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a/ex3/figures/uIPs_hourly_hist.png b/ex3/figures/uIPs_hourly_hist.png new file mode 100644 index 0000000..b059a61 Binary files /dev/null and b/ex3/figures/uIPs_hourly_hist.png differ diff --git a/ex3/rep-17.py b/ex3/rep-17.py new file mode 100644 index 0000000..d5a8aee --- /dev/null +++ b/ex3/rep-17.py @@ -0,0 +1,169 @@ +import pandas as pd +import matplotlib.pyplot as plt +import numpy as np + +dataset_hourly = pd.read_csv('data/team13_monthly.csv', index_col=0).dropna() +dataset_daily = pd.read_csv('data/global_last10years.csv', index_col=0).dropna() + +table_a_info = { + 'total sum': dataset_hourly.sum(), + 'mean': dataset_hourly.mean(), + 'median': dataset_hourly.median(), + 'standard deviation': dataset_hourly.std(), +} + +table_a = round((pd.DataFrame(table_a_info).set_index(dataset_hourly.columns)) / 1000000, 1) +print(table_a) + +# Filter daily dataset by timestamp range of hourly dataset +dataset_daily_filtered = dataset_daily[(dataset_daily.index >= dataset_hourly.index[0]) & + (dataset_daily.index <= dataset_hourly.index[-1])] + +table_b_info = { + 'total sum': dataset_daily_filtered.sum(), + 'mean': dataset_daily_filtered.mean(), + 'median': dataset_daily_filtered.median(), + 'standard deviation': dataset_daily_filtered.std(), +} + +table_b = round((pd.DataFrame(table_b_info).set_index(dataset_daily.columns) / 1000000), 1) +print(table_b) + +# Plotting hourly bytes histogram +plt.hist(dataset_hourly['#bytes'] / 1000000000, bins=30) +plt.xlabel('GB/h') +plt.ylabel('Frequency') +plt.xticks(np.arange(1, 2.6, 0.1)) +plt.grid() +plt.title('Histogram of gigabytes per hour during one month') +plt.savefig('figures/bytes_hourly_hist.png') +plt.show() + +# Plotting daily bytes histogram +plt.hist(dataset_daily['# Bytes'] / 1000000000, bins=40) +plt.xlabel('GB/day') +plt.ylabel('Frequency') +plt.xticks(np.arange(0, 5.5, 0.2)) +plt.grid() +plt.title('Histogram of gigabytes per day during 10 years') +plt.savefig('figures/bytes_daily_hist.png') +plt.show() + +# Plotting hourly packets histogram +plt.hist(dataset_hourly['#packets'] / (1*10**6), bins=30) +plt.xlabel('#packets/h in millions') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of packets per hour during one month') +plt.savefig('figures/packets_hourly_hist.png') +plt.show() + +# Plotting daily packets histogram +plt.hist(dataset_daily['# Packets'] / (1*10**6), bins=30) +plt.xlabel('#packets/day in millions') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of packets per day during 10 years') +plt.savefig('figures/packets_daily_hist.png') +plt.show() + +# Plotting hourly unique source IPs histogram +plt.hist(dataset_hourly['#unique_IP_sources'] / (1*10**3), bins=30) +plt.xlabel('#uIPs/h in thousands') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of unique source IPs per hour during one month') +plt.savefig('figures/uIPs_hourly_hist.png') +plt.show() + +# Plotting daily unique source IPs histogram +plt.hist(dataset_daily['# Unique Source IPs'] / (1*10**3), bins=30) +plt.xlabel('#uIPs/day in thousands') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of unique source IPs per day during 10 years') +plt.savefig('figures/uIPs_daily_hist.png') +plt.show() + +# Plotting hourly unique destination IPs histogram +plt.hist(dataset_hourly['#unique_IP_destinations'] / (1*10**6), bins=30) +plt.xlabel('#uIPd/h in millions') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of unique destination IPs per hour during one month') +plt.savefig('figures/uIPd_hourly_hist.png') +plt.show() + +# Plotting daily unique destination IPs histogram +plt.hist(dataset_daily['# Unique Destination IPs'] / (1*10**6), bins=30) +plt.xlabel('#uIPs/day in millions') +plt.ylabel('Frequency') +plt.grid() +plt.title('Histogram of unique destination IPs per day during 10 years') +plt.savefig('figures/uIPd_daily_hist.png') +plt.show() + +# Plotting hourly bytes boxplot +plt.boxplot(dataset_hourly['#bytes'] / (1*10**9)) +plt.ylabel('GB/h') +plt.grid() +plt.title('Boxplot of gigabytes per hour during one month') +plt.show() +plt.savefig('figures/bytes_hourly_boxplot.png') + +# Plotting daily bytes boxplot +plt.boxplot(dataset_daily['# Bytes'] / (1*10**9)) +plt.ylabel('GB/day') +plt.grid() +plt.title('Boxplot of gigabytes per day during 10 years') +plt.show() +plt.savefig('figures/bytes_daily_boxplot.png') + +# Plotting hourly packets boxplot +plt.boxplot(dataset_hourly['#packets'] / (1*10**6)) +plt.xlabel('') +plt.ylabel('#packets/h in millions') +plt.grid() +plt.title('Boxplot of packets per hour during one month') +plt.show() +plt.savefig('figures/packets_hourly_boxplot.png') + +# Plotting daily packets boxplot +plt.boxplot(dataset_daily['# Packets'] / (1*10**6)) +plt.ylabel('#packets/day in millions') +plt.grid() +plt.title('Boxplot of packets per day during 10 years') +plt.show() +plt.savefig('figures/packets_daily_boxplot.png') + +# Plotting hourly unique source IPs boxplot +plt.boxplot(dataset_hourly['#unique_IP_sources'] / (1*10**3)) +plt.ylabel('#uIPs/h in thousands') +plt.grid() +plt.title('Boxplot of unique source IPs per hour during one month') +plt.show() +plt.savefig('figures/uIPs_hourly_boxplot.png') + +# Plotting daily unique source IPs boxplot +plt.boxplot(dataset_daily['# Unique Source IPs'] / (1*10**3)) +plt.ylabel('#uIPs/day in thousands') +plt.grid() +plt.title('Boxplot of unique source IPs per day during 10 years') +plt.show() +plt.savefig('figures/uIPs_daily_boxplot.png') + +# Plotting hourly unique destination IPs boxplot +plt.boxplot(dataset_hourly['#unique_IP_destinations'] / (1*10**6)) +plt.ylabel('#uIPd/h in millions') +plt.grid() +plt.title('Boxplot of unique destination IPs per hour during one month') +plt.show() +plt.savefig('figures/uIPd_hourly_boxplot.png') + +# Plotting daily unique destination IPs boxplot +plt.boxplot(dataset_daily['# Unique Destination IPs'] / (1*10**6)) +plt.ylabel('#uIPd/day in millions') +plt.grid() +plt.title('Boxplot of unique destination IPs per day during 10 years') +plt.show() +plt.savefig('figures/uIPd_daily_boxplot.png')