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January 16, 2018 14:23
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Feature engineering for California house price prediction
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"### key topics: python | regression | feature engineering | visualization | xgboost\n", | |
"\n", | |
"# Introduction and goals\n", | |
"\n", | |
"At the end of last semester I gave a two part tutorial to my department's R users group where we introduced the basics of machine learning, data cleaning and paramater tuning by following along with an R derivative of 'Hands-On Machine learning with Scikit-Learn and TensorFlow' by Aurélien Géron and then building some XGBoost models to try to improve predictions through the use of different algorithms, parameter tuning, and some basic ensembling. One of the follow up exercises I had suggested was trying to add in more features to improve the models not only through tuning algorithms, but through the use of better data.\n", | |
"\n", | |
"On my spare time I started sniffing around and found two datasets that make a good starting point for trying to add to the original features and build better predictive models. And since I was now doing this outside of the confines of the R users group, I have switched over to python for the selfish reason of wanting to keep my python data visualization skills sharp.\n", | |
"\n", | |
"The new data I used:\n", | |
"\n", | |
"A list of the latitude and longitude of cities in California: \n", | |
"http://52.26.186.219/internships/useit/content/cities-california-latitude-and-longitude\n", | |
"\n", | |
"Historical population data for cities in California (including the year 1990, which is the year the original housing price data was collected :\n", | |
"http://www.dof.ca.gov/Reports/Demographic_Reports/documents/2010-1850_STCO_IncCities-FINAL.xls\n", | |
"\n", | |
"I have cleaned the originals (a.k.a. de-excel'd) and put them on Kaggle here: https://www.kaggle.com/camnugent/california-housing-feature-engineering\n", | |
"\n", | |
"There is the potential to add a lot of different features based on these dataframes, but I decided to focus on engineering the following (predominantly geospatial) features for each data point:\n", | |
"1. The name of the nearest city.\n", | |
"2. The distance from the district's coordinates to the nearest city.\n", | |
"3. The population of the nearest city.\n", | |
"4. The nearest 'big city' (a big city is categorized as >500,000 residents in the given year, 1990).\n", | |
"5. The distance to the nearest 'big city'.\n", | |
"\n", | |
"Below I walk through the code I used to add these 5 bits of information to each housing district's list of predictors. I then develop some maps/plots to help visualize the new features and see what information was added, and finally I train an xgboot model on the expanded feature set and assess its performance relative to the previous models I had built using the original data only.\n", | |
"\n", | |
"\n", | |
"Before we start a few limitations to note on the data we are adding - I am not sure if these are comprehensive lists of the cities in California. In fact there is imperfect overlap between the coordinates and population data (so some of the smaller towns are not prefectly represented in the added features)\n", | |
"\n", | |
"If there are more good features you can think of engineering I encourage you to give the notebook a fork and try them out!\n" | |
] | |
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"import pandas as pd \n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.image as mpimg\n", | |
"\n", | |
"from pandas.tools.plotting import scatter_matrix\n", | |
"from sklearn.model_selection import StratifiedShuffleSplit\n", | |
"from sklearn.preprocessing import LabelBinarizer\n", | |
"from sklearn.preprocessing import StandardScaler\n", | |
