diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 2c9c977..8a6c8d6 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -35,11 +35,890 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " lstat | \n",
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+ " | 399 | \n",
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+ " \n",
+ " | 400 | \n",
+ " 51.13580 | \n",
+ " 0.0 | \n",
+ " 18.10 | \n",
+ " 0.0 | \n",
+ " 0.597 | \n",
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404 rows × 14 columns
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+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age dis rad tax \\\n",
+ "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
+ "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n",
+ "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n",
+ "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n",
+ "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n",
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+ "401 0.01501 90.0 1.21 1.0 0.401 7.923 24.8 5.8850 1.0 198.0 \n",
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+ "403 0.08244 30.0 4.93 0.0 0.428 6.481 18.5 6.1899 6.0 300.0 \n",
+ "\n",
+ " ptratio black lstat medv \n",
+ "0 19.2 376.94 9.88 21.7 \n",
+ "1 19.7 396.90 9.22 19.6 \n",
+ "2 18.4 396.24 9.97 20.3 \n",
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+ "399 20.2 396.90 18.13 14.1 \n",
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+ "402 17.3 396.90 5.77 24.7 \n",
+ "403 16.6 379.41 6.36 23.7 \n",
+ "\n",
+ "[404 rows x 14 columns]"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "data=pd.read_csv('../data/boston_data.csv')\n",
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 404 entries, 0 to 403\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 crim 404 non-null float64\n",
+ " 1 zn 404 non-null float64\n",
+ " 2 indus 404 non-null float64\n",
+ " 3 chas 404 non-null float64\n",
+ " 4 nox 404 non-null float64\n",
+ " 5 rm 404 non-null float64\n",
+ " 6 age 404 non-null float64\n",
+ " 7 dis 404 non-null float64\n",
+ " 8 rad 404 non-null float64\n",
+ " 9 tax 404 non-null float64\n",
+ " 10 ptratio 404 non-null float64\n",
+ " 11 black 404 non-null float64\n",
+ " 12 lstat 404 non-null float64\n",
+ " 13 medv 404 non-null float64\n",
+ "dtypes: float64(14)\n",
+ "memory usage: 44.3 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "data.info()\n",
+ "#no missing values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.00000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 3.730912 | \n",
+ " 10.509901 | \n",
+ " 11.189901 | \n",
+ " 0.069307 | \n",
+ " 0.556710 | \n",
+ " 6.30145 | \n",
+ " 68.601733 | \n",
+ " 3.799666 | \n",
+ " 9.836634 | \n",
+ " 411.688119 | \n",
+ " 18.444554 | \n",
+ " 355.068243 | \n",
+ " 12.598936 | \n",
+ " 22.312376 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 8.943922 | \n",
+ " 22.053733 | \n",
+ " 6.814909 | \n",
+ " 0.254290 | \n",
+ " 0.117321 | \n",
+ " 0.67583 | \n",
+ " 28.066143 | \n",
+ " 2.109916 | \n",
+ " 8.834741 | \n",
+ " 171.073553 | \n",
+ " 2.150295 | \n",
+ " 94.489572 | \n",
+ " 6.925173 | \n",
+ " 8.837019 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 0.006320 | \n",
+ " 0.000000 | \n",
+ " 0.460000 | \n",
+ " 0.000000 | \n",
+ " 0.392000 | \n",
+ " 3.56100 | \n",
+ " 2.900000 | \n",
+ " 1.169100 | \n",
+ " 1.000000 | \n",
+ " 187.000000 | \n",
+ " 12.600000 | \n",
+ " 0.320000 | \n",
+ " 1.730000 | \n",
+ " 5.000000 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 0.082382 | \n",
+ " 0.000000 | \n",
+ " 5.190000 | \n",
+ " 0.000000 | \n",
+ " 0.453000 | \n",
+ " 5.90275 | \n",
+ " 45.800000 | \n",
+ " 2.087875 | \n",
+ " 4.000000 | \n",
+ " 281.000000 | \n",
+ " 17.375000 | \n",
+ " 374.710000 | \n",
+ " 7.135000 | \n",
+ " 17.100000 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 0.253715 | \n",
+ " 0.000000 | \n",
+ " 9.795000 | \n",
+ " 0.000000 | \n",
+ " 0.538000 | \n",
+ " 6.23050 | \n",
+ " 76.600000 | \n",
+ " 3.207450 | \n",
+ " 5.000000 | \n",
+ " 330.000000 | \n",
+ " 19.000000 | \n",
+ " 391.065000 | \n",
+ " 11.265000 | \n",
+ " 21.400000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 4.053158 | \n",
+ " 12.500000 | \n",
+ " 18.100000 | \n",
+ " 0.000000 | \n",
+ " 0.631000 | \n",
+ " 6.62925 | \n",
+ " 94.150000 | \n",
+ " 5.222125 | \n",
+ " 24.000000 | \n",
+ " 666.000000 | \n",
+ " 20.200000 | \n",
+ " 396.007500 | \n",
+ " 16.910000 | \n",
+ " 25.000000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 88.976200 | \n",
+ " 95.000000 | \n",
+ " 27.740000 | \n",
+ " 1.000000 | \n",
+ " 0.871000 | \n",
+ " 8.78000 | \n",
+ " 100.000000 | \n",
+ " 12.126500 | \n",
+ " 24.000000 | \n",
+ " 711.000000 | \n",
+ " 22.000000 | \n",
+ " 396.900000 | \n",
+ " 34.370000 | \n",
+ " 50.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm \\\n",
+ "count 404.000000 404.000000 404.000000 404.000000 404.000000 404.00000 \n",
+ "mean 3.730912 10.509901 11.189901 0.069307 0.556710 6.30145 \n",
