diff --git a/HML076-HOUSE VALUE PREDICTION USING REGRESSION.ipynb b/HML076-HOUSE VALUE PREDICTION USING REGRESSION.ipynb
new file mode 100644
index 0000000..5741a81
--- /dev/null
+++ b/HML076-HOUSE VALUE PREDICTION USING REGRESSION.ipynb
@@ -0,0 +1,2396 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " households | \n",
+ " median_income | \n",
+ " ocean_proximity | \n",
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+ " 1.7000 | \n",
+ " INLAND | \n",
+ " 92300 | \n",
+ "
\n",
+ " \n",
+ " | 20638 | \n",
+ " -121.32 | \n",
+ " 39.43 | \n",
+ " 18 | \n",
+ " 1860 | \n",
+ " 409.0 | \n",
+ " 741 | \n",
+ " 349 | \n",
+ " 1.8672 | \n",
+ " INLAND | \n",
+ " 84700 | \n",
+ "
\n",
+ " \n",
+ " | 20639 | \n",
+ " -121.24 | \n",
+ " 39.37 | \n",
+ " 16 | \n",
+ " 2785 | \n",
+ " 616.0 | \n",
+ " 1387 | \n",
+ " 530 | \n",
+ " 2.3886 | \n",
+ " INLAND | \n",
+ " 89400 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
20640 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41 880 129.0 \n",
+ "1 -122.22 37.86 21 7099 1106.0 \n",
+ "2 -122.24 37.85 52 1467 190.0 \n",
+ "3 -122.25 37.85 52 1274 235.0 \n",
+ "4 -122.25 37.85 52 1627 280.0 \n",
+ "5 -122.25 37.85 52 919 213.0 \n",
+ "6 -122.25 37.84 52 2535 489.0 \n",
+ "7 -122.25 37.84 52 3104 687.0 \n",
+ "8 -122.26 37.84 42 2555 665.0 \n",
+ "9 -122.25 37.84 52 3549 707.0 \n",
+ "10 -122.26 37.85 52 2202 434.0 \n",
+ "11 -122.26 37.85 52 3503 752.0 \n",
+ "12 -122.26 37.85 52 2491 474.0 \n",
+ "13 -122.26 37.84 52 696 191.0 \n",
+ "14 -122.26 37.85 52 2643 626.0 \n",
+ "15 -122.26 37.85 50 1120 283.0 \n",
+ "16 -122.27 37.85 52 1966 347.0 \n",
+ "17 -122.27 37.85 52 1228 293.0 \n",
+ "18 -122.26 37.84 50 2239 455.0 \n",
+ "19 -122.27 37.84 52 1503 298.0 \n",
+ "20 -122.27 37.85 40 751 184.0 \n",
+ "21 -122.27 37.85 42 1639 367.0 \n",
+ "22 -122.27 37.84 52 2436 541.0 \n",
+ "23 -122.27 37.84 52 1688 337.0 \n",
+ "24 -122.27 37.84 52 2224 437.0 \n",
+ "25 -122.28 37.85 41 535 123.0 \n",
+ "26 -122.28 37.85 49 1130 244.0 \n",
+ "27 -122.28 37.85 52 1898 421.0 \n",
+ "28 -122.28 37.84 50 2082 492.0 \n",
+ "29 -122.28 37.84 52 729 160.0 \n",
+ "... ... ... ... ... ... \n",
+ "20610 -121.56 39.10 28 2130 484.0 \n",
+ "20611 -121.55 39.10 27 1783 441.0 \n",
+ "20612 -121.56 39.08 26 1377 289.0 \n",
+ "20613 -121.55 39.09 31 1728 365.0 \n",
+ "20614 -121.54 39.08 26 2276 460.0 \n",
+ "20615 -121.54 39.08 23 1076 216.0 \n",
+ "20616 -121.53 39.08 15 1810 441.0 \n",
+ "20617 -121.53 39.06 20 561 109.0 \n",
+ "20618 -121.55 39.06 25 1332 247.0 \n",
+ "20619 -121.56 39.01 22 1891 340.0 \n",
+ "20620 -121.48 39.05 40 198 41.0 \n",
+ "20621 -121.47 39.01 37 1244 247.0 \n",
+ "20622 -121.44 39.00 20 755 147.0 \n",
+ "20623 -121.37 39.03 32 1158 244.0 \n",
+ "20624 -121.41 39.04 16 1698 300.0 \n",
+ "20625 -121.52 39.12 37 102 17.0 \n",
+ "20626 -121.43 39.18 36 1124 184.0 \n",
+ "20627 -121.32 39.13 5 358 65.0 \n",
+ "20628 -121.48 39.10 19 2043 421.0 \n",
+ "20629 -121.39 39.12 28 10035 1856.0 \n",
+ "20630 -121.32 39.29 11 2640 505.0 \n",
+ "20631 -121.40 39.33 15 2655 493.0 \n",
+ "20632 -121.45 39.26 15 2319 416.0 \n",
+ "20633 -121.53 39.19 27 2080 412.0 \n",
+ "20634 -121.56 39.27 28 2332 395.0 \n",
+ "20635 -121.09 39.48 25 1665 374.0 \n",
+ "20636 -121.21 39.49 18 697 150.0 \n",
+ "20637 -121.22 39.43 17 2254 485.0 \n",
+ "20638 -121.32 39.43 18 1860 409.0 \n",
+ "20639 -121.24 39.37 16 2785 616.0 \n",
+ "\n",
+ " population households median_income ocean_proximity \\\n",
