diff --git a/diamond price prediction/Diamond_dataset_Model (2).ipynb b/diamond price prediction/Diamond_dataset_Model (2).ipynb new file mode 100644 index 000000000..a5abad998 --- /dev/null +++ b/diamond price prediction/Diamond_dataset_Model (2).ipynb @@ -0,0 +1,2696 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "HZhAOnI2p4Lg" + }, + "source": [ + "**Linear Regression Model training on diamond dataset:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "YoN-s3ayIUi5" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import sklearn\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ODOwZZoRlSKS" + }, + "source": [ + "Load dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "k2_7hZpyX_jm" + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\"/content/diamonds[1].csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6gRGwiuPlJq0" + }, + "source": [ + "**Analysis the dataset:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "SSbQO3iKYJ_e", + "outputId": "586edb33-09a8-44f0-9495-54c6a3fbd3f1" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 53940,\n \"fields\": [\n {\n \"column\": \"Unnamed: 0\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 15571,\n \"min\": 1,\n \"max\": 53940,\n \"num_unique_values\": 53940,\n \"samples\": [\n 1389,\n 50053,\n 41646\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"carat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4740112444054184,\n \"min\": 0.2,\n \"max\": 5.01,\n \"num_unique_values\": 273,\n \"samples\": [\n 0.77,\n 1.58,\n 0.65\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cut\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Premium\",\n \"Fair\",\n \"Good\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"color\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"E\",\n \"I\",\n \"G\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"clarity\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"SI1\",\n \"VVS1\",\n \"SI2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"depth\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.432621318833661,\n \"min\": 43.0,\n \"max\": 79.0,\n \"num_unique_values\": 184,\n \"samples\": [\n 61.0,\n 62.9,\n 70.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"table\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.2344905628213225,\n \"min\": 43.0,\n \"max\": 95.0,\n \"num_unique_values\": 127,\n \"samples\": [\n 54.8,\n 61.5,\n 57.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3989,\n \"min\": 326,\n \"max\": 18823,\n \"num_unique_values\": 11602,\n \"samples\": [\n 16368,\n 895,\n 748\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"x\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.1217607467924928,\n \"min\": 0.0,\n \"max\": 10.74,\n \"num_unique_values\": 554,\n \"samples\": [\n 5.88,\n 5.69,\n 4.61\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.1421346741235552,\n \"min\": 0.0,\n \"max\": 58.9,\n \"num_unique_values\": 552,\n \"samples\": [\n 5.33,\n 5.61,\n 5.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"z\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7056988469499941,\n \"min\": 0.0,\n \"max\": 31.8,\n \"num_unique_values\": 375,\n \"samples\": [\n 3.36,\n 2.45,\n 2.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0caratcutcolorclaritydepthtablepricexyz
010.23IdealESI261.555.03263.953.982.43
120.21PremiumESI159.861.03263.893.842.31
230.23GoodEVS156.965.03274.054.072.31
340.29PremiumIVS262.458.03344.204.232.63
450.31GoodJSI263.358.03354.344.352.75
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "text/plain": [ + " Unnamed: 0 carat cut color clarity depth table price x y \\\n", + "0 1 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 \n", + "1 2 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 \n", + "2 3 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 \n", + "3 4 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 \n", + "4 5 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 \n", + "\n", + " z \n", + "0 2.43 \n", + "1 2.31 \n", + "2 2.31 \n", + "3 2.63 \n", + "4 2.75 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "Ybrj5b9wYUB1", + "outputId": "4e2be7f5-137c-4e1a-9075-d1ff4a429509" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Unnamed: 0\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 53936,\n \"max\": 53940,\n \"num_unique_values\": 5,\n \"samples\": [\n 53937,\n 53940,\n 53938\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"carat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0640312423743285,\n \"min\": 0.7,\n \"max\": 0.86,\n \"num_unique_values\": 4,\n \"samples\": [\n 0.7,\n 0.75,\n 0.72\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cut\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Good\",\n \"Premium\",\n \"Ideal\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"color\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"H\",\n \"D\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"clarity\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"SI2\",\n \"SI1\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"depth\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0401922899156681,\n \"min\": 60.8,\n \"max\": 63.1,\n \"num_unique_values\": 5,\n \"samples\": [\n 63.1,\n 62.