"from geopy.distance import vincenty\n", | |
"\n", | |
"import gc\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"_cell_guid": "d6dbf8e9-e41c-4ea5-9738-583a2eff9002", | |
"_uuid": "204810a4cc875d011bb43ca81beb36baae6fb5d6" | |
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"outputs": [], | |
"source": [ | |
"\n", | |
"#######\n", | |
"# read in the data\n", | |
"######\n", | |
"housing = pd.read_csv('housing.csv')\n", | |
"housing.head()\n", | |
"\n", | |
"\n", | |
"city_lat_long = pd.read_csv('cal_cities_lat_long.csv')\n", | |
"city_pop_data = pd.read_csv('cal_populations_city.csv')\n", | |
"county_pop_data = pd.read_csv('cal_populations_county.csv')\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "beeec23c67df4046ea51adc4f715e44681042d9e" | |
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"source": [ | |
"The code below iterates through the coordinates dataframe and builds a dictonary with the city names as the keys and a tuple of the corresponding (latitude, longitude) as the values. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"_cell_guid": "26ed4188-0398-44e7-ad36-e5734f4c0c21", | |
"_uuid": "42110432a9d855f6685cdeb312d3ed846da61a19" | |
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"\"\\nNOTE: originally I had the code shown below, \\nbut I had to change it because I only want to \\ndeal with cities where there\\nis both location and population data.\\n\\ncity_coords = {}\\nfor dat in city_lat_long.iterrows():\\n row = dat[1]\\n city_coords[row['Name']] = (float(row['Latitude']), float(row['Longitude']))\\n\\n#how I deiscovered the need for the change\\npresent = []\\nabsent = []\\nfor city in city_coords.keys():\\n if city in city_pop_data['City'].values:\\n present.append(city)\\n else:\\n absent.append(city)\\nlen(present)\\nlen(absent)\\nabsent\\n\"" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
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"source": [ | |
"#########\n", | |
"# Engineer more features here prior to \n", | |
"# passing data in for imputation and one hot encoding\n", | |
"#########\n", | |
"\n", | |
"city_coords = {}\n", | |
"\n", | |
"for dat in city_lat_long.iterrows():\n", | |
" row = dat[1]\n", | |
" if row['Name'] not in city_pop_data['City'].values: \n", | |
" continue \n", | |
" else: \n", | |
" city_coords[row['Name']] = (float(row['Latitude']), float(row['Longitude']))\n", | |
"\n", | |
"\n", | |
"\"\"\"\n", | |
"NOTE: originally I had the code shown below, \n", | |
"but I had to change it because I only want to \n", | |
"deal with cities where there\n", | |
"is both location and population data.\n", | |
"\n", | |
"city_coords = {}\n", | |
"for dat in city_lat_long.iterrows():\n", | |
" row = dat[1]\n", | |
" city_coords[row['Name']] = (float(row['Latitude']), float(row['Longitude']))\n", | |
"\n", | |
"#how I deiscovered the need for the change\n", | |
"present = []\n", | |
"absent = []\n", | |
"for city in city_coords.keys():\n", | |
" if city in city_pop_data['City'].values:\n", | |
" present.append(city)\n", | |
" else:\n", | |
" absent.append(city)\n", | |
"len(present)\n", | |
"len(absent)\n", | |
"absent\n", | |
"\"\"\"\n" | |
] | |
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{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "95327f1a82496740ab59cd4761b669e855efa9fc" | |
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"Two functions are needed to find the distance to the nearest town, first one to determine the distance between two sets of coordinates, and second a function to try all pairwise comparisons and figure out which city is the closest.\n", | |
"\n", | |
"For the first function, geopy's vincenty function is used to determine the distance between two points on the earths surface using Vincenty's formulae (it accounts for the fact the world is a spheroid when doing the vector math). A quick example is shown below (form the geopy docs)" | |