+ "0 322 126 8.3252 NEAR BAY \n",
+ "1 2401 1138 8.3014 NEAR BAY \n",
+ "2 496 177 7.2574 NEAR BAY \n",
+ "3 558 219 5.6431 NEAR BAY \n",
+ "4 565 259 3.8462 NEAR BAY \n",
+ "5 413 193 4.0368 NEAR BAY \n",
+ "6 1094 514 3.6591 NEAR BAY \n",
+ "7 1157 647 3.1200 NEAR BAY \n",
+ "8 1206 595 2.0804 NEAR BAY \n",
+ "9 1551 714 3.6912 NEAR BAY \n",
+ "10 910 402 3.2031 NEAR BAY \n",
+ "11 1504 734 3.2705 NEAR BAY \n",
+ "12 1098 468 3.0750 NEAR BAY \n",
+ "13 345 174 2.6736 NEAR BAY \n",
+ "14 1212 620 1.9167 NEAR BAY \n",
+ "15 697 264 2.1250 NEAR BAY \n",
+ "16 793 331 2.7750 NEAR BAY \n",
+ "17 648 303 2.1202 NEAR BAY \n",
+ "18 990 419 1.9911 NEAR BAY \n",
+ "19 690 275 2.6033 NEAR BAY \n",
+ "20 409 166 1.3578 NEAR BAY \n",
+ "21 929 366 1.7135 NEAR BAY \n",
+ "22 1015 478 1.7250 NEAR BAY \n",
+ "23 853 325 2.1806 NEAR BAY \n",
+ "24 1006 422 2.6000 NEAR BAY \n",
+ "25 317 119 2.4038 NEAR BAY \n",
+ "26 607 239 2.4597 NEAR BAY \n",
+ "27 1102 397 1.8080 NEAR BAY \n",
+ "28 1131 473 1.6424 NEAR BAY \n",
+ "29 395 155 1.6875 NEAR BAY \n",
+ "... ... ... ... ... \n",
+ "20610 1195 439 1.3631 INLAND \n",
+ "20611 1163 409 1.2857 INLAND \n",
+ "20612 761 267 1.4934 INLAND \n",
+ "20613 1167 384 1.4958 INLAND \n",
+ "20614 1455 474 2.4695 INLAND \n",
+ "20615 724 197 2.3598 INLAND \n",
+ "20616 1157 375 2.0469 INLAND \n",
+ "20617 308 114 3.3021 INLAND \n",
+ "20618 726 226 2.2500 INLAND \n",
+ "20619 1023 296 2.7303 INLAND \n",
+ "20620 151 48 4.5625 INLAND \n",
+ "20621 484 157 2.3661 INLAND \n",
+ "20622 457 157 2.4167 INLAND \n",
+ "20623 598 227 2.8235 INLAND \n",
+ "20624 731 291 3.0739 INLAND \n",
+ "20625 29 14 4.1250 INLAND \n",
+ "20626 504 171 2.1667 INLAND \n",
+ "20627 169 59 3.0000 INLAND \n",
+ "20628 1018 390 2.5952 INLAND \n",
+ "20629 6912 1818 2.0943 INLAND \n",
+ "20630 1257 445 3.5673 INLAND \n",
+ "20631 1200 432 3.5179 INLAND \n",
+ "20632 1047 385 3.1250 INLAND \n",
+ "20633 1082 382 2.5495 INLAND \n",
+ "20634 1041 344 3.7125 INLAND \n",
+ "20635 845 330 1.5603 INLAND \n",
+ "20636 356 114 2.5568 INLAND \n",
+ "20637 1007 433 1.7000 INLAND \n",
+ "20638 741 349 1.8672 INLAND \n",
+ "20639 1387 530 2.3886 INLAND \n",
+ "\n",
+ " median_house_value \n",
+ "0 452600 \n",
+ "1 358500 \n",
+ "2 352100 \n",
+ "3 341300 \n",
+ "4 342200 \n",
+ "5 269700 \n",
+ "6 299200 \n",
+ "7 241400 \n",
+ "8 226700 \n",
+ "9 261100 \n",
+ "10 281500 \n",
+ "11 241800 \n",
+ "12 213500 \n",
+ "13 191300 \n",
+ "14 159200 \n",
+ "15 140000 \n",
+ "16 152500 \n",
+ "17 155500 \n",
+ "18 158700 \n",
+ "19 162900 \n",
+ "20 147500 \n",
+ "21 159800 \n",
+ "22 113900 \n",
+ "23 99700 \n",
+ "24 132600 \n",
+ "25 107500 \n",
+ "26 93800 \n",
+ "27 105500 \n",
+ "28 108900 \n",
+ "29 132000 \n",
+ "... ... \n",
+ "20610 45500 \n",
+ "20611 47000 \n",
+ "20612 48300 \n",
+ "20613 53400 \n",
+ "20614 58000 \n",
+ "20615 57500 \n",
+ "20616 55100 \n",
+ "20617 70800 \n",
+ "20618 63400 \n",
+ "20619 99100 \n",
+ "20620 100000 \n",
+ "20621 77500 \n",
+ "20622 67000 \n",
+ "20623 65500 \n",
+ "20624 87200 \n",
+ "20625 72000 \n",
+ "20626 93800 \n",
+ "20627 162500 \n",
+ "20628 92400 \n",
+ "20629 108300 \n",
+ "20630 112000 \n",
+ "20631 107200 \n",
+ "20632 115600 \n",
+ "20633 98300 \n",
+ "20634 116800 \n",
+ "20635 78100 \n",
+ "20636 77100 \n",
+ "20637 92300 \n",
+ "20638 84700 \n",
+ "20639 89400 \n",
+ "\n",
+ "[20640 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#loading the dataset\n",
+ "house=pd.read_csv(\"C:/Users/SAI TARUN/Desktop/HML0076/housing.csv\")\n",
