### Load libraries
import requests # to make http requests for data using census web API
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import geopandas as gpd  # Extension of pandas for working with geospatial *data*
import geoplot as gplt # Extension of matplotlib for working with geospatial *plots*
import socket  # To get name of computer see http://net-informations.com/python/net/hostname.htm
import pyodbc  # to read/write SQL Server data

### Set some global variables

# Figure out if this is my Windows CCHS workstation or my Mac
COMPUTERISA = ''
computername = socket.gethostname()

if computername.find("WS") != -1:
    COMPUTERISA ='Windows'
elif computername.find("Mac") != -1:
    COMPUTERISA ='Mac'

mydir = ''

# Working directory path - This is my path on a Mac
if COMPUTERISA =='Mac':
    mydir = "~/Documents/Data Science/USCensus"
# Otherwise it's my Windows PC and the working directory is the directory the Notebook is in.

### Run this Python magic function that allows plots to display within a Notebook
%matplotlib inline

### The following returns the populations of every state and Puerto Rico from the 2010 Census.

# Components of the base URL go into variables.
HOST = "https://api.census.gov/data"
year = "2010"
dataset = "dec/sf1"

# Code to join the base url components
base_url = "/".join([HOST, year, dataset])

# Form the predicates dictionary
predicates = {}  # initialize empty dictionary
get_vars = ["NAME", "P001001"]   # Want the name of the State and the total population.
predicates["get"] = ",".join(get_vars)
predicates["for"] = "state:*"   # States are the geography to return data for. "*" means all states.

# Make the request.  Results get loaded into the variable "myresponse".
myresponse = requests.get(base_url, params = predicates)

# Display the request that was sent
print("Base URL:", base_url, "\n", "Predicates:",predicates)

Base URL: https://api.census.gov/data/2010/dec/sf1 
 Predicates: {'get': 'NAME,P001001', 'for': 'state:*'}

# Display the results. It is a list of lists.
print(myresponse.text)
 
# The first line has the column names.  "state" is the Census State Code.  Delaware is "10".

# There may be an error message displayed instead of the desired data if you did something wrong or 
# something else prevented data from being retrieved.

[["NAME","P001001","state"],
["Alabama","4779736","01"],
["Alaska","710231","02"],
["Arizona","6392017","04"],
["Arkansas","2915918","05"],
["California","37253956","06"],
["Louisiana","4533372","22"],
["Kentucky","4339367","21"],
["Colorado","5029196","08"],
["Connecticut","3574097","09"],
["Delaware","897934","10"],
["District of Columbia","601723","11"],
["Florida","18801310","12"],
["Georgia","9687653","13"],
["Hawaii","1360301","15"],
["Idaho","1567582","16"],
["Illinois","12830632","17"],
["Indiana","6483802","18"],
["Iowa","3046355","19"],
["Kansas","2853118","20"],
["Maine","1328361","23"],
["Maryland","5773552","24"],
["Massachusetts","6547629","25"],
["Michigan","9883640","26"],
["Minnesota","5303925","27"],
["Mississippi","2967297","28"],
["Missouri","5988927","29"],
["Montana","989415","30"],
["Nebraska","1826341","31"],
["Nevada","2700551","32"],
["New Hampshire","1316470","33"],
["New Jersey","8791894","34"],
["New Mexico","2059179","35"],
["New York","19378102","36"],
["North Carolina","9535483","37"],
["North Dakota","672591","38"],
["Ohio","11536504","39"],
["Oklahoma","3751351","40"],
["Oregon","3831074","41"],
["Pennsylvania","12702379","42"],
["Rhode Island","1052567","44"],
["South Carolina","4625364","45"],
["South Dakota","814180","46"],
["Tennessee","6346105","47"],
["Texas","25145561","48"],
["Utah","2763885","49"],
["Vermont","625741","50"],
["Virginia","8001024","51"],
["Washington","6724540","53"],
["West Virginia","1852994","54"],
["Wisconsin","5686986","55"],
["Wyoming","563626","56"],
["Puerto Rico","3725789","72"]]

# Base URL
# Components of the base URL go into variables.
HOST = "https://api.census.gov/data"
year = "2018"
dataset = "acs/acs5/subject"  # The dataset value needs to have the string "/subject" at the end
                              # because we are getting the data from an "S" table; a subject table.

# Code to join the base url components
base_url = "/".join([HOST, year, dataset])

# Form the predicates dictionary
predicates = {}  # initialize empty dictionary
get_vars = ["NAME", "S1501_C02_014E"]   # Want Name of the tract and the percent with high school or higher.
predicates["get"] = ",".join(get_vars)
predicates["for"] = "tract:*"   # Census tracts are the desired geography. "*" means all tracts.
predicates["in"] = "state:10"   # Delaware only

# Make the request.  Results get loaded into the variable "myresponse2".
myresponse3 = requests.get(base_url, params = predicates)

# Display the result
print(myresponse3.text)

# Be careful when chosing variables.  If the description says "Estimate!!Total!!something-something!!Percent 
# something-something", it is for a TOTAL COUNT not a percent.  Look for a variable that is described as 
# "Estimate!!Percent!!something-something...." for percents.

