,165642be,07d13a8f,33d2c881,84898b2a,07c540c4,004fdf10,,,0014c32a,,32c7478e,3b183c5c,,
0,0.0,14,15.0,11.0,4108.0,125.0,4.0,35.0,111.0,0.0,1.0,,14.0,05db9164,e3a0dc66,2ba709bb,7be47200,25c83c98,fe6b92e5,8a850658,0b153874,a73ee510,3094253e,d9b1e3ff,fa5eca9d,cd98af01,07d13a8f,c251e774,22283336,e5ba7672,b608c073,,,fd0e41ce,c9d4222a,c7dc6720,f2e9f0dd,,
1,,18,23.0,,42024.0,,,0.0,,,,,,05db9164,09e68b86,aa8c1539,85dd697c,25c83c98,,b87f4a4a,5b392875,a73ee510,e70742b0,319687c9,d8c29807,62036f49,07d13a8f,801ee1ae,c64d548f,e5ba7672,63cdbb21,cf99e5de,5840adea,5f957280,,32c7478e,1793a828,e8b83407,b7d9c3bc
1,1.0,2,76.0,4.0,0.0,4.0,1.0,4.0,4.0,1.0,1.0,,4.0,05db9164,38a947a1,f1a544c6,9c65ce26,25c83c98,fbad5c96,df5c2d18,0b153874,a73ee510,903f1f14,a7b606c4,8f1a16da,eae197fd,b28479f6,b842e9bb,789e0e3e,e5ba7672,38f08461,,,79fe2943,,bcdee96c,325bcd40,,
0,1.0,0,29.0,5.0,40.0,5.0,1.0,5.0,5.0,1.0,1.0,,5.0,8cf07265,09e68b86,8530c58f,abfc27b2,25c83c98,,197b4575,0b153874,a73ee510,6c47047a,606866a9,8a433ec1,e40e52ae,64c94865,91126f30,cc93bd1d,d4bb7bd8,5aed7436,6d82104d,a458ea53,c1429b47,,3a171ecb,a0634086,e8b83407,9c015713
0,1.0,2921,,0.0,48.0,17.0,20.0,10.0,84.0,1.0,2.0,1.0,0.0,39af2607,4f25e98b,b0874fd0,b696e406,25c83c98,fbad5c96,dc7659bd,0b153874,a73ee510,03e48276,e51ddf94,6536f6f8,3516f6e6,b28479f6,8ab5b746,271d5b6c,27c07bd6,7ef5affa,21ddcdc9,a458ea53,a716bbe2,,3a171ecb,3fdb382b,001f3601,a39e1586
0,,55,10.0,12.0,299.0,,0.0,23.0,26.0,,0.0,,26.0,17f69355,38a947a1,4470baf4,8c8a4c47,25c83c98,7e0ccccf,2a37bb01,5b392875,a73ee510,3b08e48b,61ba19ac,bb669e25,fa17cc68,b28479f6,a3443e75,2b2ce127,776ce399,ade68c22,,,2b796e4a,ad3062eb,be7c41b4,8d365d3b,,
0,2.0,8,6.0,3.0,5.0,3.0,25.0,11.0,722.0,1.0,6.0,,3.0,05db9164,09e68b86,57231f4a,c38a1d7d,25c83c98,fbad5c96,968a6688,0b153874,a73ee510,e851ff7b,f25fe7e9,2849c511,dd183b4c,f7c1b33f,5726b2dc,2b7f6e55,e5ba7672,5aed7436,4a237258,b1252a9d,fd3ca145,c9d4222a,32c7478e,0ea7be91,e8b83407,f610730e
1,1.0,493,155.0,2.0,1.0,0.0,8.0,7.0,45.0,1.0,7.0,,0.0,68fd1e64,78ccd99e,ac203f6f,13508380,25c83c98,7e0ccccf,e24d7cb8,0b153874,a73ee510,6f07d986,03458ded,2d72bfb9,8019075f,07d13a8f,162f3329,eedd265a,e5ba7672,e7e991cb,21ddcdc9,b1252a9d,56b58097,c9d4222a,423fab69,45ab94c8,e8b83407,c84c4aec
0,,35,,,293044.0,,,7.0,,,,,,05db9164,38a947a1,1678e0d8,bd6ffe0f,25c83c98,7e0ccccf,e2ec9176,0b153874,7cc72ec2,3b08e48b,6fc6ad29,704629a2,b0c30eeb,b28479f6,443b0c0b,809c9e0e,e5ba7672,f0959f21,,,6a41d841,,be7c41b4,0ee762c3,,
0,,8,8.0,12.0,39343.0,1820.0,0.0,19.0,318.0,,0.0,,12.0,05db9164,d57c0709,d032c263,c18be181,25c83c98,7e0ccccf,122c542a,0b153874,a73ee510,801e8634,7fee217f,dfbb09fb,6e2907f1,cfef1c29,487ddf17,84898b2a,e5ba7672,3ae505af,,,0014c32a,,423fab69,3b183c5c,,
0,5.0,0,1.0,,92.0,0.0,5.0,0.0,0.0,1.0,1.0,,,05db9164,78ccd99e,bf30cf68,49c94103,30903e74,7e0ccccf,a1eeac3d,1f89b562,a73ee510,12bb8262,2e9d5aa6,975f89b0,0a9ac04c,f862f261,ada14dd8,a9b56248,e5ba7672,e7e991cb,21ddcdc9,a458ea53,0d7a15fd,,32c7478e,fb890da1,33d94071,86174332
