Ruborcalor

#!/usr/bin/env bash

while true
do
  cat /proc/loadavg | ts | tee -a loadavg.csv
  free -m | grep Mem | tr -s " " | cut -d " " -f2,3,4,5,6,7 | ts | tee -a memory.csv
  iostat | awk '/avg-cpu/ {getline; $1=$1; print}' | ts | tee -a iostat.csv
  top -b -n 1 | head | awk -F' ' 'FNR == 3 {print $2, $4, $6, $8, $10, $12, $14}' | ts | tee -a cpu_monitor.csv
  sleep 1
done

Ruborcalor

from locust import HttpUser, task, between, SequentialTaskSet, events
from locust.exception import StopUser
import time
import logging
from bs4 import BeautifulSoup
import csv
import itertools
import json
import random

Ruborcalor

from locust import HttpUser, task, between, SequentialTaskSet, events
from locust.exception import StopUser
import time
import logging
from bs4 import BeautifulSoup
import csv
import itertools
import json
import random

Ruborcalor

# Basic neural net with 4 dense layers
model = tf.keras.models.Sequential([
    tf.keras.layers.Dense(1024, activation='relu', input_shape=(25,)),
    tf.keras.layers.Dropout(0.2),
    tf.keras.layers.Dense(1024, activation='relu'),
    tf.keras.layers.Dropout(0.2),
    tf.keras.layers.Dense(1024, activation='relu'),
    tf.keras.layers.Dropout(0.2),
    tf.keras.layers.Dense(1)
])

Ruborcalor

# Split data
train_annotated, test_annotated = train_test_split(data_annotated, test_size=0.10)

# Calculate correlation matrix
corr_array = []
for col in train_annotated.columns:
  corr_array.append(train_annotated[col].corr(train_annotated["Age"]))

print(len(corr_array))
corr_df = pd.DataFrame(corr_array, columns=["Correlation"], index=train_annotated.columns)

Ruborcalor

# Get dataset. It's is too big to come as a single file
!wget -O "./GSE87571_Matrix_Avg_Beta.txt.gz" "https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE87571&format=file&file=GSE87571%5Fmatrix1of2%2Etxt%2Egz"
!wget -O "./GSE87571_Matrix_Avg_Beta2.txt.gz" "https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE87571&format=file&file=GSE87571%5Fmatrix2of2%2Etxt%2Egz

# Extract dataset
!gunzip "./GSE87571_Matrix_Avg_Beta.txt.gz"
!gunzip "./GSE87571_Matrix_Avg_Beta2.txt.gz

# Merge data set files into one
!cut -d$'\t' -f1 --complement "./GSE87571_Matrix_Avg_Beta2.txt" > newFile && mv newFile "./GSE87571_Matrix_Avg_Beta2.txt"