[["NAME","S1501_C02_014E","state","county","tract"],
["Census Tract 4, New Castle County, Delaware","93.8","10","003","000400"],
["Census Tract 13, New Castle County, Delaware","99.3","10","003","001300"],
["Census Tract 26, New Castle County, Delaware","79.4","10","003","002600"],
["Census Tract 102, New Castle County, Delaware","91.9","10","003","010200"],
["Census Tract 103, New Castle County, Delaware","89.2","10","003","010300"],
["Census Tract 108, New Castle County, Delaware","93.5","10","003","010800"],
["Census Tract 6.02, New Castle County, Delaware","75.4","10","003","000602"],
["Census Tract 16, New Castle County, Delaware","82.1","10","003","001600"],
["Census Tract 23, New Castle County, Delaware","78.6","10","003","002300"],
["Census Tract 120, New Castle County, Delaware","85.2","10","003","012000"],
["Census Tract 122, New Castle County, Delaware","88.8","10","003","012200"],
["Census Tract 129, New Castle County, Delaware","79.0","10","003","012900"],
["Census Tract 132, New Castle County, Delaware","87.8","10","003","013200"],
["Census Tract 136.04, New Castle County, Delaware","96.0","10","003","013604"],
["Census Tract 142, New Castle County, Delaware","97.6","10","003","014200"],
["Census Tract 147.02, New Castle County, Delaware","95.4","10","003","014702"],
["Census Tract 147.05, New Castle County, Delaware","92.5","10","003","014705"],
["Census Tract 12, New Castle County, Delaware","94.6","10","003","001200"],
["Census Tract 114, New Castle County, Delaware","91.7","10","003","011400"],
["Census Tract 126, New Castle County, Delaware","82.7","10","003","012600"],
["Census Tract 127, New Castle County, Delaware","86.1","10","003","012700"],
["Census Tract 136.08, New Castle County, Delaware","94.9","10","003","013608"],
["Census Tract 136.11, New Castle County, Delaware","95.9","10","003","013611"],
["Census Tract 11, New Castle County, Delaware","96.6","10","003","001100"],
["Census Tract 27, New Castle County, Delaware","90.7","10","003","002700"],
["Census Tract 104, New Castle County, Delaware","97.5","10","003","010400"],
["Census Tract 112.04, New Castle County, Delaware","95.3","10","003","011204"],
["Census Tract 119, New Castle County, Delaware","93.6","10","003","011900"],
["Census Tract 125, New Castle County, Delaware","84.3","10","003","012500"],
["Census Tract 131, New Castle County, Delaware","85.9","10","003","013100"],
["Census Tract 133, New Castle County, Delaware","92.5","10","003","013300"],
["Census Tract 138, New Castle County, Delaware","93.6","10","003","013800"],
["Census Tract 140, New Castle County, Delaware","86.4","10","003","014000"],
["Census Tract 141, New Castle County, Delaware","91.6","10","003","014100"],
["Census Tract 144.03, New Castle County, Delaware","91.5","10","003","014403"],
["Census Tract 148.03, New Castle County, Delaware","91.7","10","003","014803"],
["Census Tract 150, New Castle County, Delaware","91.7","10","003","015000"],
["Census Tract 159, New Castle County, Delaware","89.5","10","003","015900"],
["Census Tract 164.01, New Castle County, Delaware","93.5","10","003","016401"],
["Census Tract 136.12, New Castle County, Delaware","97.9","10","003","013612"],
["Census Tract 145.02, New Castle County, Delaware","94.8","10","003","014502"],
["Census Tract 147.03, New Castle County, Delaware","92.1","10","003","014703"],
["Census Tract 151, New Castle County, Delaware","92.8","10","003","015100"],
["Census Tract 160, New Castle County, Delaware","89.4","10","003","016000"],
["Census Tract 510.05, Sussex County, Delaware","94.7","10","005","051005"],
["Census Tract 510.06, Sussex County, Delaware","95.0","10","005","051006"],
["Census Tract 510.07, Sussex County, Delaware","96.4","10","005","051007"],
["Census Tract 511.01, Sussex County, Delaware","96.3","10","005","051101"],
["Census Tract 511.02, Sussex County, Delaware","98.5","10","005","051102"],
["Census Tract 511.03, Sussex County, Delaware","98.8","10","005","051103"],
["Census Tract 512.01, Sussex County, Delaware","94.5","10","005","051201"],
["Census Tract 512.02, Sussex County, Delaware","99.1","10","005","051202"],
["Census Tract 512.03, Sussex County, Delaware","98.7","10","005","051203"],
["Census Tract 512.04, Sussex County, Delaware","99.3","10","005","051204"],
["Census Tract 512.05, Sussex County, Delaware","97.5","10","005","051205"],
["Census Tract 513.05, Sussex County, Delaware","95.2","10","005","051305"],
["Census Tract 513.06, Sussex County, Delaware","92.7","10","005","051306"],
["Census Tract 9900, Sussex County, Delaware","-666666666.0","10","005","990000"],
["Census Tract 109, New Castle County, Delaware","96.4","10","003","010900"],
["Census Tract 124, New Castle County, Delaware","81.6","10","003","012400"],
["Census Tract 111, New Castle County, Delaware","97.5","10","003","011100"],
["Census Tract 112.02, New Castle County, Delaware","95.5","10","003","011202"],
["Census Tract 118, New Castle County, Delaware","98.4","10","003","011800"],
["Census Tract 134, New Castle County, Delaware","94.7","10","003","013400"],
["Census Tract 136.13, New Castle County, Delaware","96.2","10","003","013613"],
["Census Tract 144.02, New Castle County, Delaware","97.6","10","003","014402"],
["Census Tract 145.01, New Castle County, Delaware","94.6","10","003","014501"],
["Census Tract 148.05, New Castle County, Delaware","96.6","10","003","014805"],
["Census Tract 161, New Castle County, Delaware","96.8","10","003","016100"],
["Census Tract 163.02, New Castle County, Delaware","94.0","10","003","016302"],
["Census Tract 168.01, New Castle County, Delaware","92.9","10","003","016801"],
["Census Tract 22, New Castle County, Delaware","66.9","10","003","002200"],
["Census Tract 110, New Castle County, Delaware","98.0","10","003","011000"],
["Census Tract 116, New Castle County, Delaware","96.7","10","003","011600"],
["Census Tract 130, New Castle County, Delaware","87.0","10","003","013000"],
["Census Tract 166.04, New Castle County, Delaware","96.1","10","003","016604"],
["Census Tract 147.06, New Castle County, Delaware","90.2","10","003","014706"],
["Census Tract 148.07, New Castle County, Delaware","96.0","10","003","014807"],
["Census Tract 154, New Castle County, Delaware","85.8","10","003","015400"],
["Census Tract 2, New Castle County, Delaware","88.2","10","003","000200"],
["Census Tract 9, New Castle County, Delaware","81.5","10","003","000900"],
["Census Tract 101.01, New Castle County, Delaware","92.5","10","003","010101"],
["Census Tract 112.05, New Castle County, Delaware","97.5","10","003","011205"],
["Census Tract 135.01, New Castle County, Delaware","95.2","10","003","013501"],
["Census Tract 143, New Castle County, Delaware","99.2","10","003","014300"],
["Census Tract 139.01, New Castle County, Delaware","85.9","10","003","013901"],
["Census Tract 24, New Castle County, Delaware","88.2","10","003","002400"],
["Census Tract 152, New Castle County, Delaware","72.0","10","003","015200"],
["Census Tract 15, New Castle County, Delaware","95.9","10","003","001500"],
["Census Tract 112.03, New Castle County, Delaware","98.2","10","003","011203"],
["Census Tract 14, New Castle County, Delaware","89.9","10","003","001400"],
["Census Tract 121, New Castle County, Delaware","89.3","10","003","012100"],
["Census Tract 136.07, New Castle County, Delaware","98.3","10","003","013607"],
["Census Tract 156, New Castle County, Delaware","78.4","10","003","015600"],
["Census Tract 112.06, New Castle County, Delaware","98.9","10","003","011206"],
["Census Tract 5, New Castle County, Delaware","91.6","10","003","000500"],
["Census Tract 135.03, New Castle County, Delaware","96.9","10","003","013503"],
["Census Tract 501.01, Sussex County, Delaware","91.4","10","005","050101"],
["Census Tract 504.01, Sussex County, Delaware","84.1","10","005","050401"],
["Census Tract 506.01, Sussex County, Delaware","82.3","10","005","050601"],
["Census Tract 503.01, Sussex County, Delaware","82.7","10","005","050301"],
["Census Tract 505.01, Sussex County, Delaware","85.4","10","005","050501"],
["Census Tract 513.03, Sussex County, Delaware","89.9","10","005","051303"],
["Census Tract 504.03, Sussex County, Delaware","82.6","10","005","050403"],
["Census Tract 508.03, Sussex County, Delaware","93.5","10","005","050803"],
["Census Tract 515, Sussex County, Delaware","87.6","10","005","051500"],
["Census Tract 517.02, Sussex County, Delaware","81.6","10","005","051702"],
["Census Tract 519, Sussex County, Delaware","85.6","10","005","051900"],
["Census Tract 506.02, Sussex County, Delaware","85.1","10","005","050602"],
["Census Tract 518.01, Sussex County, Delaware","83.2","10","005","051801"],
["Census Tract 503.02, Sussex County, Delaware","79.7","10","005","050302"],
["Census Tract 507.01, Sussex County, Delaware","84.2","10","005","050701"],
["Census Tract 513.01, Sussex County, Delaware","94.0","10","005","051301"],
["Census Tract 513.02, Sussex County, Delaware","92.1","10","005","051302"],
["Census Tract 517.01, Sussex County, Delaware","84.5","10","005","051701"],
["Census Tract 518.02, Sussex County, Delaware","83.9","10","005","051802"],
["Census Tract 501.03, Sussex County, Delaware","95.3","10","005","050103"],
["Census Tract 502, Sussex County, Delaware","77.8","10","005","050200"],
["Census Tract 510.03, Sussex County, Delaware","92.9","10","005","051003"],
["Census Tract 508.02, Sussex County, Delaware","89.8","10","005","050802"],
["Census Tract 514, Sussex County, Delaware","73.4","10","005","051400"],
["Census Tract 508.01, Sussex County, Delaware","90.7","10","005","050801"],
["Census Tract 428, Kent County, Delaware","89.1","10","001","042800"],
["Census Tract 422.02, Kent County, Delaware","88.0","10","001","042202"],
["Census Tract 431, Kent County, Delaware","83.0","10","001","043100"],
["Census Tract 402.01, Kent County, Delaware","89.8","10","001","040201"],
["Census Tract 416, Kent County, Delaware","94.6","10","001","041600"],
["Census Tract 421, Kent County, Delaware","83.6","10","001","042100"],
["Census Tract 430, Kent County, Delaware","88.7","10","001","043000"],
["Census Tract 417.02, Kent County, Delaware","92.4","10","001","041702"],
["Census Tract 402.02, Kent County, Delaware","89.4","10","001","040202"],
["Census Tract 402.03, Kent County, Delaware","94.2","10","001","040203"],
["Census Tract 409, Kent County, Delaware","85.5","10","001","040900"],
["Census Tract 413, Kent County, Delaware","87.9","10","001","041300"],
["Census Tract 417.01, Kent County, Delaware","92.5","10","001","041701"],
["Census Tract 420, Kent County, Delaware","83.3","10","001","042000"],
["Census Tract 429, Kent County, Delaware","84.5","10","001","042900"],
["Census Tract 407, Kent County, Delaware","92.4","10","001","040700"],
["Census Tract 414, Kent County, Delaware","87.8","10","001","041400"],
["Census Tract 415, Kent County, Delaware","92.2","10","001","041500"],
["Census Tract 418.01, Kent County, Delaware","85.2","10","001","041801"],
["Census Tract 418.02, Kent County, Delaware","85.7","10","001","041802"],
["Census Tract 401, Kent County, Delaware","80.2","10","001","040100"],
["Census Tract 411, Kent County, Delaware","98.0","10","001","041100"],
["Census Tract 412, Kent County, Delaware","85.3","10","001","041200"],
["Census Tract 419, Kent County, Delaware","79.8","10","001","041900"],
["Census Tract 422.01, Kent County, Delaware","85.6","10","001","042201"],
["Census Tract 425, Kent County, Delaware","84.3","10","001","042500"],
["Census Tract 410, Kent County, Delaware","82.6","10","001","041000"],
["Census Tract 144.04, New Castle County, Delaware","98.6","10","003","014404"],
["Census Tract 149.03, New Castle County, Delaware","77.0","10","003","014903"],
["Census Tract 3, New Castle County, Delaware","88.8","10","003","000300"],
["Census Tract 6.01, New Castle County, Delaware","90.4","10","003","000601"],
["Census Tract 21, New Castle County, Delaware","81.6","10","003","002100"],
["Census Tract 25, New Castle County, Delaware","86.6","10","003","002500"],
["Census Tract 112.01, New Castle County, Delaware","96.5","10","003","011201"],
["Census Tract 113, New Castle County, Delaware","96.7","10","003","011300"],
["Census Tract 115, New Castle County, Delaware","94.0","10","003","011500"],
["Census Tract 117, New Castle County, Delaware","98.9","10","003","011700"],
["Census Tract 123, New Castle County, Delaware","80.2","10","003","012300"],
["Census Tract 148.08, New Castle County, Delaware","90.8","10","003","014808"],
["Census Tract 136.10, New Castle County, Delaware","96.4","10","003","013610"],
["Census Tract 137, New Castle County, Delaware","87.4","10","003","013700"],
["Census Tract 149.04, New Castle County, Delaware","91.4","10","003","014904"],
["Census Tract 162, New Castle County, Delaware","89.3","10","003","016200"],
["Census Tract 163.01, New Castle County, Delaware","88.6","10","003","016301"],
["Census Tract 166.01, New Castle County, Delaware","94.2","10","003","016601"],
["Census Tract 166.02, New Castle County, Delaware","95.4","10","003","016602"],
["Census Tract 169.01, New Castle County, Delaware","91.8","10","003","016901"],
["Census Tract 405.01, Kent County, Delaware","87.5","10","001","040501"],
["Census Tract 405.02, Kent County, Delaware","84.3","10","001","040502"],
["Census Tract 432.02, Kent County, Delaware","81.8","10","001","043202"],
["Census Tract 433, Kent County, Delaware","86.6","10","001","043300"],
["Census Tract 434, Kent County, Delaware","86.6","10","001","043400"],
["Census Tract 9900, Kent County, Delaware","-666666666.0","10","001","990000"],
["Census Tract 19.02, New Castle County, Delaware","90.8","10","003","001902"],
["Census Tract 28, New Castle County, Delaware","94.0","10","003","002800"],
["Census Tract 29, New Castle County, Delaware","87.5","10","003","002900"],
["Census Tract 30.02, New Castle County, Delaware","60.7","10","003","003002"],
["Census Tract 101.04, New Castle County, Delaware","94.0","10","003","010104"],
["Census Tract 105.02, New Castle County, Delaware","93.3","10","003","010502"],
["Census Tract 107.02, New Castle County, Delaware","92.0","10","003","010702"],
["Census Tract 135.05, New Castle County, Delaware","98.8","10","003","013505"],
["Census Tract 135.06, New Castle County, Delaware","96.9","10","003","013506"],
["Census Tract 136.14, New Castle County, Delaware","82.2","10","003","013614"],
["Census Tract 136.15, New Castle County, Delaware","87.7","10","003","013615"],
["Census Tract 139.03, New Castle County, Delaware","96.6","10","003","013903"],
["Census Tract 139.04, New Castle County, Delaware","91.9","10","003","013904"],
["Census Tract 148.09, New Castle County, Delaware","94.0","10","003","014809"],
["Census Tract 148.10, New Castle County, Delaware","96.3","10","003","014810"],
["Census Tract 149.06, New Castle County, Delaware","92.8","10","003","014906"],
["Census Tract 149.07, New Castle County, Delaware","89.7","10","003","014907"],
["Census Tract 149.08, New Castle County, Delaware","89.0","10","003","014908"],
["Census Tract 149.09, New Castle County, Delaware","89.8","10","003","014909"],
["Census Tract 155.02, New Castle County, Delaware","85.8","10","003","015502"],
["Census Tract 158.02, New Castle County, Delaware","76.8","10","003","015802"],
["Census Tract 163.05, New Castle County, Delaware","90.8","10","003","016305"],
["Census Tract 164.04, New Castle County, Delaware","92.2","10","003","016404"],
["Census Tract 166.08, New Castle County, Delaware","94.7","10","003","016608"],
["Census Tract 168.04, New Castle County, Delaware","93.4","10","003","016804"],
["Census Tract 169.04, New Castle County, Delaware","69.5","10","003","016904"],
["Census Tract 9801, New Castle County, Delaware","-666666666.0","10","003","980100"],
["Census Tract 9901, New Castle County, Delaware","-666666666.0","10","003","990100"],
["Census Tract 501.04, Sussex County, Delaware","82.0","10","005","050104"],
["Census Tract 501.05, Sussex County, Delaware","87.2","10","005","050105"],
["Census Tract 504.05, Sussex County, Delaware","78.6","10","005","050405"],
["Census Tract 504.06, Sussex County, Delaware","85.3","10","005","050406"],
["Census Tract 504.07, Sussex County, Delaware","84.8","10","005","050407"],
["Census Tract 504.08, Sussex County, Delaware","79.7","10","005","050408"],
["Census Tract 505.03, Sussex County, Delaware","68.3","10","005","050503"],
["Census Tract 505.04, Sussex County, Delaware","77.6","10","005","050504"],
["Census Tract 507.03, Sussex County, Delaware","78.8","10","005","050703"],
["Census Tract 507.04, Sussex County, Delaware","94.4","10","005","050704"],
["Census Tract 507.05, Sussex County, Delaware","89.9","10","005","050705"],
["Census Tract 507.06, Sussex County, Delaware","87.8","10","005","050706"],
["Census Tract 509.01, Sussex County, Delaware","97.8","10","005","050901"],
["Census Tract 509.02, Sussex County, Delaware","95.6","10","005","050902"],
["Census Tract 510.04, Sussex County, Delaware","93.2","10","005","051004"]]

