Fast Way to Replace Names with Ids in Datatable?
I have a very large CSV file I have to load on a regular basis that contains time series data. Examples of the headers are below:
| SiteName | Company | Date | ResponseTime | Clicks |
This data comes from a service external to the uploader. SiteName
and Company
are both string fields. In the database these are normalized. There is a Site
table and a Company
table:
CREATE TABLE [dbo].[Site] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
CREATE TABLE [dbo].[Company] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
As well as the data table.
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT NOT NULL,
[SiteId] INT NOT NULL,
[DataTime] DATETIME NOT NULL,
CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id]),
CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
)
At around 2 million rows in the CSV file any sort of IO-bound iteration isn't going to work. I need this done in minutes, not days.
My initial thought is that I could pre-load Site
and Company
into DataTables. I already have the CSV loaded into a datatable in the format that matches the CSV columns. I need to now replace every SiteName
with the Id field of Site
and every Company
with the Id field of Company
. What is the quickest, most efficient way to handle this?
c# sql sql-server sqlbulkcopy import-csv
add a comment |
I have a very large CSV file I have to load on a regular basis that contains time series data. Examples of the headers are below:
| SiteName | Company | Date | ResponseTime | Clicks |
This data comes from a service external to the uploader. SiteName
and Company
are both string fields. In the database these are normalized. There is a Site
table and a Company
table:
CREATE TABLE [dbo].[Site] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
CREATE TABLE [dbo].[Company] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
As well as the data table.
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT NOT NULL,
[SiteId] INT NOT NULL,
[DataTime] DATETIME NOT NULL,
CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id]),
CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
)
At around 2 million rows in the CSV file any sort of IO-bound iteration isn't going to work. I need this done in minutes, not days.
My initial thought is that I could pre-load Site
and Company
into DataTables. I already have the CSV loaded into a datatable in the format that matches the CSV columns. I need to now replace every SiteName
with the Id field of Site
and every Company
with the Id field of Company
. What is the quickest, most efficient way to handle this?
c# sql sql-server sqlbulkcopy import-csv
my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43
add a comment |
I have a very large CSV file I have to load on a regular basis that contains time series data. Examples of the headers are below:
| SiteName | Company | Date | ResponseTime | Clicks |
This data comes from a service external to the uploader. SiteName
and Company
are both string fields. In the database these are normalized. There is a Site
table and a Company
table:
CREATE TABLE [dbo].[Site] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
CREATE TABLE [dbo].[Company] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
As well as the data table.
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT NOT NULL,
[SiteId] INT NOT NULL,
[DataTime] DATETIME NOT NULL,
CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id]),
CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
)
At around 2 million rows in the CSV file any sort of IO-bound iteration isn't going to work. I need this done in minutes, not days.
My initial thought is that I could pre-load Site
and Company
into DataTables. I already have the CSV loaded into a datatable in the format that matches the CSV columns. I need to now replace every SiteName
with the Id field of Site
and every Company
with the Id field of Company
. What is the quickest, most efficient way to handle this?
c# sql sql-server sqlbulkcopy import-csv
I have a very large CSV file I have to load on a regular basis that contains time series data. Examples of the headers are below:
| SiteName | Company | Date | ResponseTime | Clicks |
This data comes from a service external to the uploader. SiteName
and Company
are both string fields. In the database these are normalized. There is a Site
table and a Company
table:
CREATE TABLE [dbo].[Site] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
CREATE TABLE [dbo].[Company] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[Name] NVARCHAR(MAX) NOT NULL
)
As well as the data table.
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT NOT NULL,
[SiteId] INT NOT NULL,
[DataTime] DATETIME NOT NULL,
CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id]),
CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
)
At around 2 million rows in the CSV file any sort of IO-bound iteration isn't going to work. I need this done in minutes, not days.
My initial thought is that I could pre-load Site
and Company
into DataTables. I already have the CSV loaded into a datatable in the format that matches the CSV columns. I need to now replace every SiteName
with the Id field of Site
and every Company
with the Id field of Company
. What is the quickest, most efficient way to handle this?
c# sql sql-server sqlbulkcopy import-csv
c# sql sql-server sqlbulkcopy import-csv
edited Nov 20 '18 at 0:59
JohnB
1,86211118
1,86211118
asked Nov 20 '18 at 0:27
CL40CL40
1274
1274
my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43
add a comment |
my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43
my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43
add a comment |
1 Answer
1
active
oldest
votes
If you go with Pre-Loading the Sites and Company's you can get the distinct values using code:
DataView view = new DataView(table);
DataTable distinctCompanyValues = view.ToTable(true, "Company")
DataView view = new DataView(table);
DataTable distinctSiteValues = view.ToTable(true, "Site")
Then load those two DataTables into their SQL Tables using Sql-Bulk-Copy.
Next dump all the data in:
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT DEFAULT 0,
[SiteId] INT DEFAULT 0,
[Company] NVARCHAR(MAX) NOT NULL,
[Site] NVARCHAR(MAX) NOT NULL,
[DataTime] DATETIME NOT NULL
)
Then do an UPDATE to set the Referential Integrity fields:
UPDATE [SiteStatistics] ss SET
[CompanyId] = (SELECT Id FROM [Company] c Where ss.[Company] = c.Name),
[SiteId] = (SELECT Id FROM [Site] s Where ss.[Site] = s.Name)
Add the Foreign Key constraints:
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id])
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
Finally delete the Site & Company name fields from SiteStatistics:
ALTER TABLE [SiteStatistics] DROP COLUMN [Company];
ALTER TABLE [SiteStatistics] DROP COLUMN [Site];
add a comment |
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1 Answer
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1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
If you go with Pre-Loading the Sites and Company's you can get the distinct values using code:
DataView view = new DataView(table);
DataTable distinctCompanyValues = view.ToTable(true, "Company")
DataView view = new DataView(table);
DataTable distinctSiteValues = view.ToTable(true, "Site")
Then load those two DataTables into their SQL Tables using Sql-Bulk-Copy.
