diff --git a/housesales.ipynb b/housesales.ipynb
index 1d7e480..8728c97 100644
--- a/housesales.ipynb
+++ b/housesales.ipynb
@@ -2,10 +2,187 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting numpy\n",
+ " Downloading numpy-1.14.2-cp36-cp36m-manylinux1_x86_64.whl (12.2MB)\n",
+ "\u001b[K 100% |████████████████████████████████| 12.2MB 109kB/s eta 0:00:01\n",
+ "\u001b[?25hInstalling collected packages: numpy\n",
+ "Successfully installed numpy-1.14.2\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install numpy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting pandas\n",
+ " Downloading pandas-0.22.0-cp36-cp36m-manylinux1_x86_64.whl (26.2MB)\n",
+ "\u001b[K 100% |████████████████████████████████| 26.3MB 47kB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: numpy>=1.9.0 in /srv/venv/lib/python3.6/site-packages (from pandas)\n",
+ "Requirement already satisfied: python-dateutil>=2 in /srv/venv/lib/python3.6/site-packages (from pandas)\n",
+ "Collecting pytz>=2011k (from pandas)\n",
+ " Downloading pytz-2018.3-py2.py3-none-any.whl (509kB)\n",
+ "\u001b[K 100% |████████████████████████████████| 512kB 2.6MB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: six>=1.5 in /srv/venv/lib/python3.6/site-packages (from python-dateutil>=2->pandas)\n",
+ "Installing collected packages: pytz, pandas\n",
+ "Successfully installed pandas-0.22.0 pytz-2018.3\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install pandas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting matplotlib\n",
+ " Downloading matplotlib-2.2.2-cp36-cp36m-manylinux1_x86_64.whl (12.6MB)\n",
+ "\u001b[K 100% |████████████████████████████████| 12.6MB 95kB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: numpy>=1.7.1 in /srv/venv/lib/python3.6/site-packages (from matplotlib)\n",
+ "Requirement already satisfied: python-dateutil>=2.1 in /srv/venv/lib/python3.6/site-packages (from matplotlib)\n",
+ "Collecting pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 (from matplotlib)\n",
+ " Downloading pyparsing-2.2.0-py2.py3-none-any.whl (56kB)\n",
+ "\u001b[K 100% |████████████████████████████████| 61kB 6.6MB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: six>=1.10 in /srv/venv/lib/python3.6/site-packages (from matplotlib)\n",
+ "Collecting kiwisolver>=1.0.1 (from matplotlib)\n",
+ " Downloading kiwisolver-1.0.1-cp36-cp36m-manylinux1_x86_64.whl (949kB)\n",
+ "\u001b[K 100% |████████████████████████████████| 952kB 1.4MB/s eta 0:00:01\n",
+ "\u001b[?25hCollecting cycler>=0.10 (from matplotlib)\n",
+ " Downloading cycler-0.10.0-py2.py3-none-any.whl\n",
+ "Requirement already satisfied: pytz in /srv/venv/lib/python3.6/site-packages (from matplotlib)\n",
+ "Requirement already satisfied: setuptools in /srv/venv/lib/python3.6/site-packages (from kiwisolver>=1.0.1->matplotlib)\n",
+ "Installing collected packages: pyparsing, kiwisolver, cycler, matplotlib\n",
+ "Successfully installed cycler-0.10.0 kiwisolver-1.0.1 matplotlib-2.2.2 pyparsing-2.2.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install matplotlib"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting seaborn\n",
+ " Downloading seaborn-0.8.1.tar.gz (178kB)\n",
+ "\u001b[K 100% |████████████████████████████████| 184kB 3.4MB/s ta 0:00:01\n",
+ "\u001b[?25hCollecting scipy (from seaborn)\n",
+ " Downloading scipy-1.0.1-cp36-cp36m-manylinux1_x86_64.whl (50.0MB)\n",
+ "\u001b[K 100% |████████████████████████████████| 50.0MB 18kB/s eta 0:00:01 8% |██▉ | 4.5MB 10.9MB/s eta 0:00:05\n",
+ "\u001b[?25hRequirement already satisfied: numpy>=1.8.2 in /srv/venv/lib/python3.6/site-packages (from scipy->seaborn)\n",
+ "Building wheels for collected packages: seaborn\n",
+ " Running setup.py bdist_wheel for seaborn ... \u001b[?25lerror\n",
+ " Complete output from command /srv/venv/bin/python3 -u -c \"import setuptools, tokenize;__file__='/tmp/pip-build-dqhhrpj6/seaborn/setup.py';f=getattr(tokenize, 'open', open)(__file__);code=f.read().replace('\\r\\n', '\\n');f.close();exec(compile(code, __file__, 'exec'))\" bdist_wheel -d /tmp/tmpguyjbd30pip-wheel- --python-tag cp36:\n",
+ " usage: -c [global_opts] cmd1 [cmd1_opts] [cmd2 [cmd2_opts] ...]\n",
+ " or: -c --help [cmd1 cmd2 ...]\n",
+ " or: -c --help-commands\n",
+ " or: -c cmd --help\n",
+ " \n",
+ " error: invalid command 'bdist_wheel'\n",
+ " \n",
+ " ----------------------------------------\n",
+ "\u001b[31m Failed building wheel for seaborn\u001b[0m\n",
+ "\u001b[?25h Running setup.py clean for seaborn\n",
+ "Failed to build seaborn\n",
+ "Installing collected packages: scipy, seaborn\n",
+ " Running setup.py install for seaborn ... \u001b[?25ldone\n",
+ "\u001b[?25hSuccessfully installed scipy-1.0.1 seaborn-0.8.1\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install seaborn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting mpl_toolkits\n",
+ "\u001b[31m Could not find a version that satisfies the requirement mpl_toolkits (from versions: )\u001b[0m\n",