# Base URL
# Components of the base URL go into variables.
HOST = "https://api.census.gov/data"
year = "2018"
dataset = "acs/acs5"  # The data product

# Code to join the base url components
base_url = "/".join([HOST, year, dataset])

# Form the predicates dictionary
predicates = {}  # initialize empty dictionary
get_vars = ["NAME", "B01003_001E"]   # Want Name of the tract and the population. The "E" indicates estimate.
                                     # The "B" indicates a base table. 
predicates["get"] = ",".join(get_vars)
predicates["for"] = "tract:*"   # Census tracts are the desired geography. "*" means all tracts.
predicates["in"] = "state:10"   # Delaware only

# Note that the table code was not supplied.  Specifying the data product (ACS 5 year), year and variable code is
# all that is needed.  Variable codes are unique within data products.

# Make the request.  Results get loaded into the variable "myresponse2".
myresponse2 = requests.get(base_url, params = predicates)

# Display the result
print(myresponse2.text)

# When the results are displayed there are going to be five values for each tract.  This appears contrary 
# to the get_vars list only specifying two variables.  The results will have a Name, population (B01003_001E), 
# state code, county code and tract code.  This is just the way it works.  You will need to examine the results
# and then decide which columns to use, or rename, when moving the data into a dataframe.

[["NAME","B01003_001E","state","county","tract"],
["Census Tract 4, New Castle County, Delaware","2933","10","003","000400"],
["Census Tract 13, New Castle County, Delaware","3512","10","003","001300"],
["Census Tract 26, New Castle County, Delaware","3512","10","003","002600"],
["Census Tract 102, New Castle County, Delaware","2157","10","003","010200"],
["Census Tract 103, New Castle County, Delaware","3220","10","003","010300"],
["Census Tract 108, New Castle County, Delaware","4865","10","003","010800"],
["Census Tract 6.02, New Castle County, Delaware","2956","10","003","000602"],
["Census Tract 16, New Castle County, Delaware","2133","10","003","001600"],
["Census Tract 23, New Castle County, Delaware","2436","10","003","002300"],
["Census Tract 120, New Castle County, Delaware","4605","10","003","012000"],
["Census Tract 122, New Castle County, Delaware","4598","10","003","012200"],
["Census Tract 129, New Castle County, Delaware","4835","10","003","012900"],
["Census Tract 132, New Castle County, Delaware","3109","10","003","013200"],
["Census Tract 136.04, New Castle County, Delaware","4450","10","003","013604"],
["Census Tract 142, New Castle County, Delaware","2006","10","003","014200"],
["Census Tract 147.02, New Castle County, Delaware","1674","10","003","014702"],
["Census Tract 147.05, New Castle County, Delaware","5496","10","003","014705"],
["Census Tract 12, New Castle County, Delaware","1759","10","003","001200"],
["Census Tract 114, New Castle County, Delaware","3412","10","003","011400"],
["Census Tract 126, New Castle County, Delaware","3044","10","003","012600"],
["Census Tract 127, New Castle County, Delaware","4092","10","003","012700"],
["Census Tract 136.08, New Castle County, Delaware","2098","10","003","013608"],
["Census Tract 136.11, New Castle County, Delaware","5482","10","003","013611"],
["Census Tract 11, New Castle County, Delaware","3464","10","003","001100"],
["Census Tract 27, New Castle County, Delaware","2553","10","003","002700"],
["Census Tract 104, New Castle County, Delaware","4697","10","003","010400"],
["Census Tract 112.04, New Castle County, Delaware","3515","10","003","011204"],
["Census Tract 119, New Castle County, Delaware","3344","10","003","011900"],
["Census Tract 138, New Castle County, Delaware","5502","10","003","013800"],
["Census Tract 125, New Castle County, Delaware","4947","10","003","012500"],
["Census Tract 131, New Castle County, Delaware","2402","10","003","013100"],
["Census Tract 133, New Castle County, Delaware","1825","10","003","013300"],
["Census Tract 140, New Castle County, Delaware","5042","10","003","014000"],
["Census Tract 141, New Castle County, Delaware","4123","10","003","014100"],
["Census Tract 144.03, New Castle County, Delaware","5439","10","003","014403"],
["Census Tract 148.03, New Castle County, Delaware","4196","10","003","014803"],
["Census Tract 150, New Castle County, Delaware","5826","10","003","015000"],
["Census Tract 159, New Castle County, Delaware","4094","10","003","015900"],
["Census Tract 164.01, New Castle County, Delaware","6311","10","003","016401"],
["Census Tract 136.12, New Castle County, Delaware","6269","10","003","013612"],
["Census Tract 145.02, New Castle County, Delaware","6413","10","003","014502"],
["Census Tract 147.03, New Castle County, Delaware","4606","10","003","014703"],
["Census Tract 151, New Castle County, Delaware","3662","10","003","015100"],
["Census Tract 160, New Castle County, Delaware","2682","10","003","016000"],
["Census Tract 510.05, Sussex County, Delaware","5428","10","005","051005"],
["Census Tract 510.06, Sussex County, Delaware","3406","10","005","051006"],
["Census Tract 510.07, Sussex County, Delaware","5013","10","005","051007"],
["Census Tract 511.01, Sussex County, Delaware","836","10","005","051101"],
["Census Tract 511.02, Sussex County, Delaware","932","10","005","051102"],
["Census Tract 511.03, Sussex County, Delaware","1009","10","005","051103"],
["Census Tract 512.01, Sussex County, Delaware","1597","10","005","051201"],
["Census Tract 512.02, Sussex County, Delaware","884","10","005","051202"],
["Census Tract 512.03, Sussex County, Delaware","736","10","005","051203"],
["Census Tract 512.04, Sussex County, Delaware","600","10","005","051204"],
["Census Tract 512.05, Sussex County, Delaware","682","10","005","051205"],
["Census Tract 513.05, Sussex County, Delaware","2886","10","005","051305"],
["Census Tract 513.06, Sussex County, Delaware","2979","10","005","051306"],
["Census Tract 9900, Sussex County, Delaware","0","10","005","990000"],
["Census Tract 109, New Castle County, Delaware","2606","10","003","010900"],
["Census Tract 124, New Castle County, Delaware","4347","10","003","012400"],
["Census Tract 111, New Castle County, Delaware","2922","10","003","011100"],
["Census Tract 112.02, New Castle County, Delaware","4161","10","003","011202"],
["Census Tract 118, New Castle County, Delaware","4113","10","003","011800"],
["Census Tract 134, New Castle County, Delaware","2446","10","003","013400"],
["Census Tract 136.13, New Castle County, Delaware","5536","10","003","013613"],
["Census Tract 144.02, New Castle County, Delaware","3548","10","003","014402"],
["Census Tract 145.01, New Castle County, Delaware","2341","10","003","014501"],
["Census Tract 148.05, New Castle County, Delaware","10225","10","003","014805"],
["Census Tract 161, New Castle County, Delaware","1967","10","003","016100"],
["Census Tract 163.02, New Castle County, Delaware","7799","10","003","016302"],
["Census Tract 168.01, New Castle County, Delaware","6353","10","003","016801"],
["Census Tract 22, New Castle County, Delaware","2753","10","003","002200"],
["Census Tract 110, New Castle County, Delaware","3218","10","003","011000"],
["Census Tract 116, New Castle County, Delaware","3424","10","003","011600"],
["Census Tract 148.07, New Castle County, Delaware","8954","10","003","014807"],
["Census Tract 130, New Castle County, Delaware","1870","10","003","013000"],
["Census Tract 166.04, New Castle County, Delaware","12591","10","003","016604"],
["Census Tract 147.06, New Castle County, Delaware","2961","10","003","014706"],
["Census Tract 154, New Castle County, Delaware","2757","10","003","015400"],
["Census Tract 2, New Castle County, Delaware","6071","10","003","000200"],
["Census Tract 9, New Castle County, Delaware","2186","10","003","000900"],
["Census Tract 101.01, New Castle County, Delaware","4019","10","003","010101"],
["Census Tract 112.05, New Castle County, Delaware","1989","10","003","011205"],
["Census Tract 135.01, New Castle County, Delaware","7029","10","003","013501"],
["Census Tract 143, New Castle County, Delaware","6919","10","003","014300"],
["Census Tract 139.01, New Castle County, Delaware","3140","10","003","013901"],
["Census Tract 24, New Castle County, Delaware","4483","10","003","002400"],
["Census Tract 152, New Castle County, Delaware","5806","10","003","015200"],
["Census Tract 15, New Castle County, Delaware","2137","10","003","001500"],
["Census Tract 112.03, New Castle County, Delaware","4718","10","003","011203"],
["Census Tract 14, New Castle County, Delaware","2278","10","003","001400"],
["Census Tract 121, New Castle County, Delaware","2725","10","003","012100"],
["Census Tract 136.07, New Castle County, Delaware","5823","10","003","013607"],
["Census Tract 156, New Castle County, Delaware","2761","10","003","015600"],
["Census Tract 112.06, New Castle County, Delaware","4350","10","003","011206"],
["Census Tract 5, New Castle County, Delaware","3782","10","003","000500"],
["Census Tract 135.03, New Castle County, Delaware","7211","10","003","013503"],
["Census Tract 501.01, Sussex County, Delaware","3991","10","005","050101"],