+ "std 8.943922 22.053733 6.814909 0.254290 0.117321 0.67583 \n",
+ "min 0.006320 0.000000 0.460000 0.000000 0.392000 3.56100 \n",
+ "25% 0.082382 0.000000 5.190000 0.000000 0.453000 5.90275 \n",
+ "50% 0.253715 0.000000 9.795000 0.000000 0.538000 6.23050 \n",
+ "75% 4.053158 12.500000 18.100000 0.000000 0.631000 6.62925 \n",
+ "max 88.976200 95.000000 27.740000 1.000000 0.871000 8.78000 \n",
+ "\n",
+ " age dis rad tax ptratio black \\\n",
+ "count 404.000000 404.000000 404.000000 404.000000 404.000000 404.000000 \n",
+ "mean 68.601733 3.799666 9.836634 411.688119 18.444554 355.068243 \n",
+ "std 28.066143 2.109916 8.834741 171.073553 2.150295 94.489572 \n",
+ "min 2.900000 1.169100 1.000000 187.000000 12.600000 0.320000 \n",
+ "25% 45.800000 2.087875 4.000000 281.000000 17.375000 374.710000 \n",
+ "50% 76.600000 3.207450 5.000000 330.000000 19.000000 391.065000 \n",
+ "75% 94.150000 5.222125 24.000000 666.000000 20.200000 396.007500 \n",
+ "max 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n",
+ "\n",
+ " lstat medv \n",
+ "count 404.000000 404.000000 \n",
+ "mean 12.598936 22.312376 \n",
+ "std 6.925173 8.837019 \n",
+ "min 1.730000 5.000000 \n",
+ "25% 7.135000 17.100000 \n",
+ "50% 11.265000 21.400000 \n",
+ "75% 16.910000 25.000000 \n",
+ "max 34.370000 50.000000 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# there seem to be a lot of outliers judging from the differences between the means and max of each column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | crim | \n",
+ " 1.000000 | \n",
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+ " \n",
+ " | zn | \n",
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+ " -0.037290 | \n",
+ " -0.497114 | \n",
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+ " \n",
+ " | indus | \n",
+ " 0.404249 | \n",
+ " -0.532268 | \n",
+ " 1.000000 | \n",
+ " 0.059928 | \n",
+ " 0.760913 | \n",
+ " -0.353589 | \n",
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+ " -0.702583 | \n",
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+ " 0.722828 | \n",
+ " 0.356549 | \n",
+ " -0.378189 | \n",
+ " 0.608309 | \n",
+ " -0.501698 | \n",
+ "
\n",
+ " \n",
+ " | chas | \n",
+ " -0.060688 | \n",
+ " -0.037290 | \n",
+ " 0.059928 | \n",
+ " 1.000000 | \n",
+ " 0.100650 | \n",
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+ " -0.103124 | \n",
+ " -0.022561 | \n",
+ " -0.043708 | \n",
+ " -0.121835 | \n",
+ " 0.042580 | \n",
+ " -0.041061 | \n",
+ " 0.141400 | \n",
+ "
\n",
+ " \n",
+ " | nox | \n",
+ " 0.405290 | \n",
+ " -0.497114 | \n",
+ " 0.760913 | \n",
+ " 0.100650 | \n",
+ " 1.000000 | \n",
+ " -0.266114 | \n",
+ " 0.728882 | \n",
+ " -0.762469 | \n",
+ " 0.612115 | \n",
+ " 0.660607 | \n",
+ " 0.166715 | \n",
+ " -0.393876 | \n",
+ " 0.587573 | \n",
+ " -0.439225 | \n",
+ "
\n",
+ " \n",
+ " | rm | \n",
+ " -0.172226 | \n",
+ " 0.302404 | \n",
+ " -0.353589 | \n",
+ " 0.090146 | \n",
+ " -0.266114 | \n",
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+ " -0.323330 | \n",
+ " 0.128410 | \n",
+ " -0.578025 | \n",
+ " 0.683541 | \n",
+ "
\n",
+ " \n",
+ " | age | \n",
+ " 0.349288 | \n",
+ " -0.546587 | \n",
+ " 0.630048 | \n",
+ " 0.084852 | \n",
+ " 0.728882 | \n",
+ " -0.210589 | \n",
+ " 1.000000 | \n",
+ " -0.734915 | \n",
+ " 0.467341 | \n",
+ " 0.503830 | \n",
+ " 0.231820 | \n",
+ " -0.276469 | \n",
+ " 0.602001 | \n",
+ " -0.390863 | \n",
+ "
\n",
+ " \n",
+ " | dis | \n",
+ " -0.376493 | \n",
+ " 0.659018 | \n",
+ " -0.702583 | \n",
+ " -0.103124 | \n",
+ " -0.762469 | \n",
+ " 0.178700 | \n",
+ " -0.734915 | \n",
+ " 1.000000 | \n",
+ " -0.503471 | \n",
+ " -0.526938 | \n",
+ " -0.206016 | \n",
+ " 0.306445 | \n",
+ " -0.500912 | \n",
+ " 0.264876 | \n",
+ "
\n",
+ " \n",
+ " | rad | \n",
+ " 0.603044 | \n",
+ " -0.311313 | \n",
+ " 0.616375 | \n",
+ " -0.022561 | \n",
+ " 0.612115 | \n",
+ " -0.173222 | \n",
+ " 0.467341 | \n",
+ " -0.503471 | \n",
+ " 1.000000 | \n",
+ " 0.917344 | \n",
+ " 0.487733 | \n",
+ " -0.468700 | \n",
+ " 0.499279 | \n",
+ " -0.423508 | \n",
+ "
\n",
+ " \n",
+ " | tax | \n",
+ " 0.565047 | \n",
+ " -0.289332 | \n",
+ " 0.722828 | \n",
+ " -0.043708 | \n",
+ " 0.660607 | \n",
+ " -0.241733 | \n",
+ " 0.503830 | \n",
+ " -0.526938 | \n",
+ " 0.917344 | \n",
+ " 1.000000 | \n",
+ " 0.465997 | \n",
+ " -0.462250 | \n",
+ " 0.542732 | \n",
+ " -0.495792 | \n",
+ "
\n",
+ " \n",
+ " | ptratio | \n",
+ " 0.292092 | \n",
+ " -0.371315 | \n",
+ " 0.356549 | \n",
+ " -0.121835 | \n",
+ " 0.166715 | \n",
+ " -0.323330 | \n",
+ " 0.231820 | \n",
+ " -0.206016 | \n",
+ " 0.487733 | \n",
+ " 0.465997 | \n",
+ " 1.000000 | \n",
+ " -0.194891 | \n",
+ " 0.351408 | \n",
+ " -0.506313 | \n",
+ "
\n",
+ " \n",
+ " | black | \n",
+ " -0.377436 | \n",
+ " 0.176350 | \n",
+ " -0.378189 | \n",
+ " 0.042580 | \n",
+ " -0.393876 | \n",
+ " 0.128410 | \n",
+ " -0.276469 | \n",
+ " 0.306445 | \n",
+ " -0.468700 | \n",
+ " -0.462250 | \n",
+ " -0.194891 | \n",
+ " 1.000000 | \n",