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"table\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.1213203435596424,\n \"min\": 55.0,\n \"max\": 60.0,\n \"num_unique_values\": 4,\n \"samples\": [\n 55.0,\n 58.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 2757,\n \"max\": 2757,\n \"num_unique_values\": 1,\n \"samples\": [\n 2757\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"x\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.19768662069042514,\n \"min\": 5.66,\n \"max\": 6.15,\n \"num_unique_values\": 5,\n \"samples\": [\n 5.69\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.17271363582531649,\n \"min\": 5.68,\n \"max\": 6.12,\n \"num_unique_values\": 5,\n \"samples\": [\n 5.75\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"z\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.09000000000000008,\n \"min\": 3.5,\n \"max\": 3.74,\n \"num_unique_values\": 5,\n \"samples\": [\n 3.61\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0caratcutcolorclaritydepthtablepricexyz
53935539360.72IdealDSI160.857.027575.755.763.50
53936539370.72GoodDSI163.155.027575.695.753.61
53937539380.70Very GoodDSI162.860.027575.665.683.56
53938539390.86PremiumHSI261.058.027576.156.123.74
53939539400.75IdealDSI262.255.027575.835.873.64
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "text/plain": [ + " Unnamed: 0 carat cut color clarity depth table price x \\\n", + "53935 53936 0.72 Ideal D SI1 60.8 57.0 2757 5.75 \n", + "53936 53937 0.72 Good D SI1 63.1 55.0 2757 5.69 \n", + "53937 53938 0.70 Very Good D SI1 62.8 60.0 2757 5.66 \n", + "53938 53939 0.86 Premium H SI2 61.0 58.0 2757 6.15 \n", + "53939 53940 0.75 Ideal D SI2 62.2 55.0 2757 5.83 \n", + "\n", + " y z \n", + "53935 5.76 3.50 \n", + "53936 5.75 3.61 \n", + "53937 5.68 3.56 \n", + "53938 6.12 3.74 \n", + "53939 5.87 3.64 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "64LwLfTZYebV", + "outputId": "ae8e5d9a-5bf7-487b-aaa8-bee8b87a5cd7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 53940 entries, 0 to 53939\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Unnamed: 0 53940 non-null int64 \n", + " 1 carat 53940 non-null float64\n", + " 2 cut 53940 non-null object \n", + " 3 color 53940 non-null object \n", + " 4 clarity 53940 non-null object \n", + " 5 depth 53940 non-null float64\n", + " 6 table 53940 non-null float64\n", + " 7 price 53940 non-null int64 \n", + " 8 x 53940 non-null float64\n", + " 9 y 53940 non-null float64\n", + " 10 z 53940 non-null float64\n", + "dtypes: float64(6), int64(2), object(3)\n", + "memory usage: 4.5+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "73iOswfcZ1OA", + "outputId": "9d4e3c2b-e5e8-47f7-893e-d59d0e759201" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"Unnamed: 0\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19439.932175054728,\n \"min\": 1.0,\n \"max\": 53940.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 53940.0,\n 26970.5,\n 40455.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"carat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19070.234478413542,\n \"min\": 0.2,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.7979397478680014,\n 0.7,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"depth\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19051.971755068353,\n \"min\": 1.432621318833661,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 61.749404894327036,\n 61.8,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"table\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19052.0145920092,\n \"min\": 2.2344905628213225,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 57.45718390804598,\n 57.0,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 18224.29457063451,\n \"min\": 326.0,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3932.799721913237,\n 2401.0,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"x\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19068.925494102747,\n \"min\": 0.0,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.731157211716722,\n 5.7,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19066.50037728307,\n \"min\": 0.0,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.734525954764553,\n 5.71,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"z\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19068.322867939693,\n \"min\": 0.0,\n \"max\": 53940.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.5387337782721544,\n 3.53,\n 53940.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0caratdepthtablepricexyz