["Census Tract 504.01, Sussex County, Delaware","3834","10","005","050401"],
["Census Tract 506.01, Sussex County, Delaware","5280","10","005","050601"],
["Census Tract 503.01, Sussex County, Delaware","8490","10","005","050301"],
["Census Tract 505.01, Sussex County, Delaware","4275","10","005","050501"],
["Census Tract 513.03, Sussex County, Delaware","5318","10","005","051303"],
["Census Tract 504.03, Sussex County, Delaware","3670","10","005","050403"],
["Census Tract 508.03, Sussex County, Delaware","8071","10","005","050803"],
["Census Tract 515, Sussex County, Delaware","5613","10","005","051500"],
["Census Tract 517.02, Sussex County, Delaware","5354","10","005","051702"],
["Census Tract 519, Sussex County, Delaware","4195","10","005","051900"],
["Census Tract 506.02, Sussex County, Delaware","6400","10","005","050602"],
["Census Tract 518.01, Sussex County, Delaware","4894","10","005","051801"],
["Census Tract 503.02, Sussex County, Delaware","5198","10","005","050302"],
["Census Tract 507.01, Sussex County, Delaware","4365","10","005","050701"],
["Census Tract 513.01, Sussex County, Delaware","6794","10","005","051301"],
["Census Tract 513.02, Sussex County, Delaware","3761","10","005","051302"],
["Census Tract 517.01, Sussex County, Delaware","3715","10","005","051701"],
["Census Tract 518.02, Sussex County, Delaware","4725","10","005","051802"],
["Census Tract 501.03, Sussex County, Delaware","4619","10","005","050103"],
["Census Tract 502, Sussex County, Delaware","3763","10","005","050200"],
["Census Tract 510.03, Sussex County, Delaware","5668","10","005","051003"],
["Census Tract 508.02, Sussex County, Delaware","6126","10","005","050802"],
["Census Tract 422.02, Kent County, Delaware","9733","10","001","042202"],
["Census Tract 514, Sussex County, Delaware","3799","10","005","051400"],
["Census Tract 508.01, Sussex County, Delaware","3822","10","005","050801"],
["Census Tract 428, Kent County, Delaware","6888","10","001","042800"],
["Census Tract 431, Kent County, Delaware","2813","10","001","043100"],
["Census Tract 402.01, Kent County, Delaware","4786","10","001","040201"],
["Census Tract 416, Kent County, Delaware","2109","10","001","041600"],
["Census Tract 421, Kent County, Delaware","3943","10","001","042100"],
["Census Tract 430, Kent County, Delaware","5552","10","001","043000"],
["Census Tract 417.02, Kent County, Delaware","4680","10","001","041702"],
["Census Tract 402.02, Kent County, Delaware","15615","10","001","040202"],
["Census Tract 402.03, Kent County, Delaware","5958","10","001","040203"],
["Census Tract 409, Kent County, Delaware","2843","10","001","040900"],
["Census Tract 413, Kent County, Delaware","2176","10","001","041300"],
["Census Tract 417.01, Kent County, Delaware","6051","10","001","041701"],
["Census Tract 420, Kent County, Delaware","3067","10","001","042000"],
["Census Tract 429, Kent County, Delaware","4575","10","001","042900"],
["Census Tract 407, Kent County, Delaware","4779","10","001","040700"],
["Census Tract 414, Kent County, Delaware","3661","10","001","041400"],
["Census Tract 415, Kent County, Delaware","4460","10","001","041500"],
["Census Tract 418.01, Kent County, Delaware","10200","10","001","041801"],
["Census Tract 418.02, Kent County, Delaware","5606","10","001","041802"],
["Census Tract 401, Kent County, Delaware","6808","10","001","040100"],
["Census Tract 411, Kent County, Delaware","3881","10","001","041100"],
["Census Tract 412, Kent County, Delaware","4645","10","001","041200"],
["Census Tract 419, Kent County, Delaware","5320","10","001","041900"],
["Census Tract 422.01, Kent County, Delaware","12312","10","001","042201"],
["Census Tract 425, Kent County, Delaware","3831","10","001","042500"],
["Census Tract 410, Kent County, Delaware","6415","10","001","041000"],
["Census Tract 144.04, New Castle County, Delaware","4159","10","003","014404"],
["Census Tract 149.03, New Castle County, Delaware","7936","10","003","014903"],
["Census Tract 3, New Castle County, Delaware","2709","10","003","000300"],
["Census Tract 6.01, New Castle County, Delaware","3420","10","003","000601"],
["Census Tract 21, New Castle County, Delaware","1930","10","003","002100"],
["Census Tract 25, New Castle County, Delaware","3193","10","003","002500"],
["Census Tract 112.01, New Castle County, Delaware","2401","10","003","011201"],
["Census Tract 113, New Castle County, Delaware","2134","10","003","011300"],
["Census Tract 115, New Castle County, Delaware","3088","10","003","011500"],
["Census Tract 117, New Castle County, Delaware","4210","10","003","011700"],
["Census Tract 123, New Castle County, Delaware","2864","10","003","012300"],
["Census Tract 148.08, New Castle County, Delaware","6151","10","003","014808"],
["Census Tract 136.10, New Castle County, Delaware","5944","10","003","013610"],
["Census Tract 137, New Castle County, Delaware","4145","10","003","013700"],
["Census Tract 149.04, New Castle County, Delaware","4812","10","003","014904"],
["Census Tract 162, New Castle County, Delaware","2597","10","003","016200"],
["Census Tract 163.01, New Castle County, Delaware","5561","10","003","016301"],
["Census Tract 166.01, New Castle County, Delaware","12443","10","003","016601"],
["Census Tract 405.02, Kent County, Delaware","2364","10","001","040502"],
["Census Tract 166.02, New Castle County, Delaware","9039","10","003","016602"],
["Census Tract 169.01, New Castle County, Delaware","2216","10","003","016901"],
["Census Tract 405.01, Kent County, Delaware","4200","10","001","040501"],
["Census Tract 432.02, Kent County, Delaware","4410","10","001","043202"],
["Census Tract 433, Kent County, Delaware","6369","10","001","043300"],
["Census Tract 434, Kent County, Delaware","4772","10","001","043400"],
["Census Tract 9900, Kent County, Delaware","0","10","001","990000"],
["Census Tract 19.02, New Castle County, Delaware","1952","10","003","001902"],
["Census Tract 28, New Castle County, Delaware","1596","10","003","002800"],
["Census Tract 29, New Castle County, Delaware","3638","10","003","002900"],
["Census Tract 30.02, New Castle County, Delaware","3518","10","003","003002"],
["Census Tract 101.04, New Castle County, Delaware","3452","10","003","010104"],
["Census Tract 105.02, New Castle County, Delaware","6157","10","003","010502"],
["Census Tract 107.02, New Castle County, Delaware","5819","10","003","010702"],
["Census Tract 135.05, New Castle County, Delaware","3050","10","003","013505"],
["Census Tract 135.06, New Castle County, Delaware","4391","10","003","013506"],
["Census Tract 136.14, New Castle County, Delaware","3172","10","003","013614"],
["Census Tract 136.15, New Castle County, Delaware","3795","10","003","013615"],
["Census Tract 139.03, New Castle County, Delaware","4993","10","003","013903"],
["Census Tract 139.04, New Castle County, Delaware","8342","10","003","013904"],
["Census Tract 148.09, New Castle County, Delaware","7907","10","003","014809"],
["Census Tract 148.10, New Castle County, Delaware","7375","10","003","014810"],
["Census Tract 149.06, New Castle County, Delaware","5122","10","003","014906"],
["Census Tract 149.07, New Castle County, Delaware","4919","10","003","014907"],
["Census Tract 149.08, New Castle County, Delaware","2040","10","003","014908"],
["Census Tract 149.09, New Castle County, Delaware","6158","10","003","014909"],
["Census Tract 155.02, New Castle County, Delaware","2717","10","003","015502"],
["Census Tract 158.02, New Castle County, Delaware","2266","10","003","015802"],
["Census Tract 163.05, New Castle County, Delaware","7980","10","003","016305"],
["Census Tract 164.04, New Castle County, Delaware","3047","10","003","016404"],
["Census Tract 166.08, New Castle County, Delaware","5485","10","003","016608"],
["Census Tract 168.04, New Castle County, Delaware","7658","10","003","016804"],
["Census Tract 169.04, New Castle County, Delaware","4017","10","003","016904"],
["Census Tract 9801, New Castle County, Delaware","0","10","003","980100"],
["Census Tract 9901, New Castle County, Delaware","0","10","003","990100"],
["Census Tract 501.04, Sussex County, Delaware","4484","10","005","050104"],
["Census Tract 501.05, Sussex County, Delaware","5972","10","005","050105"],
["Census Tract 504.05, Sussex County, Delaware","3982","10","005","050405"],
["Census Tract 504.06, Sussex County, Delaware","5123","10","005","050406"],
["Census Tract 504.07, Sussex County, Delaware","5364","10","005","050407"],
["Census Tract 504.08, Sussex County, Delaware","4365","10","005","050408"],
["Census Tract 505.03, Sussex County, Delaware","5347","10","005","050503"],
["Census Tract 505.04, Sussex County, Delaware","6555","10","005","050504"],
["Census Tract 507.06, Sussex County, Delaware","1835","10","005","050706"],
["Census Tract 507.03, Sussex County, Delaware","2006","10","005","050703"],
["Census Tract 507.04, Sussex County, Delaware","4690","10","005","050704"],
["Census Tract 507.05, Sussex County, Delaware","4506","10","005","050705"],
["Census Tract 509.01, Sussex County, Delaware","2662","10","005","050901"],
["Census Tract 509.02, Sussex County, Delaware","4664","10","005","050902"],
["Census Tract 510.04, Sussex County, Delaware","5257","10","005","051004"]]