1,,0,1.0,,19088.0,11.0,11.0,0.0,89.0,,2.0,,,68fd1e64,c5fe64d9,01ac13ea,f6dbd8fb,4cf72387,6f6d9be8,6cdb3998,062b5529,a73ee510,b173a655,5874c9c9,16a886e7,740c210d,07d13a8f,52b49730,a249bde3,e5ba7672,c235abed,f30f7842,a458ea53,c4b9fb56,8ec974f4,32c7478e,44aeb111,33d94071,df46df55
0,,248,1.0,1.0,79620.0,,,1.0,,,,,1.0,da4eff0f,d833535f,77f2f2e5,d16679b9,25c83c98,fe6b92e5,8f801a1a,1f89b562,7cc72ec2,3b08e48b,f295b28a,9f32b866,f5df7ab9,07d13a8f,943169c2,31ca40b6,d4bb7bd8,281769c2,,,dfcfc3fa,,3a171ecb,aee52b6f,,
0,0.0,0,3.0,2.0,3150.0,21.0,4.0,3.0,24.0,0.0,2.0,,2.0,05db9164,80e26c9b,e346a5fd,85dd697c,4cf72387,,55fc227e,0b153874,a73ee510,b1aa986c,d8d7567b,539c5644,47d6a934,b28479f6,a785131a,aafa191e,e5ba7672,005c6740,21ddcdc9,5840adea,7e5b7cc4,,32c7478e,1793a828,e8b83407,b9809574
0,,0,10.0,2.0,41706.0,84.0,0.0,5.0,49.0,,0.0,,2.0,8cf07265,942f9a8d,d1ffd05c,9df780c1,25c83c98,7e0ccccf,49b74ebc,1f89b562,a73ee510,0e9ead52,c4adf918,f0c1019c,85dbe138,b28479f6,ac182643,52bee03d,d4bb7bd8,1f868fdd,5b885066,a458ea53,35198a67,ad3062eb,32c7478e,30ab4eb4,e8b83407,85fd868a
1,4.0,-1,6.0,6.0,872.0,31.0,37.0,42.0,334.0,1.0,16.0,,6.0,8cf07265,d4bd9877,a55127b0,90044821,4cf72387,3bf701e7,6a858837,0b153874,a73ee510,3b08e48b,eb9eb939,a0015d5d,2b54e95d,07d13a8f,10139ce3,b458da0e,e5ba7672,62acb0f3,,,d7a43622,,423fab69,dcba8699,,
0,,38,,,43205.0,680.0,0.0,2.0,20.0,,0.0,0.0,,68fd1e64,2c8c5f5d,0f09a700,38aca36b,4cf72387,fbad5c96,91282309,0b153874,7cc72ec2,dcbc7c2b,9e511730,25644e7d,04e4a7e0,64c94865,c1124d0c,4c7535f3,3486227d,f5f4ae5b,,,5b6b6b73,,3a171ecb,1793a828,,
0,,0,6.0,6.0,124027.0,,0.0,5.0,19.0,,0.0,,6.0,05db9164,38a947a1,acbabfa5,187dc42d,25c83c98,fbad5c96,e14874c9,51d76abe,7cc72ec2,ff5a1549,636405ac,8d2c704a,31b42deb,07d13a8f,55808bb2,c66a58da,e5ba7672,824dcc94,,,9308de7e,ad3062eb,3a171ecb,9d8b4082,,
1,2.0,6,,,300.0,25.0,2.0,25.0,68.0,1.0,1.0,,,5a9ed9b0,38a947a1,b1b6f323,be4cb064,25c83c98,7e0ccccf,00dd27a6,0b153874,a73ee510,98bd7a24,55065437,d28c687a,80dcea18,1adce6ef,fc42663d,f2a191bd,e5ba7672,c9da8737,,,5911ddcb,,32c7478e,1335030a,,
0,,27,,,112878.0,2106.0,0.0,2.0,95.0,,0.0,,,5a9ed9b0,38a947a1,2d8004c4,40ed41e5,25c83c98,7e0ccccf,4d9d55ae,5b392875,7cc72ec2,3b08e48b,55065437,ad972965,80dcea18,07d13a8f,c68ba31d,1206a8a1,d4bb7bd8,e96a7df2,,,54d8bb06,,3a171ecb,a415643d,,
0,0.0,3001,2.0,,3134.0,47.0,1.0,0.0,1.0,0.0,1.0,0.0,,05db9164,403ea497,2cbec47f,3e2bfbda,25c83c98,,19672560,0b153874,a73ee510,a8d1ae09,2591ca7a,21a23bfe,9b7d472e,07d13a8f,e3209fc2,587267a3,3486227d,a78bd508,21ddcdc9,5840adea,c2a93b37,,c7dc6720,1793a828,e8b83407,2fede552
1,0.0,179,5.0,1.0,1464.0,6.0,70.0,6.0,16.0,0.0,10.0,,3.0,68fd1e64,404660bb,f1397040,09003f7b,25c83c98,7e0ccccf,1c86e0eb,5b392875,a73ee510,67eea4ef,755e4a50,0cdb9a18,5978055e,1adce6ef,6ddbba94,82708081,e5ba7672,4b17f8a2,21ddcdc9,5840adea,4c14738f,,32c7478e,a86c0565,f0f449dd,984e0db0
1,,1,7.0,2.0,2910.0,2.0,301.0,3.0,54.0,,15.0,0.0,2.0,8cf07265,942f9a8d,3a3d6eeb,eabe170f,25c83c98,6f6d9be8,49b74ebc,0b153874,a73ee510,0e9ead52,c4adf918,a66cfe4b,85dbe138,07d13a8f,a8e962af,a3d7b1d6,e5ba7672,1f868fdd,fc134659,a458ea53,bbcf650c,,32c7478e,75b9c133,9d93af03,e438a496
