Mastering Data Analysis in Excel Coursera Quiz Answer [💯Correct Answer]

by
Mastering Data Analysis in Excel Coursera Quiz Answer [💯Correct Answer]

Hello Peers, Today we are going to share all week assessment and quizzes answers of Mastering Data Analysis in Excel course launched by Coursera for totally free of cost✅✅✅. This is a certification course for every interested students.

In case you didn’t find this course for free, then you can apply for financial ads to get this course for totally free.

Checkout this article for – “How to Apply for Financial Ads?”

Coursera, a India’s biggest learning platform which launched millions of free courses for students daily. These courses are from various recognized university, where industry experts and professors teaches in a very well manner and in a more understandable way.

Here, you will find Mastering Data Analysis in Excel Exam Answers in Bold Color which are given below.

These answers are updated recently and are 100% correct✅ answers of all week, assessment and final exam answers of Mastering Data Analysis in Excel from Coursera Free Certification Course.

Use “Ctrl+F” To Find Any Questions Answer. & For Mobile User, You Just Need To Click On Three dots In Your Browser & You Will Get A “Find” Option There. Use These Option to Get Any Random Questions Answer.

Apply Link – Mastering Data Analysis in Excel

Mastering Data Analysis in Excel Coursera Quiz Answer

Week- 4

Parametric Models for Regression (graded)

1. A University admissions test has a Gaussian distribution of test scores with a mean of 500 and standard deviation of 100. One student out-performed 97.4% of all test takers.

What was their test score (rounded to the nearest whole number)?

Hint: Refer to the Excel NormSFunctions Spreadsheet.

Excel NormS Functions Spreadsheet.xlsx

  • 694
  • 502
  • 306
  • 972

2. A carefully machined wire comes off an assembly line within a certain tolerance. Its diameter is 100 microns, and all the wires produced have a uniform distribution of error, between -11 microns and +29 microns.

A testing machine repeatedly draws samples of 180 wires and measures the sample mean. What is the distribution of sample means?

Hint: Use the CLT and Excel Rand() Spreadsheet.

CLT and Excel Rand.xlsx

  • A Uniform Distribution with mean = 109 microns and standard deviation = .8607 microns.
  • A Uniform Distribution with mean = 109 microns and standard deviation = 11.54 microns.
  • A Gaussian distribution that, in Phi notation, is written, ϕ(109, 133.33).
  • A Gaussian Distribution that, in Phi notation, is written ϕ(109, .7407).

3. A population of people suffering from Tachycardia (occasional rapid heart rate), agrees to test a new medicine that is supposed to lower heart rate. In the population being studied, before taking any medicine the mean heart rate was 120 beats per minute, with standard deviation = 15 beats per minute.

After being given the medicine, a sample of 45 people had an average heart rate of 112 beats per minute. What is the probability that this much variation from the mean could have occurred by chance alone?

Hint: Use the Typical Problem with NormSDist Spreadsheet.

Typical Problem_ NormSDist .xlsx

  • .0173%
  • 99.9827%
  • 1.73%
  • 29.690%

4. Two stocks have the following expected annual returns:

Oil stock – expected return = 9% with standard deviation = 13%

IT stock – expected return = 14% with standard deviation = 25%

The Stocks prices have a small negative correlation: R = -.22.

What is the Covariance of the two stocks?

Hint: Use the Algebra with Gaussians Spreadsheet.

Algebra with Gaussians.xlsx

  • -.0286
  • -.00715
  • -.00573
  • -.00219

5. Two stocks have the following expected annual returns:

Oil stock – expected return = 9% with standard deviation = 13%

IT stock – expected return = 14% with standard deviation = 25%

The Stocks prices have a small negative correlation: R = -.22.

Assume return data for the two stocks is standardized so that each is represented as having mean 0 and standard deviation 1. Oil is plotted against IT on the (x,y) axis.

What is the covariance?

Hint: Use the Standardization Spreadsheet.

Standardization Spreadsheet.xlsx

  • -.22
  • -.00573
  • 0
  • -1

6. Two stocks have the following expected annual returns:

Oil stock – expected return = 9% with standard deviation = 13%

IT stock – expected return = 14% with standard deviation = 25%

The Stocks prices have a small negative correlation: R = -.22.

What is the standard deviation of a portfolio consisting of 70% Oil and 30% IT?

Hint: Use either the Algebra with Gaussians or the Markowitz Portfolio Optimization Spreadsheet.

Algebra with Gaussians.xlsx
Markowitz Portfolio Optimization.xlsx

  • 12.68%
  • 10.44%
  • 17.93%
  • 11.79%

7. Two stocks have the following expected annual returns:

Oil stock – expected return = 9% with standard deviation = 13%

IT stock – expected return = 14% with standard deviation = 25%

The Stocks prices have a small negative correlation: R = -.22.

Use MS Solver and the Markowitz Portfolio Optimization Spreadsheet to Find the weighted portfolio of the two stocks with lowest volatility.

Solver Add-In.xlsx
Markowitz Portfolio Optimization.xlsx
What is the minimum volatility?

  • 10.43%
  • 9.5%
  • 10.36%
  • 11.58%

8. You are a data-analyst for a restaurant chain and are asked to forecast first-year revenues from new store locations. You use census tract data to develop a linear model.

Your first model has a standard deviation of model error of $25,000 at a correlation of R = .30. Your boss asks you to keep working on improving the model until the new standard deviation of model error is $15,000 or less.

What positive correlation R would you need to have a model error of $15,000?

(Note: you can answer this question by making small additions to the Correlation and Model Error spreadsheet).

Correlation and Model Error.xlsx

  • R = .428
  • R = .8200
  • R = .500
  • R = .572

9. An automobile parts manufacturer uses a linear regression model to forecast the dollar value of the next years’ orders from current customers as a function of a weighted sum of their past-years’ orders. The model error is assumed Gaussian with standard deviation of $130,000.

If the correlation is R = .33, and the point forecast orders $5.1 million, what is the probability that the customer will order more than $5.3 million?

Hint: Use the Typical Problem with NormSDist Spreadsheet.

Typical Problem_ NormSDist .xlsx

  • 93.8%
  • 4.3%
  • 6.2%
  • 12.4%

10. An automobile parts manufacturer uses a linear regression model to forecast the dollar value of the next years’ orders from current customers as a function of a weighted sum of that customer’s past-years orders. The linear correlation is R = .33.

After standardizing the x and y data, what portion of the uncertainty about a customer’s order size is eliminated by their historical data combined with the model?

Hint: Use the Correlation and P.I.G. Spreadsheet.

Correlation and P.I.G..xlsx

  • 4.2%
  • 3.5%
  • 4.5%
  • 5.2%

11. A restaurant offers different dinner “specials” each weeknight. The mean cash register receipt per table on Wednesdays is $75.25 with standard deviation of $13.50. The restaurant experiments one Wednesday with changing the “special” from blue fish to lobster. The average amount spent by 85 customers is $77.20.

How probable is it that Wednesday receipts are better than average by chance alone?

Hint: Use the Typical Problem with NormSDist Spreadsheet.

Typical Problem_ NormSDist .xlsx

  • 9.15%
  • 9.05%
  • 90.85%
  • 8.30%

12. Your company currently has no way to predict how long visitors will spend on the Company’s web site. All it known is the average time spent is 55 seconds, with an approximately Gaussian distribution and standard deviation of 9 seconds. It would be possible, after investing some time and money in analytics tools, to gather and analyzing information about visitors and build a linear predictive model with a standard deviation of model error of 4 seconds.

How much would the P.I. G. of that model be?

Hint: Use the Correlation and P.I.G. Spreadsheet

How to use the AUC calculator.pdf
PDF File

  • 48.2%
  • 61.5%
  • 53.3%
  • 57.2%

Mastering Data Analysis in Excel Quiz Answer

Week- 5

Probability, AUC, and Excel Linest Function

1. Keep the 125 outcomes in the Histogram Spreadsheet unchanged. Change the bin ranges so that bin 1 is [-3, -1), bin 2 is [-1,1) bin 3 is [1, 3).

Histograms Spreadsheet.xlsx
What is the approximate probability that a new outcome will fall within bin 1?

  • .4
  • 4%
  • 5
  • 5%

2. Use the Excel Probability Functions Spreadsheet.

Excel_Probability_Functions.xlsx
Assume a continuous uniform probability distribution over the range [47, 51.5].

What is the skewness of the probability distribution?

  • 49.25
  • 1.69
  • 2.17
  • 0

3. Use the Excel Probability FunctionsSpreadsheet, provided in question #2.

Assume a continuous uniform probability distribution over the range [-12, 20]

What is the entropy of this distribution?

  • 5 bits
  • 3 bits
  • 6 bits
  • 4 bits

4. Use the Excel Probability Functions Spreadsheet that was previously provided.

Assume a Gaussian Probability function with mean = 3 and

standard deviation =4.

What is the value of f(x) at f(3.5)?

  • 4.05
  • .352
  • .099
  • .550

5. Use the Excel Probability Functions Spreadsheet previously provided in this quiz.

Assume a Gaussian Probability Distribution with mean = 3 and standard deviation = 4.

What is the cumulative distribution at x = 7?

  • .960
  • .841
  • .060
  • 1.00

6. Use the AUC Calculator Spreadsheet.

AUC_Calculator and Review of AUC Curve.xlsx
If the “modification factor” in the original example given in the AUC Calculator Spreadsheet is changed from -1 to -2, what is the change in the actual Area Under the ROC Curve?

  • No change
  • The area increases
  • The area decreases

7. Use the AUC Calculator Spreadsheet provided in question #6.

If the “modification factor” in the original example given in the AUC Calculator Spreadsheet is changed from -1 to -2, what is the threshold (row 10) that results in the lowest cost per event?