# First figure out the state codes using https://census.missouri.edu/geocodes/
# Here they are...
# Maryland = 24
# New Jersy = 34
# Pennsylvania = 42
# Delaware = 10

# Define a function to call for each state
def getincome(statecode):
    # Base URL
    # Components of the base URL go into variables.
    HOST = "https://api.census.gov/data"
    year = "2018"
    dataset = "acs/acs5"  # The data product

    # Code to join the base url components
    base_url = "/".join([HOST, year, dataset])

    # Form the predicates dictionary
    predicates = {}  # initialize empty dictionary
    get_vars = ["NAME", "B06011_001E"]   # Want Name of the tract and the median income. The "E" indicates estimate.
                                         # The "B" indicates a base table. I'll ignore MOEs.
    predicates["get"] = ",".join(get_vars)
    predicates["for"] = "tract:*"   # Census tracts are the desired geography. "*" means all tracts.
    predicates["in"] = "state:" + statecode   

    # Note that the table code was not supplied.  Specifying the data product (ACS 5 year), year and variable code is
    # all that is needed.  Variable codes are unique within census datasets.

    # Make the request.  Results get loaded into the variable "myresponse3".
    myresponse3 = requests.get(base_url, params = predicates)
    
    # Make a data frame out of the response for one state.  The first row is the column names.
    df = pd.DataFrame(columns = myresponse3.json()[0], data = myresponse3.json()[1:])
    
    # Add the dataframe for this state to the list of data frames we will later merge into one data frame.
    dfs.append(df)

# Call the function for each state
dfs = []  # Initialize an empty list that will contain the data frames for all the states.
getincome("10")
getincome("24")
getincome("34")
getincome("42")

# The pandas concat method asks for a list of data frames that need to be combined.
# Thats what dfs is, a list of data frames.
df_all_median_income = pd.concat(dfs)

# Set the desired columns names
df_all_median_income.columns = ["Name", "MedianIncome", "StateCode", "CountyCode", "CensusTractCode"]

# Examine the final results of median income by census tract downloaded from the Census website.
df_all_median_income.head()

# A complete unique census tract geoidentifier consists of the combined state, 
# county and census tract code.  Example, the code for Census Tract 148.08, New Castle County, Delaware 
# is 10003014808

# Downloaded the shape file of Delaware from this website.
# http://opendata.firstmap.delaware.gov/datasets/delaware-census-tracts-2010/data

# Citations on how to draw geospatial maps:
# https://medium.com/using-specialist-business-databases/creating-a-choropleth-map-using-geopandas-and-financial-data-c76419258746
# http://geopandas.org/mapping.html
# https://residentmario.github.io/geoplot/gallery/plot_nyc_parking_tickets.html

# Load the shape file into a geo dataframe
# This is where I have shape files on my MacBook
if COMPUTERISA =='Mac':
    mygdf = gpd.read_file("/Users/mitchellfawcett/Documents/Data Science/USCensus/Census_Tracts_2010.shp")

if COMPUTERISA =='Windows':    # the Windows workstation location
    mygdf = gpd.read_file("Census_Tracts_2010.shp")  
    
# Note - you'll get an error if the other files in the shape file set not in the same folder as the .shp file.

# Examine the geo dataframe.
print(mygdf.head())

# Geo dataframes act a lot like regular dataframes, but they always have a "geometry" columns that lays out 
# the points needed to be connected to form the outlines of the shapes that will be drawn.

# Geopandas does not do the drawing. A separate Python package (in this case "geoplot") reads the 
# geometry data and does the drawing. There are several other packages that can also do this.

# Columns like POPULATION and HOUSING_UN are data columns that were included by the original creators of this
# shape file to provide some basic data to play with.

# Later I'll use the NAME_ columns to merge the census tract median income dataframe with this geo dataframe to 
# map relative income among census tracts.

# Note - there are 218 census tracts in Delaware.

   OBJECTID  NAME10           NAMELSAD10  POPULATION  HOUSING_UN  \
0         5  402.01  Census Tract 402.01        5041        2023   
1         6  402.03  Census Tract 402.03        5017        2022   
2         7  402.02  Census Tract 402.02       12763        4751   
3         8  418.02  Census Tract 418.02        5203        2054   
4         9     425     Census Tract 425        3455        1490   

                                            geometry  
0  POLYGON ((-75.6232639990541 39.30802900070178,...  
1  POLYGON ((-75.55809300026225 39.33895600007091...  
2  POLYGON ((-75.62572299970213 39.2901000000436,...  
3  POLYGON ((-75.63280100009888 39.12490199993345...  
4  POLYGON ((-75.43310600022431 38.9112519994632,...

### Next - draw the map

# Create matplotlib axes object for the plot.
# The color will be based on the ratio of population to housing units.
myaxes = gplt.choropleth(
                    mygdf, 
                    hue = np.round(mygdf['POPULATION'] / mygdf['HOUSING_UN'], 2),
                    cmap ='Blues', 
                    figsize = (40, 15),
                    legend = True,
                    k = 5 # number of buckets,
                    
                )

# Axes (not to be confused with axis) objects are the sub-areas within an overall figure.
# There are always 1 or more of these in a figure.  They can be used to create a grid of rows and
# columns of sub-plots.  They can be managed individually to give them separate scales, titles, legends
# etc.

# Set the title property in the axes object and display the map.
myaxes.set_title('Ratio of People Per Housing Unit', fontsize=16)

C:\Users\801019675\AppData\Local\Continuum\anaconda3\envs\anaconda\lib\site-packages\mapclassify\classifiers.py:276: RuntimeWarning: invalid value encountered in greater
  binIds += (x > l) * (x <= r) * k
C:\Users\801019675\AppData\Local\Continuum\anaconda3\envs\anaconda\lib\site-packages\mapclassify\classifiers.py:276: RuntimeWarning: invalid value encountered in less_equal
  binIds += (x > l) * (x <= r) * k
C:\Users\801019675\AppData\Local\Continuum\anaconda3\envs\anaconda\lib\site-packages\numpy\lib\function_base.py:3405: RuntimeWarning: Invalid value encountered in median
  r = func(a, **kwargs)

Text(0.5, 1.0, 'Ratio of People Per Housing Unit')

### Here is where we bring in the income data into the geo dataframe.

# Split the Name field in the income dataframe so the part before the comma can become a new
# column called TractName.  This is the column I'll use to join to the geo dataframe.
new = df_all_median_income["Name"].str.split(",", n = 1, expand = True) 
df_all_median_income["TractName"] = new[0] 
df_all_median_income.head()

# Convert MedianIncome type from object to integer so it can be used to set the colors in the map.
df_all_median_income["MedianIncome"] = df_all_median_income["MedianIncome"].astype(int)

# The income dataframe contains data for 4 states. Create a new dataframe with just Delaware data.
df_all_median_income_DE = df_all_median_income[df_all_median_income["StateCode"] == "10"]

# Merge the Delaware income data into the geo dataframe
gdf_income = mygdf.merge(df_all_median_income_DE, left_on = "NAMELSAD10", right_on = "TractName")

## Examine the geo dataframe of Delaware census tracts that now contains income data.
gdf_income.head()

gdf_income.dtypes

OBJECTID            int64
NAME10             object
NAMELSAD10         object
POPULATION          int64
HOUSING_UN          int64
geometry           object
Name               object
MedianIncome        int32
StateCode          object
CountyCode         object
CensusTractCode    object
TractName          object
dtype: object

# Display a geo plot of the income data.
# Create matplotlib axes object for the plot.
# The color will be based on the ratio of population to housing units.
axes_income = gplt.choropleth(
                    df = gdf_income, 
                    hue = gdf_income['MedianIncome'].astype(int),
                    cmap ='Blues', 
                    figsize = (40, 15),
                    legend = True,
                    k = 7 # number of buckets,                   
                )

# Set the title property in the axes object and display the map.
axes_income.set_title('Median Income Per Census Tract 2018', fontsize=16)

### The darker areas show higher income

Text(0.5, 1.0, 'Median Income Per Census Tract 2018')

### CODE TESTING AREA ###
# Base URL
# Components of the base URL go into variables.
HOST = "https://api.census.gov/data"
year = "2014"
dataset = "acs/acs5/subject"  # The dataset value needs to have the string "/subject" at the end
                              # because we are getting the data from an "S" table; a subject table.
    