+ " -0.388913 | \n",
+ " 0.360071 | \n",
+ "
\n",
+ " \n",
+ " | lstat | \n",
+ " 0.428940 | \n",
+ " -0.412075 | \n",
+ " 0.608309 | \n",
+ " -0.041061 | \n",
+ " 0.587573 | \n",
+ " -0.578025 | \n",
+ " 0.602001 | \n",
+ " -0.500912 | \n",
+ " 0.499279 | \n",
+ " 0.542732 | \n",
+ " 0.351408 | \n",
+ " -0.388913 | \n",
+ " 1.000000 | \n",
+ " -0.742695 | \n",
+ "
\n",
+ " \n",
+ " | medv | \n",
+ " -0.400956 | \n",
+ " 0.355608 | \n",
+ " -0.501698 | \n",
+ " 0.141400 | \n",
+ " -0.439225 | \n",
+ " 0.683541 | \n",
+ " -0.390863 | \n",
+ " 0.264876 | \n",
+ " -0.423508 | \n",
+ " -0.495792 | \n",
+ " -0.506313 | \n",
+ " 0.360071 | \n",
+ " -0.742695 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age \\\n",
+ "crim 1.000000 -0.194770 0.404249 -0.060688 0.405290 -0.172226 0.349288 \n",
+ "zn -0.194770 1.000000 -0.532268 -0.037290 -0.497114 0.302404 -0.546587 \n",
+ "indus 0.404249 -0.532268 1.000000 0.059928 0.760913 -0.353589 0.630048 \n",
+ "chas -0.060688 -0.037290 0.059928 1.000000 0.100650 0.090146 0.084852 \n",
+ "nox 0.405290 -0.497114 0.760913 0.100650 1.000000 -0.266114 0.728882 \n",
+ "rm -0.172226 0.302404 -0.353589 0.090146 -0.266114 1.000000 -0.210589 \n",
+ "age 0.349288 -0.546587 0.630048 0.084852 0.728882 -0.210589 1.000000 \n",
+ "dis -0.376493 0.659018 -0.702583 -0.103124 -0.762469 0.178700 -0.734915 \n",
+ "rad 0.603044 -0.311313 0.616375 -0.022561 0.612115 -0.173222 0.467341 \n",
+ "tax 0.565047 -0.289332 0.722828 -0.043708 0.660607 -0.241733 0.503830 \n",
+ "ptratio 0.292092 -0.371315 0.356549 -0.121835 0.166715 -0.323330 0.231820 \n",
+ "black -0.377436 0.176350 -0.378189 0.042580 -0.393876 0.128410 -0.276469 \n",
+ "lstat 0.428940 -0.412075 0.608309 -0.041061 0.587573 -0.578025 0.602001 \n",
+ "medv -0.400956 0.355608 -0.501698 0.141400 -0.439225 0.683541 -0.390863 \n",
+ "\n",
+ " dis rad tax ptratio black lstat medv \n",
+ "crim -0.376493 0.603044 0.565047 0.292092 -0.377436 0.428940 -0.400956 \n",
+ "zn 0.659018 -0.311313 -0.289332 -0.371315 0.176350 -0.412075 0.355608 \n",
+ "indus -0.702583 0.616375 0.722828 0.356549 -0.378189 0.608309 -0.501698 \n",
+ "chas -0.103124 -0.022561 -0.043708 -0.121835 0.042580 -0.041061 0.141400 \n",
+ "nox -0.762469 0.612115 0.660607 0.166715 -0.393876 0.587573 -0.439225 \n",
+ "rm 0.178700 -0.173222 -0.241733 -0.323330 0.128410 -0.578025 0.683541 \n",
+ "age -0.734915 0.467341 0.503830 0.231820 -0.276469 0.602001 -0.390863 \n",
+ "dis 1.000000 -0.503471 -0.526938 -0.206016 0.306445 -0.500912 0.264876 \n",
+ "rad -0.503471 1.000000 0.917344 0.487733 -0.468700 0.499279 -0.423508 \n",
+ "tax -0.526938 0.917344 1.000000 0.465997 -0.462250 0.542732 -0.495792 \n",
+ "ptratio -0.206016 0.487733 0.465997 1.000000 -0.194891 0.351408 -0.506313 \n",
+ "black 0.306445 -0.468700 -0.462250 -0.194891 1.000000 -0.388913 0.360071 \n",
+ "lstat -0.500912 0.499279 0.542732 0.351408 -0.388913 1.000000 -0.742695 \n",
+ "medv 0.264876 -0.423508 -0.495792 -0.506313 0.360071 -0.742695 1.000000 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# we check with the correlation matrix whether the variables are relevant to explain mdev\n",
+ "data.corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "data.drop('chas', inplace=True, axis=1)"
]
},
{
@@ -51,11 +930,531 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['crim', 'zn', 'indus', 'nox', 'rm', 'age', 'dis', 'rad', 'tax',\n",
+ " 'ptratio', 'black', 'lstat', 'medv'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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AAAAgGIpSAAAAAEAwFKUAAAAAgGAoSgEAAAAAwVCUAgAAABmksbFRZWVl2v/F61RWVqbGxsbQIQFJyQ8dAAAAAIDBaWxs1OLFi3X8+HFJ0t69e7V48WJJUlVVVcjQgCGjKAUAAADSkJkNar7jx49rwYIFWrBgQZ/T3T2VYQEpR/ddAAAAIA25e8JDkubMmaNZs2YpLy9Ps2bN0pw5c/qdn4IUmYCWUgAAACCD/PSnP1VXV5e6urr0m9/8Rvv27QsdEpAUWkoBAACADHLixAmVlJRIkkpKSnTixInAEQHJoSgFAAAAMkxHR0fcM5DJ6L4LAACQYuNKl+ui9cuTX9D6ZOOQpKuTjwNp5Y1vfKOeeeYZSVJ7e7ve+MY30oUXGY2iFAAAIMVebVmp51YmVww2NzeroqIiqWXMWL41qfcjPT3//POaPn269u/fr+nTp+v5558PHRKQFIpSAAAAIEMUFxervb1dzz33nCT1PBcXF4cLCkgS55QCAAAAGeLkyZNnNB7IBLSUAgAAABnixIkTys/Pl5mpo6NDBQUFcneuwIuMRlEKAAAAZJDi4mI98MAD6uzs1KhRo/T+979fR44cCR0WMGR03wUAAAAyyKmtorSSItPRUgoAAABkkOPHj+t973ufurq6lJeXp66urtAhAUmhpRQAAADIEJMmTZKknkK0+7l7PJCJBixKzazQzH5uZr8ys71m9oVo/AVm9jMz22dmG81sdDR+TDS8L5o+Y3hXAQAAAMgN3V118/Ly4p7pwotMNpiW0hOS5rj7WyS9VdIVZvZuSfWSvurub5TUKqk6mr9aUms0/qvRfAAAAACS1N7errFjx+r888+Xmen888/X2LFj1d7eHjo0YMgGLEo9pi0aLIgeLmmOpO9F49dLmh+9vj4aVjR9rplZyiIGAAAActi1116r4uJimZmKi4t17bXXhg4JSMqgLnRkZqMkPSrpjZL+VdIzkl5x9+679B6QNDV6PVXS7yXJ3U+a2RFJZ0l6OYVxAwAAADnp/vvv15e+9CXNnDlTTz31lD796U+HDglIirn74Gc2myDpAUmflbQu6qIrMztP0g/dvczM9ki6wt0PRNOekfQud3/5lGUtkbREkiZPnnzJhg0bUrE+SWlra1NJSUnoMNIKOUlETuKRj0TkJBE5iUc+EmVbThZta9e6K4qTWkYqcpKKONJJtm0nQzFnzhz1dfxuZtqxY0eAiNIL20iidMlJZWXlo+5e3te0M7oljLu/YmZNkt4jaYKZ5UetpdMkHYxmOyjpPEkHzCxf0nhJh/pY1hpJaySpvLzcKyoqziSUYdHc3Kx0iCOdkJNE5CQe+UhEThKRk3jkI1HW5WTb1qTXJyU5SUEc6STrtpMh6K9Byd1zPjcS20hfMiEng7n67jlRC6nMrEjSZZJaJDVJ+kA020JJD0avN0fDiqbv8DNpjgUAAADQr8LCQs2YMUN5eXmaMWOGCgsLQ4cEJGUwLaXnSlofnVeaJ+m77r7FzJ6StMHM7pT0uKSGaP4GSf9mZvskHZb04WGIGwAAAMhJBQUFCcPHjx8PFA2QvAGLUnd/QtLb+hj/O0nv7GP8cUkfTEl0AAAAAOJ0dXVJer0rb/cwkKkGc59SAAAAAGkgLy9Px44dU01NjR566CHV1NTo2LFjysvjsB6Z64wudAQAAAAgHHdXSUmJli9fro6ODhUUFKi4uFhtbW2hQwOGjJ9UAAAAgAwxc+ZMfexjH9Ob3vQm5eXl6U1vepM+9rGPaebMmaFDA4aMllIAAIBhMGP51uQXsi25ZYwvKhh4JmSU2tpaffzjH1dxcez+s+3t7VqzZo3uvvvuwJEBQ0dRCgAAkGLPrbw66WXMWL41JctB9uKui8gWdN8FAAAAMkRdXZ02btyoZ599Vjt27NCzzz6rjRs3qq6uLnRowJBRlAIAAAAZoqWlRbNnz44bN3v2bLW0tASKCEgeRSkAAACQIUpLS7Vz5864cTt37lRpaWmgiIDkcU4pAAAAkCFqa2v1oQ99SMXFxdq/f7+mT5+u9vZ2LnSEjEZLKQAAAJCBzCx0CEBKUJQCAAAAGaL3hY62b9/OhY6QFShKAQAAgAzR0tKiAwcOqKysTHPnzlVZWZkOHDjAhY6Q0TinFAAAAMgQU6ZM0Wc+8xndd9996uzs1KhRo7RgwQJNmTIldGjAkFGUAgAAABnk+PHjWrx4cc+Fjo4fP66SkpLQYQFDRvddAAAAIEMcPHhQBQUFkl6/0FFBQYEOHjwYMiwgKRSlAAAAQIYYPXq0li9fHneho+XLl2v06NGhQwOGjO67AAAAQIZ47bXXtGrVKr3tbW9TZ2enmpqatGrVKr322muhQwOGjKIUAAAAyBAzZ87U/PnzVVNTo5aWFpWWlurGG2/Upk2bQocGDBlFKQAAAJAhamtrVVtbq4aGhp6r71ZXV3OfUmQ0ilIAAAAgQ1RVVUlSXEtpXV1dz3ggE1GUAgAAABmkqqpKVVVVam5uVkVFRehwgKRx9V0AAAAAQDAUpQAAAACAYChKAQAAAADBUJQCAAAAAIKhKAUAAAAABENRCgAAAAAIhqIUAAAAABAMRSkAAAAAIBiKUgAAAABAMBSlAAAAAIBgKEoBAAAAAMFQlAIAAAAAghmwKDWz88ysycyeMrO9ZvbxaPwkM/uxmf02ep4YjTcz+5qZ7TOzJ8zs7cO9EgAAAACAzDSYltKTkj7p7jMlvVvSbWY2U9JySdvd/UJJ26NhSbpS0oXRY4mk1SmPGgAAAACQFQYsSt39BXd/LHr9qqQWSVMlXS9pfTTbeknzo9fXS/q2xzwiaYKZnZvyyAEAAAAAGe+Mzik1sxmS3ibpZ5Imu/sL0aT/kjQ5ej1V0u97ve1ANA4AAAAAgDjm7oOb0axE0n9IqnP3/21mr7j7hF7TW919opltkbTS3XdG47dLWubuu09Z3hLFuvdq8uTJl2zYsCE1a5SEtrY2lZSUhA4jrZCTROQkHvlIRE4SkZN45CMROUm0aFu71l1RHDqMtMJ2Eo98JCInidIlJ5WVlY+6e3lf0/IHswAzK5D0fUnfcff/HY1+0czOdfcXou65L0XjD0o6r9fbp0Xj4rj7GklrJKm8vNwrKioGE8qwam5uVjrEkU7ISSJyEo98JCInichJPPKRiJz0YdtWcnIKtpN45CMROUmUCTkZzNV3TVKDpBZ3/+dekzZLWhi9XijpwV7jPxpdhffdko706uYLAAAAAECPwbSUvlfSX0p60sx+GY27Q9JKSd81s2pJ+yXdEE17SNJVkvZJOirpppRGDAAAAADIGgMWpdG5odbP5Ll9zO+SbksyLgAAAABADjijq+8CAAAgeWY24GN//TUDzoPc1NjYqLKyMs2dO1dlZWVqbGwMHRKQlEFd6AgAAACpM5i7H2TCxUkw8hobG1VbW6uGhgZ1dnZq1KhRqq6uliRVVVUFjg4YGlpKAQAAgAxRV1enhoYGVVZWKj8/X5WVlWpoaFBdXV3o0IAhoygFAAAAMkRLS4sOHDgQ1333wIEDamlpCR0aMGR03wUAAAAyxJQpU/SZz3xG9913X0/33QULFmjKlCmhQwOGjJZSAAAAIIOcepErLnqFTEdLKQAAAJAhnn/+ea1bt041NTVqaWlRaWmp6uvrtWjRotChAUNGSykAAACQIUpLSzVt2jTt2bNH27dv1549ezRt2jSVlpaGDg0YMopSAAAAIEPU1taqurpaTU1NOnnypJqamlRdXa3a2trQoQFDRvddAAAAIEN034u0d/fduro67lGKjEZRCgAAAGSQqqoqVVVVqbm5WRUVFaHDAZJG910AAAAAQDAUpQAAAACAYChKAQAAAADBUJQCAAAAAIKhKAUAAAAABENRCgAAAAAIhqIUAAAAABAMRSkAAAAAIBiKUgAAAABAMBSlAAAAQAZpbGxUWVmZ5s6dq7KyMjU2NoYOCUhKfugAAAAAAAxOY2Ojamtr1dDQoM7OTo0aNUrV1dWSpKqqqsDRAUNDUQoAAABkiLq6Oi1YsEA1NTVqaWlRaWmpFixYoLq6OopSZCyKUgAAACBDPPXUU2pvb9e9997b01K6ePFi7d+/P3RowJBxTikAAACQIUaPHq2amhpVVlYqPz9flZWVqqmp0ejRo0OHBgwZLaUAAABAhnjttdd0zz336G1ve5s6OzvV1NSke+65R6+99lro0IAhoygFAAAAMsTMmTM1f/78hHNKN23aFDo0YMgoSgEAAIAMUVtb2+fVd+vq6kKHBgwZRSkAAACQIbqvsNu7pZQr7yLTcaEjAAAAAEAwtJQCAAAAGaKxsbHP7ruSaC1FxqKlFAAAAMgQdXV1amhoiLslTENDA+eUIqNRlAIAAAAZoqWlRbNnz44bN3v2bLW0tASKCEjegEWpmd1rZi+Z2Z5e4yaZ2Y/N7LfR88RovJnZ18xsn5k9YWZvH87gAQAAgFxSWlqqG264QYWFhaqsrFRhYaFuuOEGlZaWhg4NGLLBtJSuk3TFKeOWS9ru7hdK2h4NS9KVki6MHkskrU5NmAAAAACmTp2qTZs2aezYsZKksWPHatOmTZo6dWrgyIChG7AodfefSDp8yujrJa2PXq+XNL/X+G97zCOSJpjZuakKFiPn8ssvV15eniorK5WXl6fLL788dEgAAAA5b8eOHRo9erTa2tokSW1tbRo9erR27NgRODJg6MzdB57JbIakLe5eFg2/4u4TotcmqdXdJ5jZFkkr3X1nNG27pGXuvruPZS5RrDVVkydPvmTDhg2pWaMktLW1qaSkJHQYwX3605/W7t27dd1116mqqkqNjY3avHmzysvL9aUvfSl0eMGxncQjH4lyLSeVlZUpWU5TU1NKlpMJcm0bGQxykoicJCInsX3uxIkT9dnPflYXXHCBnn32Wf3TP/2TWltbc2o/2h+2kUTpkpPKyspH3b28z4nuPuBD0gxJe3oNv3LK9NboeYuk2b3Gb5dUPtDyL7nkEk8HTU1NoUNIC2bms2bN8jFjxrgkHzNmjM+aNcvNLHRoaYHtJB75SEROEk1ftiV0CGmFbSQROUlEThKRE3dJvmTJEnd/PR9Llizx2GE92EYSpUtOJO32furBoV5998XubrnR80vR+IOSzus137RoXFprbGxUWVmZ5s6dq7KyMjU2NoYOKSh319NPP60VK1bohz/8oVasWKGnn366+4cGAAAABLR27dqe28Hk5+dr7dq1oUMCkpI/xPdtlrRQ0sro+cFe4283sw2S3iXpiLu/kHSUw4gbEPftne98p5YuXarm5mYtXbpU3//+97Vr167QYQEI4C1f+JGOHOtIejkzlm9N6v3jiwr0q8/NSzoOAMhkxcXFam9v72ks6G5pKi4uDhwZMHQDFqVm1iipQtLZZnZA0ucUK0a/a2bVkvZLuiGa/SFJV0naJ+mopJuGIeaU6n0D4ubmZlVUVKihoUE1NTU5XZTu2rVLo0aNUldXl/Ly8tTV1RU6JACBHDnWoedWXp3UMrr3r8lItqgFgGxw4sQJjRkzRl1dXerq6tKoUaNUUFCgEydOhA4NGLIBi1J3768ym9vHvC7ptmSDGkncgDhRdxHaXYh2P+flDbW3NwAAAFLh5MmTKioq0vHjx3vGjR49Wq+++mrAqIDk5HyVUVpaqp07d8aN27lzZ07fgLi/c0c5pxQAACA8d9fDDz+sH//4x3r44Yc5RkPGy/mitLa2VtXV1WpqatLJkyfV1NSk6upq1dbWhg4tGIpSAACA9HX06FE9/vjjOnnypB5//HEdPXo0dEhAUoZ6oaOsUVVVpV27dunKK6/s6aN/88035/T5pN3MTO7e8wwAAIDwrrnmGt1xxx09x67XXHONNm/eHDosYMhyvihtbGzU1q1b9cMf/jDu6ruXXnppzhem73nPe/SJT3xCX/3qV7nyLgAAQBqYNm2afvGLX8Qdu954442aNm1a6NCAIcv5opSr7/Zv165dFKMANK50uS5avzz5Ba1PNg5JSu4qwACQ6b74xS/qr//6r3X55Zero6NDBQUFKiws1De+8Y3QoQFDlvNFaUtLiw4cOKCysjK1tLSotLRUy5Yty+mr7wJAb6+2rOSWMACQRgoLC3XWWWdp//79mjFCJPQAABi3SURBVDp1qtrb20OHBCQl54vSKVOm6DOf+Yzuu+++ni4QCxYs0JQpU0KHBgAAAMSpq6vTxo0b43r5NTU10csPGS3nr74rxS7oc7rhXHXrrbfqBz/4gW699dbQoQAAAECxXn6zZ8+OGzd79mx6+SGj5XxL6fPPP69169appqamp/tufX29Fi1aFDq0YMaMGaOuri6tXr1aq1evliQVFBQoL4/fMAAAAEIqLS3VF77wBW3atKnn2HX+/PkqLS0NHRowZDlfZZSWlmratGnas2ePtm/frj179mjatGk5/cEuLi5WR0eHZs2apcbGRs2aNUsdHR0qLi4OHRoAAEBOq6ysVH19vRYvXqytW7dq8eLFqq+vV2VlZejQgCHL+ZbS2tpaVVdXq6GhQZ2dnWpqalJ1dbXq6upChxbM4cOHNW7cOO3du7fn3IRx48bp8OHDgSMDAADIbU1NTVq2bJnuvffeuIt0btq0KXRowJDlfFHaXXT17r5bV1eX8yeKt7W1nXYYAAAAI6+lpUWPP/647rzzzp4LHXV0dOiuu+4KHRowZDlflKJv7q5bb71VV111lR566KGec0sBAAAQDueUYrD6uniruweIZGA5X5Q2Njaqtra2p/vuqFGjVF1dLUk531p68OBBnTx5UgcPHgwdCgAAABQ7p/Suu+7SOeecI3fXyy+/rLvuukt/8zd/Ezo0pJH+7iZiZmlZmOb8hY7q6urU0NCgyspK5efnq7KyUg0NDTl9Tqkk5eXlafPmzXr/+9+vzZs3c+VdAACANLBp0yaNGzdORUVFkqSioiKNGzeOc0rRp8mTJ8c9p6ucrzS411Pfurq64q6+29XVFTokAACAnHfgwAHdeuutKi4ulpmpuLhYt956qw4cOBA6NKShF198Me45XeV891365fev99V3AQAAkB6+9a1vqbGxsefUM47XkOlyviitrKzUihUrlJeXp66uLv3617/WihUrdNttt4UODQDSxozlW5NfyLbkljG+qCD5GAAgw+Xn56ujoyNuXEdHh/Lzc/6wHhks57fe++67T5J0zjnn6KWXXtI555yjF198Uffdd59WrVoVOLpwxo4dqwsuuKCn9fjZZ5/V0aNHQ4cFIIDnVl6d9DJmLN+akuUAQK7r7OxUR0eHLr/8cnV0dKigoECFhYXq7OwMHRowZDl/Tunhw4dVX1+vF154Qdu3b9cLL7yg+vp6HT58OHRoQR09elR79+5VV1eX9u7dS0EKAACQBqZOnaq8vLw+n3NZTU2NCgsLVVlZqcLCQtXU1IQOKS0UFBTEPaernG8plaSysrLTDgMAAADpYuzYsbr33nt7zim98cYbQ4cUVE1Njb7+9a+rvr5eM2fO1FNPPaVly5ZJUk73fJSkMWPGqKOjo+c5XeV8S2l+fr4+8pGPqKmpSSdPnlRTU5M+8pGP0C9f0qWXXqr7779fl156aehQAAAAIOn555/X/PnzdeWVV+qyyy7TlVdeqfnz5+v5558PHVowa9euVX19vZYuXarCwkItXbpU9fX1Wrt2bejQhp2Z9fno1tbWFvfc33tCy/mi9JZbblFra6suu+yynkdra6tuueWW0KEFNXHiRO3atUsf/OAHtWvXLk2cODF0SAAAADlvypQpWr9+fc/t+rq6urR+/XpNmTIlcGThnDhxIuHY/ZZbbtGJEycCRTRy3L3Px7x58/qcf968eX3OH1rOF6WXXnqp8vLyek4O7+zsVF5eXs60Dvb3S0lra2vcfN3DA/0aAwAAgOHT2tqqo0ePqqSkRGamkpISHT16NOHYLRud7ji0+76tlZWVPfdv7e89ueDhhx/WvHnzetbXzDRv3jw9/PDDgSPrW84XpTfffLM6Ozs1ceJEmZkmTpyozs5O3XzzzaFDGxF9/VIyadIkSYknRk+aNKnfX2OyRX87u96P7p3d6R4AAADDob29XcXFxRo/frwkafz48SouLlZ7e3vgyIZff8eht99+u/Lz8/WVr3xF533ie/rKV76i/Px83X777Vl93DqQhx9+WF1dXZq+bIu6urrStiCVuNCR2tvbZWY9vy61trbKzHLig92fQ4cO6ayzzuq5AnFHR4cmTZqkQ4cOBY5s+A1mR8WtLQAAQEjXXHON9uzZ09Mi+K53vUsbN24MHVYw3RczuuOOO3TixAndMWaMbrnllpy/yFEmyfmiVEosRHLpF5T+dBegFGAAgIG85Qs/0pFjp7+q4/76a1Lyt6Yv29LvtPFFBfrV5/o+jwrIJhs3btQf/dEfSYods+VyQdpt1apVWrVqVVYduw5m3zpYM5ZvTer9w71/pSgFAABJOXKsY+CDwJWn/8G3ublZFRUVScWR7EEXwkrV6S/Z3rhgZnJ3nThxQl1dXT0X8+H0oezTNeOTGhc6iEjsslpPDtvyKUqRU1L1i1O6/9oEID01Njaqrq5OLS0tKi0tVW1traqqqkKHBQy7i9ZfNOA8ZetSc5/4wfytJxcO38H1cHN3FRUVxd3qo6ioSMeOHQscGVLt1ZaVKWn1zYQf/ShKkVMG9Wv+ADLhg40wLr74Yj355OsHOhdddJGeeOKJgBEhnTQ2NmrhwoU9Ny/fu3evFi5cKEkUpsh6r7asHPJ7e7p+543SWR9aoUMb75C6YndNOF137v6MLyoYcizporS0VI8//rgk6eTJk7rooov02GOPBY4qeTQeJErZMeO25HMynChKIwUFBero6Oh5BoAzcWpBKklPPvmkLr74YgpTSJJuuukmdXR06LrrrtNNN92kb33rW9q8ebNuuukmilJkvcH8IDxg99OuTh1qXBY3qq9zlbO9+25xcbEee+wx5eXlyd1lZnrsscd6boGSyWg8iJeqc2Mz4TxbitJIdyGaTQUpvzYBI+fUgnSg8cg9J06c0DXXXKMHH3xQzc3NevDBB3Xttddqy5Yzb+kBslF/xaSZaefOnXrve9/bU3D89Kc/1ezZs7O+AO3L0aNHz2h8JhlXulwXrV+e/ILWJxuHJKV3ETcYNTU1Wrt2rU6cOKHCfxmjm2++OW2vSJxTRemZngDe3/yZsgPk16ZE7Oww3GbNmqW///u/15133qm9e/eGDgeB9Pf9sWXLlj6nZfr3DTDcKisr9dprr8UN56ru1tGurtilZ7q6unoufpTpUnEOZbYduw5VTU2Nvv71r6u+vl7/cmC6/nbafi1bFutpkI6F6bAUpWZ2haS7JY2S9E13H/qJBCnU14f1dIVqNny4EY+dHQYymAtk9KX3BTrqTtTJPm0qU1lSy8zkC3Hkuv6+b4qKirR161YteugPWnfVG3T11Vfr2LFjfN8AA+jo6NDo0aP15S9/WfPmzcuqnm1D4e6aOHGiXnnlFU2YMEGtra2hQ0qZlBwjpfn5kyNh7dq1qq+v19KlS/W15Vu1dOlSSbF7ueZEUWpmoyT9q6TLJB2Q9Asz2+zuT6X6b/U21K6q495+jV59LLHr1Li3XzPkDwXdVdMbOzuczmAuxjFS91tEehrq903B2dN17OX9mnP5VVLHcc25u1DqOK6Cs6dn/PcNvVAwnLpbBjs6OvTxj388bnwu+/CHP6yrrrpKDz30kFavXh06nJRIxXmPmXD+ZCqdroHtk5/8pD75yU/G5qs//XtCf56Go6X0nZL2ufvvJMnMNki6XtKwFqVD7qq68uq4/tZjxiTf35pWsPTFzg4DGdT/to/7LeZyr4vBnhrR+wuxL5mSp6HeN+7NXx4nqb9bXgytoBvu+8YNVipa9dm34nS69w+p6K2ULdasWaPVq1dr1KhRoUMZMbn2fTMY/a1LYWGhVqxYoaVLl/Z8bv75n/9Zd9xxh44fPz7CUQ7MUv1PMbMPSLrC3f8qGv5LSe9y99tPmW+JpCWSNHny5Es2bNiQ1N+t2V+T1PtTbdX08M3i6ZSTdMjHYKTqHJWmpqaULGe4pdM2ImXOdtKX6667Tq+++mrC+HHjxmnz5s0BIkovbW1tKikpCR1G2sjFfOTa/jUVcnE7GQg5iX2W8vLylJeXp5MnTyo/P19dXV3q6urKqc9Hf9hGYu6++2794Ac/0JIlSzRnzhzt2LFDa9as0bXXXhvX42AkVVZWPuru5X1NC1aU9lZeXu67d+9OaRxDwa9vichJInISj3y87qyzztLhw4d7hidNmqRDhw4FjCh9sJ3EIx+JyEkicpKInEglJSVqb2/XxIkT1dra2vNcXFystra20OEFxzbyulT3Bk2WmfVblOYNw987KOm8XsPTonEAkNUOHTokd1dTU5PcnYIUAJBya9euVVFRUc/FjVpbW1VUVKS1a9cGjgzpZtWqVTp+/Liampp0/PjxtLzAUbfhKEp/IelCM7vAzEZL+rAk+q4BAAAASaqqqlJDQ4NmzZqlvLw8zZo1Sw0NDaqqqgodGjBkKb/QkbufNLPbJT2s2C1h7nV3btYHAAAApEBVVZWqqqroqoqsMSz3KXX3hyQ9NBzLBgAAAABkj+HovgsAAAAAwKBQlAIAAAAAgqEoBQAAAAAEQ1EKAAAAAAiGohQAAAAAEAxFKQAAAAAgGIpSAAAAAEAwFKUAAAAAgGAoSgEAAAAAwZi7h45BZvbfkvaHjkPS2ZJeDh1EmiEnichJPPKRiJwkIifxyEcicpKInCQiJ/HIRyJykihdcjLd3c/pa0JaFKXpwsx2u3t56DjSCTlJRE7ikY9E5CQROYlHPhKRk0TkJBE5iUc+EpGTRJmQE7rvAgAAAACCoSgFAAAAAARDURpvTegA0hA5SURO4pGPROQkETmJRz4SkZNE5CQROYlHPhKRk0RpnxPOKQUAAAAABENLKQAAAAAgGIrSiJldZ2bLQ8eBkWVmu85w/goz2zJc8QDIbmb2eTP7lJn9o5m9L3Q8mSCb97tmNsHM/iZ0HOnAzP7WzMYO4X2LzGxKr+FvmtnM1EY3csxshpnt6WN8s5md8dVTo/zck5rowjKztgGm3zHI5Qxqvmw31G1quFCUSjKzfHff7O4rQ8eCkeXul4aOAdnBYtinYlDc/R/c/f+EjiMkPjOSpAmSKEpj/lZSn0WpmY06zfsWSeopSt39r9z9qdSGhgwx2GKTojQN5cyXgZl91MyeMLNfmdm/mdk6M/u6mf1M0hd7/5IUTVttZo+Y2e+iX2nvNbMWM1sXdk2Gj5ndYma/jB7PmlmTmbWZWV2Ut0fMbHLoOFOp+1e36H/cbGbfM7Nfm9l3zMyiaVdE4x6T9Oe93vt5M/tUr+E90S+cxWa2NcrZHjP70IivWApF69RiZmvNbK+Z/cjMiszsrdE28YSZPWBmE81supn91