count53940.00000053940.00000053940.00000053940.00000053940.00000053940.00000053940.00000053940.000000
mean26970.5000000.79794061.74940557.4571843932.7997225.7311575.7345263.538734
std15571.2810970.4740111.4326212.2344913989.4397381.1217611.1421350.705699
min1.0000000.20000043.00000043.000000326.0000000.0000000.0000000.000000
25%13485.7500000.40000061.00000056.000000950.0000004.7100004.7200002.910000
50%26970.5000000.70000061.80000057.0000002401.0000005.7000005.7100003.530000
75%40455.2500001.04000062.50000059.0000005324.2500006.5400006.5400004.040000
max53940.0000005.01000079.00000095.00000018823.00000010.74000058.90000031.800000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "text/plain": [ + " Unnamed: 0 carat depth table price \\\n", + "count 53940.000000 53940.000000 53940.000000 53940.000000 53940.000000 \n", + "mean 26970.500000 0.797940 61.749405 57.457184 3932.799722 \n", + "std 15571.281097 0.474011 1.432621 2.234491 3989.439738 \n", + "min 1.000000 0.200000 43.000000 43.000000 326.000000 \n", + "25% 13485.750000 0.400000 61.000000 56.000000 950.000000 \n", + "50% 26970.500000 0.700000 61.800000 57.000000 2401.000000 \n", + "75% 40455.250000 1.040000 62.500000 59.000000 5324.250000 \n", + "max 53940.000000 5.010000 79.000000 95.000000 18823.000000 \n", + "\n", + " x y z \n", + "count 53940.000000 53940.000000 53940.000000 \n", + "mean 5.731157 5.734526 3.538734 \n", + "std 1.121761 1.142135 0.705699 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 4.710000 4.720000 2.910000 \n", + "50% 5.700000 5.710000 3.530000 \n", + "75% 6.540000 6.540000 4.040000 \n", + "max 10.740000 58.900000 31.800000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZbCLmcUBlXMN" + }, + "source": [ + "Check null value in dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RQWfo7uEaUPc", + "outputId": "37358379-b482-40df-c857-928ff2dda848" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0\n", + "carat 0\n", + "cut 0\n", + "color 0\n", + "clarity 0\n", + "depth 0\n", + "table 0\n", + "price 0\n", + "x 0\n", + "y 0\n", + "z 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZeUMLT4wlek7" + }, + "source": [ + "Drop Unnamed column because it does not play any significant role in model training" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mdE3p2aHaZWB" + }, + "outputs": [], + "source": [ + "df = df.drop(['Unnamed: 0'], axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zehejnOKl1eL" + }, + "source": [ + "Rename the column to understand the role of feature in the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "gsjF9HrSapro" + }, + "outputs": [], + "source": [ + "df = df.rename(columns = {\"depth\":\"total depth %\",\"x\":\"length\", \"y\":\"width\", \"z\":\"depth\"})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "57h_-MUEcpsm", + "outputId": "6f7e4f7d-f979-4c62-9b5a-e6ff104084e0" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 53940,\n \"fields\": [\n {\n \"column\": \"carat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4740112444054184,\n \"min\": 0.2,\n \"max\": 5.01,\n \"num_unique_values\": 273,\n \"samples\": [\n 0.77,\n 1.58,\n 0.65\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cut\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Premium\",\n \"Fair\",\n \"Good\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"color\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"E\",\n \"I\",\n \"G\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"clarity\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"SI1\",\n \"VVS1\",\n \"SI2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"total depth %\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.432621318833661,\n \"min\": 43.0,\n \"max\": 79.0,\n \"num_unique_values\": 184,\n \"samples\": [\n 61.0,\n 62.9,\n 70.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"table\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.2344905628213225,\n \"min\": 43.0,\n \"max\": 95.0,\n \"num_unique_values\": 127,\n \"samples\": [\n 54.8,\n 61.5,\n 57.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3989,\n \"min\": 326,\n \"max\": 18823,\n \"num_unique_values\": 11602,\n \"samples\": [\n 16368,\n 895,\n 748\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"length\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.1217607467924928,\n \"min\": 0.0,\n \"max\": 10.74,\n \"num_unique_values\": 554,\n \"samples\": [\n 5.88,\n 5.69,\n 4.61\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"width\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.1421346741235552,\n \"min\": 0.0,\n \"max\": 58.9,\n \"num_unique_values\": 552,\n \"samples\": [\n 5.33,\n 5.61,\n 5.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"depth\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7056988469499941,\n \"min\": 0.0,\n \"max\": 31.8,\n \"num_unique_values\": 375,\n \"samples\": [\n 3.36,\n 2.45,\n 2.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
