{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Group 7 - Noah L. Schrick"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Imports\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from dmba import regressionSummary"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Import data\n",
"timing_df = pd.read_csv('timing.csv')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Analysis"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute mean, median, min, max, and standard deviation for quantitative variables"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" mean | \n",
" median | \n",
" min | \n",
" max | \n",
" sd | \n",
"
\n",
" \n",
" \n",
" \n",
" | load | \n",
" 316.437553 | \n",
" 395.000 | \n",
" 1.0000 | \n",
" 395.000 | \n",
" 117.362235 | \n",
"
\n",
" \n",
" | exploit | \n",
" 2672.502974 | \n",
" 96.000 | \n",
" 6.0000 | \n",
" 49152.000 | \n",
" 7980.309163 | \n",
"
\n",
" \n",
" | appl | \n",
" 49.596432 | \n",
" 50.000 | \n",
" 0.0000 | \n",
" 100.000 | \n",
" 35.285320 | \n",
"
\n",
" \n",
" | nodes | \n",
" 5.343246 | \n",
" 5.000 | \n",
" 1.0000 | \n",
" 12.000 | \n",
" 3.801330 | \n",
"
\n",
" \n",
" | runtime | \n",
" 123485.810836 | \n",
" 6939.100 | \n",
" 534.1570 | \n",
" 4172158.645 | \n",
" 451077.472306 | \n",
"
\n",
" \n",
" | task0 | \n",
" 0.000000 | \n",
" 0.000 | \n",
" 0.0000 | \n",
" 0.000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" | task1 | \n",
" 44869.445570 | \n",
" 2201.240 | \n",
" 141.7060 | \n",
" 1021260.000 | \n",
" 152181.284667 | \n",
"
\n",
" \n",
" | task2 | \n",
" 62773.283784 | \n",
" 954.697 | \n",
" 8.2555 | \n",
" 2891390.000 | \n",
" 289238.546817 | \n",
"
\n",
" \n",
" | task3 | \n",
" 234.804263 | \n",
" 288.196 | \n",
" 20.4200 | \n",
" 469.373 | \n",
" 141.938703 | \n",
"
\n",
" \n",
" | task4 | \n",
" 114.152247 | \n",
" 0.000 | \n",
" 0.0000 | \n",
" 840.559 | \n",
" 177.298509 | \n",
"
\n",
" \n",
" | task5 | \n",
" 1.317881 | \n",
" 0.000 | \n",
" 0.0000 | \n",
" 6.964 | \n",
" 2.428805 | \n",
"
\n",
" \n",
"
\n",
"