szONrM8M/u/ZjYv9DoMlyg3T5vZtyW1SXom2n/8JtqG3mdmP41y8s7Q8Q4nM9tkZo9G28iSaFx1lIufR9tP9z72HDP7vpn9Inq8N2z0w8vMaqM87JT05mjcOjP7QPR6pZk9FX2Wvhw02GF2ymdmj6QGM9sdbTdf6DVfn/vdLLRS0h9H37tfNbPtZvaYmT1pZtdLkpm9I9o2CqPvl71mVhY47iGLtoHu79mW6Hv3Y4oVlk1m1hTN12ZmXzGzX0l6j5n9Q7S/2GNmayzmA5LKJX0nymGR9Wr9MbOqKJd7zKw+2EqfufxT8hNXrFvsGLWvz807zGxXdPzxczMbd8r7rjaz/zSzs0dqRYaDmZ1rZj+J/ud7zOxPzWylpKJo3Hei+fr6XkqYL5P0+vz0e6wR7SfujbaBx3vtS4rMbEO0XT0gqSgaf4uZfanX3wjTuu7uWf+QNEvSbySdHQ1PkrRO0hZJo6JxiyTdE71eJ2mDJJN0vaQ/SLpIsSL+UUlvDb1Ow5yvAkn/V9K1klzStdH4L0r6+9DxpXhd26LnCklHJE2L/s//KWm2pEJJv5d0YbQ9fFfSlug9n5f0qV7L2iNphqS/kLS21/jxodczyRzNkHSye7uPcvARSU9I+rNo3D9K+pfo9V9Jul/SpyV9I3T8I5CbLknv7pWn3vuKe3vtRzaFjneYczEpei6KPgtTJT0X7W+79ynd+9j7JM2OXp8vqSV0/MOYl0skPalYC9AbJO2T9Knoe+YDks6S9LRev/DghNAxD3M+ej4zp2w3oyQ1S7r4dPvdbHtE+dgTvc6X9Ibo9dnRttK9Xdwp6cuS/lXS34WOOwXr7JLeGw3fG30mnlN0nBaNd0k39Bqe1Ov1v+n1Y5NmSeW9pjUrVqhOkfT/JJ0T5XaHpPmh1z+J/PSsZz+fm9GSfifpHdG0N0TrvUjSPZLeH+2HJ4ZexyRy033M9klJtb1yMK739FO3Gb3+vXRWX/Nl0kODONaQtELSR6L5JyhWAxVLWirp3mj8xdFyyqPPyL5ef+OHir6jR/KRKy2lcyTd7+4vS5K7H47G3+/unf285wce+888KelFd3/S3bsk7VVsg8hmd0va4e4/kPSaYsW7FNvwZ4QKagT83N0PRP/nXyq2rn8i6Vl3/220Pfz7IJbzpKTLzKzezP7U3Y8MX8gj5ll3/2X0+lFJf6zYwfN/ROPWS/qfkuTu31Tsy/AWxb5Is91+d38kev3sKfuK7b32IzNCBThCPha1aDwi6TxJfynpP9z9sLt3KPZDRbf3SbrHzH4pabOkN5hZyYhHPDL+VNID7n7U3f+g2Pr2dkTSccVaDP9c0tGRDjCA3p+ZG6LW0McV+wF5poa2380GJmmFmT0h6f8o9sNOd++kf5R0mWIHkF8ME15K/d7dfxq9/nfFfgQ+Vaek7/carjSzn5nZk4od180a4G+8Q1Kzu/+3u5+U9B1F31MZYKD89PW5ebOkF9z9F5Lk7n+I1luK5WuZpKvdvXXYox9+v5B0k5l9XtJF7v5qP/Od+r104QjFN9wGOtaYJ2l59B3brNgPfecrtv3/uyS5+xOKNS7I3f9b0u/M7N1mdpZi++CfaoTlSlHan/bTTDsRPXf1et09nD9sEQVmZoskTZfU3R2kI9rQpdgXRNauu+L/z4NZ15OK/wwVSpK7/0bS2xXbOdxpZv+QyiADOTU3E/qbMepmNC0azNZCo7fe+5FT9xW99yNZ+9kxswrFCs33uPtbFDtQ+vVp3pKnWEvZW6PHVHc/7QUsslV00PhOSd+TdI2kbWEjGhHtkmRmFyj2w9Vcd79Y0lZF+9EcdaNiLRaXuPtbJb2o1/NxlmL703HKjhydej/Cvu5PeLy74cDMCiX9L0kfcPeLJK1VduShP/3mZ4ifm2cU23belMogQ3H3nyhWYB2UtM7MPnrqPP18L2XLNjPQsYZJ+ote37Hnu3vLAMvcIOkGxXr7PdDr2H/E5EpRukPSB6PqX2Y2KXA8acnMLlFsR/eR6NcXxA6sZ5jZH0fDVb2mPadY8Skze7ukC6LXUyQddfd/l/Sl7nmyzBFJrWb2p9HwX0rqbjWtV+wX6X9Q7MAB2W+8pFZ3P2pmf6JYd+ZiSX9msXON8xX7ouv2I0k13QNm9tYRjXZk/UTS/OhcnnGKnRbRI2ohHu/uD0n6hKS3BIgxlDcoVqAesdj1Cq6Mxp9uv5ttXlWsWJBin6OX3L3DzCoV+4G42zckfVaxfWsmnRvZn/PN7D3R6wWSdio+F6fqLiZejj4zH+g1rb/3/VyxfdDZFrtQUpVe/55Kd33lp1t/n5unJZ1rZu+QJDMbF+17JWm/Yvvgb5vZQC3Mac/MpivWi3GtpG/q9eOsDjMriF739b2kPubLRg9LqjHruTbK26LxP1Fse5LFzku/uNd7HlCs+2+VYgXqiMvaX+57c/e9ZlYn6T/MrFOxX0uQ6HbFzv9qirbj3WHDCc/dj0cnx281s6OKnY/R/eX3fUkfNbO9kn6mWJ99KdbP/0tm1iWpQ9KtIxz2SFko6etRy+jvFOtK82eKdZl6r7t3mtlfmNlN7v6toJFiuG2TdIuZtSh2YPSIYr9gr1DswPCwYoVGd1f2j0n616ibYr5iX5S3jHTQI8HdHzOzjZJ+Jeklxbqd9TZO0oNRS5Apds5PTnD3X5lZd6v67xV1Fxtgv5tV3P1QdIGSPYptG38SdU/drai3QdQK1OHu90XF1S4zm+PuO8JFnrSnJd1mZvdKekrSasVOF9pmZs+7e2Xvmd39FTNbq9h5gf+l+M/ROsW+i45Jek+v97xgsVv9NSn22drq7g8O4zqlUl/5uVY67efmNYtdWHGVmRVJOqZYS6Gi6b82sxsl3W9m17r7MyO6RqlVIenTZtah2EUGu1tK10h6IuravFiJ30s6dT53v3Hkwh4x/yTpXxRbxzxJzyrWE2e1pG9FOWlR7HQsSZK7t0bjZ7r7zwPE3HMCPQAAKWVmJe7eFv1a/4BiF1h4IHRcAMIxsxmKXbgqY68gDCD1cqX7LgBg5H0+utDCHsV+qd0UOB4AAJCGaCkFAAAAAARDSykAAAAAIBiKUgAAAABAMBSlAAAAAIBgKEoBAAAAAMFQlAIAAAAAgqEoBQAAAAAE8/8BOQYux47D8MYAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your plots here"
+ "# boxplot\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "plt.figure(figsize=(16, 6))\n",
+ "boxplot = data.boxplot(column=['crim', 'zn', 'indus', 'nox', 'rm', 'age', 'dis', 'rad', 'tax',\n",
+ " 'ptratio', 'black', 'lstat', 'medv'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# scatterplot\n",
+ "sns.pairplot(data, x_vars=['crim', 'zn', 'indus', 'nox', 'rm', 'age', 'dis', 'rad', 'tax',\n",
+ " 'ptratio', 'black', 'lstat'], y_vars=[\"medv\"], height=6, aspect=.8, kind=\"reg\");"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\'\\'\\nf, ((ax1, ax2),(ax3,ax4)) = plt.subplots(nrows=2,ncols=2,figsize=(15, 12))\\nsns.regplot(x=\"age\", y=\"medv\", data=data, ax=ax1)\\nsns.regplot(x=\"crim\", y=\"medv\", data=data, ax=ax2)\\nsns.regplot(x=\"zn\", y=\"medv\", data=data, ax=ax3)\\nsns.regplot(x=\"indus\", y=\"medv\", data=data, ax=ax4)\\n'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "'''''''''''''''''\n",
+ "f, ((ax1, ax2),(ax3,ax4)) = plt.subplots(nrows=2,ncols=2,figsize=(15, 12))\n",
+ "sns.regplot(x=\"age\", y=\"medv\", data=data, ax=ax1)\n",
+ "sns.regplot(x=\"crim\", y=\"medv\", data=data, ax=ax2)\n",
+ "sns.regplot(x=\"zn\", y=\"medv\", data=data, ax=ax3)\n",
+ "sns.regplot(x=\"indus\", y=\"medv\", data=data, ax=ax4)\n",
+ "'''''''''''''''''"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and crim: correlation -0.4009558757372439\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and rm: correlation 0.683540993926214\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and tax: correlation -0.4957924067170343\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and rad: correlation -0.4235083975722878\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and nox: correlation -0.43922519260567844\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "mdev and lstat: correlation -0.7426954940642158\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "variables = ['crim', 'rm', 'tax', 'rad', 'nox', 'lstat']\n",
