{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import plotly.express as px\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" carat | \n",
" cut | \n",
" color | \n",
" clarity | \n",
" depth | \n",
" table | \n",
" price | \n",
" x | \n",
" y | \n",
" z | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.23 | \n",
" Ideal | \n",
" E | \n",
" SI2 | \n",
" 61.5 | \n",
" 55.0 | \n",
" 326 | \n",
" 3.95 | \n",
" 3.98 | \n",
" 2.43 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.21 | \n",
" Premium | \n",
" E | \n",
" SI1 | \n",
" 59.8 | \n",
" 61.0 | \n",
" 326 | \n",
" 3.89 | \n",
" 3.84 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.23 | \n",
" Good | \n",
" E | \n",
" VS1 | \n",
" 56.9 | \n",
" 65.0 | \n",
" 327 | \n",
" 4.05 | \n",
" 4.07 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.29 | \n",
" Premium | \n",
" I | \n",
" VS2 | \n",
" 62.4 | \n",
" 58.0 | \n",
" 334 | \n",
" 4.20 | \n",
" 4.23 | \n",
" 2.63 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.31 | \n",
" Good | \n",
" J | \n",
" SI2 | \n",
" 63.3 | \n",
" 58.0 | \n",
" 335 | \n",
" 4.34 | \n",
" 4.35 | \n",
" 2.75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat cut color clarity depth table price x y z\n",
"0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n",
"1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n",
"2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n",
"3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n",
"4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('./data/DiamondsPrices.csv')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" carat | \n",
" depth | \n",
" table | \n",
" price | \n",
" x | \n",
" y | \n",
" z | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
" 53940.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 0.797940 | \n",
" 61.749405 | \n",
" 57.457184 | \n",
" 3932.799722 | \n",
" 5.731157 | \n",
" 5.734526 | \n",
" 3.538734 | \n",
"
\n",
" \n",
" std | \n",
" 0.474011 | \n",
" 1.432621 | \n",
" 2.234491 | \n",
" 3989.439738 | \n",
" 1.121761 | \n",
" 1.142135 | \n",
" 0.705699 | \n",
"
\n",
" \n",
" min | \n",
" 0.200000 | \n",
" 43.000000 | \n",
" 43.000000 | \n",
" 326.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 0.400000 | \n",
" 61.000000 | \n",
" 56.000000 | \n",
" 950.000000 | \n",
" 4.710000 | \n",
" 4.720000 | \n",
" 2.910000 | \n",
"
\n",
" \n",
" 50% | \n",
" 0.700000 | \n",
" 61.800000 | \n",
" 57.000000 | \n",
" 2401.000000 | \n",
" 5.700000 | \n",
" 5.710000 | \n",
" 3.530000 | \n",
"
\n",
" \n",
" 75% | \n",
" 1.040000 | \n",
" 62.500000 | \n",
" 59.000000 | \n",
" 5324.250000 | \n",
" 6.540000 | \n",
" 6.540000 | \n",
" 4.040000 | \n",
"
\n",
" \n",
" max | \n",
" 5.010000 | \n",
" 79.000000 | \n",
" 95.000000 | \n",
" 18823.000000 | \n",
" 10.740000 | \n",
" 58.900000 | \n",
" 31.800000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat depth table price x \\\n",
"count 53940.000000 53940.000000 53940.000000 53940.000000 53940.000000 \n",
"mean 0.797940 61.749405 57.457184 3932.799722 5.731157 \n",
"std 0.474011 1.432621 2.234491 3989.439738 1.121761 \n",
"min 0.200000 43.000000 43.000000 326.000000 0.000000 \n",
"25% 0.400000 61.000000 56.000000 950.000000 4.710000 \n",
"50% 0.700000 61.800000 57.000000 2401.000000 5.700000 \n",
"75% 1.040000 62.500000 59.000000 5324.250000 6.540000 \n",
"max 5.010000 79.000000 95.000000 18823.000000 10.740000 \n",
"\n",
" y z \n",
"count 53940.000000 53940.000000 \n",
"mean 5.734526 3.538734 \n",
"std 1.142135 0.705699 \n",
"min 0.000000 0.000000 \n",
"25% 4.720000 2.910000 \n",
"50% 5.710000 3.530000 \n",
"75% 6.540000 4.040000 \n",
"max 58.900000 31.800000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(53940, 10)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
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