我有一个看起来像这样的CSV文件:
,Location_Code,Location_Desc,Type_Code,Fault_type,Prod_Number,Model,Causer,Auditor,Prio,Capture_Date,Steer,Engine,Country,Current shift number,VIN,Comment,Shift,Year,Fault location C_Code,Fault location C_Desc,Fault type C_Code,Fault type C_Desc,Comment R,Baumuster Sales desc.,Baumuster Technical desc.,T24
0,09122,Engine,42,Poor fit,7117215,W205,Final 3,"Plant 1, WSA",0,2019-04-05,1,83,705,T1220190404T0092,55SWF8DB7KU316971,,A,2019,,,,,,C 300,205 E20 G,
1,09122,Engine,42,Poor fit,7117235,W205,Final 3,"Plant 1, WSA",0,2019-04-05,1,83,705,T1220190404T0122,55SWF8DB2KU316991,,A,2019,,,,,,C 300,205 E20 G,
2,09122,Transmission,42,Poor fit,7117237,W205,Final 3,"Plant 1, WSA",0,2019-04-05,1,83,705,T1220190404T0126,55SWF8DB6KU316993,,A,2019,,,,,,C 300,205 E20 G,
我想编写代码,在标记所选列的单词(以字典样式键-值对)之后,获取所选列标题的单词计数。我还想使单词计数按值降序排列。例如。
Location_Desc
Engine: 2
Transmission: 1
这是我到目前为止的代码:
int colNumber;
for(colNumber=0; colNumber<columns.Length; colNumber++)
{
if ( columns[colNumber].Equals(columnHeader))
{
break;
}
}
Debug.WriteLine("Column Number: " + colNumber);
for(int i=0; i<inputCsv.Length; i++)
{
string[] row = inputCsv[i].Split(",(?=([^\"]*\"[^\"]*\")*[^\"]*$)");
string column = row[colNumber];
Debug.WriteLine(row.ToString());
}
我能够通过for循环获取列标题名称,但不仅不能忽略引号内的逗号,而且无法从列标题中获取值(在Python的Pandas中也称为Series) 。
非常感谢您的帮助!
我可能会将您的计数存储在Dictionary<string, Dictionary<string , long>>
中,而不是2D数组中。然后,您可以轻松访问每个列。
使用CsvHelper
NuGet包,我们可以创建一个类来为CSV文件建模。方法使用的文档可以在CsvHelper
中找到。
here
然后我们可以使用public class CsvModel
{
[Name("Location_Code")]
public long LocationCode { get; set; }
[Name("Location_Desc")]
public string LocationDesc { get; set; }
[Name("Type_Code")]
public long TypeCode { get; set; }
[Name("Fault_type")]
public string FaultType { get; set; }
[Name("Prod_Number")]
public long ProdNumber { get; set; }
public string Model { get; set; }
public string Causer { get; set; }
public string Auditor { get; set; }
public long Prio { get; set; }
[Name("Capture_Date")]
public DateTime CaptureDate { get; set; }
public long Steer { get; set; }
public long Engine { get; set; }
public long Country { get; set; }
[Name("Current shift number")]
public string CurrentShiftNumber { get; set; }
public string VIN { get; set; }
public string Comment { get; set; }
public string Shift { get; set; }
public long Year { get; set; }
[Name("Fault location C_Code")]
public string FaultLocationCCode { get; set; }
[Name("Fault location C_Desc")]
public string FaultLocationCDesk { get; set; }
[Name("Fault type C_Code")]
public string FaultTypeCCode { get; set; }
[Name("Fault type C_Desc")]
public string FaultTypeCDesc { get; set; }
[Name("Comment R")]
public string CommentR { get; set; }
[Name("Baumuster Sales desc.")]
public string BaumusterSalesDesc { get; set; }
[Name("Baumuster Technical desc.")]
public string BaumusterTechnicalDesc { get; set; }
public string T24 { get; set; }
}
将记录读入IEnumerable<CsvMode>
:
GetRecords<T>
然后使用反射将列数计入var path = "C:\\data.csv";
using var reader = new StreamReader(path);
using var csv = new CsvReader(reader, CultureInfo.InvariantCulture);
var records = csv.GetRecords<CsvModel>();
:
Dictionary<string, Dictionary<string , long>>
然后,我们可以通过使用LINQ创建新字典来对列数进行降序排序:
var recordCounts = new Dictionary<string, Dictionary<string, long>>();
foreach (var record in records)
{
var properties = record.GetType().GetProperties();
foreach (var property in properties)
{
var propertyName = property.Name;
if (!recordCounts.ContainsKey(propertyName))
{
recordCounts.Add(propertyName, new Dictionary<string, long>());
}
var propertyValue = property.GetValue(record, null);
var propertyKey = propertyValue.ToString();
if (propertyValue != null && !string.IsNullOrEmpty(propertyKey))
{
var count = recordCounts[propertyName].GetValueOrDefault(propertyKey, 0) + 1;
recordCounts[propertyName][propertyKey] = count;
}
}
}
[使用var sortedRecordCounts = recordCounts
.ToDictionary(
kvp => kvp.Key,
kvp => new SortedDictionary<string, long>(
kvp.Value.OrderByDescending(kvp => kvp.Value)
.ToDictionary(
kvp => kvp.Key,
kvp => kvp.Value)));
创建字典(内部+外部),并以Enumerable.ToDictionary
降序对计数进行排序。我们也使用Enumerable.ToDictionary
来保证字典的排序顺序,因为无法保证Enumerable.OrderByDescending
的排序。
然后我们可以迭代此字典以显示记录计数,这还指示是否未找到有效(空或空)值:
Enumerable.OrderByDescending
输出:
OrderedDictionary