caratcutcolorclaritytotal depth %tablepricelengthwidthdepth
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
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "text/plain": [ + " carat cut color clarity total depth % table price length width \\\n", + "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 \n", + "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 \n", + "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 \n", + "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 \n", + "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 \n", + "\n", + " depth \n", + "0 2.43 \n", + "1 2.31 \n", + "2 2.31 \n", + "3 2.63 \n", + "4 2.75 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2cEbDOA8mOaJ" + }, + "source": [ + "Analyse the data via data visualization:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "IZcB1WsBeBvG" + }, + "outputs": [], + "source": [ + "def hisplot(features):\n", + " sns.histplot(features, kde=False)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "kpkWULBRlrz6", + "outputId": "28ae975c-dfd6-430f-e7bc-578eedfbee07" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for column in df.columns:\n", + " hisplot(df[column])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sExrk7P0meP-" + }, + "source": [ + "Check out the categorical feature" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9dVURx5kWPaR", + "outputId": "9a9695b9-0b13-4ea2-e4c2-409a37f61f54" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "clarity\n", + "SI1 13065\n", + "VS2 12258\n", + "SI2 9194\n", + "VS1 8171\n", + "VVS2 5066\n", + "VVS1 3655\n", + "IF 1790\n", + "I1 741\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['clarity'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "c7nJQpz9M0iO", + "outputId": "d6aff9af-9925-49f3-9173-ec6ecd7eb0ba" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "cut\n", + "Ideal 21551\n", + "Premium 13791\n", + "Very Good 12082\n", + "Good 4906\n", + "Fair 1610\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['cut'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "a7rugnioM_5Z", + "outputId": "f7d92afe-b36f-4d10-90db-055b221b73a2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "color\n", + "G 11292\n", + "E 9797\n", + "F 9542\n", + "H 8304\n", + "D 6775\n", + "I 5422\n", + "J 2808\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['color'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cC14X3NUOQYV", + "outputId": "69b9a537-96da-42ae-9a33-acc36ffc2461" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "cut\n", + "Ideal 21551\n", + "Premium 13791\n", + "Very Good 12082\n", + "Good 4906\n", + "Fair 1610\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['cut'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "C6LlEU1-mmCt" + }, + "source": [ + "Converting catagorical value to dummy variable otherwise the machine learning algorithm will not take categorical values as input:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eOgjn4mLKtkH" + }, + "source": [ + "**One Hot Encoding**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7f5UyGbXneKf" + }, + "source": [ + "\n", + "The one hot encoding is perfomed on feature clarity and color to convert the categories in numeric form:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "XCKzHLMnK3dD" + }, + "outputs": [], + "source": [ + "clarity = pd.get_dummies(df['clarity'], drop_first = True)#drop a column to multicollinearity\n", + "color = pd.get_dummies(df['color'], drop_first = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EcIhL73bGWAo" + }, + "source": [ + "**Ordinal Encoding:**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4HwunnWNoWee" + }, + "source": [ + "The cut column contains ordinal values therefore ordinal encoding is best fit for this feature:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QK4vWLXpOgEF" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import OrdinalEncoder\n", + "\n", + "ord_e = OrdinalEncoder(categories=[['Ideal', 'Premium', 'Very Good', 'Good', 'Fair']])\n", + "df['cut'] = ord_e.fit_transform(df[['cut']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "UppN6U46Rnoa" + }, + "outputs": [], + "source": [ + "df.drop(['clarity', 'color'], axis = 1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XfJi_-MOovoy" + }, + "source": [ + "After convert the categorical data to numeric form let's concate these feature with dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "C5C_0VlwRyYW" + }, + "outputs": [], + "source": [ + "df = pd.concat([df, clarity, color], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 235 + }, + "id": "HCzYsvUKWdVj", + "outputId": "cefc674c-73d3-4f26-cc6a-56a5b0c3b047" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