# dataset = "acs/acs5/profile"  # The dataset value needs to have the string "/profile" at the end
                              # because we are getting the data from a "DP" table; a data profile table.

# dataset = "acs/acs5/"  # The dataset value because we are getting the data from a Base "B" table.


# Code to join the base url components
base_url = "/".join([HOST, year, dataset])

# Form the predicates dictionary
predicates = {}  # initialize empty dictionary
get_vars = ["NAME", "S2504_C01_026E"]   # Want Name of the tract and variable values.
predicates["get"] = ",".join(get_vars)
predicates["for"] = "tract:*"   # Census tracts are the desired geography. "*" means all tracts.
predicates["in"] = "state:10+county:003"   # Delaware only

# Make the request.  Results get loaded into the variable "myresponse2".
myresponse3 = requests.get(base_url, params = predicates)

# Display the result
print(myresponse3.text)

[["NAME","S2504_C01_026E","state","county","tract"],
["Census Tract 2, New Castle County, Delaware","8.2","10","003","000200"],
["Census Tract 3, New Castle County, Delaware","19.4","10","003","000300"],
["Census Tract 4, New Castle County, Delaware","36.4","10","003","000400"],
["Census Tract 5, New Castle County, Delaware","24.4","10","003","000500"],
["Census Tract 6.01, New Castle County, Delaware","20.2","10","003","000601"],
["Census Tract 6.02, New Castle County, Delaware","36.1","10","003","000602"],
["Census Tract 9, New Castle County, Delaware","34.6","10","003","000900"],
["Census Tract 11, New Castle County, Delaware","24.1","10","003","001100"],
["Census Tract 12, New Castle County, Delaware","5.8","10","003","001200"],
["Census Tract 13, New Castle County, Delaware","1.5","10","003","001300"],
["Census Tract 14, New Castle County, Delaware","17.3","10","003","001400"],
["Census Tract 15, New Castle County, Delaware","35.5","10","003","001500"],
["Census Tract 16, New Castle County, Delaware","40.0","10","003","001600"],
["Census Tract 19.02, New Castle County, Delaware","25.0","10","003","001902"],
["Census Tract 21, New Castle County, Delaware","50.2","10","003","002100"],
["Census Tract 22, New Castle County, Delaware","25.2","10","003","002200"],
["Census Tract 23, New Castle County, Delaware","27.9","10","003","002300"],
["Census Tract 24, New Castle County, Delaware","7.1","10","003","002400"],
["Census Tract 25, New Castle County, Delaware","10.4","10","003","002500"],
["Census Tract 26, New Castle County, Delaware","23.0","10","003","002600"],
["Census Tract 27, New Castle County, Delaware","15.4","10","003","002700"],
["Census Tract 28, New Castle County, Delaware","21.1","10","003","002800"],
["Census Tract 29, New Castle County, Delaware","54.1","10","003","002900"],
["Census Tract 30.02, New Castle County, Delaware","41.8","10","003","003002"],
["Census Tract 101.01, New Castle County, Delaware","14.7","10","003","010101"],
["Census Tract 101.04, New Castle County, Delaware","12.6","10","003","010104"],
["Census Tract 102, New Castle County, Delaware","2.8","10","003","010200"],
["Census Tract 103, New Castle County, Delaware","1.8","10","003","010300"],
["Census Tract 104, New Castle County, Delaware","7.8","10","003","010400"],
["Census Tract 105.02, New Castle County, Delaware","7.0","10","003","010502"],
["Census Tract 107.02, New Castle County, Delaware","2.6","10","003","010702"],
["Census Tract 108, New Castle County, Delaware","3.7","10","003","010800"],
["Census Tract 109, New Castle County, Delaware","1.6","10","003","010900"],
["Census Tract 110, New Castle County, Delaware","0.7","10","003","011000"],
["Census Tract 111, New Castle County, Delaware","0.8","10","003","011100"],
["Census Tract 112.01, New Castle County, Delaware","6.3","10","003","011201"],
["Census Tract 112.02, New Castle County, Delaware","0.7","10","003","011202"],
["Census Tract 112.03, New Castle County, Delaware","1.5","10","003","011203"],
["Census Tract 112.04, New Castle County, Delaware","6.2","10","003","011204"],
["Census Tract 112.05, New Castle County, Delaware","2.6","10","003","011205"],
["Census Tract 112.06, New Castle County, Delaware","2.9","10","003","011206"],
["Census Tract 113, New Castle County, Delaware","7.9","10","003","011300"],
["Census Tract 114, New Castle County, Delaware","8.3","10","003","011400"],
["Census Tract 115, New Castle County, Delaware","1.2","10","003","011500"],
["Census Tract 116, New Castle County, Delaware","2.3","10","003","011600"],
["Census Tract 117, New Castle County, Delaware","1.6","10","003","011700"],
["Census Tract 118, New Castle County, Delaware","7.0","10","003","011800"],
["Census Tract 119, New Castle County, Delaware","1.6","10","003","011900"],
["Census Tract 120, New Castle County, Delaware","6.4","10","003","012000"],
["Census Tract 121, New Castle County, Delaware","2.5","10","003","012100"],
["Census Tract 122, New Castle County, Delaware","11.6","10","003","012200"],
["Census Tract 123, New Castle County, Delaware","14.2","10","003","012300"],
["Census Tract 124, New Castle County, Delaware","5.1","10","003","012400"],
["Census Tract 125, New Castle County, Delaware","10.3","10","003","012500"],
["Census Tract 126, New Castle County, Delaware","3.5","10","003","012600"],
["Census Tract 127, New Castle County, Delaware","10.0","10","003","012700"],
["Census Tract 129, New Castle County, Delaware","10.3","10","003","012900"],
["Census Tract 130, New Castle County, Delaware","1.4","10","003","013000"],
["Census Tract 131, New Castle County, Delaware","4.4","10","003","013100"],
["Census Tract 132, New Castle County, Delaware","1.8","10","003","013200"],
["Census Tract 133, New Castle County, Delaware","0.5","10","003","013300"],
["Census Tract 134, New Castle County, Delaware","3.4","10","003","013400"],
["Census Tract 135.01, New Castle County, Delaware","4.9","10","003","013501"],
["Census Tract 135.03, New Castle County, Delaware","3.2","10","003","013503"],
["Census Tract 135.05, New Castle County, Delaware","2.5","10","003","013505"],
["Census Tract 135.06, New Castle County, Delaware","0.0","10","003","013506"],
["Census Tract 136.04, New Castle County, Delaware","2.7","10","003","013604"],
["Census Tract 136.07, New Castle County, Delaware","4.3","10","003","013607"],
["Census Tract 136.08, New Castle County, Delaware","5.1","10","003","013608"],
["Census Tract 136.10, New Castle County, Delaware","5.3","10","003","013610"],
["Census Tract 136.11, New Castle County, Delaware","1.7","10","003","013611"],
["Census Tract 136.12, New Castle County, Delaware","0.0","10","003","013612"],
["Census Tract 136.13, New Castle County, Delaware","1.4","10","003","013613"],
["Census Tract 136.14, New Castle County, Delaware","4.8","10","003","013614"],
["Census Tract 136.15, New Castle County, Delaware","4.4","10","003","013615"],
["Census Tract 137, New Castle County, Delaware","11.7","10","003","013700"],
["Census Tract 138, New Castle County, Delaware","3.7","10","003","013800"],
["Census Tract 139.01, New Castle County, Delaware","2.8","10","003","013901"],
["Census Tract 139.03, New Castle County, Delaware","2.9","10","003","013903"],
["Census Tract 139.04, New Castle County, Delaware","1.4","10","003","013904"],
["Census Tract 140, New Castle County, Delaware","6.8","10","003","014000"],
["Census Tract 141, New Castle County, Delaware","1.7","10","003","014100"],
["Census Tract 142, New Castle County, Delaware","0.7","10","003","014200"],
["Census Tract 143, New Castle County, Delaware","5.2","10","003","014300"],
["Census Tract 144.02, New Castle County, Delaware","4.2","10","003","014402"],
["Census Tract 144.03, New Castle County, Delaware","10.6","10","003","014403"],
["Census Tract 144.04, New Castle County, Delaware","1.2","10","003","014404"],
["Census Tract 145.01, New Castle County, Delaware","21.7","10","003","014501"],
["Census Tract 145.02, New Castle County, Delaware","13.7","10","003","014502"],
["Census Tract 147.02, New Castle County, Delaware","3.6","10","003","014702"],
["Census Tract 147.03, New Castle County, Delaware","12.6","10","003","014703"],
["Census Tract 147.05, New Castle County, Delaware","2.7","10","003","014705"],
["Census Tract 147.06, New Castle County, Delaware","13.9","10","003","014706"],
["Census Tract 148.03, New Castle County, Delaware","2.4","10","003","014803"],
["Census Tract 148.05, New Castle County, Delaware","1.4","10","003","014805"],
["Census Tract 148.07, New Castle County, Delaware","0.9","10","003","014807"],
["Census Tract 148.08, New Castle County, Delaware","1.4","10","003","014808"],
["Census Tract 148.09, New Castle County, Delaware","6.1","10","003","014809"],
["Census Tract 148.10, New Castle County, Delaware","0.0","10","003","014810"],
["Census Tract 149.03, New Castle County, Delaware","6.2","10","003","014903"],
["Census Tract 149.04, New Castle County, Delaware","2.6","10","003","014904"],
["Census Tract 149.06, New Castle County, Delaware","3.9","10","003","014906"],
["Census Tract 149.07, New Castle County, Delaware","6.1","10","003","014907"],
["Census Tract 149.08, New Castle County, Delaware","12.8","10","003","014908"],
["Census Tract 149.09, New Castle County, Delaware","5.9","10","003","014909"],
["Census Tract 150, New Castle County, Delaware","6.1","10","003","015000"],
["Census Tract 151, New Castle County, Delaware","7.4","10","003","015100"],
["Census Tract 152, New Castle County, Delaware","8.1","10","003","015200"],
["Census Tract 154, New Castle County, Delaware","9.5","10","003","015400"],
["Census Tract 155.02, New Castle County, Delaware","11.7","10","003","015502"],
["Census Tract 156, New Castle County, Delaware","7.5","10","003","015600"],
["Census Tract 158.02, New Castle County, Delaware","5.3","10","003","015802"],
["Census Tract 159, New Castle County, Delaware","2.1","10","003","015900"],
["Census Tract 160, New Castle County, Delaware","14.2","10","003","016000"],
["Census Tract 161, New Castle County, Delaware","4.0","10","003","016100"],
["Census Tract 162, New Castle County, Delaware","5.8","10","003","016200"],
["Census Tract 163.01, New Castle County, Delaware","1.8","10","003","016301"],
["Census Tract 163.02, New Castle County, Delaware","1.9","10","003","016302"],
["Census Tract 163.05, New Castle County, Delaware","3.7","10","003","016305"],
["Census Tract 164.01, New Castle County, Delaware","1.1","10","003","016401"],
["Census Tract 164.04, New Castle County, Delaware","8.3","10","003","016404"],
["Census Tract 166.01, New Castle County, Delaware","1.4","10","003","016601"],
["Census Tract 166.02, New Castle County, Delaware","0.8","10","003","016602"],
["Census Tract 166.04, New Castle County, Delaware","3.0","10","003","016604"],
["Census Tract 166.08, New Castle County, Delaware","0.8","10","003","016608"],
["Census Tract 168.01, New Castle County, Delaware","1.6","10","003","016801"],
["Census Tract 168.04, New Castle County, Delaware","4.1","10","003","016804"],
["Census Tract 169.01, New Castle County, Delaware","0.0","10","003","016901"],
["Census Tract 169.04, New Castle County, Delaware","4.0","10","003","016904"],
["Census Tract 9801, New Castle County, Delaware","-666666666.0","10","003","980100"],
["Census Tract 9901, New Castle County, Delaware","-666666666.0","10","003","990100"]]