+ "house"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(20640, 10)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#shape of the dataset \n",
+ "# to know the number of rows and columns\n",
+ "house.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "longitude 0\n",
+ "latitude 0\n",
+ "housing_median_age 0\n",
+ "total_rooms 0\n",
+ "total_bedrooms 207\n",
+ "population 0\n",
+ "households 0\n",
+ "median_income 0\n",
+ "ocean_proximity 0\n",
+ "median_house_value 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#to know the number of null values\n",
+ "house.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#filling the null values with the mean\n",
+ "house[\"total_bedrooms\"]=house[\"total_bedrooms\"].fillna((house[\"total_bedrooms\"].mean()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "longitude 0\n",
+ "latitude 0\n",
+ "housing_median_age 0\n",
+ "total_rooms 0\n",
+ "total_bedrooms 0\n",
+ "population 0\n",
+ "households 0\n",
+ "median_income 0\n",
+ "ocean_proximity 0\n",
+ "median_house_value 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "house.isnull().sum()\n",
+ "#verifying whether all the null values are filled or not"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " longitude | \n",
+ " latitude | \n",
+ " housing_median_age | \n",
+ " total_rooms | \n",
+ " total_bedrooms | \n",
+ " population | \n",
+ " households | \n",
+ " median_income | \n",
+ " median_house_value | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ " 20640.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " -119.569704 | \n",
+ " 35.631861 | \n",
+ " 28.639486 | \n",
+ " 2635.763081 | \n",
+ " 537.870553 | \n",
+ " 1425.476744 | \n",
+ " 499.539680 | \n",
+ " 3.870671 | \n",
+ " 206855.816909 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 2.003532 | \n",
+ " 2.135952 | \n",
+ " 12.585558 | \n",
+ " 2181.615252 | \n",
+ " 419.266592 | \n",
+ " 1132.462122 | \n",
+ " 382.329753 | \n",
+ " 1.899822 | \n",
+ " 115395.615874 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " -124.350000 | \n",
+ " 32.540000 | \n",
+ " 1.000000 | \n",
+ " 2.000000 | \n",
+ " 1.000000 | \n",
+ " 3.000000 | \n",
+ " 1.000000 | \n",
+ " 0.499900 | \n",
+ " 14999.000000 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " -121.800000 | \n",
+ " 33.930000 | \n",
+ " 18.000000 | \n",
+ " 1447.750000 | \n",
+ " 297.000000 | \n",
+ " 787.000000 | \n",
+ " 280.000000 | \n",
+ " 2.563400 | \n",
+ " 119600.000000 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " -118.490000 | \n",
+ " 34.260000 | \n",
+ " 29.000000 | \n",
+ " 2127.000000 | \n",
+ " 438.000000 | \n",
+ " 1166.000000 | \n",
+ " 409.000000 | \n",
+ " 3.534800 | \n",
+ " 179700.000000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " -118.010000 | \n",
+ " 37.710000 | \n",
+ " 37.000000 | \n",
+ " 3148.000000 | \n",
+ " 643.250000 | \n",
+ " 1725.000000 | \n",
+ " 605.000000 | \n",
+ " 4.743250 | \n",
+ " 264725.000000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " -114.310000 | \n",
+ " 41.950000 | \n",
+ " 52.000000 | \n",
+ " 39320.000000 | \n",
+ " 6445.000000 | \n",
+ " 35682.000000 | \n",
+ " 6082.000000 | \n",
+ " 15.000100 | \n",
+ " 500001.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms \\\n",
+ "count 20640.000000 20640.000000 20640.000000 20640.000000 \n",
+ "mean -119.569704 35.631861 28.639486 2635.763081 \n",
+ "std 2.003532 2.135952 12.585558 2181.615252 \n",