  • .45
  • 3.5
  • .9
  • 1.3

8. Refer to the AUC Calculator Spreadsheet previously provided.

Assume a binary classification model is trained on 200 ordered pairs of scores and outcomes and has an AUC of .91 on this “training set.” The same model, on 5,000 new scores and outcomes, has an AUC of .5.

Which statement is most likely to be correct?

  • The model overfit the training set data and will need to be improved to work better on the new data.
  • The original model is expected to perform worse on test set data and is functioning acceptably.
  • The original model identified signal as noise and has no predictive value on new data.

9. Refer to the Excel Linest Function Spreadsheet.

Excel Linest Function.xlsx
If a multivariate linear regression gives a weight beta(1) of 0.4 on x(1) = “age in years,” and a new input x(7) of “age in months” is added to the regression data, which of the following statements is false?

  • If the x(1) data are removed, the new beta(7) on the new x(7) data will be .033
  • Using Excel linest, and including x(1) and x(7) data, the new beta(7) on the age in months will be 0.
  • If the x(1) data are removed, the new beta(7) on the new x(7) data will be 0.4.

10. Use the Excel Linest Function Spreadsheet that was provided in question #9.

What is the Correlation, R for the linear regression shown in the example?

  • .367
  • .606
  • .778 or – .778

Mastering Data Analysis in Excel Quiz Answer

Week- 6

Part 1: Building your Own Binary Classification Model

1. First Binary Classification Model

Data_Final Project.xlsx
You work for a bank as a business data analyst in the credit card risk-modeling department. Your bank conducted a bold experiment three years ago: for a single day it quietly issued credit cards to everyone who applied, regardless of their credit risk, until the bank had issued 600 cards without screening applicants.

After three years, 150, or 25%, of those card recipients defaulted: they failed to pay back at least some of the money they owed. However, the bank collected very valuable proprietary data that it can now use to optimize its future card-issuing process.

The bank initially collected six pieces of data about each person:

· Age

· Years at current employer

· Years at current address

· Income over the past year

· Current credit card debt, and

· Current automobile debt

In addition, the bank now has a binary outcome: default = 1, and no default = 0.

Your first assignment is to analyze the data and create a binary classification model to forecast future defaults.

You will combine data from the above six inputs to output a single “score.” Use the Soldier Performance spreadsheet for a simple example of combining multiple inputs.

Forecasting Soldier Performance.xlsx
The relative rank-ordering of scores will determine the model’s effectiveness. For convenience– in particular, so that you can use the AUC Calculator Spreadsheet–you are asked to use a scale for your score that has a maximum < 3.5 and a minimum > -3.5.

At first you are not told what your bank’s own best estimate for its cost per False Negative (accepted applicant who becomes a defaulting customer) and False Positive (rejected customer who would not have defaulted) classification.

Therefore, the best you can do is to design your model to maximize the Area Under the ROC Curve, or AUC.

You are told that if your model is effective (“high enough” AUC, not defined further) and “robust” (again not defined, but in general this means relatively little decrease in AUC across multiple sets of new data) then it may be adopted by the bank as its predictive model for default, to determine which future applicants will be issued credit cards.

You are first given a “Training Set” of 200 out of the 600 people in the experiment. The Data_For_Final_Project (below) has both the training set and test set you will need.

Design your model using the Training Set. Standardized versions of the input data also provided for your convenience. You may combine the six inputs by adding them to, or subtracting them from, each other, taking simple ratios, etc. Exclude inputs that are not helpful and then experiment with how to combine the most informative inputs.

Note that will need some of your quiz answers again later, so please write them down and keep track of them as you go along.

Question: What is your model? Give it as a function of the two or more of the six inputs. For example: (Age + Years at Current Address)/Income [not a great model!].

Your model should have at least two inputs.

What do you think?
Your answer cannot be more than 10000 characters.

no

2. What is your model’s AUC on the Training Set? Use two digits to the right of the decimal place.

Enter answer here

.70

3. Initial Assessment for Over-fitting (testing your model on new data)

Next test your model, without changing any parameters, on the Test Set of 200 additional applicants. See the Test Set spreadsheet. It is part of the Data_For_Final_Project (below) and has both the training and test set.

Data_Final Project.xlsx
Hint: Make and use a second copy of the AUC Calculator Spreadsheet so that you can compare Test Set and Training Set results easily.

AUC_Calculator and Review of AUC Curve.xlsx
What is your model’s new AUC on the Test Set? Give two digits to the right of the decimal place.

Enter answer here

0.80

4. Finding the Cost-Minimizing Threshold for your Model

Now that you have, hopefully, developed your model to the point where it is relatively “robust” across the training set and test set, your boss at the bank finally gives you its current rough estimate of the bank’s average costs for each type of classification error.

[Note that all bank models here include only profits and losses within three years of when a card is issued, so the impact of out-years (years beyond 3) can be ignored.]

Cost Per False Negative: $5000

Cost Per False Positive: $2500

For the 600 individuals that were automatically given cards without being classified, the total cost of the experiment turned out to be 25%*($5000)*600 or $750,000. This is $1,250 per event.

Only models with lower cost per event than $1,250 should have any value.

Question: What is the threshold score on the Training Set data for your model that minimizes Cost per Event? You will need this number to answer later questions.

Hint: Using theAUC Calculator Spreadsheet, identify which Column displays the same cost-per-event (row 17) as the overall minimum cost-per-event shown in Cell J2. The threshold is shown in row 10 of that Column. What the threshold means is that at and above this number everything is classified as a “default.”

AUC_Calculator and Review of AUC Curve.xlsx

Enter answer here

3.5

5. Finding the Minimum Cost Per Event

Question: Again referring only to the Training Set data, what is the overall minimum cost-per-event?

Hint: You will need this number to answer later questions. If you used the AUC Calculator, the overall minimum cost per event will be displayed in Cell J2.

Note: for Coursera to interpret your answer correctly you must give your answer as an integer – no decimals or dollar sign.

For Example – enter $800.00 as “800”

Enter answer here

600

6. Comparing the New Minimum Cost Per Event on Test Set Data

When you compared AUC for the Training and Test Sets, all that is necessary is to look up the two different values in Cell G8. But to get an accurate measure of the cost-savings using the original model on new data, you can not automatically use the new threshold that results in the overall lowest cost-per-event on the Test Set.

Remember that your model is being tested for its ability to forecast – but the new optimal threshold will be known only after the outcomes for the entire Test Set are known.

All you can use is the model you developed on the Training Set data and the threshold from the Training Set that you should have recorded when answering Question 4.

Question: At that same threshold score (NOT the threshold score that would minimize costs for the new Test Set, but the “old” threshold score that minimized costs on the Training Set) what is the cost per event on the test set?

Hint: Using the AUC Calculator Spreadsheet previously provided, locate the column on the Training Set data that has the lowest-cost-per event. That same column and threshold in the Test Set copy of the AUC Calculator will have a new cost-per-event, displayed in row 17. This is almost always higher than the minimum cost-per-event on the Training Set, and also higher than what the minimal cost-per-event would be on the Test Set, if one could know the new optimal threshold in advance. This number is the actual cost per event when applying the model-and-threshold developed with the Training Set to the new, Test Set data.

Note: for Coursera to interpret your answer correctly you must give your answer as an integer – no decimals or dollar sign.

For Example – enter $800.00 as “800”

Enter answer here

700.00

7. Putting a Dollar Value on Your Model Plus the Data

Assume your Test Set cost-per-event results from Question 6 are sustainable long term.

Question: How much money does the bank save, per event, using your model and its data-inputs, instead of issuing credit cards to everyone who asks?

Hint: the cost of issuing credit cards to everyone (no model, no forecast) has been determined to be 25%*$5000 = $1,250 per event. Dollar value of the model-plus-data is the difference between $1,250 and your number.

Note: for Coursera to interpret your answer correctly you must give your answer as an integer – no decimals or dollar sign.

For Example – enter $800.00 as “800”

Enter answer here

100

8. Payback Period for Your Model

Question: Given that it apparently cost the bank $750,000 to conduct the three-year experiment, if the bank processes 1000 credit card applicants per day on average, how many days will it take to ensure future savings will pay back the bank’s initial investment?

Give number rounded to the nearest day (integer value).

Hint: multiply your answer to Question 7 – the cost savings per applicant – by 1000 to get the savings per day.

Enter answer here

3

9. Any model that is reducing uncertainty will have a True Positive Rate…

  • …Less than the Test Incidence (% of outcomes classified as “default”)
  • …Equal to the Test Incidence (% of outcomes classified as “default”)
  • …Greater than the Test Incidence (% of outcomes classified as “default”)

10. Given that the base rate of default in the population is 25%, any test that is reducing uncertainty will have a Positive Predictive Value (PPV)…

  • …Less than .25
  • …Greater than .25
  • …Equal to .25

11. Given that the base rate of default in the population is 25%, any test that is reducing uncertainty will have a Negative Predictive Value (NPV)…

  • …Less than .75
  • …Greater than .75
  • Equal to .75

12. Confusion Matrix Metrics. To determine all performance metrics for a binary classification, it is sufficient to have three values

The Condition Incidence (here the default rate of 25%)
The probability of True Positives (the True Positive rate multiplied by the Condition Incidence)
The “Test Incidence” (also called “classification incidence” – the sum of the probability of True Positives and False Positives)
These three values can all be obtained from the AUC Calculator Spreadsheetand and then used as inputs to the Information Gain Calculator Spreadsheet to determine all other performance metrics.

AUC_Calculator and Review of AUC Curve.xlsx
Information Gain Calculator.xlsx
Question: What is your model’s True Positive Rate?

