Minnesota Republicans seek winning formula in key races



A profile image of three politicians.

Minnesota Republicans will gather in Duluth this weekend to attempt to resolve a problem that’s eluded them for two decades: How to win a statewide race here.

The party is working to come out of the political wilderness and sizing up a formula that can help them notch November wins in open races for U.S. Senate and governor, among others.

That question about the best path has stirred disagreements, with some Republicans pursuing an uncompromising platform aligned with President Donald Trump. Meanwhile, others say taking a more moderate approach could be more palatable to the political middle this fall.

Going into the endorsement contests, some candidates have said they’ll move on to a partisan primary no matter what. Republican voters tend to follow the party’s endorsement in those situations. But some candidates with national networks and strong fundraising said they’re hopeful they can buck that trend.

That means while Republican delegates make their picks this weekend, it might take a few more months and competitive primaries to determine whose names appear on November’s ballot.

Tim Pawlenty was the last Republican to win a statewide office for the GOP when he scored a second term as governor in 2006. He tried to reclaim the office in 2018 but lost in a primary.

Since Pawlenty’s win, Republicans have fallen short in a combined 10 races for governor and U.S. Senate. They’ve lost all of the other statewide offices and presidential contests in that span, too.

‘Time for a change’

As she campaigns for governor, Republican Lisa Demuth tells voters her party has a strong case to make in Minnesota despite potential headwinds nationally.

“Can a Republican win? And I’m here to tell you, yes, we absolutely can win,” Demuth told a crowd during a Rochester candidate debate this month. “That is why I’m running for governor. Because it is possible.”

Demuth touted the deals she’s struck as House speaker across a divided government — and a tied House no less. The package from the just-concluded session includes a public construction projects bill, property tax relief and license tab fee reductions.

She said having Republicans in charge of St. Paul would supersize those accomplishments.

"Too long of having Democratic control has not made us stronger and it is time for a change,” Demuth said.

Speaker of the Minnesota House Lisa Demuth
Speaker of the Minnesota House Lisa Demuth, R-Cold Spring speaks with reporters after appearing on Minnesota Public Radio’s “Politics Friday” program at the Minnesota State Capitol on May 15.
Kerem Yücel | MPR News

Her rivals in the GOP race for governor also promise sweeping change. All frequently concentrate on an issue that’s been especially potent for Republicans: fraud. They also question whether Demuth has been too willing to work with the political opposition.

DFL Gov. Tim Walz ditched a reelection bid early this year, unable to shake report after report of problems in state-managed Medicaid programs and other cases of fraud. He committed to spending the last year of his term building up better fraud defenses.

Businessman Kendall Qualls said the state’s problems require an outsider’s approach.

“Our campaign is a rescue mission. I believe after 20 years of trying to win statewide elections in the Republican Party with politician after politician, with insider after insider, I believe that you have permission as a voter and a delegate to consider an alternative,” Qualls said. “And that alternative is someone who actually has gotten things done both personally and professionally.”

A man speaks from a stage
GOP gubernatorial candidate Kendall Qualls speaks to caucus goers at Delano High School on Feb. 3. Qualls was one of around a dozen candidates vying for caucus-goer support across the state.
Peter Cox | MPR News

Demuth, Qualls and MyPillow CEO Mike Lindell have led straw polls ahead of the convention. Lindell is a staunch ally of President Donald Trump, who has yet to weigh in on the race.

“You can have all these things and all these credentials but you have to win,” Lindell said on MPR News’ Politics Friday earlier this year. He says he has a national network his rivals lack. “I’m out nationally. I can raise money to pour into Minnesota to beat Amy Klobuchar.”

Klobuchar is the favorite to gain the DFL endorsement at the party’s convention this weekend in Rochester.

Retired naval officer Phillip Parrish, businessman Patrick Knight, state Rep. Peggy Bennett, construction worker Raul Estrada and minister John Krhin fill out a crowded Republican contest.

It appears headed for an August primary showdown no matter what. The same is true in the U.S. Senate race.

Senate race also unsettled

Former Navy SEAL Adam Schwarze has shown strength in local conventions. But former sports broadcaster Michele Tafoya’s candidacy has generated more money and the backing of leading Republicans here and in Washington.