caratcuttotal depth %tablepricelengthwidthdepthIFSI1...VS1VS2VVS1VVS2EFGHIJ
00.230.061.555.03263.953.982.43FalseFalse...FalseFalseFalseFalseTrueFalseFalseFalseFalseFalse
10.211.059.861.03263.893.842.31FalseTrue...FalseFalseFalseFalseTrueFalseFalseFalseFalseFalse
20.233.056.965.03274.054.072.31FalseFalse...TrueFalseFalseFalseTrueFalseFalseFalseFalseFalse
30.291.062.458.03344.204.232.63FalseFalse...FalseTrueFalseFalseFalseFalseFalseFalseTrueFalse
40.313.063.358.03354.344.352.75FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
\n", + "

5 rows × 21 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "text/plain": [ + " carat cut total depth % table price length width depth IF \\\n", + "0 0.23 0.0 61.5 55.0 326 3.95 3.98 2.43 False \n", + "1 0.21 1.0 59.8 61.0 326 3.89 3.84 2.31 False \n", + "2 0.23 3.0 56.9 65.0 327 4.05 4.07 2.31 False \n", + "3 0.29 1.0 62.4 58.0 334 4.20 4.23 2.63 False \n", + "4 0.31 3.0 63.3 58.0 335 4.34 4.35 2.75 False \n", + "\n", + " SI1 ... VS1 VS2 VVS1 VVS2 E F G H I \\\n", + "0 False ... False False False False True False False False False \n", + "1 True ... False False False False True False False False False \n", + "2 False ... True False False False True False False False False \n", + "3 False ... False True False False False False False False True \n", + "4 False ... False False False False False False False False False \n", + "\n", + " J \n", + "0 False \n", + "1 False \n", + "2 False \n", + "3 False \n", + "4 True \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "grxBgWuHGNUC" + }, + "source": [ + "Correlation between the features" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 916 + }, + "id": "WD6QnNsOXytR", + "outputId": "1f473d41-77ff-4f2e-a35c-2e173f285646" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(10,10))\n", + "sns.heatmap(df.corr(), cmap=\"YlGnBu\", annot=True, fmt=\".2f\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ltpsV21nqyb2" + }, + "source": [ + "Drop duplicate rows" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "UsLpVYvVa4R7" + }, + "outputs": [], + "source": [ + "df.drop_duplicates(inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qqmz6sQiGe8L" + }, + "source": [ + "Split dependent and independant features:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "y3CaTpFkZNad" + }, + "outputs": [], + "source": [ + "x = df.drop('price', axis=1)\n", + "\n", + "y = df['price']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sgZoyz1VFxv6" + }, + "source": [ + "**Normalization:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "TzIqdjK3DwiK" + }, + "outputs": [], + "source": [ + "from sklearn import preprocessing\n", + "\n", + "preprocess = preprocessing.StandardScaler()\n", + "\n", + "x_transform = preprocess.fit_transform(x)\n", + "\n", + "y_reshape = np.array(y).reshape(-1, 1)\n", + "y_transform = preprocess.fit_transform(y_reshape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LwRLxAajF4Sw" + }, + "source": [ + "Splitting the training and testing data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9g6bsUEGYpBE" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(x_transform, y_transform, test_size=.20, random_state = 101)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Fbvao_j2F_5n" + }, + "source": [ + "**Linear Regression:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "C_2ZVg0WZsbi", + "outputId": "52d8b15d-3b9a-4037-f295-98644f51e0eb" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "linearReg = LinearRegression()\n", + "\n", + "linearReg.fit(x_train, y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IJ8z0hiiGF94" + }, + "source": [ + "**Model Evaluation:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xWRzrIiabzm6", + "outputId": "2a99e166-fd6d-422f-f32f-3a81a22907d6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear Regression:\n", + " ------------------------------------------------------------\n", + "Mean Squared Error: 0.07987053016353023\n", + "Root Mean Squared Error: 0.2826137473010296\n", + "Accurcay: 91.8629741336772\n" + ] + } + ], + "source": [ + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "# prediction\n", + "y_predicted = linearReg.predict(x_test)\n", + "\n", + "# Calculate accuracy:\n", + "accuracy = r2_score(y_test, y_predicted)*100\n", + "\n", + "# Mean Squared error:\n", + "mse = mean_squared_error(y_test, y_predicted)\n", + "\n", + "# Root mean square:\n", + "rmse = np.sqrt(mse)\n", + "\n", + "print(\"Linear Regression:\\n\", \"--\"*30)\n", + "print(\"Mean Squared Error: \", mse)\n", + "print(\"Root Mean Squared Error: \", rmse)\n", + "print(\"Accurcay: \", accuracy)\n", + "\n" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/diamond price prediction/diamonds.csv.zip b/diamond price prediction/diamonds.csv.zip new file mode 100644 index 000000000..0cde14869 Binary files /dev/null and b/diamond price prediction/diamonds.csv.zip differ