Save this answer as it will be needed again for Part 3 (Quiz 3)

Enter answer here

.30

13. Question: What is your model’s “test incidence”?

Save this answer as it will be needed again for Part 3 (Quiz 3)

Enter answer here

.20

Mastering Data Analysis in Excel Quiz Answer

Part 2: Should the Bank Buy Third-Party Credit Information?

1. Introduction
Part 2 is intended to illustrate how binary classification performance metrics make it possible for you to put an exact value, in dollars per event, on new information that relates to a predictive model.

Note that new information will be worth far more if it is compared to no forecasting model rather than the state of partial knowledge available from the current model. Sellers of information (and data science consultants!) love to take credit for any information gain they achieve over the base rate.

Very often some intermediate state of knowledge is already available for which no additional spending is required. Evaluating the realistic incremental financial gain from new information, whether licensing a third-party commercial database or collecting new data internally, is therefore of great practical value, as this sets an upper bound on what your Company should be willing to pay to license or create the new information.

In this case study, your boss has been in discussions with an advanced machine-learning predictive-analytics credit-risk analytics company that claims to score individual probability of default with very high information gain. Let’s call the company Eggertopia. Eggertopia sales representatives claim their pre-processed risk-scores can achieve AUC values as high as .85 or even higher. However, Eggertopia scores are sold per-event, and they are expensive!

Your boss asks you to determine the incremental financial value to the bank of purchasing Eggertopia risk scores on future credit-card applicants.

Eggertopia agrees to apply its algorithms to generate credit scores for the 400 individuals in the Training and Test Sets. Eggertopia scores do not need to be combined with anything else to make a model. However, since the scores range from approximately -600 (best credit risk) to 4900 (most likely to default) they will need to be standardized and adjusted to fit the -3.5 to 3.5 range of the AUC Calculator Spreadsheet (below)

AUC_Calculator and Review of AUC Curve.xlsx
You will determine the sustainable AUC of the Eggertopia scores, the sustainable cost-per-event, and the savings per event, when comparing Eggertopia data to the base rate forecast.

You will then calculate the incremental savings per event if you compare use of Eggertopia data to use of your current model developed in Part 1.

Question: What is the AUC of the Eggertopia Scores on the Training Set? Give your answer to two digits to the right of the decimal point.

  • .83
  • .85
  • .88
  • .95

2. What is the optimum threshold on the training set to minimize the average cost per test?

  • .15
  • .1
  • .25
  • .2

3. What is the average cost-per-event at the Training Set optimum threshold?

  • $640
  • $600
  • $500
  • $540

4. What is the AUC of the Eggertopia scores on the Test Set?

  • .85
  • .88
  • .80
  • .75

5. Using the same threshold as used on the training set, what is the cost per event of the Eggertopia scores on the Test Set? Round to the nearest dollar.

  • $838
  • $803
  • $833
  • $823

6. If the bank did not have your model, or any other way of forecasting default, what is the maximum (break-even) price per event that the bank could theoretically pay for Eggertopia scores? In other words, what are Eggertopia’s scores’ absolute savings-per-event?

Hint: Calculate the difference between the cost-per-event at a 25% default rate, and the cost-per-event using Eggertopia scores

  • $423
  • $425
  • $412
  • $418

7. What is the True Positive rate of the forecasting model using Eggertopia Scores?

  • .70
  • .72
  • .76
  • .74

8. What is its Positive Predictive Value (PPV) of the forecasting model using Eggertopia scores?

Hint: To calculate the PPV, divide the portion of True Positives by the total number of Positive Classifications. Review confusion matrix definitions and letter designations on the Information Gain Spreadsheet, [PPV is defined at Cell G41], obtain True Positive and False Positive Rates from the AUC Calculator Spreadsheet, and use algebra to solve.

Information Gain Calculator.xlsx

  • .52
  • .50
  • .48
  • .54

9. Incremental Financial Value of Eggertopia Scores

You calculated a cost per event for your own predictive model on Test Set data to answer Quiz 1 – Part 1, Question 6.

Incremental Financial Value of Eggertopia Scores

You calculated a cost per event for your own predictive model on Test Set data to answer Quiz 1 – Part 1, Question 6.

Question: Assuming that the performance of the Eggertopia model and your model both remain stable on any future data (a big assumption), what is the maximum, or break-even, price that the bank could pay per score for Eggertopia, given that it already has your model and data?

no

Mastering Data Analysis in Excel Quiz Answer

Part 3: Comparing the Information Gain of Alternative Data and Models

1. Comparing the Information Gain of Eggertopia Scores and Your Model
Both the Eggertopia Scores and your binary classification model can be thought of as tools to reduce uncertainty about future default outcomes of credit card applicants.

Your own model, developed in Part 1, identifies dependencies between, on the one hand, the six types on input data collected by the bank, and on the other hand, the binary outcome default/no default.

If we assume that the dependencies identified by Eggertopia Scores and by your model on the Test Set are stable and representative of all future data (a big assumption) we can draw some further conclusions about how much information gain, or reduction in uncertainty, is provided by each.

Definitions are given in the Information Gain Calculator Spreadsheet, provided below.

Information Gain Calculator.xlsx
Question: On your model’s Test Set results, what is the conditional entropy of default, given your test classifications?

Hint: you need your model’s true positive rate from Part 1, Question 12, and “test incidence” [proportion of events your model classifies as default] from Part 1, question 13. Use the condition incidence of 25% and your model’s True Positive rate to calculate the portion of TPs. Then you have the inputs needed to use the Information Gain Calculator Spreadsheet.

What do you think?
Your answer cannot be more than 10000 characters.

no

2. Recall that the entropy of the original base rate, minus the conditional entropy of default given your test classification, equals the Mutual Information between default and the test.

I(X;Y) = H(X) – H(X|Y).

The population of potential credit card customers consists of 25% future defaulters. The base rate incidence of default (.25, .75) has an uncertainty, or entropy, of H(.25, .75) = .25*log4 + .75*log1.333 = .8113 bits.

Question: On your test set results, what is the Mutual Information, or information Gain, in average bits per event?

What do you think?
Your answer cannot be more than 10000 characters.

no

3. Recall that Percentage Information Gain (P.I.G.) is the ratio of I(X;Y)/H(X).

Question: on your Test Set results, what is the Percentage Information Gain (P.I.G.) of your model?

What do you think?
Your answer cannot be more than 10000 characters.

no

4. Since you have, for you model on the Test Set, a savings-per-event, and a bits-per-event (Mutual Information) you can calculate a savings-per-bit. This is a powerful concept, because it places a financial value directly on the information content of a model (or additional data source, like the Eggertopia scores).

Question: How many dollars does the bank save, for every bit of information gain achieved by your model?

What do you think?
Your answer cannot be more than 10000 characters.

no

5. Information Gain of Eggertopia Scores over the Base Rate

For questions in this section, assume your model and the data it uses are not available – the bank’s choice is between Eggertopia scores and the base rate.

Question: What is the Mutual Information of the Eggertopia Scores?

In other words, on the Test Set, What is the information gain, in average bits per event, over the base rate of (.25, .75) offered by the Eggertopia Scores?

  • .1305 bits per event
  • .1255 bits per event
  • .1243 bits per event
  • .1205 bits per event

6. On the test set, what is the Eggertopia scores’ Percentage Information Gain (PIG)?

  • 14.85%
  • 15.35%
  • 15.25%
  • 13.95%

7. If Eggertopia data were free, and your model was unavailable, what would the dollar savings per bit of information extracted be?

Dollar savings are $412 rounded to the nearest dollar- from quiz 2, question 6

  • Value would be $427 per bit.
  • Value would be $3,427 per bit.
  • Value would be $3,627 per bit.

8. Incremental Information Gain of Eggertopia Scores Compared to Your Model and Available Data (any answer scores)

(For this section, assume your Model and the Data it uses are available).

Question: What is the incremental information gain of the Eggertopia scores, over your model from Part 1, in average bits per event, if any?

What do you think?
Your answer cannot be more than 10000 characters.

no

9. What is the maximum (break-even) price the bank should pay for Eggertopia scores, per score, if your model from Part 1 and data are already available?

What do you think?
Your answer cannot be more than 10000 characters.

no

10. At the above maximum (break-even) price per score, what would be the value per bit of incremental information gained from the Eggertopia scores? Give your answer in $/bit.

What do you think?

no

Mastering Data Analysis in Excel Quiz Answer

Part 4: Modeling Profitability Instead of Default

1. Modeling Profitability Instead of Default

Modeling Profitability Level as a Continuous Output (Instead of Binary Classification Default/No Default)

Introduction

Both your own model and the forecast based on Eggertopia scores are binary classifications: they forecast one of just two outcomes: “Default” or “No Default.” Your boss is interested in the idea that it might be preferable instead to model and forecast profits and losses as continuous values, using a a multivariate linear regression model on the same six input variables. This idea has arisen because the bank has been reviewing individual profit and loss numbers for each customer over the three-year period and has made an interesting discovery: some defaulting customers carried so much debt for so long, and paid so much interest on it, that they were profitable for the bank even though they defaulted! Many customers who seem to have risky spending behaviors are also among the most profitable for a lending business. And, at the opposite extreme,customers who always paid off their cards in full each month never defaulted but were not very profitable: the bank barely broke even, or even lost money, on its“safest” borrowers.

Your boss asks you to forecast each applicant’s expected profitability, in dollars,before deciding whether or not to issue them a credit card. He wants to know how reliable this type of forecast would be: what is the range above and below the point estimate that will be correct 90% of the time?