“Tim Scott has endorsed me, Rudy Boschwitz has endorsed me. I feel very proud of those. I’ve got a number of letters of support, calls of support from a lot of senators,” Tafoya told MPR News’ Politics Friday. “But listen, that’s not why I’m running. I’m running to get Minnesota back to the place of common sense. Period. The end.”

Michelle Tafoya in the studio.
Michelle Tafoya sits in an interview with MPR News on April 24.
MPR News

Unlike Schwarze, Tafoya isn’t pinning her campaign on the endorsement.

“If I believe I am the best candidate remaining, I’m going to go to the primary,” she said.

Also in the hunt is the party’s 2024 Senate nominee, Royce White, despite being dogged by controversies. There are other candidates seeking to make an unexpected splash, including natural foods co-op founder Alycia Gruenhagen, farmer Mark York and Navy veteran Tom Weiler.

Schwarze said refusing to abide by the party’s convention endorsement is a mistake. He drove that point home at a recent candidate debate put on by Wright County Republicans. Tafoya wasn’t there.

“I think it’s really sad that we have candidates not onstage tonight who think there’s a shortcut,” Schwarze said. “The shortcut is not through D.C., it’s through you.”

Adam Schwarz posing for a photo
Adam Schwarze, a U.S. Marine veteran and former Navy SEAL seeking the Republican nomination for Minnesota’s U.S. Senate seat, in the Kling Public Media Center in St. Paul.
Nikhil Kumaran | MPR News 2025

Schwarze billed himself as the total package.

“If you want a fighter that’s going to fight for you against all the fraudsters and the D.C. elites, then I’m your candidate. If you want a candidate that’s uncompromising, I’m your candidate,” he continued.

Republican delegates will also weigh endorsements for attorney general, secretary of state and state auditor. The convention begins Friday at the Duluth Entertainment Convention Center and is expected to conclude Saturday.

Meanwhile, Democrats will convene for their endorsing convention this weekend in Rochester.



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Data Modelling in QlikView – Table of content

Introduction to QlikView:

QlikView is one of the top business intelligence tools which provide end-to-end platform services. The main operations of the QlikView tool included are data integration, user-driven business intelligence, and data analysis. The QlikView business tool helps users to convert the raw data into a useful one. This tool sometimes acts as a “Human brain” and mainly works on business associations. This software tool was first found in 1993 in Lund, Sweden, and is now based in King Of Prussia, Pennsylvania, United States.

As is said earlier, QlikView is one of the most demanding business intelligence tools. This tool is used to maintain the relationships between the data and visual colors. Users can also perform direct as well as indirect searches by using various searches in the given list boxes. One more important thing about QlikView is that this helps in the calculation of aggregated data and data compressions. Neither users nor software developers of the QlikView application manage the relationship between the various data sources, but this is managed automatically (you can say by default it happens).

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Major features of QlikView:

QlikView’s business intelligence tool comes up with advanced features. Following are the list of QlikView features:

1. Automatically maintains the data association:

QlikView tool automatically identifies the relationship between the data present in a data set. With the help of this feature, users need not recognize the relationship between the various data entities.

2. Data will be held in the memory available for multiple users and offers a super-fast user experience:

Here the data structure and calculations of a data report will be held in the RAM memory of the server.

3. Aggregations can also be calculated on the fly:

As data will be held in memory, the user performs a calculation task on the fly. Here there is no need to store pre-calculated aggregate data values.

4. Data will be compressed to 10% of the original size:

QlikView platform developed on the base of data dictionaries. Only essential data sets will be used for analytical purposes and this compresses the original data to a small size.

5. Visual relationship by using colors:

With the help of this feature, the relationship between the data will not be shown by lines and arrows. All you need to do is select a piece of data by click on specific colors to specify the related data and another color to specify unrelated data.

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What is data modeling in QlikView?

A data modelling in QlikView is nothing but a pictorial representation of data tables that present in the various database servers, which also include associated relationships to show the data flow process of the entire system or model. This data modeling also helps to define the key fields and data dependency factors that help to perform the normalization and simplification process. The data modelling also a combination of dimensional tables that are linked to represent the fact table and also ends up with a star schema that helps to trade off on the available resources.