+ "\u001b[31mNo matching distribution found for mpl_toolkits\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install mpl_toolkits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting sklearn\n",
+ " Downloading sklearn-0.0.tar.gz\n",
+ "Collecting scikit-learn (from sklearn)\n",
+ " Downloading scikit_learn-0.19.1-cp36-cp36m-manylinux1_x86_64.whl (12.4MB)\n",
+ "\u001b[K 100% |████████████████████████████████| 12.4MB 104kB/s eta 0:00:01\n",
+ "\u001b[?25hBuilding wheels for collected packages: sklearn\n",
+ " Running setup.py bdist_wheel for sklearn ... \u001b[?25lerror\n",
+ " Complete output from command /srv/venv/bin/python3 -u -c \"import setuptools, tokenize;__file__='/tmp/pip-build-uhlpd731/sklearn/setup.py';f=getattr(tokenize, 'open', open)(__file__);code=f.read().replace('\\r\\n', '\\n');f.close();exec(compile(code, __file__, 'exec'))\" bdist_wheel -d /tmp/tmpb7ln9excpip-wheel- --python-tag cp36:\n",
+ " usage: -c [global_opts] cmd1 [cmd1_opts] [cmd2 [cmd2_opts] ...]\n",
+ " or: -c --help [cmd1 cmd2 ...]\n",
+ " or: -c --help-commands\n",
+ " or: -c cmd --help\n",
+ " \n",
+ " error: invalid command 'bdist_wheel'\n",
+ " \n",
+ " ----------------------------------------\n",
+ "\u001b[31m Failed building wheel for sklearn\u001b[0m\n",
+ "\u001b[?25h Running setup.py clean for sklearn\n",
+ "Failed to build sklearn\n",
+ "Installing collected packages: scikit-learn, sklearn\n",
+ " Running setup.py install for sklearn ... \u001b[?25ldone\n",
+ "\u001b[?25hSuccessfully installed scikit-learn-0.19.1 sklearn-0.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip3 install sklearn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
@@ -18,10 +195,8 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 9,
+ "metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(\"kc_house_data.csv\")"
@@ -29,25 +204,25 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
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@@ -234,7 +409,7 @@
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- "execution_count": 3,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -245,25 +420,25 @@
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{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
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@@ -522,7 +697,7 @@
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- "execution_count": 4,
+ "execution_count": 11,
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@@ -533,7 +708,7 @@
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{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -542,15 +717,15 @@
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]
},
- "execution_count": 5,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
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wCjg6M5eNwiFI0qTV8xFHRGwOfBr4TdN0LnBaZs6hfE7k8IjYHjgR2Bc4GPhoRGwBvA24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\ngg==\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -567,13 +742,21 @@
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 13,
"metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/venv/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
+ " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
+ ]
+ },
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -581,9 +764,9 @@
},
{
"data": {
- "image/png": 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ZAABgks2tjdrQsizjNvUet2o92Xu8gfmKkA0AACZx2O16wwWnyJZhm9Wn1DNnNpABIRsA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+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -594,10 +777,10 @@
"evalue": "'module' object is not callable",
"output_type": "error",
"traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
- "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Latitude'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mplt1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdespine\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
- "\u001b[1;31mTypeError\u001b[0m: 'module' object is not callable"
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Latitude'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mplt1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdespine\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mTypeError\u001b[0m: 'module' object is not callable"
]
}
],
@@ -613,24 +796,24 @@
},
{
"cell_type": "code",
- "execution_count": 81,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "Text(0.5,1,'Price vs Square Feet')"
]
},
- "execution_count": 81,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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ToBb4K2ADTikE4HHgAiAObFHVKBAVkV3AEmAl8M2kfW/2GIev9EQH+OHPW3jz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\nCFNOfU2FzVVljBlj2iWQf3j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+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -644,24 +827,24 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "Text(0.5,1,'Price vs Location of the area')"
]
},