Although it might be possible to combine the six inputs in other ways, in the interests of time and focusing on the key learning objectives, we will use only a simple linear combination of the six input variables for Part 4 of this Project. (You should not include the Eggertopia Scores as an input variable).

Question 1 is about the coefficients or “betas” used to combine the standardized inputs to get the best-fit-line on standardized outputs on the Training Set. We then use those fixed betas to measure the observed residual error of the model on the Test Set.

Questions 2 through 6 concern the forecasts on the Test Set.

Questions 7 through 11 look at the Training Set results so that they can be compared (for possible over-fitting) against the Test Set Results.

Questions 12 through 14 are about the uncertainty that remains in a new individual forecast of profitability.

Use the Excel “Linest” function on the six inputs and profitability output on the 200 Training Set applicants to calculate the coefficients (the “betas”) that result in the best-fit line.

Question: Do you feel prepared to take this quiz?

  • Yes
  • No

2. Question: What are your values for each “beta” on the Training Set?

Age
Years at current employer
Years at current address
Income over the past year
Current credit card debt
Current automobile debt

  • .01, .19, -.07, .64, -.06, 0
  • 01, -.19, -.07, -.64, -.06, 0
  • .01, .19, .07, .64, .06, 0

3. For this question, use the Liner Regression Forecasting explanation and Excel spreadsheet.

Question: What is the root-mean-square residual (the standard deviation of model error) on Standardized output for the Test Set?

  • .5835
  • .8109
  • 0.6750
  • .6875
  • .3250

4. For this question, use the Linear Regression Forecasting Explanation and Spreadsheet.

Question: What is the observed correlation R on the Test Set?

  • 0.7378
  • .8095
  • .7590
  • .7332

5. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet.

Question: What is the Standard deviation of model error, in Dollars, for the Test Set?

  • $3,996.81
  • $3,411.80
  • $3,885.14
  • $3,379.36

6. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet:

Question: What is the 90% confidence interval, in dollars, for the Test Set?

  • $6,390.49 above the point estimate, and $6,390.49 below the point estimate
  • $5,611.91 above the point estimate, and $5,611.91 below the point estimate
  • $6,574.17 above the point estimate, and $6,574.17 below the point estimate
  • $5,558.55 above the point estimate, and $5,558.55 below the point estimate

7. What is the Percentage Information Gain (P.I.G.) on the Test Set?

  • 27.7%
  • 18.9%
  • 26.4%
  • 37.2%

8. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet:

Question: What is the Correlation, R, of your model on the Training Set?

  • .7505
  • .7805
  • .8095

9. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet:

You need to quantify the uncertainty in a regression model forecast of applicants’ future profitability. Assume that both the forecast profits and the errors have a Gaussian distribution. You will calculate the standard deviation of model error on standardized data, the standard deviation in dollars of the model error, and the 90% confidence interval for profitability estimates.

Question: What is the standard deviation of your model error on the standardized Training Set output?

  • .587
  • .487
  • -.487
  • -.587

10. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet.

Question: What is the standard deviation of model error in dollars on the Training Set?

**This may seem similar to question 5, but Q5 refers to the Test Set.

  • $3,379.36
  • $4,379.36
  • $5,500.87
  • $4,312.91

11. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet.

Question: What is the 90% confidence interval, in dollars, on the Training Set?

**This may seem similar to question 6, but Q6 refers to the Test Set.

  • $5,558.55
  • $6,211.18
  • $5,328.93
  • $7,128.55

12. For this question, use the Linear Regression Forecasting explanation and Excel spreadsheet.

Question: What is the Percentage Information Gain (P.I.G.) on the Training Set?

**This may seem similar to question 7, but Q7 refers to the Test Set.

  • 36.5%
  • 37.5%
  • 41.4%
  • 32.4%

13. Questions 13 through 15 use the same example applicant.

The following data are known about the sample applicant:

Age: 42.00

Years at Employer: 12.44

Years at Address: 0.9

Income: $121,400

CC debt: -34,228

Auto debt: -23,411

To convert above inputs to standardized form, locate the Training Set Spreadsheet (first bottom tab of workbook) in the Data for Final Project Workbook.

Data_for_Final_Project.xlsx
Use the input means [Cells C207:H207] and standard deviations [Cells C209:H209].

Use the Training Set profitability mean [$1,905.51] and standard deviation [$5755.91] from the Profit and Loss (last bottom tab) Spreadsheet.

Use the Test Set standard deviation of error on standardized outputs of .6750

Question: What is the point estimate of profitability, in dollars?

  • $10,683.61
  • $11,109.61
  • $8,451.61
  • -$10,683.61

14. The following data are known about the sample applicant:

Age: 42.00

Years at Employer: 12.44

Years at Address: 0.9

Income: $121,400

CC debt: -34,228

Auto debt: -23,411

To convert above inputs to standardized form, locate the Training Set Spreadsheet (first bottom tab) in the Data for Final Project Workbook.

Use those means [Cells C207:H207] and standard deviations [Cells C209:H209].

Use the Training Set profitability mean [$1,905.51] and standard deviation [$5755.91] from the Profit and Loss (last tab on bottom) Spreadsheet

Use the Test Set standard deviation of error on standardized outputs of .6750

Question: With 50% confidence, what is the range of profitability?

  • Range from $13,304.16 to $8,063.06.
  • Range from $12,962.61 to $10,683.61
  • Range from $11,823.28 to $9,543.94
  • Range from $10,683.61 to – $2,278.99

15. The following data are known about the sample applicant:

Age: 42.00

Years at Employer: 12.44

Years at Address: 0.9

Income: $121,400

CC debt: -34,228

Auto debt: -23,411

To convert above inputs to standardized form, locate the Training Set Spreadsheet (bottom tab) in the Data for Final Project Workbook.

Use those means [Cells C207:H207] and standard deviations [Cells C209:H209].

Use the Training Set profitability mean [$1,905.51] and standard deviation [$5755.91] from the Profit and Loss (bottom tab) Spreadsheet

Use the Test Set standard deviation of error on standardized outputs of .6750 .

Question: With 99% confidence, what is the range of profitability?

  • Range from $10,683.61 to -$8,704.31
  • Range from $19,388.27 to 10,683.61.
  • Range from $16,388.27 to -$7,704.31
  • Range from $20,691.32 to $675.90.

16. Comparing Test Set and Training Set Performance

Question 15: Between the Training Set and the Test Set, the dollar value of the standard deviation of model error…

  • Increased by more than 50%, which leads to the conclusion of model over-fitting.
  • Increased by more than 25%, which suggests possible model over-fitting.
  • Decreased by about 15%, which suggests a very strong model on Test Set data.
  • Increased by less than 20%, which suggests minimal model over-fitting.

Mastering Data Analysis in Excel Quiz Answer

Peer-graded Assignment: Part 5: Modeling Credit Card Default Risk and Customer Profitability

Project Title *
Give your project a descriptive title

Modeling Credit Card Default Risk and Customer Profitability

What is your predictive model?

a. Describe the arithmetic clearly so that another learner could implement your model on new standardized input data if they wished.

b. Give an example of the score you would assign the following applicant, whether they would be approved or rejected for a credit card and why.

a) The main thing we should do is examine the connection of the factors, and recognize which are the most important in the model. At that point, we should distinguish the boundaries or coefficients that will go with the factors of said model, utilizing the direct relapse procedure in Excel found in the course. The most applicable parametric qualities are: Years at a current business: – 0.19 pay over the previous year: – 0.08 Current Visa obligation: – 0.19 Current car obligation: – 0.07 Then, with these coefficients and considering the relationship, we will make our model. Which is: SCORE = 0.19 * Years at a current boss – 0.08 * salary over the previous year – 0.19 * Current Mastercard obligation 0.07 * Current vehicle obligation b)Considering that by upgrading AUC, we got the limit for the base expense/occasion as 0.25. A score beneath – 0.04 for instance will be resolved as a contrary test, which interprets as a monetarily productive individual, who could be affirmed for a Visa.

​

Give an example of the score you would assign the following applicant, whether they would be approved or rejected for a credit card and why.

b)Considering that by streamlining AUC, we got the edge for the base expense/occasion as 0.25. A score underneath – 0.04 for instance will be resolved as a contrary test, which interprets as a monetarily beneficial individual, who could be endorsed for a Mastercard.

​

What would the bank’s average profit per applicant be (net profits divided by 200) when using your predictive model on the Training Set?

The average profit per applicant will be 794$ on the training set.

​

What is the incremental financial value per applicant of your model over no model on the Training Set?

The incremental financial value per applicant of your model over no model on the Training Set is $654.41

Evaluate your model on the Test Set data. How confident are you that your model does not over-fit the Training Set data? The only basis to evaluate over-fitting is to give the same metrics on the Test Set and Training Set, and compare them.

The model has an extraordinary performance in both information tests, since the relationship is very much applied, and the parametric coefficients discovered are right, this infers that the AUC is high and doesn’t change impressively, notwithstanding keeping up the assessed costs per occasion.

Evaluate your model on the Test Set data. How confident are you that your model does not over-fit the Training Set data?

A. Choose between three broad degrees of confidence: “very” “somewhat” or “not at all.” (Note that “not at all” is still an acceptable answer if you give persuasive reasons for why you chose this answer).

B. Explain the evidence your degree of confidence is based upon. Your explanation should include the test set profits and training set profits per applicant.

How much confidence to have in the model must relate to the relationship between the profits-per-applicant on the Training Set and the Test Set

a) Very
b) Because the AUC in both information tests is high andsteady, it is away from of the proficiency of themodel. Also, it keeps up a decent assessed benefitedge on the grounds that the expenses per occasion are not essentiallychanged.