] | |
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{ | |
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"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"866.4554329011002 km\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"float" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#two functions:\n", | |
"#1. take two lat long tuples as input\n", | |
"\t#return the distance between the two\n", | |
" #vincenty(tuple1, tuple2)\n", | |
"\n", | |
"#example below\n", | |
"newport_ri = (41.49008, -71.312796)\n", | |
"cleveland_oh = (41.499498, -81.695391)\n", | |
"x = vincenty(newport_ri, cleveland_oh)\n", | |
"x #distance stored in km, see units on printing\n", | |
"print(x)\n", | |
"type(x.kilometers)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "f659e8748c775bbf1383a4f7118615f97a2efd0c" | |
}, | |
"source": [ | |
"This next function just takes the vincenty function and uses it to compare a set of coordinates to all of the coordinates stored in a dictonary of locations to determine which location in the dictonary is closest." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
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"\n", | |
"#2. take a dict[city] = (lat, long) of locations and a tuple of lat long\n", | |
"\t# run number 1 for each comparison and return a tuple with\n", | |
"\t#the closest city's key + value and the distance between the points\n", | |
" #the O(n) time here makes me weep and I am thinking of ways to improve it\n", | |
"def closest_point(location, location_dict):\n", | |
" \"\"\" take a tuple of latitude and longitude and \n", | |
" compare to a dictonary of locations where\n", | |
" key = location name and value = (lat, long)\n", | |
" returns tuple of (closest_location , distance) \"\"\"\n", | |
" closest_location = None\n", | |
" for city in location_dict.keys():\n", | |
" distance = vincenty(location, location_dict[city]).kilometers\n", | |
" if closest_location is None:\n", | |
" closest_location = (city, distance)\n", | |
" elif distance < closest_location[1]:\n", | |
" closest_location = (city, distance)\n", | |
" return closest_location\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"_cell_guid": "c76fac88-d8ea-4f2b-ac21-1aece7e71260", | |
"_uuid": "0eaca97c1aa2c35114f5fbe44e20b29227adc3df" | |
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{ | |
"data": { | |
"text/plain": [ | |
"('Willows', 8.598342477208991)" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"test = (39.524325, -122.293592) #likely 'Willows'\n", | |
"closest_point(test, city_coords)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "ae3c68bb0a17c5fbe915bf69b0f17c9d3d3c11a8" | |
}, | |
"source": [ | |
"This next bit of code builds a dictonary of (city, population) (key, value) pairs and then goes through and builds a separate coordinate dictonary for only the big cities.\n", | |
"\n", | |
"We use the April 1990 population data below, as the housing price information that we are trying to model is based off of the 1990 California Census." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"_cell_guid": "548ffdd5-130a-4615-b06a-8305560fe463", | |
"_uuid": "8f5caacd90e17724ec61f555509115f44f03b8a8" | |
}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"#run number 2 to determine both the nearest city, and then\n", | |
"\t#also the nearest city with 1million people (subset the original dict)\n", | |
"\n", | |
"city_pop_dict = {}\n", | |
"for dat in city_pop_data.iterrows():\n", | |
" row = dat[1]\n", | |
" city_pop_dict[row['City']] = row['pop_april_1990']\n", | |
"\n", | |
"\n", | |
"big_cities = {}\n", | |
"\n", | |
"for key, value in city_coords.items():\n", | |
" if city_pop_dict[key] > 500000:\n", | |
" big_cities[key] = value\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "40de9045a2fd40fb7a5cec33e4ee66e525312076" | |
}, | |
"source": [ | |