+ "for z in variables:\n",
+ " print (f\"\\nmdev and {z}: correlation {(data['medv'].corr(data[z]))}\")\n",
+ " sns.regplot(x=z,y='medv' , data=data)\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "\"''\\nQ1 = data.quantile(0.25)\\nQ3 = data.quantile(0.75)\\nIQR = Q3 - Q1\\nhouses_boston_out = data[~((data < (Q1 - 1.5 * IQR)) |(data > (Q3 + 1.5 * IQR))).any(axis=1)]\\nhouses_boston_out\\nimport matplotlib.pyplot as plt\\nfig, ax = plt.subplots(figsize=(10, 8))\\nhouses_boston_out.boxplot(column=['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age'])\\n\""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "'''''''''''\n",
+ "Q1 = data.quantile(0.25)\n",
+ "Q3 = data.quantile(0.75)\n",
+ "IQR = Q3 - Q1\n",
+ "houses_boston_out = data[~((data < (Q1 - 1.5 * IQR)) |(data > (Q3 + 1.5 * IQR))).any(axis=1)]\n",
+ "houses_boston_out\n",
+ "import matplotlib.pyplot as plt\n",
+ "fig, ax = plt.subplots(figsize=(10, 8))\n",
+ "houses_boston_out.boxplot(column=['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age'])\n",
+ "'''''''''''"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0.15876 | \n",
+ " 0.0 | \n",
+ " 10.81 | \n",
+ " 0.413 | \n",
+ " 5.961 | \n",
+ " 17.5 | \n",
+ " 5.2873 | \n",
+ " 4.0 | \n",
+ " 305.0 | \n",
+ " 19.2 | \n",
+ " 376.94 | \n",
+ " 9.88 | \n",
+ " 21.7 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 0.10328 | \n",
+ " 25.0 | \n",
+ " 5.13 | \n",
+ " 0.453 | \n",
+ " 5.927 | \n",
+ " 47.2 | \n",
+ " 6.9320 | \n",
+ " 8.0 | \n",
+ " 284.0 | \n",
+ " 19.7 | \n",
+ " 396.90 | \n",
+ " 9.22 | \n",
+ " 19.6 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 0.34940 | \n",
+ " 0.0 | \n",
+ " 9.90 | \n",
+ " 0.544 | \n",
+ " 5.972 | \n",
+ " 76.7 | \n",
+ " 3.1025 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 396.24 | \n",
+ " 9.97 | \n",
+ " 20.3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.73397 | \n",
+ " 0.0 | \n",
+ " 19.58 | \n",
+ " 0.871 | \n",
+ " 5.597 | \n",
+ " 94.9 | \n",
+ " 1.5257 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 351.85 | \n",
+ " 21.45 | \n",
+ " 15.4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.04337 | \n",
+ " 21.0 | \n",
+ " 5.64 | \n",
+ " 0.439 | \n",
+ " 6.115 | \n",
+ " 63.0 | \n",
+ " 6.8147 | \n",
+ " 4.0 | \n",
+ " 243.0 | \n",
+ " 16.8 | \n",
+ " 393.97 | \n",
+ " 9.43 | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 396 | \n",
+ " 0.06899 | \n",
+ " 0.0 | \n",
+ " 25.65 | \n",
+ " 0.581 | \n",
+ " 5.870 | \n",
+ " 69.7 | \n",
+ " 2.2577 | \n",
+ " 2.0 | \n",
+ " 188.0 | \n",
+ " 19.1 | \n",
+ " 389.15 | \n",
+ " 14.37 | \n",
+ " 22.0 | \n",
+ "
\n",
+ " \n",
+ " | 397 | \n",
+ " 0.10084 | \n",
+ " 0.0 | \n",
+ " 10.01 | \n",
+ " 0.547 | \n",
+ " 6.715 | \n",
+ " 81.6 | \n",
+ " 2.6775 | \n",
+ " 6.0 | \n",
+ " 432.0 | \n",
+ " 17.8 | \n",
+ " 395.59 | \n",
+ " 10.16 | \n",
+ " 22.8 | \n",
+ "
\n",
+ " \n",
+ " | 398 | \n",
+ " 0.67191 | \n",
+ " 0.0 | \n",
+ " 8.14 | \n",
+ " 0.538 | \n",
+ " 5.813 | \n",
+ " 90.3 | \n",
+ " 4.6820 | \n",
+ " 4.0 | \n",
+ " 307.0 | \n",
+ " 21.0 | \n",
+ " 376.88 | \n",
+ " 14.81 | \n",
+ " 16.6 | \n",
+ "
\n",
+ " \n",
+ " | 399 | \n",
+ " 9.32909 | \n",
+ " 0.0 | \n",
+ " 18.10 | \n",
+ " 0.713 | \n",
+ " 6.185 | \n",
+ " 98.7 | \n",
+ " 2.2616 | \n",
+ " 24.0 | \n",
+ " 666.0 | \n",
+ " 20.2 | \n",
+ " 396.90 | \n",
+ " 18.13 | \n",
+ " 14.1 | \n",
+ "
\n",
+ " \n",
+ " | 403 | \n",
+ " 0.08244 | \n",
+ " 30.0 | \n",
+ " 4.93 | \n",
+ " 0.428 | \n",
+ " 6.481 | \n",
+ " 18.5 | \n",
+ " 6.1899 | \n",
+ " 6.0 | \n",
+ " 300.0 | \n",
+ " 16.6 | \n",
+ " 379.41 | \n",
+ " 6.36 | \n",
+ " 23.7 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
344 rows × 13 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus nox rm age dis rad tax ptratio \\\n",
+ "0 0.15876 0.0 10.81 0.413 5.961 17.5 5.2873 4.0 305.0 19.2 \n",
+ "1 0.10328 25.0 5.13 0.453 5.927 47.2 6.9320 8.0 284.0 19.7 \n",
+ "2 0.34940 0.0 9.90 0.544 5.972 76.7 3.1025 4.0 304.0 18.4 \n",
+ "3 2.73397 0.0 19.58 0.871 5.597 94.9 1.5257 5.0 403.0 14.7 \n",
+ "4 0.04337 21.0 5.64 0.439 6.115 63.0 6.8147 4.0 243.0 16.8 \n",
+ ".. ... ... ... ... ... ... ... ... ... ... \n",
+ "396 0.06899 0.0 25.65 0.581 5.870 69.7 2.2577 2.0 188.0 19.1 \n",
+ "397 0.10084 0.0 10.01 0.547 6.715 81.6 2.6775 6.0 432.0 17.8 \n",
+ "398 0.67191 0.0 8.14 0.538 5.813 90.3 4.6820 4.0 307.0 21.0 \n",
+ "399 9.32909 0.0 18.10 0.713 6.185 98.7 2.2616 24.0 666.0 20.2 \n",
+ "403 0.08244 30.0 4.93 0.428 6.481 18.5 6.1899 6.0 300.0 16.6 \n",
+ "\n",
+ " black lstat medv \n",
+ "0 376.94 9.88 21.7 \n",
+ "1 396.90 9.22 19.6 \n",
+ "2 396.24 9.97 20.3 \n",
+ "3 351.85 21.45 15.4 \n",
+ "4 393.97 9.43 20.5 \n",
+ ".. ... ... ... \n",
+ "396 389.15 14.37 22.0 \n",
+ "397 395.59 10.16 22.8 \n",
+ "398 376.88 14.81 16.6 \n",