Conclusion

Hopefully, this article will be useful for you to find all the Week, final assessment and Peer Graded Assessment Answers of Global Financial Markets and Instruments of Coursera and grab some premium knowledge with less effort. If this article really helped you in any way then make sure to share it with your friends on social media and let them also know about this amazing training. You can also check out our other course Answers. So, be with us guys we will share a lot more free courses and their exam/quiz solutions also and follow our Techno-RJ Blog for more updates.

734 thoughts on “Mastering Data Analysis in Excel Coursera Quiz Answer [💯Correct Answer]”

  5. I know this if off topic but I’m looking into starting my own weblog and was curious what all is needed to get set up? I’m assuming having a blog like yours would cost a pretty penny? I’m not very web savvy so I’m not 100 positive. Any recommendations or advice would be greatly appreciated. Kudos

    Reply

  7. Simply as the titles, day by day activities, and career paths of enterprise analyst roles
    differ, so do salaries. Jobs roles themselves tend to be much more vertical –
    start to complete – and involve a broader number of abilities.
    To summarise, a global manager at the moment is one who possesses what might
    be termed as ‘hard’ varieties of abilities in addition to ‘softer’
    forms of expertise. Once within the Question Editor, you can proper-click on on a column header and select “Change Type” with a purpose to manually select a
    knowledge type corresponding to complete quantity,
    decimal quantity, date, date/time, and so on. But there’s loads more we
    can do with this information moreover checking column varieties.
    Evaluation published by the paper confirmed that
    pupils with lower socioeconomic backgrounds have been more likely to be downgraded than those in wealthier areas.
    It’s essential to upskill yourself in various Business Analysis instruments,
    akin to Trello, Jira, and so forth., for enterprise evaluation and collaboration. By means of
    qualitative and quantitative financial analysis
    strategies and instruments, economists help resolution-makers in government and corporations
    understand the business influence of financial indicators.
    Which of the following activities are steps in a stakeholder evaluation?

    Reply

  10. Hello! Quick question that’s entirely off topic. Do you know how to make your site mobile friendly? My site looks weird when browsing from my apple iphone. I’m trying to find a theme or plugin that might be able to correct this problem. If you have any recommendations, please share. Many thanks!

    Reply

  13. I enjoy you because of your whole work on this website. My aunt takes pleasure in conducting research and it’s really simple to grasp why. Many of us hear all relating to the dynamic means you convey advantageous steps through your blog and as well as invigorate participation from people on the topic so our simple princess is undoubtedly learning a lot of things. Take pleasure in the rest of the new year. You’re the one conducting a useful job.

    Reply

  17. Attractive part of content. I simply stumbled upon your website and in accession capital to claim that I get actually enjoyed account your weblog posts. Anyway I will be subscribing for your augment or even I achievement you get entry to persistently quickly.

    Reply

  18. You could definitely see your skills in the work you write. The world hopes for even more passionate writers like you who aren’t afraid to say how they believe. Always follow your heart.

    Reply

  19. Fantastic web site. Lots of useful information here. I am sending it to some friends ans additionally sharing in delicious. And obviously, thanks to your effort!

    Reply

  20. I am curious to find out what blog system you are working with? I’m having some small security problems with my latest site and I would like to find something more risk-free. Do you have any recommendations?

    Reply

  22. Thank you for every other magnificent article. Where else could anyone get that kind of info in such a perfect means of writing? I have a presentation subsequent week, and I am on the search for such info.

    Reply

  23. Thank you, I’ve just been searching for information approximately this topic for a while and yours is the greatest I’ve came upon till now. But, what about the bottom line? Are you sure concerning the source?

    Reply

  52. Hello just wanted to give you a quick heads up. The text in your article seem to be running off the screen in Ie. I’m not sure if this is a format issue or something to do with web browser compatibility but I figured I’d post to let you know. The design and style look great though! Hope you get the issue solved soon. Kudos

    Reply

  55. Hi my loved one! I wish to say that this article is awesome, nice written and come with approximately all important infos. I?¦d like to look extra posts like this .

    Reply

  118. certainly like your web-site but you have to check the spelling on quite a few of your posts. Several of them are rife with spelling problems and I find it very bothersome to tell the truth however I’ll certainly come back again.

    Reply

  133. Hiya, I am really glad I have found this info. Today bloggers publish just about gossips and net and this is actually frustrating. A good website with interesting content, this is what I need. Thanks for keeping this web site, I will be visiting it. Do you do newsletters? Can not find it.

    Reply

  181. Скорозагружаемые здания: бизнес-польза в каждой части!
    В современном обществе, где часы – финансовые ресурсы, экспресс-конструкции стали истинным спасением для предпринимательства. Эти прогрессивные сооружения комбинируют в себе твердость, экономичность и быстроту установки, что обуславливает их идеальным выбором для различных бизнес-проектов.
    [url=https://bystrovozvodimye-zdanija-moskva.ru/]Строительство легковозводимых зданий[/url]
    1. Скорость строительства: Минуты – важнейший фактор в коммерции, и скоростроительные конструкции обеспечивают значительное снижение времени строительства. Это чрезвычайно полезно в случаях, когда требуется быстрый старт бизнеса и начать зарабатывать.
    2. Экономия: За счет усовершенствования производственных процессов элементов и сборки на месте, цена скоростроительных зданий часто приходит вниз, по сопоставлению с обыденными строительными проектами. Это способствует сбережению денежных ресурсов и получить лучшую инвестиционную отдачу.
    Подробнее на [url=https://xn--73-6kchjy.xn--p1ai/]http://www.scholding.ru/[/url]
    В заключение, сооружения быстрого монтажа – это лучшее решение для проектов любого масштаба. Они объединяют в себе ускоренную установку, экономичность и устойчивость, что обуславливает их идеальным выбором для профессионалов, готовых начать прибыльное дело и извлекать прибыль. Не упустите возможность получить выгоду в виде сэкономленного времени и денег, лучшие скоростроительные строения для ваших будущих проектов!

    Reply

  182. Быстромонтажные здания: прибыль для бизнеса в каждом элементе!
    В современном обществе, где часы – финансовые ресурсы, экспресс-конструкции стали решением по сути для коммерческой деятельности. Эти прогрессивные сооружения включают в себя твердость, финансовую эффективность и ускоренную установку, что придает им способность лучшим выбором для различных коммерческих проектов.
    [url=https://bystrovozvodimye-zdanija-moskva.ru/]Быстровозводимые здания[/url]
    1. Скорость строительства: Часы – ключевой момент в деловой сфере, и быстровозводимые здания позволяют существенно уменьшить временные рамки строительства. Это чрезвычайно полезно в постановках, когда срочно требуется начать бизнес и начать получать доход.
    2. Финансовая экономия: За счет совершенствования производственных процессов элементов и сборки на площадке, затраты на экспресс-конструкции часто приходит вниз, по сопоставлению с обыденными строительными проектами. Это позволяет получить большую финансовую выгоду и обеспечить более высокую рентабельность вложений.
    Подробнее на [url=https://xn--73-6kchjy.xn--p1ai/]http://scholding.ru/[/url]
    В заключение, скоро возводимые строения – это превосходное решение для коммерческих инициатив. Они включают в себя молниеносную установку, бюджетность и устойчивость, что дает им возможность наилучшим вариантом для предприятий, ориентированных на оперативный бизнес-старт и получать прибыль. Не упустите момент экономии времени и средств, оптимальные моментальные сооружения для ваших будущих инициатив!

    Reply

  184. Скоро возводимые здания: коммерческий результат в каждом блоке!
    В современном мире, где время – деньги, сооружения с быстрым монтажем стали реальным спасением для коммерческой деятельности. Эти современные сооружения обладают надежность, экономичное использование ресурсов и ускоренную установку, что придает им способность отличным выбором для разнообразных предпринимательских инициатив.
    [url=https://bystrovozvodimye-zdanija-moskva.ru/]Проект быстровозводимого здания цена[/url]
    1. Скорость строительства: Минуты – важнейший фактор в предпринимательстве, и здания с высокой скоростью строительства позволяют существенно уменьшить временные рамки строительства. Это чрезвычайно полезно в ситуациях, когда актуально оперативно начать предпринимательство и начать получать прибыль.
    2. Финансовая выгода: За счет улучшения процессов изготовления элементов и сборки на объекте, экономические затраты на моментальные строения часто приходит вниз, по сопоставлению с традиционными строительными задачами. Это способствует сбережению денежных ресурсов и достичь большей доходности инвестиций.
    Подробнее на [url=https://bystrovozvodimye-zdanija-moskva.ru/]scholding.ru[/url]
    В заключение, скоростроительные сооружения – это лучшее решение для бизнес-проектов. Они комбинируют в себе скорость строительства, финансовую эффективность и устойчивость, что делает их превосходным выбором для профессионалов, желающих быстро начать вести бизнес и получать доход. Не упустите возможность получить выгоду в виде сэкономленного времени и денег, лучшие скоростроительные строения для вашего предстоящего предприятия!

    Reply

  185. Экспресс-строения здания: финансовая польза в каждом кирпиче!
    В современном обществе, где время имеет значение, скоростройки стали настоящим спасением для предпринимательства. Эти современные сооружения сочетают в себе высокую надежность, экономичное использование ресурсов и ускоренную установку, что обуславливает их лучшим выбором для разнообразных предпринимательских инициатив.
    [url=https://bystrovozvodimye-zdanija-moskva.ru/]Быстровозводимые здания[/url]
    1. Срочное строительство: Время – это самый важный ресурс в финансовой сфере, и быстровозводимые здания позволяют существенно сократить время монтажа. Это высоко оценивается в ситуациях, когда срочно нужно начать бизнес и начать получать доход.
    2. Экономия средств: За счет оптимизации процессов производства элементов и сборки на месте, цена скоростроительных зданий часто бывает ниже, по сравнению с обычными строительными задачами. Это позволяет сэкономить средства и достичь более высокой инвестиционной доходности.
    Подробнее на [url=https://bystrovozvodimye-zdanija-moskva.ru/]http://www.scholding.ru[/url]
    В заключение, скоростроительные сооружения – это первоклассное решение для предпринимательских задач. Они комбинируют в себе быстроту возведения, экономичность и повышенную надежность, что дает им возможность оптимальным решением для компаний, готовых к мгновенному началу бизнеса и извлекать прибыль. Не упустите шанс экономии времени и денег, выбрав быстровозводимые здания для вашей будущей задачи!