"The dictonaries and functions we created are then applied to the main housing dataframe to make the new data columns. This is done mainly using the pandas .apply() function." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"_cell_guid": "4819eeb1-d2be-426f-bd08-8b8888df9c40", | |
"_uuid": "38550457e0c0a2f2803ca0d8d74c3edf2d34e734" | |
}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"#######\n", | |
"# adding closest city data to dataframes\n", | |
"#######\n", | |
"\n", | |
"housing['close_city'] = housing.apply(lambda x: \n", | |
"\t\t\t\t\t\t\tclosest_point((x['latitude'],x['longitude']),city_coords), axis = 1)\n", | |
"housing['close_city_name'] = [x[0] for x in housing['close_city'].values]\n", | |
"housing['close_city_dist'] = [x[1] for x in housing['close_city'].values]\n", | |
"housing['close_city_pop'] = [city_pop_dict[x] for x in housing['close_city_name'].values]\n", | |
"\n", | |
"housing = housing.drop('close_city', axis=1)\n", | |
"housing.head()\n", | |
"\n", | |
"\n", | |
"#add the data relating to the points to the closest big city\n", | |
"housing['big_city'] = housing.apply(lambda x: \n", | |
"\t\t\t\t\t\t\tclosest_point((x['latitude'],x['longitude']),big_cities), axis = 1)\n", | |
"housing['big_city_name'] = [x[0] for x in housing['big_city'].values]\n", | |
"housing['big_city_dist'] = [x[1] for x in housing['big_city'].values]\n", | |
"\n", | |
"housing = housing.drop('big_city', axis=1)\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"_cell_guid": "b62fd3d7-1834-47a4-ab6f-dccc42ecfa13", | |
"_uuid": "1818efa577684404d60c084c8f43c75c0e33f624" | |
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"\n", | |
"\n", | |
"#####\n", | |
"# pre-plot housekeeping\n", | |
"#####\n", | |
"\n", | |
"#Housekeeping, plot background image load and new df for graphing\n", | |
"\n", | |
"california_img=mpimg.imread('california.png')\n", | |
"\n", | |
"housing_plot = housing[['longitude','population','latitude', 'close_city_name','big_city_name','big_city_dist','median_house_value']]\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
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"# Visualizing the data\n", | |
"\n", | |
"## 1. Map of the location and population of housing districts, along with a heatmap to show where homes are the most expensive.\n", | |
"\n", | |
"This plot is almost directly from Aurélien Géron's recent book 'Hands-On Machine learning with Scikit-Learn and TensorFlow' (Chapter 2). It gives a good representation of the original dataset and provides a reference prior to our discussion of the engineered features below." | |
] | |
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"execution_count": 10, | |
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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x110fb10f0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"housing_plot.plot(kind='scatter', x='longitude', y='latitude', alpha=0.4,\n", | |
"\t\t\t\ts=housing_plot['population']/100, label='population', figsize=(10,7),\n", | |
"\t\t\t\tc='median_house_value', cmap=plt.get_cmap('jet'), colorbar=True)\n", | |
"\n", | |
"\n", | |
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n", | |
"plt.ylabel(\"Latitude\", fontsize=14)\n", | |
"plt.xlabel(\"Longitude\", fontsize=14)\n", | |
"plt.legend() \n", | |
"plt.show()\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "d402fd4548b9c97d6e04427d6fd948ce003d2b73" | |
}, | |
"source": [ | |
"## 2. Below we have a graph showing the size and location of the cities in the dataset." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"_cell_guid": "214413a4-5284-4bf0-a8c4-11423be9e1fe", | |
"_uuid": "c25c20f8f7549d809749ebc2a2bc627ac648069a" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11bfa3eb8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"####\n", | |
"city_lat_long['Population'] = [city_pop_dict[x] if x in city_pop_dict.keys() \n", | |