def fn_delaware_tract_data(tablecode, variable_dict, yearlist, geolevel = 'tract'):
    # Inputs:
    # tablecode: a single table code that starts with B, S or DP
    # variable_dict: a dictionary of lists of variable codes, one key per year. One or more codes per year.
    #   Example, {'2014': ["DP05_0060PE", "DP05_0060PEA"], '2015': ["DP05_0060PE", "DP05_0060PEA"],
    #             '2016': ["DP05_0060PE", "DP05_0060PEA"], '2017': ["DP05_0065PE", "DP05_0065PEA"]}
    # yearlist: a list of 4 digit years
    # geolevel: the geography type. Defaults to census tract if not specified. Can specify "block" for census block.
    #
    # Output:
    # A dataframe containing data for all the variables for all the years
              
    # Root url path
    HOST = "https://api.census.gov/data"
    
    # Make sure request is for a Base, Subject or Data Profile table as indicated by the leading letters
    # in the table code.
    s = tablecode[0]    
    if s not in ("S", "D", "B", "P"):
        print("Error: table did not start with B, S, D or P")
        return
    
    # The leading letter determines the base of the URL
    if s == "S":
        dataset = "acs/acs5/subject"  
    elif s == "D":                              
        dataset = "acs/acs5/profile"  
    elif s == "B":                             
        dataset = "acs/acs5/"
    elif s == "P":                             
        dataset = "dec/sf1/"        

    ## Variable codes can change over the years, however we need a single code to identify each variable in our output 
    ## so we can concatenate the different years results into one dataframe. It won't matter which code we choose for this. 
    ## I decided to use the code for the latest year ("max") in the set of years we are working with as the common code.
    ## When the same census variable ID is used to identify different concepts in different years, you are going to get
    ## ValueError: Plan shapes are not aligned.  To get around this you will needed to do separate batches of output
    ## by year and merge them manually.
    variablecodes_final = variable_dict.get(max(variable_dict))
    
    # Loop through the years
    for year in yearlist:
        
        # Code to join the base url components
        base_url = "/".join([HOST, year, dataset])

        # Form the predicates dictionary
        predicates = {}  # initialize empty dictionary

        ## Build the variable list.
        # Get the list of variables for the year.  
        year_vars_list = variable_dict.get(year) 

        # Loop through each variable for the year and add it to the get_vars list.
        # First variable in the list is always "NAME".
        get_vars = ["NAME"]
        for var in year_vars_list:
            get_vars.append(var)    # Add the others varaibles    
            
        predicates["get"] = ",".join(get_vars)
        predicates["for"] = geolevel + ":*"   #  Get values for all the geolevels (census tracts or census blocks)
        # Geolevel defaults to "tract" of not specified when this function is called.
        
        ### Some years there is a constraint on the State > Tract geography hierarchy which prevents getting all the 
        ### census tract results in one pass for the State and there needs to be a separate pass for each county.
        ### Rather than figuring out when that's actually a problem, I just do it for all the requests.
        
        # loop through Kent, New Castle, Sussex in turn.
        for cnty in ("001", "003", "005"): 
            
            predicates["in"] = "state:10+county:" + cnty   # Delaware only

            # Make the request.  Results get loaded into the variable "myresponse2".
            theresponse = requests.get(base_url, params = predicates)

            # explore the response during testing
            # print(year)
            # print(theresponse.text)

            # Make a data frame out of the response.  The first row is the column names.
            df = pd.DataFrame(columns = theresponse.json()[0], data = theresponse.json()[1:])

            # Add a "year" column
            df["year"] = year

            # Rename the variable columns to the variable codes of the final year.
            i = 0 # initialize a counter
            # Loop through the variable codes and rename their columns in the dataframe.
            for v in variablecodes_final:
                # year_vars_list is the list of variable codes we are getting for the current loop year
                # This changes the column name in the results to the corresponding variable code for the
                # final year.
                df.rename(columns = {year_vars_list[i]: v}, inplace = True)
                i = i + 1

            # Add this dataframe to a list of data frames that we will later concatenate into one data frame.
            # Assumes that dfs[] has already been initialized by the calling code.
            dfs.append(df)

# test code - delete cell when live

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP05"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2014': ["DP05_0060PE", "DP05_0060PEA"], '2015': ["DP05_0060PE", "DP05_0060PEA"], \
             '2016': ["DP05_0060PE", "DP05_0060PEA"], '2017': ["DP05_0065PE", "DP05_0065PEA"], \
             '2018': ["DP05_0065PE", "DP05_0065PEA"]}

years = ["2014","2015","2016","2017","2018"]                                

# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.

# Some datasets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table

df_detractdata

##### This is disabled so output tables do not get accidentally deleted or rebuilt
## Set global variables
dbname = 'USCensusData'
servername = '<server name>'

# Define a function for creating the SQL Server connection
def get_sql_conn():
    ## Set up a connection to the SQL database 
    ## See: https://tomaztsql.wordpress.com/2018/07/15/using-python-pandas-dataframe-to-read-and-insert-data-to-microsoft-sql-server/

    # Build the connection string
    conn_str = (
        r'Driver={SQL Server};'
        r'Server='+servername+';'
        r'Database='+dbname+';'
        r'Trusted_Connection=yes;'
        )
    
    ##### Uncomment the next two lines to enable this function
    sql_conn = pyodbc.connect(conn_str)
    return sql_conn

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S1501"

variables = {'2014': ["S1501_C01_014E"], '2015': ["S1501_C02_014E"], '2016': ["S1501_C02_014E"], \
             '2017': ["S1501_C02_014E"], '2018': ["S1501_C02_014E"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctLessThanHighSchool]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctLessThanHighSchool];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctLessThanHighSchool] ( 
        [NAME] VARCHAR(150), 
        [PctHighSchoolAndHigher] float, 
        [PctLessThanHighSchool] decimal(10,1), 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctLessThanHighSchool]([NAME],[PctHighSchoolAndHigher], \
                        [PctLessThanHighSchool],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['S1501_C02_014E']),(100 - float(row['S1501_C02_014E'])),row['state'],row['county'],row['tract'],row['year'])
                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2301"

variables = {'2014': ["S2301_C04_020M"],'2015': ["S2301_C04_022M"], '2016': ["S2301_C04_022M"], \
             '2017': ["S2301_C04_022E"], '2018': ["S2301_C04_022E"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# 2018 data not available yet for any dataset.
# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctUnemployedMale]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctUnemployedMale];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctUnemployedMale] ( 
        [NAME] VARCHAR(150), 
        [PctUnemployedMale] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctUnemployedMale]([NAME],[PctUnemployedMale], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2301_C04_022E']),row['state'],row['county'],row['tract'],row['year'])
                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP03"

variables = {'2014': ["DP03_0119PE"],'2015': ["DP03_0119PE"], '2016': ["DP03_0119PE"], \
             '2017': ["DP03_0119PE"],'2018': ["DP03_0119PE"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctBelowPovertyHousehold]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctBelowPovertyHousehold];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctBelowPovertyHousehold] ( 
        [NAME] VARCHAR(150), 
        [PctBelowPovertyHousehold] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctBelowPovertyHousehold]([NAME],[PctBelowPovertyHousehold], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP03_0119PE']),row['state'],row['county'],row['tract'],row['year'])
                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP03"

variables = {'2014': ["DP03_0072PE"],'2015': ["DP03_0072PE"], '2016': ["DP03_0072PE"], \
             '2017': ["DP03_0072PE"], '2018': ["DP03_0072PE"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctPublicAssistanceHousehold]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctPublicAssistanceHousehold];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctPublicAssistanceHousehold] ( 
        [NAME] VARCHAR(150), 
        [PctPublicAssistanceHousehold] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctPublicAssistanceHousehold]([NAME],[PctPublicAssistanceHousehold], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP03_0072PE']),row['state'],row['county'],row['tract'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "B11004"

variables = {'2014': ["B11004_016E","B11004_001E"],'2015': ["B11004_016E","B11004_001E"], \
             '2016': ["B11004_016E","B11004_001E"], '2017': ["B11004_016E","B11004_001E"], \
             '2018': ["B11004_016E","B11004_001E"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctFemaleHeadHousehold]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctFemaleHeadHousehold];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctFemaleHeadHousehold] ( 
        [NAME] VARCHAR(150), 
        [NumberFemaleHeadHousehold] float, 
        [NumberAllHousehold] float, 
        [PctFemaleHeadHousehold] decimal(10,1),
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctFemaleHeadHousehold]([NAME],[NumberFemaleHeadHousehold], [NumberAllHousehold], \
                        [PctFemaleHeadHousehold],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['B11004_016E']),float(row['B11004_001E']), \
                        (100 * (float(row['B11004_016E']) / float(row['B11004_001E']))), \
                        row['state'],row['county'],row['tract'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP03"

variables = {'2014': ["DP03_0062E"],'2015': ["DP03_0062E"], \
             '2016': ["DP03_0062E"], '2017': ["DP03_0062E"], '2018': ["DP03_0062E"]}