0,0.0,0,8.0,6.0,125.0,122.0,5.0,34.0,107.0,0.0,3.0,,24.0,5a9ed9b0,c5e4f7c9,,,25c83c98,7e0ccccf,95402f9a,64523cfa,a73ee510,5162b19c,c82f1813,,949ea585,b28479f6,b16ae607,,e5ba7672,ac02dc99,,,,c9d4222a,32c7478e,,,
0,0.0,0,5.0,6.0,6461.0,93.0,19.0,7.0,37.0,0.0,1.0,1.0,7.0,68fd1e64,09e68b86,5f8d9359,2628b8d6,25c83c98,13718bbd,53e14bd5,0b153874,a73ee510,97d3ddaa,319687c9,de2ecc9c,62036f49,cfef1c29,18847041,62675893,3486227d,5aed7436,b1fb78cc,a458ea53,be01d6b1,,3a171ecb,b1aad66f,e8b83407,3df61e3d
1,0.0,2,1.0,11.0,2119.0,79.0,6.0,2.0,114.0,0.0,3.0,1.0,11.0,05db9164,2ae0a573,4993b2b2,9ab05b8f,25c83c98,7e0ccccf,9e8dab66,0b153874,a73ee510,5ba575e7,2d9eed4d,bdf9cff8,949ea585,07d13a8f,413cc8c6,fb2ac6b5,3486227d,f2fc99b1,,,0fbced35,ad3062eb,32c7478e,d91ea8bd,,
0,0.0,17,5.0,7.0,6288.0,,0.0,42.0,1.0,0.0,0.0,,35.0,5a9ed9b0,62e9e9bf,,,25c83c98,7e0ccccf,f74ed3c0,0b153874,a73ee510,39046df2,e90cbbe1,,a4c7bffd,07d13a8f,de829bed,,e5ba7672,d2651d6e,,,,,32c7478e,,,
0,,2,23.0,20.0,148.0,,0.0,20.0,20.0,,0.0,,20.0,68fd1e64,09e68b86,7edab412,f1d06e8a,43b19349,,16401b7d,0b153874,a73ee510,3b08e48b,20ec800a,0a02e48e,18a5e4b8,1adce6ef,dbc5e126,e2bc04da,776ce399,5aed7436,0053530c,a458ea53,1de5dd94,,32c7478e,43fe299c,f0f449dd,f3b1f00d
0,,19,535.0,7.0,61968.0,,0.0,7.0,2.0,,0.0,,7.0,05db9164,8ab240be,145f2f75,82a61820,25c83c98,7e0ccccf,ff08f605,0b153874,7cc72ec2,ec4d75ea,6939835e,7161e106,dc1d72e4,1adce6ef,28883800,bb6d240e,e5ba7672,ca533012,21ddcdc9,5840adea,5fe17899,,72592995,cafb4e4d,e8b83407,99f4f64c
0,,0,113.0,3.0,3036.0,575.0,2.0,3.0,214.0,,1.0,,3.0,05db9164,0468d672,628b07b0,b63c0277,25c83c98,7e0ccccf,0d339a25,c8ddd494,a73ee510,1722d4c8,7d756b25,0c87b3e9,6f833c7a,1adce6ef,4f3b3616,48af915a,07c540c4,9880032b,21ddcdc9,5840adea,34cc61bb,c9d4222a,32c7478e,e5ed7da2,ea9a246c,984e0db0
1,0.0,1,1.0,1.0,1607.0,12.0,1.0,12.0,15.0,0.0,1.0,,12.0,be589b51,aa8fcc21,4255f8fd,7501d94a,25c83c98,fe6b92e5,0492c809,1f89b562,a73ee510,13ba96b0,ba0f9e8a,887a0c20,4e4dd817,07d13a8f,a4f91020,022714ba,1e88c74f,3972b4ed,,,d1aa4512,,32c7478e,9257f75f,,
1,1.0,0,6.0,3.0,0.0,0.0,19.0,3.0,3.0,1.0,9.0,0.0,0.0,05db9164,09e68b86,db151f8b,f1b645fc,25c83c98,,b87f4a4a,0b153874,a73ee510,e70742b0,319687c9,af6ad6b6,62036f49,f862f261,1dca7862,05a97a3c,3486227d,5aed7436,54591762,a458ea53,4a2c3526,,32c7478e,1793a828,e8b83407,1a02cbe1
0,0.0,22,6.0,22.0,203.0,153.0,80.0,18.0,508.0,0.0,11.0,0.0,22.0,05db9164,e5fb1af3,7e1ad1fe,46ec0a38,43b19349,7e0ccccf,24c48926,0b153874,a73ee510,afa26c81,9f0003f4,651d80c6,5afd9e51,07d13a8f,b5de5956,72401022,3486227d,13145934,55dd3565,5840adea,bf647035,,32c7478e,1481ceb4,e8b83407,988b0775

---

movielens_sample.txt

user_id,movie_id,rating,timestamp,title,genres,gender,age,occupation,zip
3299,235,4,968035345,Ed Wood (1994),Comedy|Drama,F,25,4,19119
3630,3256,3,966536874,Patriot Games (1992),Action|Thriller,M,18,4,77005