QlikView also performs in a good way when the data model is well structured and designed. A good data model also ensures that the quick data process provides accurate results, and evaluates the expressions. Data modeling in QlikView also consists of dimensions and key values within the data fields.

Best techniques used to perform Data modelling in QlikView:

The following are the important key techniques used to perform the data modelling process:

1. Using QVD files to increment data loads:

While performing the data modelling technique, the incremental load is a very common task in the relation to the database servers. It is defined as data loading (which helps to define new or modified records from the various database servers). All the data records will be stored in the QVD file formats.

The following are the important steps that will be considered to perform QVD files increments:

1. First you need to load the data from the database tables (this is considered to be a slow process, but helps to load the limited number of data records).

2. Next you need to load the old data from the QVD files (helps to load the data records in a faster way).

3. Now you need to create the QVD file formats.

4. You need to create the procedure for every table you loaded.

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2. Combining the data tables with Join and keep tables:

We already know that join takes any two different tables and combines them into one table. This process is also known as the “natural join table”. In QlikView, this type of join process can be done by using scripts and also logical data tables’ formats.

Let me explain these two methods in brief:

1. Join:

The easiest way to perform the joins process with the help of the join prefix in the script. The join is an internal table with another name table or previously created tables. The join usually used here is an outer join and used to combine values from the two tables.

For example:

LOAD a, b, c from table1.csv;

JOIN LOAD a, d from table2.csv;

2. Keep:

This is one of the main features of QlikView and helps to associate between any two tables instead of joining them. These keep features also help to reduce the memory space, increase the speed and enormous flexibility. The keep functionality helps to reduce the number of cases where the user needs to make use of explicit joins. In general, the Keep prefixes between two statements are LOAD and SELECT.

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3. Using mapping as an alternative to the joining process:

The Join prefix is a powerful method used to combine several data tables in QlikView. You can also find one disadvantage of using this Join prefix is that while combining larger and big data tables will reduce the performance. To overcome this hurdle, now we have come up with Mapping, this mapping method consists of two columns they are; a comparison field (as an input) and a mapping value field (as an output).

4. working with cross tables:

A cross table is a common type of data table that performs a matrix of values between any two orthogonal header data lists. The crosstable is often preceded by a number of various qualifying columns; you can read them in a straightforward way.

5. Using Generic databases:

A generic database is a kind of table in which all the field names will be stored as field values in one table column, where the field values will be stored in a second. Generic databases are usually used to define the attributes of different objects.

6. Matching intervals to discrete data:

The interval values can be defined using two prefix statements they are; LOAD and SELECT. These statements are used to link the discrete values with the two or more numeric intervals. This is one of the powerful data modelling techniques used in QlikView nowadays.

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7. Creating a data interval from a single date:

Sometimes, when you are working with data modelling, usually the time intervals are not stored with a beginning and end of the time limit. Suppose if you don’t create any data interval, then the date value will be implied by only one field or the change timestamp.

8. Hierarchies:

In data modelling, n-level of hierarchies are used to represent other data fields (geographical and organizational dimensions in the data). These types of hierarchies are usually stored in any adjacent table nodes, for example, each record stored as a node, and the field represents the reference to the parent node.

9. Semantic rules:

Usually, semantic tables are not displayed in the table field viewer.

Below are a few semantic rules:

1. The semantic table should contain three or four columns.

2. The prefix statements like LOAD and SELECT load the semantic table and this table should be preceded by a semantic qualifier.

3. A semantic table either contains a relation between field values of the different fields or field values of the same field. One more important point to be remembered here, a mixture between these two will not be accepted.

10. Data cleansing:

When you load the data from the various tables, the field values will not be named consistently. Data cleansing is required, when there is a lack of consistency, and hinders association.

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Conclusion: 

The data modelling in the QlikView blog helps users to create a structured and well-designed data model in QlikView. We have also discussed the top 10 best practices used in data modelling. With the help of data modelling users can understand the data landscape and also enables the organization to analyze and data extraction. Data modelling is considered to be a very important method in many business intelligence tools to perform data analysis and visualization tasks.

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