- "execution_count": 8,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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Szs5QUXFedu5RXHLmwjHjTHp6DhQ8LhgMFH2NqaDxlUfjK096fBOZVAomExF5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\njDFurIGUS7BG1t8oIm9V+BpnAX8rIiv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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -675,24 +858,24 @@
},
{
"cell_type": "code",
- "execution_count": 82,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "Text(0.5,1,'Latitude vs Price')"
]
},
- "execution_count": 82,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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4/rKzaA32Wk61TR/rqKnycnpjJb39EYLdoZyn+56aJjx0VlhtlY+lqmHI+YVY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\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -708,14 +891,14 @@
},
{
"cell_type": "code",
- "execution_count": 83,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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OYw5ffl9Z64H34ZzH8v686/04M87MOAj6IdyT7vdspfSk+5nVWMucmbXsbjl0\nRf+cmbUkaqv4/dsdBUo4oLPb6UoL0roK3AIbwYacxpjDh1932X3AfSLyAVX9WYnqNOUE/RBuqIt7\nLLSsGJrCHIkUnh6Qu/5HR9Z71ieXHqR1FSRP0KnXxpjDT9AR17SI/LuI/ExENojIMyLyhxDrNaXk\nPoQLGemHcGd3H2+3HDo1GeDtlv10dveRqK1iWrxw99S0eJREbRXpTJaXtblgnpc1RTqTDXwuTZCN\nPY0xh6egQebbwI9xWj53A78DfhRWpaaaoB/C7V1pz80v27vS7Mrb12y43MB/OpMl01+4nEz/wND4\nit8kg5Hsb3bp2YtYvXQuM+urqYjAzPpqVi+daws7jTnMBZ1G1KOq3xWR+UArsBZ4KbRaTUFBVtdH\nK7z3JI1WRHxnjs2dVUeqtZu+bOFI1Jd1NshsqIv7TjKoikUDd4PZwk5jpqagQaZXRGYACixX1Q3u\nAWZFiUgU58RLwVlTcy3OLs4PuK9fA65X1QERWQtcgzOhYJ2qPiYiNcDDwCygE7hCVVMishy40837\nZG7zThH5EnC+e/0GVX1BRJqA9UAN8DZwpXvq5qQT5EN4d5FusPx0ObqRSKTwZsyRCFTFokVbMTmZ\n/oFAkwwStVUj3t9sPBd2GmMmv6DdZXcA3wd+AnxKRH6Lf0vmAgBVPQO4CbjNLecmVV2Bs0j9QhGZ\nDXwGOAM4B/iqiMSB64BX3bwPuWUA3AusAc4ElonIEhE5Bedo52XAZThdegC3AOvdMrbgBLJJLfch\nXOgDuq7G+ztBXU0l7V3porv9Dw46XW6xSu//7bFKZxLBzCLjRDPrD5yead1gxhgvvi0ZETkOeBb4\nAfDXwE6c1f9/7nWfqv5YRB5zXx4DtAGrcc6lAXgc+BCQBTapahpngsE24EScIPK1vLw3i0g9EFfV\n7W7dnnDLTOO0agaBt0SkUkSSbhm355VxO/BNv995skpO924BJKfX0ucOthcTrYgE6nbz3oU5ecj+\nZhe8b/7QQs/8NTbGmKnNbzHmF3G6ufqBp4E/whnwXwX8M/CpYvcCqGq/iDwI/AlwCfBBNxCA0wXW\ngLMWpz3vtkLX8691DMu7AKcbbm/AMjw1NtZS6bMVvpdkMjHqe/30+3SX1UyrZudb+zzzvNuRpqu7\n8JYyOTv39nDi8XP49MeXUFtTxebX9tDS1kPT9BqWv2cOV11wAtGou04mO8D9P/0tm1/bM3Tq5vA8\nYQrzeYdryWR/AAAeTElEQVTJ6l1aVu+J49eS+QRwHFAH7ABmqWq3iNwN/HeQN1DVK0Tkb3CObq7J\nS0rgtG463J+9rvvl7fMpoyfvmqfW1tEP2SSTCVKpzlHf7yebyTKzyED7zPo42b4MO/e0F7jzgJ17\n2pkWj3nm6evNDP0eF50xn3NPm3fQONG+fQeC3fqnth7U2mlu7eEnG3fQ3dMX+nYxYT/vsFi9S8vq\nHT6vYOj3VTOjqt2q2gxszw2aq2oW8Pw0FpE/FZG/dV92AwPAiyKyyr12LrAReAFYISLVItIAHI8z\nKWATcF5+XlXtAPpEZKGIRHDGcDa6ec8RkQoRORqoUNWWQmX4/L6TmvdUZ6cLq67aO4DUVceY5jO2\nMzy92DhR0HUyxpipy68lkz8Nafgnhs9h8vwQ+K6I/AKIATcAr+PsIFDl/vyoqmZF5C6cAFAB3Kiq\nvSJyD/CgiDyL01JZ45Z7LfAIEMUZh3keQEQ2As+5ZVzv5l3nlrEWaMkro2z5TXVOtXvvS5Zq72HG\nQLVnnk6f7rQc2y7GGOPHL8gcKyIbCvwcATynD6nqfuDjBZJWFsh7H8505/xr3cDHCuTdDCwvcP3L\nwJeHXXsX+LBXPcuN31TnRUdNB94sev+io6YXnTWWc+xc36ErwLaLMcb48wsyHylJLcyIFVtvcuy8\n6Z73HTtv+kEr8QsJOmDvPQPNtosxxvhvkPmMV7qZOMW21t/n0122r72HOp8pxsPPk/Haxj/ITgXG\nmKlr/E+nMqHy21r/+dff9bz/+dffZdFR3t1hb77TwXsWNAXaxt+2izHGeLFzb8tMbmv9vR1pBjmw\ntf73N2wDYPo071bK9GlVbH/be5pzLt3vvfJ57VRgjJm6LMiUkSBThuc0eW4px5ymaSw80nvcZuGR\n0216sjFmXFiQKSPtXemCM7kA9nU4U4Yz/d4zyzP9gxwz23sV8TGzEyPaxh+cANjc2m3BxxhzEBuT\nKSPOeEeEdObQQFIVcza1/MWvd3uW8cZb+6j1WYyZau/hqKa6QNOTg4zbGGOmLvsUKDP9Rc6B6c86\n62bf2tNRMD3nrT0d7Ovo9cyzr6M38EFqIxm3McZMPRZkykiqtZtskaNgsgNOesR7g2UiEaiMeP9v\nz6VfsmoB82bVkSsyAsybVcclqxYAtq2MMcafBZlyEiCC1E/z3jKmflo1zW3euznn0v/159vZ2dw1\ntH/QILCzuYt//fl2INi2MsaYqc2CTBmpqfKeHlxTFeWY2d7HLx8zu44qn6MMqiqjpDNZfvnqnoLp\nv3z1HdKZLA11cRoThadMT6+L27YyxhgLMuWkudV7NX9zaw8vb23xzPPy1hYStd4f/onaOKnWbnr7\nCvfN9fZlSbV2E49Fqa0pvOtzbU2lrZkxxliQKSdzZ3m3UubOqiMW8zlaOVbB/DneU5jnz0kE6ppL\nZ7Kk2goHvpa2HhuTMcZYkCknVT4tg6pYlLb9fZ552vb3kR3wXkuTHRgkOb2GeFXhvx7VVRUkp9eQ\naushXbS1M1AwANl6GmOmFlsnU0Y2v1Z4jCQ/feHsOna+W3xgf+HsOrLFpqi5stkB4rEoyYYadqUO\nLaupocbpChv0OVIoL93W0xgzNdm/7jLyy9++45vu00hhYBBefMN7E80X33jXsyss5XaFJRtrqS7a\n2omSzDuKwNbTGDM1WZApI3Nm1Pim9xTpvsrp6Rug1WdqcWtX2g0khctKZ5yusHgsyvveO6dgnve9\nd/bQwL+tpzFm6rIgM8l4jVnMaPAOMjMaaphe57MLc10VK08+yjPPypOPCtwVdvkHjmX10rnMSMSJ\nADMScVYvncvlHzh2KKutpzFm6gplTEZEYsD9wHwgDqwD/ht4AGdN32vA9ao6ICJrgWuAfmCdqj4m\nIjXAw8AsoBO4QlVTIrIcuNPN+6Sq3uq+35eA893rN6jqCyLSBKwHaoC3gSvdI50npSBjFrN8gsys\nhhre9QkOtdWVzJ7pPUstlx6PVRRszcRjFUNdYbnzZC5433x2NXcxd1YdiWGHotkxzcZMXWG1ZD4J\n7FXVFcCHgW8BdwA3udciwIUiMhv4DHAGcA7wVRGJA9cBr7p5HwJucsu9F1gDnAksE5ElInIKsBJY\nBlwG3O3mvQVY75axBSeQTVpBxixOWDDTs4wTFsykNl543UpObTzG7pYuzzy7W7qIx6I0TS+8e0DT\n9OqhrrDswADrn9rKVx74FV//3it85YFfsf6prWQHDgSneCzKScc2FSzrpGNn2noaYw5jYQWZfwNu\ndn+O4LQwTgVyxzk/DqwGTgM2qWpaVduBbcCJOEHkP/Pzikg9EFfV7ao6CDzhlnEmTqtmUFXfAipF\nJFmojJB+1zELOmbR1e09Pbmru4/OHu88nT19vOmzieabezpIZ7K0tBfeSHNve+9QnYIO6BdbdeOz\nGscYU+ZC6S5T1S4AEUkAj+K0RL7uBgdwusAagHog/5jGQtfzr3UMy7sA6AX2BizDV2NjLZU+2654\nSSa9FzoWsqdlP/s6i49ZRKtiJJum8V9bvLfxf21nO3v2erdS9uztIlbl3drp6hugPxLxXAPTH4nQ\n1FDDb7bvLZjnN9v3cs3FNVRXVdLb18+rO/YVzPfqjn0kGpx8ozGa5z0ZWL1Ly+o9cUJbJyMi84Af\nAf+kqutF5Gt5yQmgDSdoJHyu++Xt8ymjJ++ar9bW0Q/bJJMJUqnOEd+XzWSJx6L09h062F8Vi5Lt\ny5BKdRLzGW+JDQ6yfZd3K2X7rg6OmeX9FzeS7ad1n/cmmq379rO/s5dUka1uWtp62P6HvcxqrKW5\ntTtQvpEa7fOeaFbv0rJ6h88rGIbSXSYiRwBPAn+jqve7l7eIyCr353OBjcALwAoRqRaRBuB4nEkB\nm4Dz8vOqagfQJyILRSSCM4az0c17johUiMjRQIWqthQqI4zfdfz4zOYCYpU+W8ZUVhCL+gSi6CC7\nU96BdHeq23cwvsHdAHNGfeF8+QP6QfMZYw4/YY3JfBFoBG4WkadF5GmcLrNbReQ5oAp4VFXfAe7C\nCQAbgBtVtRe4BzhBRJ4FrgZudcu9FngEJzhtUdXnVfUl9/7ngB8A17t51wGXicgm4HScyQeTUntX\nuuhmlOm+7NAU353N3l1hO5u72N/rveZkf2+W5iKLLHOa23po99mepn1/X+CDzYLmM8YcfsIak/ks\n8NkCSSsL5L0PuG/YtW7gYwXybgaWF7j+ZeDLw669izOzbdJrqIszs8gU3xn1B77pz01O8yxnbnJa\noOUtiRrvD/VETfAtYy49exHgTFBo7eylMVHNksVNQ9dzguYzxhxebO+ySSA3xXfDS4cO7OdP8d2y\nzXsb/y3bWnxna0WAzp5+zzydPf3UxL3/auTSc+tkLl65kPauNA118YItkyDraYwxhx8LMpNEkCm+\nQY5W9tugJQscd/R0fv9O8YH9446eHujsmpl5i0Pjsajn4L1tkGnM1GT/uieBdCbLK78r3Ep55Xd7\nh9akJGq8vxMkairpz3i/V38Gtu32noG2bXdHoO1pRsI2yDRmarIgMwkE3dtr227v6YzbdncGasns\n8plAsKu5q+gOzDl+6flsg0xjpi4LMpOA9xTf+NDAf2WF92C8X3rOjAbvKcMzGuK+iyNHsnjSNsg0\nZuqyIDMJxGPRogPtNfHKg7bM9xK0RdBXZAv//PTaau8g4peez9bJGDN1WZCZBNKZbNEV8anWnqHg\nUV9beMPKHL/0nMEB72A0OJANtBgzKFsnY8zUZUFmEki1dpPuL7IYs3+AlLvVTf7OxoX4pecMRrw/\n1AcjUfa0eG8r45c+3KVnL2L10rnMrK+mIgIz66tZvXRuwXUyXmfqGGPKi01hngT293qvW8mlv9vq\n/cHul54TZGxnV8pnckCqi8VHNwZ6Pwi2nsamORtz+LF/ueMkncmyp2X/qL59F+sqG54erfBeKOOX\nnhPkzJmjfHYX8EsvJreeplAXmU1zNubwYy2ZMTro23dnmhmJkX/77uj2nl2VS2+sq6a9u/jmln7p\nOW1d3nnaurpp8jmF0y99pPymOV+8cqGN3RhThqwlM0YHffse9P72XWysod5ne5Vc+js+xxD4pef4\n9aq17ifQiv98Yx1HsWnOxhyerCUzBkG/ffuNNTQmvGeF5dJ7fVbz+6WPjN+aGyd9vMZRGurixKuK\nn6lj05yNKU/WkhmDoN++/cYaOnyOTPZLD8NvthU+8XJ4+vd+9ruCv9v3fva7UbxrsMWkMLYxMGNM\n6VhLZgxyiwwLbdGfW2QYpLUzkPX+cPVLD8O8I+p809OZLJtefadg+qZX3+GSVYsCj6MEOVNnVmPt\nuIyBGWNKx/5VjkE8FuXkY5sKpp3sbtEfpLXTV2SNTI5f+khFfSahRSNQEfH+q1ERqSDV1lOwewug\nty87ov3NcmfqFJJ/ps5IxsCMMRPPgswYFWtj5K4H2VKlr9+7y8cvfaT8GkbZQejq9e6i6+rtC3yw\nWRBBdgWwjTaNKT8WZMYgncny6yJb9P/a3aI/yIfnUU0+a1J80sOwY0+7b3qysZbqqsJ/haqroiQ9\nzpcpxG9XAJuBZkz5CXVMRkSWAX+vqqtEZBHwAM6X/NeA61V1QETWAtcA/cA6VX1MRGqAh4FZQCdw\nhaqmRGQ5cKeb90lVvdV9ny8B57vXb1DVF0SkCVgP1ABvA1e6xzqPmyAferMaa32PHu72WfHvlx6G\n1rZe3/R4LMrp75nNz19++5D0099zxIjXtfjtChBkDMwYM7mE1pIRkc8D3wZy83PvAG5S1RU4Bz5e\nKCKzgc8AZwDnAF8VkThwHfCqm/ch4Ca3jHuBNcCZwDIRWSIipwArgWXAZcDdbt5bgPVuGVtwAtm4\nCrq7cO7Dc93aZdx+9XLWrV3GmtWLhwaqX3+z1fN9/NLDMNdn4N8vPQy20aYx5SfM7rLtwEfzXp8K\nPOP+/DiwGjgN2KSqaVVtB7YBJ+IEkf/Mzysi9UBcVber6iDwhFvGmTitmkFVfQuoFJFkoTLG+xcc\n6YdesS1Vaqq8Pxz90sNwVFPCNz2dyfLLIrPLfvnqOwXHSLwWbWYHBlj/1FZuum8zf/vPm7npvs2s\nf2rrQRt/jmSjTWPMxAutu0xVfyAi8/MuRdzgAE4XWANQD+R3/he6nn+tY1jeBUAvsDdgGb4aG2up\nrAz+of7pjy+htqaKza/toaWth6bpNSx/zxyuuuAEotFgMXxft/cg+77uPpJJ7w/98Rb1aRVEY1H6\nIxHSRc6mSWcG6I9EmOvWO5sd4P6f/pbNr+0h1dZDssBzuu/Hr/LUi7uGysjNHKutqWLtRe8duv7Z\ny0+lt6+f1o40jfX+B6xNRqX+/zlerN6lVa71zlfKf535n0YJoA0naCR8rvvl7fMpoyfvmq/WgFuz\n5LvojPmce9o8olUxsn0Z4rEo+/YF3wo/k/Zeqp9JZ0ilvI9eHm9b/7DPN/2omd77l73b3MG0SieA\nrH9q60EBpLm1h59s3EF3Tx9rVi921tz8enfBcjb9+m3OPW3eIS3AOckEqVQnpX0yY5d0611urN6l\nVU719gqGpZxdtkVEVrk/nwtsBF4AVohItYg0AMfjTArYBJyXn1dVO4A+EVkoIhGcMZyNbt5zRKRC\nRI4GKlS1pVAZYf5y8ViUOU3TRjUusK/dpyXjkx6Gti7vNS5tXT1E8F5wk0tPZ7K8rM0F87ysKdKZ\nrM0cM+YwVcqWzOeA+0SkCngdeFRVsyJyF04AqABuVNVeEbkHeFBEnsVpqaxxy7gWeASI4ozDPA8g\nIhuB59wyrnfzrnPLWAu05JUxYXIfpsNnTe1Oebd6/NLD8Pu3O3zT9/tslpZLb+9Ks6+zcKDc15ke\neiY2c8yYw0+oQUZV/wAsd3/eijMLbHie+4D7hl3rBj5WIO/mXHnDrn8Z+PKwa+8CHx5t3ceT3yaS\nfhOUSz+B2Vnn0u2xuLG6Khp4p+aaeCUVERgosDazIuKk5yZR5Hep5djMMWPKly3GLIHx3USyNGIx\n778asVgFjQnv1kUuvSfdXzDAgBN4etJOGL1k1QLmzaojd/ZaRQTmzarjklULDrmvs7uPX/8uRafP\npAljjL8wjzwvv2k5ZSadyfKLVwoPaP/i17u5ZNXknHrbtd+7K6xrf6bozLKcXHpDXZyKChgokD1a\nwVBX2KNP72Bn84FjnwcGYWdzF48+vYM1qxcD0Nffz20PvczuVBcDg04gOipZx42fOoWqSvvrbMxI\nlOLIc2vJhCzV1kOxLweZfka0iWQp9fn00fX1Q6zSp7XjpvdlsgUDDEB2wEn33pcsNfQN67aHXmZn\nc9dQyygXiG576GXvChtjDlGKI88tyIQs5TMl2i99omR89rbMDMLiedM98+TSd+W1TgrZ1dxFe1e6\n4KA/OH/x27vSdHb3sTtVuKzdqa5Dus7C7AIwptyVasNZ618I2e92eW806Zc+mfX5/CXMpc+d5bNF\njZvuNzlgV14LZriBQSdYHT9/Rkm6AIwpd0H3Xhwr+xcXtkGfs2D80iexl4qsfRmeXhWLUmzzg2hF\nhKpYNNDkgLl5kwKGq4gcCFal6AIwptwF3XtxrCzIhKw77bPDsk/6RKmt8k8fyTqZbNExmcGhdTKN\ndbGCeRrrqmioi5OoreKoZOFW0VHJOhK1VXbmjDEBlWrDWQsy46TYmfO7fBZS+qVPGJ/TM4lAbbV3\nJMql59bJFJK/TqautvA3p7raqqG/8Dd+6pSC05xv/NQpgJ05Y8xIlGLDWRuTGaNc//9Lb7xLa1eG\nxroYpx53xFD///REHPYUH/j2S58oaZ/P4nQaFh7pvXlfLj1IV1hVLEp3kZZRd29m6AC4qspKbr3q\nNDq7++jsGyBRVUEir9llOwcYE5zfGU7jwVoyY/SIu/Fja5fzAdnaleGpF3fxyFNbAdjV7D2w75c+\nUfwOTh4E3nrXOzjm0mvi3t9lauKVPi2Q9CEtkERtFScdmzwowICdOWPMaBQ7hmQ8WJAZg3QmyzNb\nDj0VEuCZLW+TzmRpafMec/FLnyh+0xEGgJpqn+Dhprfv916V376/b1wHIe3MGWMmD+suG4PdqU4G\ni3zlHxx00oN8WE9GEbxbMxFg8VyfdTJuel/GO5D2ZfrHde+yUnQBGGOCsSAzBs2tvWNKn8yCdJe1\n7/ceuGnfn2ZmQw1VMe+/Zrn0XEtjy9YWWjt7aUxUs2Rx06hbILkuAGPMxLEgMwaDPh/FfunlrrXI\n9v3D05PTa4jHKgrudRaPVZCc7hx+Zi0QYw4/NiYzBtU+H4B+6ZPZUTOrfdNn+OzCnEuPx6KceeKc\ngnnOPHHOIYEkzEFIY0xpWUtmDDq7vRcj+qVPZkc0TWP33uLdfUc0TePIZB3RCgoutIxWRDgyb+Hk\nZR84lkgk4mz10plmRuLAVi/GmMOXBZkxOGa2955cfukTJcig/tHJBC/r3qJ5jk4miMeirDz5SDa8\nfOgMu5UnH9xCsa4wY6Ym6y4bg+5e7y1K/NInyvtPnu2bfsZ7C3dv5eTSL1+9mNVL5zKjPk4EmFEf\nZ/XSuVzunv8ynHWFGTO1HNYtGRGpAP4JOAlIA3+hquO2S2Juw8ZiOwfPnVVHXRy8djLxSx+p045r\n4oU3WjzTLzxrERteeadongvPWkSitoqaqgg9fYf+cjVVEWY22GC9Mcbf4d6SuQioVtXTgS8A3xjP\nwoNs2LjwqEbPMvzS8x2TnOabfuX5J3jmufL8E0jUVpFsKLwZZbIhNrSK/uufPpO6moO/h9TVVPL1\nT595