+ "399 396.90 18.13 14.1 \n",
+ "403 379.41 6.36 23.7 \n",
+ "\n",
+ "[344 rows x 13 columns]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy import stats\n",
+ "threshold=3\n",
+ "z=np.abs(stats.zscore(data))\n",
+ "data_clean=data[(z<3).all(axis=1)]\n",
+ "data_clean"
]
},
{
@@ -67,11 +1466,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Crime has a negative correlation with medv: the cheaper the house, the more crime there is in the neighbourhood\n",
+ "# rm has a positive relationship with medv: the more rooms, the more expensive the house is\n",
+ "# zm has negative relationship: houses per sq. ft. the higher the price\n",
+ "# etc."
]
},
{
@@ -83,11 +1485,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your response here"
+ "import seaborn as sns\n",
+ "corr = data_clean.corr()\n",
+ "mask = np.triu(np.ones_like(corr))\n",
+ "fig, ax = plt.subplots(figsize=(11,9))\n",
+ "cmap = sns.diverging_palette(10, 110, as_cmap=True)\n",
+ "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=1, center=0.5, square=True, linewidths=0.5, cbar_kws={\"shrink\":0.5})"
]
},
{
@@ -100,11 +1530,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 344.000000\n",
+ "mean 21.870349\n",
+ "std 7.049946\n",
+ "min 5.600000\n",
+ "25% 17.800000\n",
+ "50% 21.400000\n",
+ "75% 24.700000\n",
+ "max 48.300000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "data_clean.medv.describe()"
]
},
{
@@ -126,7 +1575,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -135,7 +1584,8 @@
"def performance_metric(y_true, y_predict):\n",
" \"\"\" Calculates and returns the performance score between \n",
" true and predicted values based on the metric chosen. \"\"\"\n",
- " # Your code here:"
+ " # Your code here:\n",
+ " return r2_score(y_true, y_predict)"
]
},
{
@@ -148,11 +1598,16 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "from sklearn.model_selection import train_test_split\n",
+ "train_set, test_set = train_test_split(data_clean, test_size= 0.2, shuffle=True, random_state=123)\n",
+ "train_X = train_set.drop(columns='medv')\n",
+ "train_y =train_set['medv']\n",
+ "test_X = test_set.drop(columns='medv')\n",
+ "test_y =test_set['medv']"
]
},
{
@@ -175,11 +1630,48 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
- "# Five separate RFR here with the given max depths"
+ "# Five separate RFR here with the given max depths\n",
+ "\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "from sklearn.model_selection import GridSearchCV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "RFR = GridSearchCV(estimator=RandomForestRegressor(),\n",
+ " param_grid={\"max_depth\":[2, 4, 6, 8, 10]},\n",
+ " scoring='r2',\n",
+ " cv=5\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(cv=5, estimator=RandomForestRegressor(),\n",
+ " param_grid={'max_depth': [2, 4, 6, 8, 10]}, scoring='r2')"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "RFR.fit(train_X, train_y)"
]
},
{
@@ -191,13 +1683,43 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 56,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Produce a plot with the score for the testing and training for the different max depths"
+ "# Produce a plot with the score for the testing and training for the different max depths\n",
+ "cvres = RFR.cv_results_\n",
+ " \n",
+ "results = pd.DataFrame(cvres['mean_test_score'], \n",
+ " columns=['Train_R2'], \n",
+ " index = RFR.param_grid['max_depth'])\n",
+ " \n",
+ "sns.lineplot(data=results, linewidth=2.5)"
]
},
{
@@ -209,11 +1731,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# The error increases as tree depth increases\n",
+ "# However, the error increases less each time we add a layer of depth\n",
+ "# until any additions of depth do not increase the error anymore"
]
},
{
@@ -230,7 +1754,14 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# With maximum depth of 1 we suffer from bias\n",
+ "# With maximum depth of 10 we suffer from variance\n",
+ "\n",
+ "''''''''''\n",
+ "If our model is too simple and has very few parameters then it may have high bias and low variance. \n",
+ "On the other hand if our model has large number of parameters then it’s going to have high variance and low bias. \n",
+ "So we need to find the right/good balance without overfitting and underfitting the data.\n",
+ "''''''''''"
]
},
{
@@ -247,7 +1778,7 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# max_depth=8"
]
},
{
@@ -290,7 +1821,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index e0eafec..8e3d3de 100644
--- a/your-code/lab_overfitting.ipynb
+++ b/your-code/lab_overfitting.ipynb
@@ -85,7 +85,8 @@
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"cm = plt.cm.RdBu\n",
- "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
+ "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
+ "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
"\n",
"# iterate over classifiers\n",
"for name, clf in zip(names, classifiers):\n",
@@ -216,7 +217,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,