"\t\t\t\t\t\t\t\t\t\t\t\telse 0 for x in city_lat_long['Name'].values]\n", | |
"# graph of the location of the cities and their size\n", | |
"city_lat_long.plot(kind='scatter', x='Longitude', y='Latitude', alpha=0.4,\n", | |
"\t\t\t\ts=housing_plot['population']/50, label='population', figsize=(10,7))\n", | |
"\n", | |
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n", | |
"plt.ylabel(\"Latitude\", fontsize=14)\n", | |
"plt.xlabel(\"Longitude\", fontsize=14)\n", | |
"plt.legend() \n", | |
"plt.show()\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "7597723d71d4ac8da0b4404b0bcc476b64b564c0" | |
}, | |
"source": [ | |
"## 3. Engineered Features - Length of vectors between districts and nearest town (Vincenty's formulae)\n", | |
"\n", | |
"The map below provides a visualization of three of the features added to the data. The black lines represent the vectors connecting the districts to the nearest town. Based on these lines, the distance to the nearest town (length of black line), the population of the nearest town (point the black line arrives at) and a categorical for the name of the nearest town were assigned to the district.\n", | |
"\n", | |
"These features help to capture the general trend of houses getting cheaper the further away from downtown one gets (a fairly universal pattern... with plenty of exceptions). They can also aid the model by providing a rough representation of more abstract aspects associated with position in town, such as the commute time for people working in city centers. The nearest town can also capture important effects such as 'who do you pay property taxes to?' and 'what is the infastructure like for this muniipality?' which are the types of things that could have impacts of the values of homes." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"_cell_guid": "776e47de-3590-437f-9132-f7ab4f5007ab", | |
"_uuid": "6473f042b98cb0d06ad3a831424c32b3af7cc5ea" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11c289780>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"####\n", | |
"# graph of vectors connecting points to their nearest city\n", | |
"\n", | |
"city_lat_long.plot(kind='scatter', x='Longitude', y='Latitude', alpha=0.4,\n", | |
"\t\t\t\ts=housing_plot['population']/100, label='population', figsize=(10,7))\n", | |
"\n", | |
"for line in housing.iterrows():\n", | |
"\tdat = line[1]\n", | |
"\tx1 = dat['longitude']\n", | |
"\ty1 = dat['latitude']\n", | |
"\tp2 = city_coords[dat['close_city_name']]\n", | |
"\tx2 = p2[1]\n", | |
"\ty2 = p2[0]\n", | |
"\tplt.plot([x1,x2],[y1, y2], 'k-',linewidth=0.1)\n", | |
"\n", | |
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n", | |
"plt.ylabel(\"Latitude\", fontsize=14)\n", | |
"plt.xlabel(\"Longitude\", fontsize=14)\n", | |
"plt.show()\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "e5a8e9507d9c608935ebc794d4e9c43cce690cc3" | |
}, | |
"source": [ | |
"## 4. Other Engineered Features - Distance to the big city\n", | |
"\n", | |
"This set of features shows which big city (San Francisco, San Jose, San Diego or Los Angeles... those are all really religious spanish names!) a given district is closest to. The cutoff for 'big city' was 500,000 people (this is 1990 data remember). The black lines here represent the same information as the previous plot, and each district was given a value for the distance to the nearest big city (Vincenty) and a categorical for the name of the nearest big city. I decided to add these features in because the proximity to a large city is somthing I intuitively thought would impact a house price. Access to things like major aiports and major entertainment events/venues could all have a small but important effect of the price of a home.\n", | |
"\n", | |