yH3WQjHGFHK4B5kzgf8EUNXNwNLxfgO/DRsvOuvQ8+nzXXTWAq6/yDsw5NKvvtA739UXnkA8\nFuXE+TUF00+cXzMUBP5u7enMG3bOy7xZdfzd2tOHXtdUxbjrs2fxD9edzl+cfzz/cN3p3PXZs6ip\nKhygjDFmuMO6uwyoB/I3B8uKSKWqFl2C3thYS2XlyL6N/9PffID2rjR/2NPB/Dn1B22BkkwmgJeK\n3rv0vXMBuPvHvy2a58MrFuWVVdyJxzvjJF/5X6u5/6e/5bGNOxjA+SbxkRULuOqCE4jmHeziVe98\nyWSC4xbN8nzvieL3TCYrq3dpWb0nTmSw2L4ohwERuQPYrKr/6r7epapzve5JpTpH/UCSyQSpVOch\n19u70/zVXZsOmtEVAe74zBk0uNvb7963n5v/5flD7v27q5dx1IwD3WRdvX381T9uoj97oLTKaIQ7\n/vcZ1A3bej+dyQYaJylW78nO6l1aVu/SKqd6J5OJooeDHO4tmU3ABcC/ishy4NWJqERDbZzvfOFs\n3nynnV+9nuKPj09yzOyGg/IcNWMa93/hbF56412eemkXq0+dy6nHHXFIWXXVVfzLX7+fPS1d/Hrb\nXk5aNJM5TYXHhWxbFWPMRDvcg8yPgA+KyC9xGg9XTmRljpndcEhwGe7U444oGFyGm9NUVzS4GGPM\nZHFYBxlVHQCuneh6GGPMVHW4zy4zxhgzgSzIGGOMCY0FGWOMMaE5rKcwG2OMmVjWkjHGGBMaCzLG\nGGNCY0HGGGNMaCzIGGOMCY0FGWOMMaGxIGOMMSY0FmSMMcaE5rDeu6wUwj7iOWwi8jLQ4b78vapO\n6CaifkRkGfD3qrpKRBYBDwCDwGvA9e5+dZPOsHovAR4Dfucm36Oq35+42h1KRGLA/cB8IA6sA/6b\nSf68i9R7J5P/eUeB+wDBeb7XAr1M8ucdhAWZsRs64tk9TuAbwIUTXKdARKQaiKjqqomuSxAi8nng\nT4H97qU7gJtU9WkRuRfnuf9ooupXTIF6nwrcoarjehz4OPsksFdV/1REZgCvuH8m+/MuVO+vMPmf\n9wUAqnqGiKwCbsPZOX6yP29f1l02dqEf8Ryik4BaEXlSRDa4QXIy2w58NO/1qcAz7s+PA6tLXqNg\nCtX7fBH5hYh8R0Qm4/GH/wbc7P4cAfopj+ddrN6T+nmr6o+Bq92XxwBtlMfz9mVBZuwKHvE8UZUZ\noW7g68A5OM3zRyZz3VX1B0Am71JEVXP7InUC3of1TJAC9X4B+GtVPQvYAXxpQirmQVW7VLXT/UB+\nFLiJMnjeReo96Z83gKr2i8iDwD8Cj1AGzzsICzJj1wHkfzOqUNX+iarMCG0FHlbVQVXdCuwF5kxw\nnUYiv386gfPtrxz8SFVfyv0MLJnIyhQjIvOAnwP/n6qup0yed4F6l8XzBlDVK4DFOOMzNXlJk/Z5\n+7EgM3abgPMAJvKI51G6CmcMCRE5EqdVtmdCazQyW9z+a4BzgY0TWJeReEJETnN//gDwklfmiSAi\nRwBPAn+jqve7lyf98y5S73J43n8qIn/rvuzGCegvTvbnHcSk7RopI5PqiOcR+g7wgIg8izOD5aoy\naoUBfA64T0SqgNdxukfKwXXAP4pIBniHA33xk8kXgUbgZhHJjXF8Frhrkj/vQvX+K+Cbk/x5/xD4\nroj8AogBN+A843L8+30Q2+rfGGNMaKy7zBhjTGgsyBhjjAmNBRljjDGhsSBjjDEmNBZkjDHGhMam\nMBszTtw1DY8B23Cms1fhLHa9LeD984GnVXV+SFU0puSsJWPM+HpRVU9W1ZOAPwauFZH/MdGVMmai\nWEvGmPDUAlmgXUT+GPime60FuEZVf+9u+/8dN/+vczeKyAPATGAR8HkgBdwJVOfdv01EFgP/AszA\n2eX5M6r6K/f+/TgbuE7HWdz3pzibov5YVT8nIie691bibCt/parmtsM3ZlxYS8aY8bVURF4Rkd8A\nfwCexgkK3wbWqOopOFv53Ofmfwj4vHt9x7Cy9qrq8cATwPeAT7stpHuB/+vmeRi4S1VPBP4SeFRE\n4m7akW7+W4Dv4myCejKwVkQa3PzfUNWlOJsyTvZduE0ZsiBjzPjKdZedCMzCOTzr88BC4Cci8grw\n98ACEWnCCQRPufc+MKys593/LgZaVfVXAKr6b8AiN1AsUtUfutc3A/twDr4CZ3t4gDeB11S1WVU7\n3TyNwH8A3xKR7wB9wPpxegbGDLEgY0xIVLULZ2+7s4EdbvA5GeeckDNx9ouL5N0yfN+4Hve/hf6d\nRnC2fo8UuJ7rBu/zKBtVfRQ4BWcr/BtwWkjGjCsLMsaExD1SdxWwGZghIivcpKuA9aq6F3hTRM53\nr68pUpQCM91xHUTk48CbqvoWsF1EPupeXw7MxjmqN0j9vg+cpqr/jHPQ1ykj/BWN8WUD/8aMr6Vu\nlxjANJxWwjrgJ8Cd7pHXHcAVbp5P4uy+uw54rlCBqpoWkUtxuram4XR3XZp3/70iciuQBj6qqn0i\nUqio4W4Hvu3uVtyPs1uxMePKdmE2xhgTGusuM8YYExoLMsYYY0JjQcYYY0xoLMgYY4wJjQUZY4wx\nobEgY4wxJjQWZIwxxoTm/wfqhxB5FzvJBAAAAABJRU5ErkJggg==\n",
+ "image/png": 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JSfqlpDWS7pPUm2L7Slou6ZH0d1yKS9LlktZKul/SEWX7mZPaPyJpTln8yLT/tWlbDfUYo50LDsysCMNxOe74iDi8bJrX+cAdETEFuCO9BzgJmJJec4FFkCUU4CLgaOAo4KJSUkltzinbbuZQjmEuODCzYhRxT2gWsDgtLwZml8WvicwKoEvS/sAMYHlEbIyITcByYGZat3dErIiIAK6p2Fc9xxj1XHBgZkVodhIK4N8lrZQ0N8UmRMSTafkpYEJa7gbWlW27PsUGiq+vEh/KMfqRNFdSr6TeDRs25Pqg7c4FB2ZWhGYXJrw1IvokvQZYLunn5SsjIiRFMzswlGNExBXAFQA9PT1N7V8rccGBmQ23pp4JRURf+vsM8B2yezpPly6Bpb/PpOZ9wIFlm09MsYHiE6vEGcIxzMysAE1LQpL2lLRXaRk4EfgZsBQoVbjNAW5Jy0uBM1MF2zHAc+mS2jLgREnjUkHCicCytO55ScekqrgzK/ZVzzHMzKwAzbwcNwH4Tqqa3g34VkT8m6R7gBsknQ08DpyW2t8GnAysBV4EzgKIiI2SPgvck9p9JiI2puVzgauBTuD29AJYWM8xzMysGIoYNbc8hqSnpyd6e3uL7oaZWVuRtLLs0ZyaPGKC7eDJ6sxsuDkJGbBzsrrS0D2lyeoAJyIzaxoPYGqAJ6szs2I4CRngsePMrBi+HDdKDHa/54CuTvqqJByPHWdmzeQzoVGgdL+nb/MWgp33e8rnCjr+kPFVt60VNzNrBCehUSDP/Z4f/Lz6GHm14mZmjeAkNArkud/je0JmVgQnoVEgz1xBnk/IzIrgJDQK5JkryPMJmVkRXB03CpSq4AaqjsvTxsys0Tx23CA8dpyZWf08dpzVzWPHmdlwqysJSdojIl5sVmesOB47zsyKkKswQdJbJD0I/Dy9f5Okrza1ZzasPHacmRUhb3Xc54EZwLMAEbEa+MNmdcqGn58TMrMi5C7Rjoh1FaFtVRtaW/JzQmZWhLxJaJ2ktwAhaaykTwIP5dlQUoekVZK+l94fJOluSWslXS9p9xR/RXq/Nq2fXLaPC1L8YUkzyuIzU2ytpPll8bqPMdItWdXHcQvv5KD5t3Lcwjv7jRsHfk7IzIqRNwl9BDgP6Ab6gMPT+zw+Rv+E9ffA5yPiYGATcHaKnw1sSvHPp3ZIOhQ4HTgMmAl8NSW2DuArwEnAocAZqW3dxxjp8gxgOnt6N5eeOo3urk4EdHd1cump01yUYGZN1dTnhCRNBBYDlwDnA+8BNgD/IyJeknQssCAiZkhalpZ/Imk34ClgPDAfICIuTftcBixIh1gQETNS/IIUW1jvMWKAL2EkPCd03MI7q07T0N3VyY/nn1BAj8xspMv7nFDe6rjFkrrK3o+TdFWOTb8A/B9ge3r/amBzRLyU3q8nO7si/V0HkNY/l9rviFdsUys+lGNUft65knol9W7Y0P6jSLvowMxaVd7LcW+MiM2lNxGxCZg+0AaS3g08ExErX0b/ChERV0RET0T0jB/f/vPpuOjAzFpV3odVx0gal5IPkvbNse1xwCmSTgZeCewNfBHokrRbOhOZSHaPifT3QGB9ulS2D1lJeCleUr5NtfizQzhGWxtspIPjDxnPN1b8apftKies84gJZjbc8p4J/RPwE0mflXQx8J/APwy0QURcEBETI2IyWWHBnRHxp8APgPenZnOAW9Ly0vSetP7OdK9mKXB6qmw7CJgC/BS4B5iSKuF2T8dYmrap9xhtK0/RQZ4J6/Lsx8ys0XIloYi4BjgVeJrsZv6pEfH1IR7zU8D5ktaS3Y+5MsWvBF6d4uezsyDhAeAG4EHg34DzImJbOsv5KLCMrPruhtS27mO0szwjHeS5J+QRE8ysCANeUpO0d0Q8ny6/PQV8q2zdvhGxMc9BIuIu4K60/ChwVJU2vwP+uMb2l5BV2FXGbwNuqxKv+xjtKk+COaCrs2p1XPk9IRcvmFkRBruv8y3g3cBKoPyyldL71zWpX5ZTngST555Qnv2U+N6RmTXKgJfjIuLdkgS8LSJeV/Y6KCKcgFpAnpEObr3/yarblscrixRqxX3vyMwaadB7QunG/a3D0BcbgtnTu3nfkd10SAB0SLzvyO5+ZyabXtxaddvy+PdWV09UlXHfOzKzRspbHXevpDc3tSc2JEtW9XHTyj62pSK/bRHctLKv7jOTzVuqJ6rKuO8dmVkj5U1CRwMrJP1C0v2S1ki6v5kds3zynJl0dY6tum2t+ED84KuZNVLeJDSDrAjhBLLx396d/lrB8pyZLDjlMMaOUb/1Y8eIBaccVvfxPNq2mTXSYCXaryQbQftgYA1wZdmYbNYC8lS1le4PDVTRNm6PsVXvHY3bo//ZUp59mZnlNViJ9mJgK/Af7Jwy4WPN7pTlN2/GVOZ9ezVbt++soB87RrucmfQ+vpGnnvsdATz13O/ofXxjv8TxrjfuX7WM+11v3H+X2Ozp3U46ZtYQgyWhQyNiGoCkK8mGy7FWo4HfX7hkTb8Esy1ix/uLZ08D8g3tY2bWaIPdE9pxfcaX4VrTZcseZuu2/sPfbd0W/QoTrr27cmb2XePVLukNFG+EwWZ7NbORb7AzoTdJej4tC+hM70X2CNHeTe2dDTo6QZ7ksa3GGK3l8dIQGJUqT7IapfTQa6myr/TQK+BLfWajyGAjJnRExN7ptVdE7Fa27ATUZHlGJyg9pFqpPJ6nTa2hxJs1xLgfejUzyF+ibQXI80Od5yznjKMPrNqmVnwweS6jDdbGD72aGTgJtbQ8P9SVJdSDxWupddmtMp7n7CxPGz/0ambgJNTS8vxQ15qSrzyepzDhLa/ft2qbynies7M8bfzQq5mBk1BLy/NDnWfMtzyX7B544jdV21TG8xRC5DmDmz29m0tPnUZ3VycCurs6ufTUaS5KMBtlBquOswI1anSCMYLtVfJQ+Ug+eQcw7ZCqJrXyIoe8cxP5oVcza9qZkKRXSvqppNWSHpD06RQ/SNLdktZKul7S7in+ivR+bVo/uWxfF6T4w5JmlMVnpthaSfPL4nUfo1XNnt7Nj+efwGML38WP558wpB/tV+xW/X/mWvGB5Dmr8qU2M8urmZfj/hs4ISLeBBwOzJR0DPD3wOcj4mBgE3B2an82sCnFP5/aIelQ4HTgMGAm8FVJHZI6gK+wczihM1Jb6j3GSLdl6/a64gPprnGfqrtirDpfajOzPJp2OS5NhvdCejs2vYJsJO4/SfHFwAJgETArLQPcCHw5zeo6C7guIv4beEzSWuCo1G5tRDwKIOk6YJakh+o9RuprWxruh0znzZja7yFTqH6W40ttZpZHU+8JpbOVlWSjcH8F+AWwuWwIoPVA6ZeqG1gH2RBBkp4DXp3iK8p2W77Nuor40Wmbeo/x64p+zwXmAkyaNGkoH33YDPdDpnnvUw020oOZGTQ5CUXENuBwSV3Ad4BDmnm8RomIK4ArAHp6elr6LKm7RhFArctmjTDYWY6H5DGzvIalRDsiNgM/AI4FuiSVkt9EoPQEYx9wIEBavw/wbHm8Ypta8WeHcIy21YpFAB6Sx8zyamZ13Ph0BoSkTuCdwENkyej9qdkc4Ja0vDS9J62/M92rWQqcnirbDgKmkE0pcQ8wJVXC7U5WvLA0bVPvMdpWKxYBeEgeM8urmZfj9gcWp/tCY4AbIuJ7kh4ErpN0MbAKuDK1vxL4eio82EiWVIiIByTdADwIvAScly7zIemjwDKgA7gqIh5I+/pUPcdod61WBJD3OSEzs2ZWx90PTK8Sf5Sd1W3l8d8Bf1xjX5cAl1SJ3wbc1ohjWOPkraAzM/OICdZwjRrpwcxGPiehEWC4y6HzHK/VLhGaWWtyEmpzw10O7fJrM2skj6Ld5oa7HNrl12bWSE5CbW64y6Fdfm1mjeTLcW1un86xVadh2KezvplV88pbfu1he8wsD58Jtbnfv7StrvjLlWeEhjzTe5uZgZNQ23uxxnQMteIv1+zp3bzvyO4dk9h1SLzvyP6VcL5vZGZ5OQlZXZas6uP6n67bMYndtgiu/+m6fmc5vm9kZnk5CVldFix9gK0Vc4Vv3R4sWPrAjve1hufxsD1mVslJyOpSrQiiMn78IeOrtqkVN7PRy0mozY2pMYVqrfhwuPX+J+uKm9no5STU5rbXmIiiVvzlGrdH9dLv8vimF6ufLdWKm9no5SRkdXnXG/evKz6QJav6OG7hnRw0/1aOW3inS7jNRiEnIatLnkttXTUelC2P+1kiMwMnIatTnkttC045jLEVN6XGjhELTjlsx3s/S2Rm4GF7rAnyzCfkZ4nMDJqYhCQdCFwDTAACuCIivihpX+B6YDLwS+C0iNgkScAXgZOBF4EPRcS9aV9zgAvTri+OiMUpfiRwNdBJNsPqxyIihnKMVtVqY7B11RirrvIS3GDzCXkKcDOD5l6Oewn464g4FDgGOE/SocB84I6ImALckd4DnARMSa+5wCKAlFAuAo4mm7L7Iknj0jaLgHPKtpuZ4nUdo1W14n2Td7+pegFCZXywooN5M6ZWvWTnKcDNRpemJaGIeLJ0lhERvwEeArqBWcDi1GwxMDstzwKuicwKoEvS/sAMYHlEbIyITcByYGZat3dErIiIIDvrKt9XPcdoSa143yRPYULu5Fn5LFOBzzaZWTGGpTBB0mRgOnA3MCEiSr9YT5FdroMsQa0r22x9ig0UX18lzhCOUdnfuZJ6JfVu2LAh34dsgla8b5KnMCFP8rxs2cNs3VYx/M+2cGGC2SjT9CQk6VXATcDHI+L58nXpDKZJj1UO/RgRcUVE9EREz/jxxQ0101XjwdBa8VaRJ3m2YoI1s+HX1CQkaSxZAvpmRNycwk+XLoGlv8+keB9wYNnmE1NsoPjEKvGhHKMlRY3UWSveKvIMYOpBTs0MmpiEUiXalcBDEfG5slVLgTlpeQ5wS1n8TGWOAZ5Ll9SWASdKGpcKEk4ElqV1z0s6Jh3rzIp91XOMlvRcjcFCa8VbRZ6J7/K0MbORr5nPCR0H/BmwRtJ9KfY3wELgBklnA48Dp6V1t5GVTq8lK58+CyAiNkr6LHBPaveZiNiYls9lZ4n27elFvcdoVe1axpznOaE8bcxs5GtaEoqIH1G73ukdVdoHcF6NfV0FXFUl3gu8oUr82XqP0YrmzZjKvG+v7jd/T7uUMQ/2nFDeNmY2snnEhFY3gsuYW+1BXDMbfh47roWN5DLmVnwQ18yGn5NQCxvJZcyt+CCumQ0/J6EWNpLLmEdygjWz/JyEWtjxh1R/ULZWvJ2M5ARrZvk5CbWw762u/ghTrXg78XNCZgaujmtp1aZMGCjeTvyckJmBk5AVKM9zQi7jNhvZnISsZZXKuEtVdKUybsCJyGyEcBJqAv/rvTEGKuP292k2MjgJNZj/9d44LuM2G/mchBqsnn+9j+QzpkZ8tq49xladRK/V51Mys/ychBos77/eR/IZ05JVfcy7cfWOIYf6Nm9h3o2rgfo+W7vOp2Rm+fk5oQbL+xDmSB625tPffaDqmHef/u4Dde2nnvmUlqzq47iFd3LQ/Fs5buGdHoPOrE04CTXYvBlTGdvRf6jrsR27Tr8wku93VLuENlC8lrwJ3YOhmrUvJ6FmqLxcVOXykYetGVzeURVG8lml2UjnJNRgly17uN8kdABbt+86/cJIHramq7N64UCteC2zp3dz6anT6O7qREB3VyeXnjptl/tKI/ms0myka1oSknSVpGck/awstq+k5ZIeSX/HpbgkXS5praT7JR1Rts2c1P4RSXPK4kdKWpO2uVyShnqMRsr7g5j3B7YdLTjlMMZUTL43Rlm8XrOnd/Pj+Sfw2MJ38eP5J1T9fnxWada+mnkmdDUwsyI2H7gjIqYAd6T3ACcBU9JrLrAIsoQCXAQcDRwFXFRKKqnNOWXbzRzKMRqtnh/EPD+wNriRfFZpNtI1LQlFxA+BjRXhWcDitLwYmF0WvyYyK4AuSfsDM4DlEbExIjYBy4GZad3eEbEiIgK4pmJf9RyjofyDmFXHVVyRZHtQd3Uc5Kt6G8lnlWYj3XA/JzQhIkrzEDwFTEjL3cC6snbrU2yg+Poq8aEcY5d5ESTNJTtbYtKkSTk/WsajQ+evjhvsgdawvhA2AAAKlElEQVR6nqXKMxiqmbWewh5WjYiQ1NTHDod6jIi4ArgCoKenp+7t/YM4uDwJxmPHmY18w10d93TpElj6+0yK9wEHlrWbmGIDxSdWiQ/lGFaAPGXVrnozG/mGOwktBUoVbnOAW8riZ6YKtmOA59IltWXAiZLGpYKEE4Flad3zko5JVXFnVuyrnmNYAfpqJJLyuKvezEa+pl2Ok3Qt8HZgP0nryarcFgI3SDobeBw4LTW/DTgZWAu8CJwFEBEbJX0WuCe1+0xElIodziWrwOsEbk8v6j1GkUbyAKaD6ZDYVmUQuA7trO2eN2Nqv0t2MPqKPMxGuqYloYg4o8aqd1RpG8B5NfZzFXBVlXgv8IYq8WfrPUYRGjXIZ7uqloAq47Ond9P7+EauvXsd2yLokHjfkb7fZjaSeBTtggw0yOdo+JHdY+wYXty6vWq8ZMmqPm5a2bcjMW2L4KaVffS8dt9dvqMLl6zpl6zOOPpALp49rbkfwmyEGs6rNB62pyCNGuSzXW15adcEVBnPOybchUvW8I0Vv+qXrL6x4ldcuGRNg3ttNvIN94DATkJWiDxzBeUpXgC49u51VdvViptZbcM9ILAvx1khRNXBxSkfci5P8QLku78Eo7sQxCyv4X40wmdCVog9du8YNJ43uVQmpWpxzzlkls9wPxrhJGSF+O3vtw0a767xH31l/IyjD6zarjzuOYfM8hnu8S+dhKwQec5ejj9kfNU2lfGLZ0/jg8dM2rFth8QHj5nUrzrOoy+Y5TPcAwL7nlAT+N7D4PJcavvBzzdUbVMtfvHsaQOWZB/Q1Vm10MGjL5jtajjHv/SZUIMtWdXH+dff1+/ew/nX3+d7DxVqnAj1izfy7MVTbJi1JiehBrvg5vupfAJme4rbTnlKtBt5g9RzDpm1Jl+Oa7AtVUYBGChutTV67DhPsWHWepyErGV5gkCzkc9JyAoxbo+xVYcoGrfH2H7vffZiNrL5npAV4qL3HMbYjv7VCWM7xEXvOaygHplZEXwmZA235+4dVR9G3bNsNARfajMzcBKyJrjkvdP462+vZtv2naVuHWPEJe/t/xyPL7WZmZOQNZzPcswsr1GXhCTNBL4IdABfi4iFjdx/3pGf29Vxr9+XH/9iY9V4OZ/lmFkeo6owQVIH8BXgJOBQ4AxJhzbyGHkG02xFHzxmUq74N885dpeEc9zr9+Wb5xzbtL6Z2