+ "min -124.350000 32.540000 1.000000 2.000000 \n",
+ "25% -121.800000 33.930000 18.000000 1447.750000 \n",
+ "50% -118.490000 34.260000 29.000000 2127.000000 \n",
+ "75% -118.010000 37.710000 37.000000 3148.000000 \n",
+ "max -114.310000 41.950000 52.000000 39320.000000 \n",
+ "\n",
+ " total_bedrooms population households median_income \\\n",
+ "count 20640.000000 20640.000000 20640.000000 20640.000000 \n",
+ "mean 537.870553 1425.476744 499.539680 3.870671 \n",
+ "std 419.266592 1132.462122 382.329753 1.899822 \n",
+ "min 1.000000 3.000000 1.000000 0.499900 \n",
+ "25% 297.000000 787.000000 280.000000 2.563400 \n",
+ "50% 438.000000 1166.000000 409.000000 3.534800 \n",
+ "75% 643.250000 1725.000000 605.000000 4.743250 \n",
+ "max 6445.000000 35682.000000 6082.000000 15.000100 \n",
+ "\n",
+ " median_house_value \n",
+ "count 20640.000000 \n",
+ "mean 206855.816909 \n",
+ "std 115395.615874 \n",
+ "min 14999.000000 \n",
+ "25% 119600.000000 \n",
+ "50% 179700.000000 \n",
+ "75% 264725.000000 \n",
+ "max 500001.000000 "
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "house.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "longitude float64\n",
+ "latitude float64\n",
+ "housing_median_age int64\n",
+ "total_rooms int64\n",
+ "total_bedrooms float64\n",
+ "population int64\n",
+ "households int64\n",
+ "median_income float64\n",
+ "ocean_proximity object\n",
+ "median_house_value int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "house.dtypes\n",
+ "#displays the datatypes of all the columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# LABEL ENCODING\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['NEAR BAY', '<1H OCEAN', 'INLAND', 'NEAR OCEAN', 'ISLAND'],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "house[\"ocean_proximity\"].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 3\n",
+ "1 3\n",
+ "2 3\n",
+ "3 3\n",
+ "4 3\n",
+ "Name: ocean_proximity, dtype: int64"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#next step is to convert the string values into numerical values\n",
+ "#labelencodeing\n",
+ "from sklearn.preprocessing import LabelEncoder\n",
+ "le = LabelEncoder()\n",
+ "house['ocean_proximity'] = le.fit_transform(house['ocean_proximity'])\n",
+ "house['ocean_proximity'].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# ONE HOT ENCODING"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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+ " \n",
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+ " total_bedrooms | \n",
+ " population | \n",
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+ " median_income | \n",
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+ " 5.6431 | \n",
+ " 3 | \n",
+ " 341300 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " -122.25 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1627 | \n",
+ " 280.0 | \n",
+ " 565 | \n",
+ " 259 | \n",
+ " 3.8462 | \n",
+ " 3 | \n",
+ " 342200 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41 880 129.0 \n",
+ "1 -122.22 37.86 21 7099 1106.0 \n",
+ "2 -122.24 37.85 52 1467 190.0 \n",
+ "3 -122.25 37.85 52 1274 235.0 \n",
+ "4 -122.25 37.85 52 1627 280.0 \n",
+ "\n",
+ " population households median_income ocean_proximity median_house_value \\\n",
+ "0 322 126 8.3252 3 452600 \n",
+ "1 2401 1138 8.3014 3 358500 \n",
+ "2 496 177 7.2574 3 352100 \n",
+ "3 558 219 5.6431 3 341300 \n",
+ "4 565 259 3.8462 3 342200 \n",
+ "\n",
+ " 0 1 2 3 4 \n",
+ "0 0 0 0 1 0 \n",
+ "1 0 0 0 1 0 \n",
+ "2 0 0 0 1 0 \n",