517,105,4,976203603,"Bridges of Madison County, The (1995)",Drama|Romance,F,25,14,55408
785,2115,3,975430389,Indiana Jones and the Temple of Doom (1984),Action|Adventure,M,18,19,29307
5848,909,5,957782527,"Apartment, The (1960)",Comedy|Drama,M,50,20,20009
2996,2799,1,972769867,Problem Child 2 (1991),Comedy,M,18,0,63011
3087,837,5,969738869,Matilda (1996),Children's|Comedy,F,1,1,90802
872,3092,5,975273310,Chushingura (1962),Drama,M,50,1,20815
4094,529,5,966223349,Searching for Bobby Fischer (1993),Drama,M,25,17,49017
1868,3508,3,974694703,"Outlaw Josey Wales, The (1976)",Western,M,50,11,92346
2913,1387,5,971769808,Jaws (1975),Action|Horror,F,35,20,98119
380,3481,5,976316283,High Fidelity (2000),Comedy,M,25,2,92024
2073,1784,5,974759084,As Good As It Gets (1997),Comedy|Drama,F,18,4,13148
80,2059,3,977788576,"Parent Trap, The (1998)",Children's|Drama,M,56,1,49327
3679,2557,1,976298130,I Stand Alone (Seul contre tous) (1998),Drama,M,25,4,68108
2077,788,3,980013556,"Nutty Professor, The (1996)",Comedy|Fantasy|Romance|Sci-Fi,M,18,0,55112
6036,2085,4,956716684,101 Dalmatians (1961),Animation|Children's,F,25,15,32603
3675,532,3,966363610,Serial Mom (1994),Comedy|Crime|Horror,M,35,7,06680
4566,3683,4,964489599,Blood Simple (1984),Drama|Film-Noir,M,35,17,19473
2996,3763,3,972413564,F/X (1986),Action|Crime|Thriller,M,18,0,63011
5831,2458,1,957898337,Armed and Dangerous (1986),Comedy|Crime,M,25,1,92120
1869,1244,2,974695654,Manhattan (1979),Comedy|Drama|Romance,M,45,14,95148
5389,2657,3,960328279,"Rocky Horror Picture Show, The (1975)",Comedy|Horror|Musical|Sci-Fi,M,45,7,01905
1391,1535,3,974851275,Love! Valour! Compassion! (1997),Drama|Romance,M,35,15,20723
3123,2407,3,969324381,Cocoon (1985),Comedy|Sci-Fi,M,25,2,90401
4694,159,3,963602574,Clockers (1995),Drama,M,56,7,40505
1680,1988,3,974709821,Hello Mary Lou: Prom Night II (1987),Horror,M,25,20,95380
2002,1945,4,974677761,On the Waterfront (1954),Crime|Drama,F,56,13,02136-1522
3430,2690,4,979949863,"Ideal Husband, An (1999)",Comedy,F,45,1,15208
425,471,4,976284972,"Hudsucker Proxy, The (1994)",Comedy|Romance,M,25,12,55303
1841,2289,2,974699637,"Player, The (1992)",Comedy|Drama,M,18,0,95037
4964,2348,4,962619587,Sid and Nancy (1986),Drama,M,35,0,94110
4520,2160,4,964883648,Rosemary's Baby (1968),Horror|Thriller,M,25,4,45810
1265,2396,4,1011716691,Shakespeare in Love (1998),Comedy|Romance,F,18,20,49321
2496,1278,5,974435324,Young Frankenstein (1974),Comedy|Horror,M,50,1,37932
5511,2174,4,959787754,Beetlejuice (1988),Comedy|Fantasy,M,45,1,92407
621,833,1,975799925,High School High (1996),Comedy,M,18,4,93560
3045,2762,5,970189524,"Sixth Sense, The (1999)",Thriller,M,45,1,90631
2050,2546,4,975522689,"Deep End of the Ocean, The (1999)",Drama,F,35,3,99504
613,32,4,975812238,Twelve Monkeys (1995),Drama|Sci-Fi,M,35,20,10562
366,1077,5,978471241,Sleeper (1973),Comedy|Sci-Fi,M,50,15,55126
5108,367,4,962338215,"Mask, The (1994)",Comedy|Crime|Fantasy,F,25,9,93940
4502,1960,4,965094644,"Last Emperor, The (1987)",Drama|War,M,50,0,01379