cg12s6EjgLWRsSjAJKuA2YBDzbqAKXxy1ppqukvfOBwPn79fVXjJfX02wnHzBpltCWhbqB8us31wNGVjSTNBeYCTJpU/QxhIIMNpgkwYa/defo3v68a39EPBp/4bcpr9uSRZ367S5spr9lzx3LeezR5+m1m1kiKWoN4jUCS3g/MjIgPp/d/BhwdER+ttU1PT0/09vY2pT9HX7K8XyKasNfu3P237+zX5qD5t/ZLRAIeW/iufm3e+bm7+iWiKa/Zk+Xnv70JPTYzy0fSyojoGazdaDsT6gPKb85MTLFCVCacaioTTjVOOGbWrkZVYQJwDzBF0kGSdgdOB5YW3Cczs1FrVJ0JRcRLkj4KLCMr0b4qIh4ouFtmZqPWqEpCABFxG3Bb0f0wM7PRdznOzMxaiJOQmZkVZlSVaA+FpA3A40PcfD/g1w3sznBp135D+/bd/R5e7nfzvTYixg/WyEmoiST15qmTbzXt2m9o376738PL/W4dvhxnZmaFcRIyM7PCOAk11xVFd2CI2rXf0L59d7+Hl/vdInxPyMzMCuMzITMzK4yTkJmZFcZJqEkkzZT0sKS1kuYX3Z+8JP1S0hpJ90lqzhwWDSDpKknPSPpZWWxfScslPZL+jiuyj9XU6PcCSX3pO79P0slF9rEaSQdK+oGkByU9IOljKd7S3/kA/W7p71zSKyX9VNLq1O9Pp/hBku5OvyvXp4GY25rvCTVBmkb8v4B3kk2cdw9wRkQ0bAbXZpH0S6AnIlr6gThJfwi8AFwTEW9IsX8ANkbEwpT4x0XEp4rsZ6Ua/V4AvBAR/1hk3wYiaX9g/4i4V9JewEpgNvAhWvg7H6Dfp9HC37kkAXtGxAuSxgI/Aj4GnA/cHBHXSfpnYHVELCqyry+Xz4SaY8c04hHxe6A0jbg1SET8ENhYEZ4FLE7Li8l+bFpKjX63vIh4MiLuTcu/AR4im6m4pb/zAfrd0iLzQno7Nr0COAG4McVb7vseCieh5qg2jXjL/4efBPDvklamac7byYSIeDItPwVMKLIzdfqopPvT5bqWuqRVSdJkYDpwN230nVf0G1r8O5fUIek+4BlgOfALYHNEvJSatNPvSk1OQlbprRFxBHAScF66fNR2IrvO3C7XmhcBrwcOB54E/qnY7tQm6VXATcDHI+L58nWt/J1X6XfLf+cRsS0iDiebAfoo4JCCu9QUTkLN0VLTiNcjIvrS32eA75D9x98unk73AEr3Ap4puD+5RMTT6QdnO/AvtOh3nu5N3AR8MyJuTuGW/86r9btdvnOAiNgM/AA4FuiSVJoHrm1+VwbiJNQcbTmNuKQ9081bJO0JnAj8bOCtWspSYE5angPcUmBfciv9iCfvpQW/83Sj/ErgoYj4XNmqlv7Oa/W71b9zSeMldaXlTrIip4fIktH7U7OW+76HwtVxTZJKPr/AzmnELym4S4OS9Dqysx/IZt39Vqv2W9K1wNvJhrZ/GrgIWALcAEwim37jtIhoqSKAGv1+O9lloQB+CfxF2X2WliDprcB/AGuA7Sn8N2T3V1r2Ox+g32fQwt+5pDeSFR50kJ0s3BARn0n/H70O2BdYBXwwIv67uJ6+fE5CZmZWGF+OMzOzwjgJmZlZYZyEzMysME5CZmZWGCchMzMrjJOQWZNI2pZGaF4t6V5Jb6lz+wWSPtms/pm1gt0Gb2JmQ7QlDbuCpBnApcDbXu5OJe1WNn6YWVvzmZDZ8Ngb2FR6I2mepHvSAJqfLov/raT/kvQjYGpZ/C5JX0hzPH1M0mRJd6bt75A0KbWrFb9a0iJJKyQ9KuntaeDOhyRdndp0pHY/Uzan1CeG56ux0cxnQmbN05lGQX4lsD/ZMPxIOhGYQjZemYClaaDY35IN8XQ42f837yWb/6Zk94joSfv4LrA4IhZL+nPgcrJh/b9UIw4wjmz8sVPIhts5DvgwcI+kw8mezu8um+eoq/FfiVl/PhMya54tEXF4RBwCzASuSWOZnZheq8gSzSFkSel/Ad+JiBfTSM+V4w1eX7Z8LPCttPx14K2DxAG+m0a6XgM8HRFr0gCeDwCTgUeB10n6kqSZQL9Rss2awUnIbBhExE/IxosbT3b2c2lKUIdHxMERcWWO3fz2ZXajNMbY9rLl0vvdImIT8CbgLuAjwNde5vHMBuUkZDYMJB1CdrnrWWAZ8OdpjhskdUt6DfBDYLakzjSa+XsG2OV/kl26A/hTskE6B4rn6eN+wJiIuAm4EDgi77ZmQ+V7QmbNU7onBNnZz5yI2EY2c+3/BH6SXZ3jBbLRkO+VdD2wmmxennsG2PdfAv8qaR6wAThrkHge3Wnb0j9OL6hjW7Mh8SjaZmZWGF+OMzOzwjgJmZlZYZyEzMysME5CZmZWGCchMzMrjJOQmZkVxknIzMwK8/8BlmBxmqGT7zwAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -727,7 +910,7 @@
""
]
},
- "execution_count": 83,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@@ -743,24 +926,24 @@
},
{
"cell_type": "code",
- "execution_count": 84,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 84,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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f9gMp4DkRWWcfuwTYBewF1opISERmA6dhdX7vBi7NTmuM6QESIrJERDxYfRy7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\n9g8MDCR4vO29daMG82wMte9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YNY3MUgC5ylSusmb7EtaXDSrw2hpj7geGsg5N9po28F5T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\ngg==\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -773,24 +956,24 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "Text(0.5,1,'Waterfront vs Price ( 0= no waterfront)')"
]
},
- "execution_count": 12,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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Wn3go05rqqayAaU31LD7x0KIt0jbYO4vTgO+mfb/JzBa5+w+AM4DvAxuBT5tZPVAHzCYM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\nkZKFiIgkUrIQEZFE/x87GltIFdc/xQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -804,10 +987,8 @@
},
{
"cell_type": "code",
- "execution_count": 13,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 20,
+ "metadata": {},
"outputs": [],
"source": [
"train1 = data.drop(['id', 'price'],axis=1)"
@@ -815,25 +996,25 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
- "\n",
"
\n",
" \n",
@@ -998,7 +1179,7 @@
"4 0 98074 47.6168 -122.045 1800 7503 "
]
},
- "execution_count": 14,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -1009,24 +1190,24 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 15,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1039,24 +1220,24 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 16,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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S+mgAjl+yuK541CRtoCl4zVBBKwMCFMdK1gxVh9BbCxFpAu4FTgUyeGth/z/g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\n8GM7ReTbqvr+3B/lzKpWZ98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+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1069,24 +1250,24 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 17,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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impvL+8SWy2XL+vlKSGNOoLyS/OCFt4LxL110apWySZaG+dr2wpuJ8bcHRjk7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\nCpmtY95bAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1099,24 +1280,24 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "Text(0.5,1,'Which is the pricey location by zipcode?')"