"Looking at the map below, we can see that this clustering also has an interesting side effect of effectively splitting California into quarters. So having the categorical San Francisco as the closest big city is roughly equivalent to being from the northern 1/4 of the state, while the San Diego category is roughly equivalent to the bottom 1/4 of California (I said roughy... don't get out the rulers!). So this feature may be adding some extra structure to the data in ways I had not initially intended." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"_cell_guid": "00910f15-5f1e-47d2-bddf-384e8452e807", | |
"_uuid": "fe37c6cf8ef6a9cd2b03c5c0f7f5936227a4f6d0" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x13b228080>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"####\n", | |
"# graph of the vectors connecting districts to the nearest major city\n", | |
"# and a barplot of distance to the nearest major city\n", | |
"\n", | |
"\n", | |
"city_lat_long.plot(kind='scatter', x='Longitude', y='Latitude', alpha=0.4,\n", | |
"\t\t\t\ts=housing_plot['population']/100, label='population', figsize=(10,7))\n", | |
"\n", | |
"for line in housing.iterrows():\n", | |
"\tdat = line[1]\n", | |
"\tx1 = dat['longitude']\n", | |
"\ty1 = dat['latitude']\n", | |
"\tp2 = big_cities[dat['big_city_name']]\n", | |
"\tx2 = p2[1]\n", | |
"\ty2 = p2[0]\n", | |
"\tplt.plot([x1,x2],[y1, y2], 'k-',linewidth=0.1)\n", | |
"\n", | |
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n", | |
"plt.ylabel(\"Latitude\", fontsize=14)\n", | |
"plt.xlabel(\"Longitude\", fontsize=14)\n", | |
"plt.show()\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "cbb5235494d9fdf41f853010e666e3f3ac37fd1e" | |
}, | |
"source": [ | |
"The large block of code below does some cleaning on the existing features, performs a train test split, one-hot encodes the categorical variables, scales the numerical variables and then recombines the data to produce the final, cleaned version of the train and test dataframes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"_cell_guid": "4022d5ac-fb21-46a4-ab88-f028b88418ee", | |
"_uuid": "1659b2a0f7d9d677b5a78d1823eda7f52d6881ab" | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"//anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\n", | |
"\n", | |
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", | |
" if sys.path[0] == '':\n" | |
] | |
} | |
], | |
"source": [ | |
"\n", | |
"#####\n", | |
"# Alter existing features, train test split.\n", | |
"#####\n", | |
"\n", | |
"\n", | |
"# Divide by 1.5 to limit the number of income categories\n", | |
"housing[\"income_cat\"] = np.ceil(housing[\"median_income\"] / 1.5)\n", | |
"# Label those above 5 as 5\n", | |
"housing[\"income_cat\"].where(housing[\"income_cat\"] < 5, 5.0, inplace=True)\n", | |
"\n", | |
"housing['ocean_proximity'][housing['ocean_proximity'] == '<1H OCEAN'] = 'LessThan1h'\n", | |
"\n", | |
"\n", | |
"#make a stratified split of the data\n", | |
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n", | |
"for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n", | |
"\ttrain_set = housing.loc[train_index]\n", | |
"\ttest_set = housing.loc[test_index]\n", | |
"\n", | |
"for set_ in (train_set, test_set):\n", | |
"\tset_.drop(\"income_cat\", axis=1, inplace=True)\n", | |
"\n", | |
"gc.collect()\n", | |
"\n", | |
"\n", | |
"def housing_data_clean(input_df):\n", | |
"\tinput_df['rooms_per_household'] = input_df['total_rooms']/input_df['households']\n", | |
"\tinput_df['bedrooms_per_household'] = input_df['total_bedrooms']/input_df['households']\n", | |
"\tinput_df['bedrooms_per_room'] = input_df['total_bedrooms']/input_df['total_rooms']\n", | |
"\tinput_df['population_per_household'] = input_df['population']/input_df['households']\n", | |
"\tinput_df = input_df.drop(['total_bedrooms','total_rooms'], axis=1)\n", | |
"\treturn input_df\n", | |
"\n", | |
"train_set = housing_data_clean(train_set)\n", | |
"train_set.head()\n", | |
"#do the same to the test set at the same time so they remain consistent with one another!\n", | |
"test_set = housing_data_clean(test_set)\n", | |
