Analysis Summary
Data Summary:
Total Regions: 37
Protest Level Summary:
Count: 36 (indicating one region might have missing data)
Mean: 71.75
Standard Deviation: 15.48
Minimum: 43.0
25th Percentile (Q1): 63.0
Median (Q2): 70.5
75th Percentile (Q3): 81.0
Maximum: 100.0
Distribution Analysis
Histogram:
The protest levels are broadly distributed, with a significant concentration around the mean (71.75).
There are peaks indicating higher frequencies around 60-80 protest levels.
Boxplot:
The boxplot shows the interquartile range (IQR) between 63 and 81.
There are no extreme outliers beyond the whiskers, which extend from 43 to 100.
Regional Analysis
Next, let's identify the regions with the highest and lowest protest levels and categorize them based on these levels.
High, Medium, and Low Categories
High Protest Levels: Top 25% (above 81).
Medium Protest Levels: Middle 50% (between 63 and 81).
Low Protest Levels: Bottom 25% (below 63).
Regional Analysis Summary
Regions with Highest Protest Levels (High Category):
Borno (100.0)
Adamawa (99.0)
Kaduna (98.0)
Plateau (97.0)
Taraba (92.0)
Delta (90.0)
Cross River (90.0)
Nasarawa (87.0)
Regions with Lowest Protest Levels (Low Category):
Imo (63.0)
Osun (63.0)
Ebonyi (63.0)
Bauchi (60.0)
Enugu (59.0)
Ekiti (56.0)
Abia (53.0)
Rivers (52.0)
Katsina (51.0)
Anambra (43.0)
Sokoto (43.0)
Missing Data: There are no regions with missing or zero values, except for Zamfara.
Zamfara Data: Zamfara has a NaN (Not a Number) value for its protest level, indicating missing data.
Charts and Diagrams Summary
Bar Chart: Shows the protest levels by region, with each bar representing a region. This helps visualize which regions have the highest and lowest protest levels.
Pie Chart: Displays the distribution of protest level categories (High, Medium, Low). This helps understand the proportion of regions falling into each category.
Heatmap: Provides a visual representation of protest levels across regions, with color intensity indicating the level of protests. This can help identify patterns and regional clusters of high or low protest levels.
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