]
},
- "execution_count": 18,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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7mQ1KOQtXrL+fp/76LmU+LAVGMW80LAUKUfetsaa9K0xjW49lWbGPE1boTXkW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\nRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1130,10 +1311,8 @@
},
{
"cell_type": "code",
- "execution_count": 19,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 28,
+ "metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LinearRegression"
@@ -1141,10 +1320,8 @@
},
{
"cell_type": "code",
- "execution_count": 20,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 29,
+ "metadata": {},
"outputs": [],
"source": [
"reg = LinearRegression()"
@@ -1152,10 +1329,8 @@
},
{
"cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 30,
+ "metadata": {},
"outputs": [],
"source": [
"labels = data['price']\n",
@@ -1166,14 +1341,14 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\cross_validation.py:44: 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",
+ "/srv/venv/lib/python3.6/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"
]
}
@@ -1184,10 +1359,8 @@
},
{
"cell_type": "code",
- "execution_count": 73,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 32,
+ "metadata": {},
"outputs": [],
"source": [
"x_train , x_test , y_train , y_test = train_test_split(train1 , labels , test_size = 0.10,random_state =2)"
@@ -1195,7 +1368,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
@@ -1204,7 +1377,7 @@
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
]
},
- "execution_count": 74,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
@@ -1215,16 +1388,16 @@
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "0.73203427603571147"
+ "0.7320342760357519"
]
},
- "execution_count": 75,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -1235,10 +1408,8 @@
},
{
"cell_type": "code",
- "execution_count": 86,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 35,
+ "metadata": {},
"outputs": [],
"source": [
"from sklearn import ensemble\n",
@@ -1248,7 +1419,7 @@
},
{
"cell_type": "code",
- "execution_count": 87,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
@@ -1256,14 +1427,14 @@
"text/plain": [
"GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,\n",
" learning_rate=0.1, loss='ls', max_depth=5, max_features=None,\n",
- " max_leaf_nodes=None, min_impurity_split=1e-07,\n",
- " min_samples_leaf=1, min_samples_split=2,\n",
- " min_weight_fraction_leaf=0.0, n_estimators=400,\n",
- " presort='auto', random_state=None, subsample=1.0, verbose=0,\n",
- " warm_start=False)"
+ " max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
+ " min_impurity_split=None, min_samples_leaf=1,\n",
+ " min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
+ " n_estimators=400, presort='auto', random_state=None,\n",
+ " subsample=1.0, verbose=0, warm_start=False)"
]
},
- "execution_count": 87,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
@@ -1274,16 +1445,16 @@
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "0.91948383097569342"
+ "0.919329163912721"
]
},
- "execution_count": 88,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
@@ -1294,21 +1465,29 @@
},
{
"cell_type": "code",
- "execution_count": 29,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'params' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mt_sc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'n_estimators'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m: name 'params' is not defined"
+ ]
+ }
+ ],
"source": [
"t_sc = np.zeros((params['n_estimators']),dtype=np.float64)"
]
},
{
"cell_type": "code",
- "execution_count": 30,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 39,
+ "metadata": {},
"outputs": [],
"source": [
"y_pred = reg.predict(x_test)"
@@ -1316,11 +1495,21 @@
},
{
"cell_type": "code",
- "execution_count": 31,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 't_sc' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my_pred\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstaged_predict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_test\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mt_sc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloss_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_test\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m: name 't_sc' is not defined"
+ ]
+ }
+ ],
"source": [
"for i,y_pred in enumerate(clf.staged_predict(x_test)):\n",
" t_sc[i]=clf.loss_(y_test,y_pred)"
@@ -1328,11 +1517,21 @@
},
{
"cell_type": "code",
- "execution_count": 32,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'params' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtestsc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'n_estimators'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m: name 'params' is not defined"
+ ]
+ }
+ ],
"source": [
"testsc = np.arange((params['n_estimators']))+1"
]
@@ -1451,7 +1650,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.6.3"
}
},
"nbformat": 4,