+ "3 0 0 0 1 0 \n",
+ "4 0 0 0 1 0 "
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#OneHotEncodeing\n",
+ "dummy=pd.get_dummies(house['ocean_proximity'])\n",
+ "house=pd.concat([house,dummy],axis=1)\n",
+ "house.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " longitude | \n",
+ " latitude | \n",
+ " housing_median_age | \n",
+ " total_rooms | \n",
+ " total_bedrooms | \n",
+ " population | \n",
+ " households | \n",
+ " median_income | \n",
+ " ocean_proximity | \n",
+ " median_house_value | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " -122.23 | \n",
+ " 37.88 | \n",
+ " 41 | \n",
+ " 880 | \n",
+ " 129.0 | \n",
+ " 322 | \n",
+ " 126 | \n",
+ " 8.3252 | \n",
+ " 3 | \n",
+ " 452600 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " -122.22 | \n",
+ " 37.86 | \n",
+ " 21 | \n",
+ " 7099 | \n",
+ " 1106.0 | \n",
+ " 2401 | \n",
+ " 1138 | \n",
+ " 8.3014 | \n",
+ " 3 | \n",
+ " 358500 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " -122.24 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1467 | \n",
+ " 190.0 | \n",
+ " 496 | \n",
+ " 177 | \n",
+ " 7.2574 | \n",
+ " 3 | \n",
+ " 352100 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " -122.25 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1274 | \n",
+ " 235.0 | \n",
+ " 558 | \n",
+ " 219 | \n",
+ " 5.6431 | \n",
+ " 3 | \n",
+ " 341300 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " -122.25 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1627 | \n",
+ " 280.0 | \n",
+ " 565 | \n",
+ " 259 | \n",
+ " 3.8462 | \n",
+ " 3 | \n",
+ " 342200 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41 880 129.0 \n",
+ "1 -122.22 37.86 21 7099 1106.0 \n",
+ "2 -122.24 37.85 52 1467 190.0 \n",
+ "3 -122.25 37.85 52 1274 235.0 \n",
+ "4 -122.25 37.85 52 1627 280.0 \n",
+ "\n",
+ " population households median_income ocean_proximity median_house_value \\\n",
+ "0 322 126 8.3252 3 452600 \n",
+ "1 2401 1138 8.3014 3 358500 \n",
+ "2 496 177 7.2574 3 352100 \n",
+ "3 558 219 5.6431 3 341300 \n",
+ "4 565 259 3.8462 3 342200 \n",
+ "\n",
+ " 0 1 2 3 4 \n",
+ "0 0 0 0 1 0 \n",
+ "1 0 0 0 1 0 \n",
+ "2 0 0 0 1 0 \n",
+ "3 0 0 0 1 0 \n",
+ "4 0 0 0 1 0 "
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#next step is standardization\n",
+ "from sklearn.preprocessing import StandardScaler \n",
+ "scaler = StandardScaler().fit(house) \n",
+ "rescaledX = scaler.transform(house) \n",
+ "np.set_printoptions(precision=3) \n",
+ "house.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " longitude | \n",
+ " latitude | \n",
+ " housing_median_age | \n",
+ " total_rooms | \n",
+ " total_bedrooms | \n",
+ " population | \n",
+ " households | \n",
+ " median_income | \n",
+ " ocean_proximity | \n",
+ " median_house_value | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " -122.23 | \n",
+ " 37.88 | \n",
+ " 41 | \n",
+ " 880 | \n",
+ " 129.0 | \n",
+ " 322 | \n",
+ " 126 | \n",
+ " 8.3252 | \n",
+ " 3 | \n",
+ " 452600 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " -122.22 | \n",
+ " 37.86 | \n",
+ " 21 | \n",
+ " 7099 | \n",
+ " 1106.0 | \n",
+ " 2401 | \n",
+ " 1138 | \n",
+ " 8.3014 | \n",
+ " 3 | \n",
+ " 358500 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " -122.24 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1467 | \n",
+ " 190.0 | \n",
+ " 496 | \n",
+ " 177 | \n",
+ " 7.2574 | \n",
+ " 3 | \n",
+ " 352100 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " -122.25 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1274 | \n",