5512,1801,5,959713840,"Man in the Iron Mask, The (1998)",Action|Drama|Romance,F,25,17,01701
1861,2642,2,974699627,Superman III (1983),Action|Adventure|Sci-Fi,M,50,16,92129
1667,1240,4,975016698,"Terminator, The (1984)",Action|Sci-Fi|Thriller,M,50,16,98516
753,434,3,975460449,Cliffhanger (1993),Action|Adventure|Crime,M,1,10,42754
1836,2736,5,974826228,Brighton Beach Memoirs (1986),Comedy,M,25,0,10016
5626,474,5,959052158,In the Line of Fire (1993),Action|Thriller,M,56,16,32043
1601,1396,4,978576948,Sneakers (1992),Crime|Drama|Sci-Fi,M,25,12,83001
4725,1100,4,963369546,Days of Thunder (1990),Action|Romance,M,35,5,96707-1321
2837,2396,5,972571456,Shakespeare in Love (1998),Comedy|Romance,M,18,0,49506
1776,3882,4,1001558470,Bring It On (2000),Comedy,M,25,0,45801
2820,457,2,972662398,"Fugitive, The (1993)",Action|Thriller,F,35,0,02138
1834,2288,3,1038179198,"Thing, The (1982)",Action|Horror|Sci-Fi|Thriller,M,35,5,10990
284,2716,4,976570902,Ghostbusters (1984),Comedy|Horror,M,25,12,91910
2744,588,1,973215985,Aladdin (1992),Animation|Children's|Comedy|Musical,M,18,17,53818
881,4,2,975264028,Waiting to Exhale (1995),Comedy|Drama,M,18,14,76401
2211,916,3,974607067,Roman Holiday (1953),Comedy|Romance,M,45,6,01950
2271,2671,4,1007158806,Notting Hill (1999),Comedy|Romance,M,50,14,13210
1010,2953,1,975222613,Home Alone 2: Lost in New York (1992),Children's|Comedy,M,25,0,10310
1589,2594,4,974735454,Open Your Eyes (Abre los ojos) (1997),Drama|Romance|Sci-Fi,M,25,0,95136
1724,597,5,976441106,Pretty Woman (1990),Comedy|Romance,M,18,4,00961
2590,2097,3,973840056,Something Wicked This Way Comes (1983),Children's|Horror,M,18,4,94044
1717,1352,3,1009256707,Albino Alligator (1996),Crime|Thriller,F,50,6,30307
1391,3160,2,974850796,Magnolia (1999),Drama,M,35,15,20723
1941,1263,3,974954220,"Deer Hunter, The (1978)",Drama|War,M,35,17,94550
3526,2867,4,966906064,Fright Night (1985),Comedy|Horror,M,35,2,62263-3004
5767,198,3,958192148,Strange Days (1995),Action|Crime|Sci-Fi,M,25,2,75287
5355,590,4,960596927,Dances with Wolves (1990),Adventure|Drama|Western,M,56,0,78232
5788,156,4,958108785,Blue in the Face (1995),Comedy,M,25,0,92646
1078,1307,4,974938851,When Harry Met Sally... (1989),Comedy|Romance,F,45,9,95661
3808,61,2,965973222,Eye for an Eye (1996),Drama|Thriller,M,25,7,60010
974,3897,4,975106398,Almost Famous (2000),Comedy|Drama,M,35,19,94930
5153,1290,4,961972292,Some Kind of Wonderful (1987),Drama|Romance,M,25,7,60046
5732,2115,3,958434069,Indiana Jones and the Temple of Doom (1984),Action|Adventure,F,25,11,02111
4627,2478,3,964110136,Three Amigos! (1986),Comedy|Western,M,56,1,45224
1884,1831,2,975648062,Lost in Space (1998),Action|Sci-Fi|Thriller,M,45,20,93108
4284,517,4,965277546,Rising Sun (1993),Action|Drama|Mystery,M,50,7,40601
1383,468,2,975979732,"Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)",Comedy|Romance,F,25,7,19806
2230,2873,3,974599097,Lulu on the Bridge (1998),Drama|Mystery|Romance,F,45,1,60302
