Advanced Mathematical Statistics (Posts)

1.  Identify all political parties mentioned in the dataset by region this includes both state-level (regional) parties and national parties operating across India.

2. Group and consolidate data entries that originate from the same source, to analyze consistency, tone, or focus in reporting.

3. From the notes column, extract unique keywords or recurring terms that help draw insights or patterns similar to the word cloud analysis demonstrated in class using Mathematica. I used Python to extract them.

4. Analyze source-wise content to determine whether any reports or articles appear to be biased toward or against specific political parties.

5. Compare the proportion of incidents to fatality rates across different regions and draw meaningful conclusions about conflict severity and lethality patterns in various parts of India.

1 . In the class we discussed about Poisson Distribution.

2. We discussed about the randomness of the data .

3. Can we predict if there will be a death ratio at a future date at a given location .

1. In the class we discussed about the new dataset Armed Conflict Location and Event Data organization (ACLED).

2. We discussed about clustering and different types of clustering.

3. We discussed about K means clustering.

4 . We also discussed about “tags” column to find out the unique record.

1.In the class we discussed about time series of number of police shootings each week.

2.We have seen some scatter plots and histograms based on the time series .

Objective : some victims were shot by the different state police departments . I have found around 40 records and that looks uncommon .

1. I have been using Python to get some insight on the data on the objective I’m working on.

2. I am also going through matplotlib to plot the graph for the data insight.

Objective : some victims were shot by the different state police departments . I have found around 40 records and that looks uncommon .

1. I have been using Python to get some insight on the data on the objective I’m working on.

2. I am also going through matplotlib to plot the graph for the data insight.

1 . We have discussed about the report , which was on the objective : Which country has the highest number of shootings .

2. I have checked some records which looks uncommon , some victims were shot by the different state police departments . I have found around 40 records and that looks uncommon .

3. we have discussed about tools named Mathematica .

Objectives :

1. Which police department has the highest number of shootings, and among those incidents, what is the ratio of Black and White individuals, including minors and those with mental illnesses?

2. I have checked some records which looks uncommon , some victims were shot by the different state police departments . And in some cases the victims are minor . I’m trying to analyze more on this objective.

3 .Which county has the highest number of recorded shootings, and which race, particularly among minors, has been affected the most?

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