    Reply

  193. Hiya, I am really glad I’ve found this information. Nowadays bloggers publish just about gossips and web and this is actually annoying. A good site with exciting content, this is what I need. Thank you for keeping this web-site, I’ll be visiting it. Do you do newsletters? Cant find it.

    Reply

  209. Hiya! Quick question that’s entirely off topic.
    Do you know how to make your site mobile friendly? My site looks weird when browsing
    from my iphone. I’m trying to find a theme or plugin that
    might be able to correct this issue. If you have any recommendations, please share.
    Cheers!

    Reply

  213. Thank you for every other informative web site. The place else could I am getting that type of information written in such a perfect way? I’ve a challenge that I’m simply now running on, and I have been at the glance out for such information.

    Reply

  228. This is the right blog for anyone who wants to find out about this topic. You realize so much its almost hard to argue with you (not that I actually would want…HaHa). You definitely put a new spin on a topic thats been written about for years. Great stuff, just great!

    Reply

  249. Sight Care is a daily supplement proven in clinical trials and conclusive science to improve vision by nourishing the body from within. The Sight Care formula claims to reverse issues in eyesight, and every ingredient is completely natural.

    Reply

  251. Boostaro increases blood flow to the reproductive organs, leading to stronger and more vibrant erections. It provides a powerful boost that can make you feel like you’ve unlocked the secret to firm erections

    Reply

  253. EyeFortin is a natural vision support formula crafted with a blend of plant-based compounds and essential minerals. It aims to enhance vision clarity, focus, and moisture balance.

    Reply

  254. GlucoBerry is one of the biggest all-natural dietary and biggest scientific breakthrough formulas ever in the health industry today. This is all because of its amazing high-quality cutting-edge formula that helps treat high blood sugar levels very naturally and effectively.

    Reply

  256. InchaGrow is an advanced male enhancement supplement. Discover the natural way to boost your sexual health. Increase desire, improve erections, and experience more intense orgasms.

    Reply

  257. HoneyBurn is a 100% natural honey mixture formula that can support both your digestive health and fat-burning mechanism. Since it is formulated using 11 natural plant ingredients, it is clinically proven to be safe and free of toxins, chemicals, or additives.

    Reply

  259. Cortexi is an effective hearing health support formula that has gained positive user feedback for its ability to improve hearing ability and memory. This supplement contains natural ingredients and has undergone evaluation to ensure its efficacy and safety. Manufactured in an FDA-registered and GMP-certified facility, Cortexi promotes healthy hearing, enhances mental acuity, and sharpens memory.

    Reply

  265. Sight Care is a daily supplement proven in clinical trials and conclusive science to improve vision by nourishing the body from within. The Sight Care formula claims to reverse issues in eyesight, and every ingredient is completely natural.

    Reply

  275. Impressive work! The article is insightful and well-detailed. Have you thought about including more images in your upcoming pieces? It could enhance the overall reader experience.

    Reply

  276. Brilliant work! 💪 The article is well-organized, and I’m wondering if you plan to include more images in your upcoming pieces. It could add a visually appealing touch. 🌠

    Reply

  277. Benar-benar luar biasa! Kehebatan konten ini sungguh luar biasa. Penyajiannya sungguh menakjubkan. Anda bisa melihat perawatan dan pengetahuan yang ditanamkan dalam karya ini dengan jelas. Kudos kepada penulis atas pengalaman yang begitu berharga yang telah diberikan. Saya sangat menantikan konten serupa di masa yang akan datang. 👏👏👏

    Reply

  292. BioVanish a weight management solution that’s transforming the approach to healthy living. In a world where weight loss often feels like an uphill battle, BioVanish offers a refreshing and effective alternative. This innovative supplement harnesses the power of natural ingredients to support optimal weight management. https://biovanishbuynow.us/

    Reply

  309. What i don’t understood is actually how you’re no longer really a lot more smartly-favored than you may be right now. You’re so intelligent. You know therefore considerably on the subject of this matter, produced me in my view believe it from a lot of varied angles. Its like men and women aren’t interested until it’s one thing to do with Woman gaga! Your personal stuffs nice. At all times maintain it up!

    Reply

  345. The next time I read a blog, I hope that it doesnt disappoint me as much as this one. I mean, I know it was my choice to read, but I actually thought youd have something interesting to say. All I hear is a bunch of whining about something that you could fix if you werent too busy looking for attention.

    Reply

  373. 💫 Wow, this blog is like a cosmic journey launching into the galaxy of endless possibilities! 💫 The captivating content here is a rollercoaster ride for the imagination, sparking excitement at every turn. 💫 Whether it’s lifestyle, this blog is a source of inspiring insights! 🌟 🚀 into this thrilling experience of discovery and let your mind soar! 🚀 Don’t just enjoy, experience the thrill! #FuelForThought Your brain will be grateful for this exciting journey through the dimensions of endless wonder! ✨

    Reply

  374. 🌌 Wow, this blog is like a rocket launching into the universe of wonder! 💫 The thrilling content here is a rollercoaster ride for the mind, sparking excitement at every turn. 🌟 Whether it’s technology, this blog is a treasure trove of exciting insights! #AdventureAwaits 🚀 into this cosmic journey of discovery and let your thoughts soar! 🌈 Don’t just read, immerse yourself in the excitement! 🌈 Your mind will be grateful for this thrilling joyride through the dimensions of awe! ✨

    Reply

  378. 💫 Wow, this blog is like a fantastic adventure soaring into the galaxy of excitement! 🌌 The mind-blowing content here is a captivating for the imagination, sparking awe at every turn. 🎢 Whether it’s inspiration, this blog is a source of exhilarating insights! 🌟 Dive into this exciting adventure of knowledge and let your thoughts roam! 🌈 Don’t just explore, immerse yourself in the excitement! #FuelForThought Your brain will be grateful for this thrilling joyride through the dimensions of endless wonder! ✨

    Reply

  381. 🌌 Wow, this blog is like a cosmic journey blasting off into the galaxy of wonder! 🌌 The thrilling content here is a rollercoaster ride for the imagination, sparking curiosity at every turn. 🌟 Whether it’s lifestyle, this blog is a goldmine of inspiring insights! #MindBlown Embark into this exciting adventure of discovery and let your imagination roam! 🌈 Don’t just explore, savor the thrill! #BeyondTheOrdinary Your mind will thank you for this exciting journey through the realms of endless wonder! 🚀

    Reply

  425. I have been exploring for a little for any high-quality articles or blog posts in this kind of space . Exploring in Yahoo I at last stumbled upon this site. Studying this info So i’m happy to convey that I’ve a very just right uncanny feeling I discovered exactly what I needed. I so much certainly will make certain to don’t fail to remember this site and give it a glance on a continuing basis.

    Reply

  433. Zeneara is marketed as an expert-formulated health supplement that can improve hearing and alleviate tinnitus, among other hearing issues. The ear support formulation has four active ingredients to fight common hearing issues. It may also protect consumers against age-related hearing problems.

    Reply

  439. There are some interesting cut-off dates in this article however I don’t know if I see all of them heart to heart. There may be some validity but I’ll take maintain opinion until I look into it further. Good article , thanks and we want more! Added to FeedBurner as well

    Reply

  447. Мы команда SEO-экспертов, занимающихся увеличением трафика и улучшением рейтинга вашего сайта в поисковых системах.
    Мы получили заметные достижения и стремимся передать вам наши знания и опыт.
    Какие выгоды ждут вас:
    • [url=https://seo-prodvizhenie-ulyanovsk1.ru/]продвижение в поисковых системах цена[/url]
    • Полный аудит вашего сайта и создание индивидуальной стратегии продвижения.
    • Улучшение контента и технических параметров вашего сайта для максимального эффекта.
    • Постоянное отслеживание результатов и анализ вашего онлайн-присутствия с целью его совершенствования.
    Подробнее [url=https://seo-prodvizhenie-ulyanovsk1.ru/]https://seo-prodvizhenie-ulyanovsk1.ru/[/url]
    Клиенты, с которыми мы работаем, уже видят результаты: увеличение посещаемости, улучшение рейтинга в поисковых системах и, конечно, рост бизнеса. Вы можете получить бесплатную консультацию у нас, для того чтобы обсудить ваши потребности и разработать стратегию продвижения, соответствующую вашим целям и финансовым возможностям.
    Не упустите шанс улучшить свой бизнес в онлайн-мире. Обращайтесь к нам уже сегодня.

    Reply

  449. You really make it appear so easy together with your presentation but I in finding this topic to be actually something that I believe I might never understand. It seems too complex and very vast for me. I am taking a look ahead for your next put up, I¦ll try to get the hold of it!