"\n", | |
"X_train = train_set.drop('median_house_value', axis=1)\n", | |
"y_train = train_set['median_house_value'].values.astype(float)\n", | |
"\n", | |
"X_test = test_set.drop('median_house_value', axis=1)\n", | |
"y_test = test_set['median_house_value'].values.astype(float)\n", | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"#####\n", | |
"# fill numerical values\n", | |
"#####\n", | |
"\n", | |
"def fill_median(dataframe, cols):\n", | |
"\t\"\"\"impute the mean for a list of columns in the dataframe\"\"\"\n", | |
"\tfor i in cols:\n", | |
"\t\tdataframe[i].fillna(dataframe[i].median(skipna=True), inplace = True)\n", | |
"\treturn dataframe\n", | |
"\n", | |
"def cols_with_missing_values(dataframe):\n", | |
"\t\"\"\" query a dataframe and find the columns that have missing values\"\"\"\n", | |
"\treturn list(dataframe.columns[dataframe.isnull().any()])\n", | |
"\n", | |
"def fill_value(dataframe, col, val):\n", | |
"\t\"\"\"impute the value for a list column in the dataframe\"\"\"\n", | |
"\t\"\"\" use this to impute the median of the train into the test\"\"\"\n", | |
"\tdataframe[i].fillna(val, inplace = True)\n", | |
"\treturn dataframe\n", | |
"\n", | |
"\n", | |
"missing_vals = cols_with_missing_values(X_train)\n", | |
"X_train = fill_median(X_train, missing_vals)\n", | |
"\n", | |
"for i in missing_vals:\n", | |
"\tX_test = fill_value(X_test, i, X_train[i].median(skipna=True))\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"_cell_guid": "7d3209e8-4e05-47b4-84cb-a961c1b2e28f", | |
"_uuid": "6a0128fb1fd1dc42d64156deb49152aeff2ae777" | |
}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"\n", | |
"#####\n", | |
"# One hot encode the categoricals\n", | |
"#####\n", | |
"\n", | |
"\n", | |
"encoder1 = LabelBinarizer()\n", | |
"\n", | |
"encoded_ocean_train_1hot = encoder1.fit_transform(X_train['ocean_proximity'])\n", | |
" \n", | |
"#I'm using just transform below to ensure that the categories are sorted and used the same as in the train fit.\n", | |
"encoded_ocean_test_1hot = encoder1.transform(X_test['ocean_proximity']) \n", | |
"\t\t\t\t\t\t\t\t\t\t\t\t\t\n", | |
"\n", | |
"encoder2 = LabelBinarizer()\n", | |
"encoded_train_close_city = encoder2.fit_transform(X_train['close_city_name'])\n", | |
"encoded_test_close_city = encoder2.transform(X_test['close_city_name'])\n", | |
"\t\t\t\t\t\t\t\t\t\t\t\t\t\n", | |
"\n", | |
"\n", | |
"encoder3 = LabelBinarizer()\n", | |
"encoded_train_big_city = encoder3.fit_transform(X_train['big_city_name'])\n", | |
"encoded_test_big_city = encoder3.transform(X_test['big_city_name'])\n", | |
"\t\t\t\t\t\t\t\t\t\t\t\t\t\n", | |
"\n", | |
"all_classes = list(encoder1.classes_) + [x + '_city' for x in encoder2.classes_ ] + [x + '_Bigcity' for x in encoder3.classes_]\n", | |
"\n", | |
"train_bool_data = np.concatenate((encoded_ocean_train_1hot, encoded_train_close_city, encoded_train_big_city), axis=1)\n", | |
"test_bool_data = np.concatenate((encoded_ocean_test_1hot, encoded_test_close_city, encoded_test_big_city), axis=1)\n", | |
"\n", | |
"train_cat_df = pd.DataFrame(train_bool_data,\n", | |
"\tindex = X_train.index, columns = all_classes )\n", | |
"\n", | |
"test_cat_df = pd.DataFrame(test_bool_data,index = X_test.index, columns = all_classes)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"_cell_guid": "3c25b6d4-0dac-4f64-b2e2-0077872e63b5", | |
"_uuid": "d4a0e37b80e2b24fe98d86dcd9c7688768353898" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"35" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"\n", | |
"###\n", | |
"# Combine and scale the dfs\n", | |
"###\n", | |
"\n", | |
"X_train.drop(['ocean_proximity','close_city_name','big_city_name'], axis=1, inplace=True)\n", | |
"X_test.drop(['ocean_proximity','close_city_name','big_city_name'], axis=1, inplace=True)\n", | |
"\n", | |
"\n", | |
"num_cols = X_train.columns\n", | |
"num_train_index = X_train.index\n", | |