2533,2266,4,974055724,"Butcher's Wife, The (1991)",Comedy|Romance,F,25,3,49423
6040,3224,5,956716750,Woman in the Dunes (Suna no onna) (1964),Drama,M,25,6,11106
4384,2918,5,965171739,Ferris Bueller's Day Off (1986),Comedy,M,25,0,43623
5156,3688,3,961946487,Porky's (1981),Comedy,M,18,14,10024
615,296,3,975805801,Pulp Fiction (1994),Crime|Drama,M,50,17,32951
2753,3045,3,973198964,Peter's Friends (1992),Comedy|Drama,F,50,20,27516
2438,1125,5,974259943,"Return of the Pink Panther, The (1974)",Comedy,M,35,1,22903
5746,1242,4,958354460,Glory (1989),Action|Drama|War,M,18,15,94061
5157,3462,5,961944604,Modern Times (1936),Comedy,M,35,1,74012
3402,1252,5,967433929,Chinatown (1974),Film-Noir|Mystery|Thriller,M,35,20,30306
76,593,5,977847255,"Silence of the Lambs, The (1991)",Drama|Thriller,M,35,7,55413
2067,1019,3,974658834,"20,000 Leagues Under the Sea (1954)",Adventure|Children's|Fantasy|Sci-Fi,M,50,16,06430
2181,2020,3,979353437,Dangerous Liaisons (1988),Drama|Romance,M,25,0,45245
3947,593,5,965691680,"Silence of the Lambs, The (1991)",Drama|Thriller,M,25,0,90019
546,218,4,976069421,Boys on the Side (1995),Comedy|Drama,F,25,0,37211
1246,3030,5,1032056405,Yojimbo (1961),Comedy|Drama|Western,M,18,4,98225
4214,3186,5,965319143,"Girl, Interrupted (1999)",Drama,F,25,0,20121
2841,680,3,982805796,Alphaville (1965),Sci-Fi,M,50,12,98056
4205,3175,4,965321085,Galaxy Quest (1999),Adventure|Comedy|Sci-Fi,F,25,15,87801
1120,1097,4,974911354,E.T. the Extra-Terrestrial (1982),Children's|Drama|Fantasy|Sci-Fi,M,18,4,95616
5371,3194,3,960481000,"Way We Were, The (1973)",Drama,M,25,11,55408
2695,1278,5,973310827,Young Frankenstein (1974),Comedy|Horror,M,35,11,46033
3312,520,2,976673070,Robin Hood: Men in Tights (1993),Comedy,F,18,4,90039
5039,1792,1,962513044,U.S. Marshalls (1998),Action|Thriller,F,35,4,97068
4655,2146,3,963903103,St. Elmo's Fire (1985),Drama|Romance,F,25,1,92037
3558,1580,5,966802528,Men in Black (1997),Action|Adventure|Comedy|Sci-Fi,M,18,17,66044
506,3354,1,976208080,Mission to Mars (2000),Sci-Fi,M,25,16,55103-1006
3568,1230,3,966745594,Annie Hall (1977),Comedy|Romance,M,25,0,98503
2943,1197,5,971319983,"Princess Bride, The (1987)",Action|Adventure|Comedy|Romance,M,35,12,95864
716,737,3,982881364,Barb Wire (1996),Action|Sci-Fi,M,18,4,98188
5964,454,3,956999469,"Firm, The (1993)",Drama|Thriller,M,18,5,97202
4802,1208,4,996034747,Apocalypse Now (1979),Drama|War,M,56,1,40601
1106,3624,4,974920622,Shanghai Noon (2000),Action,M,18,4,90241
3410,2565,3,967419652,"King and I, The (1956)",Musical,M,35,1,20653
1273,3095,5,974814536,"Grapes of Wrath, The (1940)",Drama,M,35,2,19123
1706,1916,4,974709448,Buffalo 66 (1998),Action|Comedy|Drama,M,25,20,19134
4889,590,5,962909224,Dances with Wolves (1990),Adventure|Drama|Western,M,18,4,63108
4966,2100,3,962609782,Splash (1984),Comedy|Fantasy|Romance,M,50,14,55407
4238,1884,4,965343416,Fear and Loathing in Las Vegas (1998),Comedy|Drama,M,35,16,44691
5365,1042,3,960502974,That Thing You Do! (1996),Comedy,M,18,12,90250