Next dump all the data in:
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT DEFAULT 0,
[SiteId] INT DEFAULT 0,
[Company] NVARCHAR(MAX) NOT NULL,
[Site] NVARCHAR(MAX) NOT NULL,
[DataTime] DATETIME NOT NULL
)
Then do an UPDATE to set the Referential Integrity fields:
UPDATE [SiteStatistics] ss SET
[CompanyId] = (SELECT Id FROM [Company] c Where ss.[Company] = c.Name),
[SiteId] = (SELECT Id FROM [Site] s Where ss.[Site] = s.Name)
Add the Foreign Key constraints:
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id])
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
Finally delete the Site & Company name fields from SiteStatistics:
ALTER TABLE [SiteStatistics] DROP COLUMN [Company];
ALTER TABLE [SiteStatistics] DROP COLUMN [Site];
add a comment |
If you go with Pre-Loading the Sites and Company's you can get the distinct values using code:
DataView view = new DataView(table);
DataTable distinctCompanyValues = view.ToTable(true, "Company")
DataView view = new DataView(table);
DataTable distinctSiteValues = view.ToTable(true, "Site")
Then load those two DataTables into their SQL Tables using Sql-Bulk-Copy.
Next dump all the data in:
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT DEFAULT 0,
[SiteId] INT DEFAULT 0,
[Company] NVARCHAR(MAX) NOT NULL,
[Site] NVARCHAR(MAX) NOT NULL,
[DataTime] DATETIME NOT NULL
)
Then do an UPDATE to set the Referential Integrity fields:
UPDATE [SiteStatistics] ss SET
[CompanyId] = (SELECT Id FROM [Company] c Where ss.[Company] = c.Name),
[SiteId] = (SELECT Id FROM [Site] s Where ss.[Site] = s.Name)
Add the Foreign Key constraints:
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id])
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
Finally delete the Site & Company name fields from SiteStatistics:
ALTER TABLE [SiteStatistics] DROP COLUMN [Company];
ALTER TABLE [SiteStatistics] DROP COLUMN [Site];
add a comment |
If you go with Pre-Loading the Sites and Company's you can get the distinct values using code:
DataView view = new DataView(table);
DataTable distinctCompanyValues = view.ToTable(true, "Company")
DataView view = new DataView(table);
DataTable distinctSiteValues = view.ToTable(true, "Site")
Then load those two DataTables into their SQL Tables using Sql-Bulk-Copy.
Next dump all the data in:
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT DEFAULT 0,
[SiteId] INT DEFAULT 0,
[Company] NVARCHAR(MAX) NOT NULL,
[Site] NVARCHAR(MAX) NOT NULL,
[DataTime] DATETIME NOT NULL
)
Then do an UPDATE to set the Referential Integrity fields:
UPDATE [SiteStatistics] ss SET
[CompanyId] = (SELECT Id FROM [Company] c Where ss.[Company] = c.Name),
[SiteId] = (SELECT Id FROM [Site] s Where ss.[Site] = s.Name)
Add the Foreign Key constraints:
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id])
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
Finally delete the Site & Company name fields from SiteStatistics:
ALTER TABLE [SiteStatistics] DROP COLUMN [Company];
ALTER TABLE [SiteStatistics] DROP COLUMN [Site];
If you go with Pre-Loading the Sites and Company's you can get the distinct values using code:
DataView view = new DataView(table);
DataTable distinctCompanyValues = view.ToTable(true, "Company")
DataView view = new DataView(table);
DataTable distinctSiteValues = view.ToTable(true, "Site")
Then load those two DataTables into their SQL Tables using Sql-Bulk-Copy.
Next dump all the data in:
CREATE TABLE [dbo].[SiteStatistics] (
[Id] INT NOT NULL IDENTITY(1, 1) PRIMARY KEY,
[CompanyId] INT DEFAULT 0,
[SiteId] INT DEFAULT 0,
[Company] NVARCHAR(MAX) NOT NULL,
[Site] NVARCHAR(MAX) NOT NULL,
[DataTime] DATETIME NOT NULL
)
Then do an UPDATE to set the Referential Integrity fields:
UPDATE [SiteStatistics] ss SET
[CompanyId] = (SELECT Id FROM [Company] c Where ss.[Company] = c.Name),
[SiteId] = (SELECT Id FROM [Site] s Where ss.[Site] = s.Name)
Add the Foreign Key constraints:
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToSite_FK] FOREIGN KEY ([SiteId]) REFERENCES [Site]([Id])
ALTER TABLE [SiteStatistics] ADD CONSTRAINT [SiteStatisticsToCompany_FK] FOREIGN KEY ([CompanyId]) REFERENCES [Company]([Id])
Finally delete the Site & Company name fields from SiteStatistics:
ALTER TABLE [SiteStatistics] DROP COLUMN [Company];
ALTER TABLE [SiteStatistics] DROP COLUMN [Site];
edited Nov 20 '18 at 6:37
answered Nov 20 '18 at 2:52
Jeremy ThompsonJeremy Thompson
39.7k13107203
39.7k13107203
add a comment |
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my first step for jobs like this is to get the csv into a db table as is so i do not have the IO overhead as you have mentioned. from there it's just the normal sql operations to get what you want. from ssms (for example) you can import from a file as the first step but we can't tell what you're using
– JohnB
Nov 20 '18 at 0:36
The end goal is to send it off to SMSS using bulk copy.
– CL40
Nov 20 '18 at 0:43