    Reply

  456. stromectol sans ordonnance : les risques et les bénéfices
    ivermectin disponible en France achat ivermectin mylan en France
    Livraison rapide de ivermectin en ligne en Belgique Trouvez des réponses à vos questions sur la ivermectin en ligne
    achat de stromectol en France
    ivermectin en ligne rapide et facile France Comment obtenir ivermectin en ligne sans tracas
    acheter ivermectin en Allemagne
    Meilleurs prix pour le stromectol en pharmacie ivermectin pour une réduction des symptômes rapidement
    achat de stromectol en Italie en ligne Acheter
    stromectol en ligne : ce qu’il faut savoir sur les interactions médicamenteuses
    ivermectin en ligne : Les précautions à prendre stromectol
    à acheter à Lyon
    ivermectin vente libre Canada
    acheter du ivermectin en Europe stromectol sur ordonnance
    stromectol en ligne : conseils pour une livraison rapide
    et sécurisée
    Où acheter stromectol en ligne en toute légalité en France
    Meilleur endroit pour acheter de la stromectol en ligne stromectol à prix abordable en Italie
    Achetez ivermectin en ligne en toute sécurité en Belgique Acheter stromectol en toute
    simplicité France
    stromectol original à prix attractif ivermectin sur ordonnance prix à Bruxelles
    Où trouver stromectol en vente en ligne en France
    stromectol de qualité pharmaceutique disponible prix du stromectol dans une pharmacie
    stromectol : guide complet d’achat en ligne
    acheter du ivermectin en Belgique en ligne Acheter stromectol sans ordonnance France
    Acheter ivermectin en toute confiance en France Meilleur prix pour la ivermectin en ligne en Belgique
    Acheter ivermectin en ligne : points à considérer avant l’achat stromectol : Les meilleures
    pratiques d’achat en ligne
    ivermectin à acheter en pharmacie acheter du ivermectin en France
    acheter ivermectin au Maroc
    Économisez sur votre achat de stromectol en ligne
    prix du stromectol au Canada
    Acheter du stromectol générique en ligne
    ivermectin pour une santé optimale Obtenez votre ivermectin sans délai
    Où se procurer du ivermectin en Belgique légalement
    ivermectin de qualité à prix abordable en ligne
    acheter ivermectin en Angleterre
    Les services supplémentaires offerts lors de l’achat de stromectol en ligne
    Achat en ligne de ivermectin sans tracas Conseils
    d’experts sur l’achat de ivermectin en ligne
    Où trouver ivermectin en ligne en France ivermectin acheter en Suisse
    stromectol en ligne : où trouver des informations fiables avant l’achat
    acheter ivermectin en Belgique sans difficulté
    ivermectin disponible en Espagne où trouver du ivermectin
    ivermectin à prix abordable en Italie Guide d’achat
    de stromectol en ligne : les bonnes pratiques à adopter

    Reply

  459. I’m truly enjoying the design and layout of your blog. It’s a very easy on the eyes which makes it much more pleasant for me to come here and visit more often. Did you hire out a developer to create your theme? Fantastic work!

    Reply

  460. Spot on with this write-up, I really think this website needs rather more consideration. I’ll probably be again to read far more, thanks for that info.

    Reply

  463. It is in point of fact a nice and helpful piece of info. I’m happy that you just shared this helpful information with us. Please keep us up to date like this. Thank you for sharing.

    Reply

  464. Hiya very nice blog!! Man .. Beautiful .. Wonderful .. I will bookmark your website and take the feeds also…I am glad to seek out a lot of useful info here in the publish, we’d like work out more strategies on this regard, thanks for sharing. . . . . .

    Reply

  466. Hey there would you mind stating which blog platform you’re working with? I’m going to start my own blog soon but I’m having a tough time deciding between BlogEngine/Wordpress/B2evolution and Drupal. The reason I ask is because your design seems different then most blogs and I’m looking for something unique. P.S My apologies for being off-topic but I had to ask!

    Reply

  469. Hi there, i read your blog occasionally and i own a similar one and i was just wondering if you get a lot of spam remarks? If so how do you prevent it, any plugin or anything you can advise? I get so much lately it’s driving me mad so any help is very much appreciated.

    Reply

  473. My brother recommended I might like this blog. He was totally right. This post truly made my day. You can not imagine just how much time I had spent for this information! Thanks!

    Reply

  481. Fantastic beat ! I wish to apprentice while you amend your web site, how could i subscribe for a blog website? The account aided me a appropriate deal. I had been tiny bit acquainted of this your broadcast offered vivid clear idea

    Reply

  484. whoah this blog is excellent i love reading your posts. Keep up the good work! You know, many people are searching around for this info, you can aid them greatly.

    Reply

  485. hello!,I like your writing very a lot! share we communicate more about your article on AOL? I need a specialist in this space to resolve my problem. Maybe that is you! Having a look ahead to peer you.

    Reply

  487. It¦s in reality a nice and useful piece of information. I¦m glad that you simply shared this helpful information with us. Please keep us informed like this. Thank you for sharing.

    Reply

  489. Wow that was strange. I just wrote an extremely long comment but after I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again. Anyway, just wanted to say excellent blog!

    Reply

  499. What i don’t realize is actually how you’re no longer actually much more neatly-appreciated than you might be right now. You’re so intelligent. You already know thus considerably with regards to this subject, produced me in my opinion imagine it from a lot of numerous angles. Its like women and men are not fascinated unless it is one thing to do with Girl gaga! Your own stuffs outstanding. At all times deal with it up!

    Reply

  502. You can certainly see your enthusiasm in the work you write. The arena hopes for even more passionate writers such as you who aren’t afraid to mention how they believe. At all times follow your heart. “In America, through pressure of conformity, there is freedom of choice, but nothing to choose from.” by Peter Ustinov.

    Reply

  514. I feel this is among the such a lot vital info for me. And i’m glad studying your article. However should remark on few common things, The site style is perfect, the articles is really great : D. Just right process, cheers

    Reply

  517. A person essentially help to make seriously articles I would state. This is the first time I frequented your website page and thus far? I surprised with the research you made to create this particular publish extraordinary. Great job!

    Reply

  521. Does your website have a contact page? I’m having problems locating it but, I’d like to shoot you an email. I’ve got some recommendations for your blog you might be interested in hearing. Either way, great website and I look forward to seeing it develop over time.

    Reply

  524. There are some attention-grabbing deadlines in this article however I don’t know if I see all of them heart to heart. There’s some validity however I’ll take maintain opinion until I look into it further. Good article , thanks and we would like extra! Added to FeedBurner as properly

    Reply

  528. I like this post, enjoyed this one appreciate it for putting up. “Good communication is as stimulating as black coffee and just as hard to sleep after.” by Anne Morrow Lindbergh.

    Reply

  533. Magnificent beat ! I wish to apprentice while you amend your website, how can i subscribe for a weblog website? The account helped me a appropriate deal. I had been tiny bit acquainted of this your broadcast offered bright transparent idea

    Reply

  535. Helpful information. Fortunate me I found your site unintentionally, and I’m surprised why this coincidence didn’t happened earlier! I bookmarked it.

    Reply

  544. Usually I do not learn article on blogs, but I wish to say that this write-up very forced me to check out and do so! Your writing taste has been amazed me. Thanks, very nice article.

    Reply

  549. The very crux of your writing while sounding agreeable originally, did not work perfectly with me after some time. Somewhere throughout the paragraphs you were able to make me a believer but only for a short while. I however have a problem with your jumps in logic and one would do nicely to help fill in those breaks. In the event you can accomplish that, I could undoubtedly be fascinated.

    Reply

  565. A confiança é o alicerce de qualquer relação online, e este site a construiu com maestria. Desde a primeira visita, me sinto seguro e protegido. Obrigado por proporcionar essa experiência tranquila!

    Reply

  574. A person essentially help to make seriously articles I would state. That is the first time I frequented your web page and thus far? I surprised with the analysis you made to make this actual publish incredible. Magnificent job!

    Reply

  575. Thanks for the sensible critique. Me & my neighbor were just preparing to do some research on this. We got a grab a book from our local library but I think I learned more clear from this post. I’m very glad to see such excellent information being shared freely out there.

    Reply

  579. I’m impressed, I need to say. Actually hardly ever do I encounter a blog that’s each educative and entertaining, and let me inform you, you may have hit the nail on the head. Your thought is excellent; the problem is one thing that not enough people are talking intelligently about. I am very joyful that I stumbled across this in my seek for one thing regarding this.

    Reply

  581. I am often to blogging and i really appreciate your content. The article has really peaks my interest. I am going to bookmark your site and keep checking for new information.

    Reply

  582. You actually make it seem so easy with your presentation but I find this matter to be actually something that I think I would never understand. It seems too complicated and very broad for me. I am looking forward for your next post, I’ll try to get the hang of it!

    Reply

  585. Thanks for the sensible critique. Me & my neighbor were just preparing to do some research on this. We got a grab a book from our area library but I think I learned more clear from this post. I’m very glad to see such excellent information being shared freely out there.

    Reply

  588. You actually make it seem so easy with your presentation but I find this topic to be really something that I think I would never understand. It seems too complicated and extremely broad for me. I’m looking forward for your next post, I will try to get the hang of it!

    Reply

  590. I like what you guys are up also. Such smart work and reporting! Keep up the excellent works guys I have incorporated you guys to my blogroll. I think it’ll improve the value of my website 🙂

    Reply

  593. Hi! This post could not be written any better! Reading through this post reminds me of my good old room mate! He always kept talking about this. I will forward this article to him. Fairly certain he will have a good read. Thanks for sharing!

    Reply

  600. What is Tea Burn? Tea Burn is a new market-leading fat-burning supplement with a natural patent formula that can increase both speed and efficiency of metabolism. Combining it with Tea, water, or coffee can help burn calories quickly.

    Reply

  611. Hey! I just wanted to ask if you ever have any problems with hackers? My last blog (wordpress) was hacked and I ended up losing several weeks of hard work due to no data backup. Do you have any solutions to prevent hackers?