415,1302,3,977501743,Field of Dreams (1989),Drama,F,35,0,55406
4658,1009,5,963966553,Escape to Witch Mountain (1975),Adventure|Children's|Fantasy,M,25,4,99163
854,345,3,975357801,"Adventures of Priscilla, Queen of the Desert, The (1994)",Comedy|Drama,F,25,16,44092
2857,436,4,972509362,Color of Night (1994),Drama|Thriller,M,25,0,10469
1835,1330,4,974878241,April Fool's Day (1986),Comedy|Horror,M,25,19,11501
1321,2240,3,974778494,My Bodyguard (1980),Drama,F,25,14,34639
3274,3698,2,979767184,"Running Man, The (1987)",Action|Adventure|Sci-Fi,M,25,20,02062
5893,2144,3,957470619,Sixteen Candles (1984),Comedy,M,25,7,02139
3436,2724,3,967328026,Runaway Bride (1999),Comedy|Romance,M,35,0,98503
3315,2918,5,967942960,Ferris Bueller's Day Off (1986),Comedy,M,25,12,78731
5056,2700,5,962488280,"South Park: Bigger, Longer and Uncut (1999)",Animation|Comedy,M,45,1,16673
5256,208,2,961271616,Waterworld (1995),Action|Adventure,M,25,16,30269
4290,1193,4,965274348,One Flew Over the Cuckoo's Nest (1975),Drama,M,25,17,98661
1010,1379,2,975220259,Young Guns II (1990),Action|Comedy|Western,M,25,0,10310
829,904,4,975368038,Rear Window (1954),Mystery|Thriller,M,1,19,53711
5953,480,4,957143581,Jurassic Park (1993),Action|Adventure|Sci-Fi,M,1,10,21030
4732,3016,4,963332896,Creepshow (1982),Horror,M,25,14,24450
4815,3181,5,972240802,Titus (1999),Drama,F,50,18,04849
1164,1894,2,1004486985,Six Days Seven Nights (1998),Adventure|Comedy|Romance,F,25,19,90020
4373,3167,5,965180829,Carnal Knowledge (1971),Drama,M,50,12,32920
5293,1374,4,961055887,Star Trek: The Wrath of Khan (1982),Action|Adventure|Sci-Fi,M,25,12,95030
1579,3101,4,981272057,Fatal Attraction (1987),Thriller,M,25,0,60201
2600,3147,5,973804787,"Green Mile, The (1999)",Drama|Thriller,M,25,14,19312
1283,480,4,974793389,Jurassic Park (1993),Action|Adventure|Sci-Fi,F,18,1,94607
3242,3062,5,968341175,"Longest Day, The (1962)",Action|Drama|War,M,50,13,94089
3618,3374,3,967116272,Daughters of the Dust (1992),Drama,M,56,17,22657
3762,1337,4,966434517,"Body Snatcher, The (1945)",Horror,M,50,6,11746
1015,1184,3,975018699,Mediterraneo (1991),Comedy|War,M,35,3,11220
4645,2344,5,963976808,Runaway Train (1985),Action|Adventure|Drama|Thriller,F,50,6,48094
3184,1397,4,968709039,Bastard Out of Carolina (1996),Drama,F,25,18,21214
1285,1794,4,974833328,Love and Death on Long Island (1997),Comedy|Drama,M,35,4,98125
5521,3354,2,959833154,Mission to Mars (2000),Sci-Fi,F,25,6,02118
1472,2278,3,974767792,Ronin (1998),Action|Crime|Thriller,M,25,7,90248
5630,21,4,980085414,Get Shorty (1995),Action|Comedy|Drama,M,35,17,06854
3710,3033,5,966272980,Spaceballs (1987),Comedy|Sci-Fi,M,1,10,02818
192,761,1,977028390,"Phantom, The (1996)",Adventure,M,18,1,10977
1285,1198,5,974880310,Raiders of the Lost Ark (1981),Action|Adventure,M,35,4,98125
2174,1046,4,974613044,Beautiful Thing (1996),Drama|Romance,M,50,12,87505
635,1270,4,975768106,Back to the Future (1985),Comedy|Sci-Fi,M,56,17,33785
910,412,5,975207742,"Age of Innocence, The (1993)",Drama,F,50,0,98226