+ " 235.0 | \n",
+ " 558 | \n",
+ " 219 | \n",
+ " 5.6431 | \n",
+ " 3 | \n",
+ " 341300 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " -122.25 | \n",
+ " 37.85 | \n",
+ " 52 | \n",
+ " 1627 | \n",
+ " 280.0 | \n",
+ " 565 | \n",
+ " 259 | \n",
+ " 3.8462 | \n",
+ " 3 | \n",
+ " 342200 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41 880 129.0 \n",
+ "1 -122.22 37.86 21 7099 1106.0 \n",
+ "2 -122.24 37.85 52 1467 190.0 \n",
+ "3 -122.25 37.85 52 1274 235.0 \n",
+ "4 -122.25 37.85 52 1627 280.0 \n",
+ "\n",
+ " population households median_income ocean_proximity median_house_value \\\n",
+ "0 322 126 8.3252 3 452600 \n",
+ "1 2401 1138 8.3014 3 358500 \n",
+ "2 496 177 7.2574 3 352100 \n",
+ "3 558 219 5.6431 3 341300 \n",
+ "4 565 259 3.8462 3 342200 \n",
+ "\n",
+ " 0 1 2 3 4 \n",
+ "0 0 0 0 1 0 \n",
+ "1 0 0 0 1 0 \n",
+ "2 0 0 0 1 0 \n",
+ "3 0 0 0 1 0 \n",
+ "4 0 0 0 1 0 "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "house.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# GRAPHS"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.median_income,house.median_house_value)\n",
+ "plt.title(\"Relationship between median_income and House median_value\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.population,house.median_house_value)\n",
+ "plt.title(\"Relationship between population and House median_value\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.ocean_proximity,house.median_house_value)\n",
+ "plt.title(\"Relationship between ocean_proximity and House median_value\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.total_rooms,house.median_house_value)\n",
+ "plt.title(\"Relationship between total rooms and House median_value\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.total_bedrooms,house.median_house_value)\n",
+ "plt.title(\"Relationship between total bed-rooms and House median_value\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(house.households,house.median_house_value)\n",
+ "plt.title(\"Relationship between households and Target\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# HISTOGRAM ANALYSIS "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "house.hist(figsize=(20,15), color = 'green')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# TEST AND TRAIN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#spliting the data identifying dependent and independent variables\n",
+ "x = house.drop(['median_house_value'],axis=1)\n",
+ "y = house['median_house_value']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#spliting into test and train\n",
+ "from sklearn import model_selection\n",
+ "xtrain,xtest,ytrain,ytest = model_selection.train_test_split(x,y,test_size=0.2,random_state=42)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# LINEAR REGRESSION"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Accuracy :(62.573518211597076, '%')\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "lin = LinearRegression()\n",
+ "lin.fit(xtrain, ytrain)\n",
+ "predictions = lin.predict(xtest)\n",
+ "accuracy = lin.score(xtest,ytest)\n",
+ "accu=(accuracy*100,'%')\n",
+ "print(\"Accuracy :\"+str(accu))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Root Mean Square error: 70031.41991955662\n"
+ ]
+ }
+ ],
+ "source": [
+ "#to print rmse value\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "from math import sqrt\n",
+ "rms = sqrt(mean_squared_error(ytest,predictions))\n",