"num_test_index = X_test.index\n", | |
"\n", | |
"scaler = StandardScaler()\n", | |
"X_train = scaler.fit_transform(X_train)\n", | |
"X_test = scaler.transform(X_test)\n", | |
"\n", | |
"\n", | |
"X_train = pd.DataFrame(X_train,index = num_train_index, columns = num_cols)\n", | |
"X_test = pd.DataFrame(X_test,index = num_test_index, columns = num_cols)\n", | |
"\n", | |
"\n", | |
"X_train = pd.concat([X_train, train_cat_df], axis=1)\n", | |
"X_test = pd.concat([X_test, test_cat_df], axis=1)\n", | |
"\n", | |
"gc.collect()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"_cell_guid": "8023b401-8f7c-490e-8774-82e7a5cfef84", | |
"_uuid": "f4fc9d95e7ac843e4726b3623c5eff7a4336b12c" | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"//anaconda/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" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[0]\ttrain-rmse:111253\ttest-rmse:111425\n", | |
"[1000]\ttrain-rmse:14425.8\ttest-rmse:43365.1\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"1648" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"\n", | |
"#from here lets go in to an XGB model first,\n", | |
"\n", | |
"import xgboost as xgb\n", | |
"\n", | |
"dtrain = xgb.DMatrix(X_train, y_train)\n", | |
"dtest = xgb.DMatrix(X_test)\n", | |
"\n", | |
"\n", | |
"\n", | |
"y_mean = np.mean(y_train)\n", | |
"xgb_params = {\n", | |
" 'eta': 0.05,\n", | |
" 'max_depth': 8,\n", | |
" 'subsample': 0.80,\n", | |
" 'objective': 'reg:linear',\n", | |
" 'eval_metric': 'rmse',\n", | |
" 'base_score': y_mean,\n", | |
" 'silent': 1}\n", | |
"\n", | |
"cv_result = xgb.cv(xgb_params, \n", | |
" dtrain, \n", | |
" nfold=5,\n", | |
" num_boost_round=5000,\n", | |
" early_stopping_rounds=50,\n", | |
" verbose_eval=1000, \n", | |
" show_stdv=False\n", | |
" )\n", | |
"\n", | |
"num_boost_rounds = len(cv_result)\n", | |
"num_boost_rounds" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"_cell_guid": "4cf5322b-dc31-4ba5-a6ff-bb20371b8fef", | |
"_uuid": "6e0bd339056c0567776caa32ffe7380e4b870242" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"final test rmse:41476.904811890345 with 1648 prediction rounds used\n" | |
] | |
} | |
], | |
"source": [ | |
"\n", | |
"\n", | |
"model = xgb.train(xgb_params, dtrain, \n", | |
" num_boost_round=num_boost_rounds, verbose_eval=1000)\n", | |
"\n", | |
"\n", | |
"\n", | |
"xgb_pred = model.predict(dtest)\n", | |
"\n", | |
"test_mse = np.mean(((xgb_pred - y_test)**2))\n", | |
"test_rmse = np.sqrt(test_mse)\n", | |
"print(f'final test rmse:{test_rmse} with {num_boost_rounds} prediction rounds used')\n", | |
"\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "4f9f5c1ab875d16e22235421d9389adc73f8d270" | |
}, | |
"source": [ | |
"$46146.47 was the root mean squared error for a single xgboost algorithm run on the original dataset. So by adding in some new features, and training a roughly equivalent model, we have greatly decreased the rmse\n", | |
"\n", | |
"Running this xgboost model locally, I achieved the following result:\n", | |
"\n", | |
"final test rmse: 40781.61 with 10039 prediction rounds used and a learning rate of 0.01\n", | |
"\n", | |
"That is an ~12 percent improvement over the original xgboot model. From the large reduction of rmse compared to the previous models I have built ( ~12 percent improvement), we can see that the engineered features are definitely contributing to the predictive ability of the model. Through the simple addition of some population and geospatial data we have reduced the error. The original dataset did contain latitude and longitude data, but we have greatly enhanced these data by giving the models information on the size of the nearest town, the distance to the nearest town, and as well as data on the distance to the nearest big city.\n", | |
"\n", | |
"\n" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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