1752,2021,4,975729332,Dune (1984),Fantasy|Sci-Fi,M,25,3,96813
1408,198,4,974762924,Strange Days (1995),Action|Crime|Sci-Fi,M,25,0,90046
4738,1242,4,963279051,Glory (1989),Action|Drama|War,M,56,1,23608
1503,1971,2,974748897,"Nightmare on Elm Street 4: The Dream Master, A (1988)",Horror,M,25,12,92688
3053,1296,3,970601837,"Room with a View, A (1986)",Drama|Romance,F,25,3,55102
3471,3614,2,973297828,Honeymoon in Vegas (1992),Comedy|Romance,M,18,4,80302
678,1972,3,988638700,"Nightmare on Elm Street 5: The Dream Child, A (1989)",Horror,M,25,0,34952
3483,2561,3,986327282,True Crime (1999),Crime|Thriller,F,45,7,30260
3910,3108,5,965756244,"Fisher King, The (1991)",Comedy|Drama|Romance,M,25,20,91505
182,1089,1,977085647,Reservoir Dogs (1992),Crime|Thriller,M,18,4,03052
1755,1653,3,1036917836,Gattaca (1997),Drama|Sci-Fi|Thriller,F,18,4,77005
3589,70,2,966658567,From Dusk Till Dawn (1996),Action|Comedy|Crime|Horror|Thriller,F,45,0,80010
471,3481,4,976222483,High Fidelity (2000),Comedy,M,35,7,08904
1141,813,2,974878678,Larger Than Life (1996),Comedy,F,25,3,84770
5227,1196,2,961476022,Star Wars: Episode V - The Empire Strikes Back (1980),Action|Adventure|Drama|Sci-Fi|War,M,18,10,64050
1303,2344,2,974837844,Runaway Train (1985),Action|Adventure|Drama|Thriller,M,25,19,94111
5080,3102,5,962412804,Jagged Edge (1985),Thriller,F,50,12,95472
2023,1012,4,1006290836,Old Yeller (1957),Children's|Drama,M,18,4,56001
3759,2151,5,966094413,"Gods Must Be Crazy II, The (1989)",Comedy,M,35,6,54751
1685,2664,2,974709721,Invasion of the Body Snatchers (1956),Horror|Sci-Fi,M,35,12,95833
4715,1221,4,963508830,"Godfather: Part II, The (1974)",Action|Crime|Drama,M,25,2,97205
1591,350,5,974742941,"Client, The (1994)",Drama|Mystery|Thriller,M,50,7,26501
4227,3635,3,965411938,"Spy Who Loved Me, The (1977)",Action,M,25,19,11414-2520
1908,36,5,974697744,Dead Man Walking (1995),Drama,M,56,13,95129
5365,1892,4,960503255,"Perfect Murder, A (1998)",Mystery|Thriller,M,18,12,90250
1579,2420,4,981272235,"Karate Kid, The (1984)",Drama,M,25,0,60201
1866,3948,5,974753321,Meet the Parents (2000),Comedy,M,25,7,94043
4238,3543,4,965415533,Diner (1982),Comedy|Drama,M,35,16,44691
3590,2000,5,966657892,Lethal Weapon (1987),Action|Comedy|Crime|Drama,F,18,15,02115
3401,3256,5,980115327,Patriot Games (1992),Action|Thriller,M,35,7,76109
3705,540,2,966287116,Sliver (1993),Thriller,M,45,7,30076
4973,1246,3,962607149,Dead Poets Society (1989),Drama,F,56,2,949702
4947,380,4,962651180,True Lies (1994),Action|Adventure|Comedy|Romance,M,35,17,90035
2346,1416,4,974413811,Evita (1996),Drama|Musical,F,1,10,48105
1427,3596,3,974840560,Screwed (2000),Comedy,M,25,12,21401
3868,1626,3,965855033,Fire Down Below (1997),Action|Drama|Thriller,M,18,12,73112
249,2369,3,976730191,Desperately Seeking Susan (1985),Comedy|Romance,F,18,14,48126
5720,349,4,958503395,Clear and Present Danger (1994),Action|Adventure|Thriller,M,25,0,60610
877,1485,3,975270899,Liar Liar (1997),Comedy,M,25,0,90631