{ "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": [ "
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caratcutcolorclaritydepthtablepricexyz
00.23IdealESI261.555.03263.953.982.43
10.21PremiumESI159.861.03263.893.842.31
20.23GoodEVS156.965.03274.054.072.31
30.29PremiumIVS262.458.03344.204.232.63
40.31GoodJSI263.358.03354.344.352.75
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" ], "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": [ "
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caratdepthtablepricexyz
count53940.00000053940.00000053940.00000053940.00000053940.00000053940.00000053940.000000
mean0.79794061.74940557.4571843932.7997225.7311575.7345263.538734
std0.4740111.4326212.2344913989.4397381.1217611.1421350.705699
min0.20000043.00000043.000000326.0000000.0000000.0000000.000000
25%0.40000061.00000056.000000950.0000004.7100004.7200002.910000
50%0.70000061.80000057.0000002401.0000005.7000005.7100003.530000
75%1.04000062.50000059.0000005324.2500006.5400006.5400004.040000
max5.01000079.00000095.00000018823.00000010.74000058.90000031.800000
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" ], "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": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'carat'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'table'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53937, 10)\n" ] } ], "source": [ "data = data[(data[var] <=80 ) & (data[var] >=45)]\n", "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'depth'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53934, 10)\n" ] } ], "source": [ "data = data[(data[var] <=80 ) & (data[var] >=45)]\n", "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'x'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53926, 10)\n" ] } ], "source": [ "data = data[(data[var] <=11 ) & (data[var] >0)]\n", "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'y'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53924, 10)\n" ] } ], "source": [ "data = data[(data[var] <=11 ) & (data[var] >0)]\n", "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var = 'z'\n", "\n", "ax = sns.regplot(x='price', y=var, data=data, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n", "ax.set_title('Price vs '+var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53899, 10)\n" ] } ], "source": [ "data = data[(data[var] <=6 ) & (data[var] >0)]\n", "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data['price'], data['cut'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data['price'], data['color'])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(data['price'], data['clarity'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "data.to_csv('./data/DiamondsPrices_cleaned.csv', index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "StatMlDs", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 2 }