+ "print(\"Root Mean Square error: \"+str(rms))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\SAI TARUN\\Anaconda3\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
+ " \"This module will be removed in 0.20.\", DeprecationWarning)\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "root mean square error: 80527.45996876547\n",
+ "accuracy :(51.237932070183255, '%')\n"
+ ]
+ }
+ ],
+ "source": [
+ "#linear regression using single feature\n",
+ "from sklearn.cross_validation import train_test_split\n",
+ "xs= house.iloc[:, 7].values\n",
+ "ys =house.iloc[:, 9].values\n",
+ "#Spliting the dataset into Training set and Test Set\n",
+ "x_train, x_test, y_train, y_test = train_test_split(xs, ys, test_size= 0.05, random_state=3)\n",
+ "#linnear Regression\n",
+ "x_train= x_train.reshape(-1, 1)\n",
+ "y_train= y_train.reshape(-1, 1)\n",
+ "x_test = x_test.reshape(-1, 1)\n",
+ "regressor = LinearRegression()\n",
+ "regressor.fit(x_train,y_train)\n",
+ "y_pred = regressor.predict(x_test)\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "from math import sqrt\n",
+ "rms = sqrt(mean_squared_error(y_test,y_pred))\n",
+ "print(\"root mean square error: \"+str(rms))\n",
+ "accuracy = regressor.score(x_test,y_test)\n",
+ "accu=(accuracy*100,'%')\n",
+ "print(\"accuracy :\"+str(accu))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#linear regression graph \n",
+ "plt.scatter(x_train, y_train)\n",
+ "plt.plot(x_test, y_pred, color='red')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0,0.5,' Predicted median_house_value')"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#graph between actual and predicted median_house_value\n",
+ "fig = plt.figure(figsize=(15,8))\n",
+ "plt.scatter(y_test,y_pred,marker=\"*\",s=100)\n",
+ "plt.scatter(y_train,regressor.predict(x_train),marker=\"s\",s=7,alpha=0.8)\n",
+ "plt.xlabel(\" Actual median_house_value\")\n",
+ "plt.ylabel(\" Predicted median_house_value\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# DECISION TREE"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Accuracy:\n",
+ "71.16404816152469 %\n",
+ "Error:\n",
+ "61471.04211355151\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "from sklearn.tree import DecisionTreeRegressor\n",
+ "dtree_reg = DecisionTreeRegressor(max_depth=19,min_samples_leaf = 7,max_features = 'sqrt',random_state= 42,min_samples_split = 5)\n",
+ "dtree_reg.fit(xtrain, ytrain)\n",
+ "pred = dtree_reg.predict(xtest)\n",
+ "acc= dtree_reg.score(xtest,ytest)\n",
+ "print(\"Accuracy:\")\n",
+ "print(acc*100,'%')\n",
+ "print(\"Error:\")\n",
+ "print(sqrt(mean_squared_error(ytest, pred)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# RANDOM FOREST\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "49732.498133850146\n",
+ "Accuracy:\n",
+ "81.12557673442066 %\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "regr = RandomForestRegressor(max_depth=24, random_state=2,n_estimators=750,max_features = 'sqrt')\n",
+ "regr.fit(xtrain, ytrain) \n",
+ "y_pred = regr.predict(xtest)\n",
+ "p = mean_squared_error(ytest, y_pred)\n",
+ "print(p ** 0.5)\n",
+ "acc= regr.score(xtest,ytest)\n",
+ "print(\"Accuracy:\")\n",
+ "print(acc*100,'%')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/HML076.ipynb b/HML076.ipynb
deleted file mode 100644
index 81f040b..0000000
--- a/HML076.ipynb
+++ /dev/null
@@ -1,32 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "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": "3.6.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}