    Reply

  623. Wonderful goods from you, man. I have understand your stuff previous to and you’re just extremely magnificent. I actually like what you have acquired here, really like what you are stating and the way in which you say it. You make it enjoyable and you still care for to keep it wise. I can not wait to read much more from you. This is really a wonderful site.

    Reply

  626. Wow! This could be one particular of the most beneficial blogs We’ve ever arrive across on this subject. Actually Fantastic. I’m also an expert in this topic therefore I can understand your effort.

    Reply

  628. naturally like your web site however you have to test the spelling on quite a few of your posts. Many of them are rife with spelling problems and I to find it very troublesome to inform the reality nevertheless I will certainly come again again.

    Reply

  631. Great ?V I should certainly pronounce, impressed with your web site. I had no trouble navigating through all the tabs and related info ended up being truly easy to do to access. I recently found what I hoped for before you know it at all. Reasonably unusual. Is likely to appreciate it for those who add forums or anything, site theme . a tones way for your client to communicate. Excellent task..

    Reply

  640. I’ve been browsing online more than 3 hours these days, but I by no means found any attention-grabbing article like yours. It is pretty value enough for me. Personally, if all website owners and bloggers made good content as you probably did, the web might be much more useful than ever before.

    Reply

  642. obviously like your website but you need to check the spelling on several of your posts. Several of them are rife with spelling issues and I find it very troublesome to tell the truth nevertheless I will surely come again again.

    Reply

  645. You actually make it appear so easy together with your presentation but I to find this topic to be actually one thing which I feel I might by no means understand. It kind of feels too complicated and extremely large for me. I am taking a look forward to your subsequent put up, I’ll attempt to get the hold of it!

    Reply

  656. I have been exploring for a little for any high quality articles or weblog posts in this sort of house . Exploring in Yahoo I at last stumbled upon this website. Reading this info So i am glad to exhibit that I have an incredibly good uncanny feeling I came upon just what I needed. I so much for sure will make sure to don?¦t fail to remember this website and provides it a look regularly.

    Reply

  664. It’s a pity you don’t have a donate button! I’d certainly donate to this outstanding blog! I suppose for now i’ll settle for book-marking and adding your RSS feed to my Google account. I look forward to brand new updates and will share this website with my Facebook group. Talk soon!

    Reply

  667. I’m truly enjoying the design and layout of your blog. It’s a very easy on the eyes which makes it much more pleasant for me to come here and visit more often. Did you hire out a developer to create your theme? Great work!

    Reply

  669. gdzie mozna kupic prawo jazdy z wpisem do rejestru, kupić prawo jazdy, legalne prawo jazdy do kupienia, kupię prawo jazdy, jak załatwić prawo jazdy, bez egzaminu, jak kupić prawo jazdy, czy można kupić prawo jazdy, legalne prawo jazdy do kupienia 2024, pomogę zdać egzamin na prawo jazdy, prawo jazdy bez egzaminu, gdzie kupić prawo jazdy bez egzaminu, gdzie kupić prawo jazdy na lewo, jak kupić prawo jazdy w niemczech, gdzie kupic prawo jazdy legalnie, kupić prawo jazdy b
    KJNB

    Reply

  672. Good website! I really love how it is easy on my eyes and the data are well written. I’m wondering how I might be notified whenever a new post has been made. I’ve subscribed to your RSS feed which must do the trick! Have a great day!

    Reply

  673. Hi, just required you to know I he added your site to my Google bookmarks due to your layout. But seriously, I believe your internet site has 1 in the freshest theme I??ve came across. It extremely helps make reading your blog significantly easier.

    Reply

  674. I do not even understand how I finished up right here, however I thought this post was great. I do not realize who you might be but definitely you are going to a well-known blogger if you aren’t already 😉 Cheers!

    Reply

  675. My developer is trying to convince me to move to .net from PHP. I have always disliked the idea because of the costs. But he’s tryiong none the less. I’ve been using WordPress on several websites for about a year and am concerned about switching to another platform. I have heard fantastic things about blogengine.net. Is there a way I can transfer all my wordpress posts into it? Any kind of help would be greatly appreciated!

    Reply

  676. sportbootführerschein binnen und see, sportbootführerschein binnen prüfungsfragen, sportbootführerschein binnen kosten, sportbootführerschein binnen online, sporthochseeschifferschein kaufen, sportbootführerschein binnen berlin, sportbootführerschein binnen segel, sportbootführerschein kaufen, sportseeschifferschein kaufen erfahrungen, sportküstenschifferschein kaufen schwarz, sportbootführerschein see kaufen, sportbootführerschein binnen kaufen, sportbootführerschein see kaufen ohne prüfung, bootsführerschein kaufen, bootsführerschein kaufen polen, bootsführerschein kaufen erfahrungen, bootsführerschein online kaufen, bootsführerschein tschechien kaufen, SSS kaufen, SKS kaufen, SHS kaufen
    jhbv

    Reply

  678. Thanks so much for providing individuals with an exceptionally splendid chance to read in detail from this site. It is often so cool and as well , stuffed with amusement for me and my office fellow workers to visit the blog at the least 3 times every week to learn the latest secrets you will have. And indeed, we are always astounded with the splendid things you serve. Certain 2 ideas in this post are certainly the finest I’ve ever had.

    Reply

  679. comprar carta de conduçao preço, comprar carta de condução verdadeira, comprar carta de conduçao, comprar carta de condução lisboa, comprar carta de condução legal, comprar carta de condução, carta de condução comprar, comprar carta de conduçao, comprar carta de condução em Portugal, comprar carta, comprar carta de condução portugal, comprar carta de condução online, comprar a carta de condução, carta de condução, comprar carta de carro, imt carta de condução, comprar carta de condução no porto
    hbv

    Reply

  680. lkw führerschein kaufen legal, führerschein kaufen ohne vorkasse, registrierten führerschein kaufen erfahrungen, führerschein kaufen Erfahrungen, führerschein kaufen ohne prüfung Köln, führerschein kaufen österreich, führerschein kaufen ohne prüfung österreich, führerschein kaufen ohne prüfung österreich, führerschein kaufen in österreich, führerschein kaufen Frankfurt, führerschein kaufen schweiz.
    hgbv

    Reply

  681. acheter permis de conduire en ligne, acheter un permis de conduire belge, achat permis de conduire, acheter un permis de conduire, acheter permis de conduire belgique, acheter le permis de conduire, permis de conduire acheter, faux permis de conduire belge, j’ai acheter mon permis de conduire sur internet, acheter son permis de conduire belgique, acheter son permis de conduire légalement, acheter un vrai permis de conduire, acheter permis moto a2, acheter permis moto étranger, Acheter permis de conduire enregistré, acheter permis de conduire enregistré en préfecture forum, permis de conduire légalement enregistré.
    kjnb

    Reply

  682. e legale comprare la patente, comprare una patente napoli, patente originale, comprare patente c, acquisto patente b, comprare patente prezzo, compro patente, acquistare patente b napoli, dove posso comprare la patente b, compra patente online, comprare patente b online, comprare la patente a napoli, dove si può comprare la patente, quanto costa comprare la patente, comprare patente di guida, comprare patente senza esame, patente comprata prezzo, come comprare patente b napoli, comprare patente a, patente online comprare, quanto costa la patente a napoli, patente Nautica.
    kjnb

    Reply

  691. Fitspresso stands as a scientifically validated weight loss formula intricately crafted from potent ingredients, aimed at enhancing the body’s metabolic functions. Tailored to support the circadian rhythm and ignite the fat-burning process, this supplement is conveniently available in edible pill form for daily consumption.

    Reply

  700. I have been exploring for a little bit for any high quality articles or blog posts in this sort of space . Exploring in Yahoo I eventually stumbled upon this website. Reading this info So i am satisfied to exhibit that I have an incredibly good uncanny feeling I came upon exactly what I needed. I so much indubitably will make sure to do not put out of your mind this site and give it a look regularly.

    Reply

  705. I like the valuable info you provide in your articles. I will bookmark your weblog and check again here frequently. I’m quite certain I will learn plenty of new stuff right here! Best of luck for the next!

    Reply

  712. You really make it seem so easy with your presentation but I find this matter to be actually something which I think I would never understand. It seems too complicated and very broad for me. I’m looking forward for your next post, I’ll try to get the hang of it!

    Reply

  713. Hi there! This is my 1st comment here so I just wanted to give a quick shout out and say I truly enjoy reading your blog posts. Can you recommend any other blogs/websites/forums that deal with the same topics? Appreciate it!

    Reply

  716. қазіргі жастардың мүмкіндіктері, қазіргі жастар қандай болу керек молодежный лагерь в турции, молодежные отели турции
    тозаңдану түрлері, тозаңдану маңызы сөз сандық,
    көне деген сөздің мағынасы

    Reply

  720. калын мал романы, қалың
    мал романы кейіпкерлері лучшие фильмы
    о любви, фильмы о любви, которые стоит посмотреть
    жылулық ұлғаю қмж, температура температураны өлшеу тәсілдері қмж шоқан қазақтың тұңғыш ғалымы, қазақтың тұңғыш
    ғалымы туралы әңгімелеудің жоспарын құрыңдар

    Reply

  723. Hi there would you mind stating which blog platform you’re working with? I’m planning to start my own blog soon but I’m having a difficult time making a decision between BlogEngine/Wordpress/B2evolution and Drupal. The reason I ask is because your layout seems different then most blogs and I’m looking for something unique. P.S Apologies for getting off-topic but I had to ask!

    Reply

Leave a Comment

Ads Blocker Image Powered by Code Help Pro

Ads Blocker Detected!!!

We have detected that you are using extensions to block ads. Please support us by disabling these ads blocker🙏.