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblMedianIncome]', 'U') IS NOT NULL DROP TABLE [delaware].[tblMedianIncome];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblMedianIncome] ( 
        [NAME] VARCHAR(150), 
        [MedianIncome] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblMedianIncome]([NAME],[MedianIncome], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP03_0062E']),row['state'],row['county'],row['tract'],row['year'])
                 
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2301"

variables = {'2014': ["S2301_C04_001E"],'2015': ["S2301_C04_001E"], \
             '2016': ["S2301_C04_001E"], '2017': ["S2301_C04_001E"], '2018': ["S2301_C04_001E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctUnemploymentRate]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctUnemploymentRate];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctUnemploymentRate] ( 
        [NAME] VARCHAR(150), 
        [PctUnemploymentRate] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctUnemploymentRate]([NAME],[PctUnemploymentRate], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2301_C04_001E']),row['state'],row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2504"

variables = {'2014': ["S2504_C01_026E"],'2015': ["S2504_C01_027E"], \
             '2016': ["S2504_C02_027E"], '2017': ["S2504_C02_027E"], '2018': ["S2504_C02_027E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctNoVehicleHousehold]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctNoVehicleHousehold];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctNoVehicleHousehold] ( 
        [NAME] VARCHAR(150), 
        [PctNoVehicleHousehold] float, 
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctNoVehicleHousehold]([NAME],[PctNoVehicleHousehold], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2504_C02_027E']),row['state'],row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2501"

variables = {'2014': ["S2501_C02_006E"],'2015': ["S2501_C02_006E"], \
             '2016': ["S2501_C02_006E"], '2017': ["S2501_C02_006E"], '2018': ["S2501_C02_006E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# 2018 data not available yet for any dataset.
# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctCrowdedHousing]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctCrowdedHousing];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctCrowdedHousing] ( 
        [NAME] VARCHAR(150), 
        [PctOneOccupantOrLessPerRoom] float,
        [PctCrowdedHousing] decimal(10,1),
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctCrowdedHousing]([NAME],[PctOneOccupantOrLessPerRoom],[PctCrowdedHousing], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2501_C02_006E']),(100 - float(row['S2501_C02_006E'])),row['state'],row['county'], \
                        row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "B25003"

variables = {'2014': ["B25003_003E", "B25003_001E"],'2015': ["B25003_003E", "B25003_001E"], \
             '2016': ["B25003_003E", "B25003_001E"], '2017': ["B25003_003E", "B25003_001E"], \
             '2018': ["B25003_003E", "B25003_001E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctRenterHousing]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctRenterHousing];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctRenterHousing] ( 
        [NAME] VARCHAR(150), 
        [RenterOccupiedHousing] float,
        [TotalOccupiedHousing] float,
        [PctRenterHousing] decimal(10,1),
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctRenterHousing]([NAME],[RenterOccupiedHousing],[TotalOccupiedHousing], \
                        [PctRenterHousing],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['B25003_003E']),float(row['B25003_001E']), \
                        (100 * (float(row['B25003_003E']) / (float(row['B25003_001E']) + 1 ))),row['state'],row['county'], \
                        row['tract'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2401"

variables = {'2015': ["S2401_C03_002E"], \
             '2016': ["S2401_C03_002E"], '2017': ["S2401_C03_002E"], '2018': ["S2401_C03_002E"] }

years = ["2015","2016","2017","2018"]

fn_delaware_tract_data(table, variables, years)

# This datset does not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctMaleNotManagementProfession]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctMaleNotManagementProfession];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctMaleNotManagementProfession] ( 
        [NAME] VARCHAR(150), 
        [PctMaleManagementProfession] float,
        [PctMaleNotManagementProfession] decimal(10,1),
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctMaleNotManagementProfession]([NAME],[PctMaleManagementProfession], \
                        [PctMaleNotManagementProfession],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2401_C03_002E']),(100.0 - float(row['S2401_C03_002E'])), \
                        row['state'],row['county'], \
                        row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

# Data is in SQL table [census].[tblPctBelowPovertyHousehold]

# Data is in SQL table [census].[tblPctFemaleHeadHousehold]

# Data is in SQL table [census].[tblPctPublicAssistanceHousehold]

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "S2001"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2014': ["S2001_C01_004E", "S2001_C01_005E", "S2001_C01_006E", "S2001_C01_007E"], \
             '2015': ["S2001_C01_004E", "S2001_C01_005E", "S2001_C01_006E", "S2001_C01_007E"], \
             '2016': ["S2001_C01_004E", "S2001_C01_005E", "S2001_C01_006E", "S2001_C01_007E"], \
             '2017': ["S2001_C02_004E", "S2001_C02_005E", "S2001_C02_006E", "S2001_C02_007E"], \
             '2018': ["S2001_C02_004E", "S2001_C02_005E", "S2001_C02_006E", "S2001_C02_007E"]  }

years = ["2014","2015","2016","2017","2018"]  

fn_delaware_tract_data(table, variables, years)

# 2018 data not available yet for any dataset.
# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctEarnUnder35K]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctEarnUnder35K];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctEarnUnder35K] ( 
        [NAME] VARCHAR(150), 
        [PctEarn25to35K] float,
        [PctEarn15to25K] float,
        [PctEarn10to15K] float,
        [PctEarnUnder10K] float,  
        [PctEarnUnder35K] decimal(10,1),
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        totalunder35k = (float(row['S2001_C02_007E']) + float(row['S2001_C02_006E']) + float(row['S2001_C02_005E']) + \
                        float(row['S2001_C02_004E']))
        cursor.execute("INSERT INTO [delaware].[tblPctEarnUnder35K]([NAME],[PctEarn25to35K], \
                        [PctEarn15to25K],[PctEarn10to15K],[PctEarnUnder10K],[PctEarnUnder35K], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['S2001_C02_007E']),float(row['S2001_C02_006E']),float(row['S2001_C02_005E']), \
                        float(row['S2001_C02_004E']),totalunder35k,row['state'],row['county'], \
                        row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

# Data is in SQL table [census].[tblPctPublicAssistanceHousehold]

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP05"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2017': ["DP05_0020PE"], '2018': ["DP05_0020PE"]}

years = ["2017","2018"]                                

# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.

# 2018 data not available yet for any dataset.
# Some datasets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctUnderAge16]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctUnderAge16];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctUnderAge16] ( 
        [NAME] VARCHAR(150), 
        [PctUnderAge16] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctUnderAge16]([NAME],[PctUnderAge16], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'], (100.0 - float(row['DP05_0020PE'])), \
                        row['state'],row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP05"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2014': ["DP05_0033PE", "DP05_0032PE"], '2015': ["DP05_0033PE", "DP05_0032PE"], 
             '2016': ["DP05_0033PE", "DP05_0032PE"], '2017': ["DP05_0038PE", "DP05_0037PE"], \
             '2018': ["DP05_0038PE", "DP05_0037PE"]}

years = ["2014","2015","2016","2017","2018"]                                

# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.

# Some datasets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctBlackWhiteOther]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctBlackWhiteOther];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctBlackWhiteOther] ( 
        [NAME] VARCHAR(150), 
        [PctBlackResidents] float,
        [PctWhiteResidents] float,
        [PctOtherResidents] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    print(row)
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctBlackWhiteOther]([NAME],[PctBlackResidents], \
                        [PctWhiteResidents],[PctOtherResidents],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP05_0038PE']),float(row['DP05_0037PE']), \
                        100 - (float(row['DP05_0038PE']) + float(row['DP05_0037PE'])),row['state'], \
                        row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

NAME           Census Tract 401, Kent County, Delaware
DP05_0038PE                                        7.9
DP05_0037PE                                       87.2
state                                               10
county                                             001
tract                                           040100
year                                              2014
Name: 0, dtype: object
NAME           Census Tract 402.01, Kent County, Delaware
DP05_0038PE                                          22.2
DP05_0037PE                                          71.2
state                                                  10
county                                                001
tract                                              040201
year                                                 2014
Name: 1, dtype: object
NAME           Census Tract 402.02, Kent County, Delaware
DP05_0038PE                                          26.2
DP05_0037PE                                          66.7
state                                                  10
county                                                001
tract                                              040202
year                                                 2014
Name: 2, dtype: object
NAME           Census Tract 402.03, Kent County, Delaware
DP05_0038PE                                          26.2
DP05_0037PE                                          70.8
state                                                  10
county                                                001
tract                                              040203
year                                                 2014
Name: 3, dtype: object
NAME           Census Tract 405.01, Kent County, Delaware
DP05_0038PE                                          43.2
DP05_0037PE                                          48.1
state                                                  10
county                                                001
tract                                              040501
year                                                 2014
Name: 4, dtype: object
NAME           Census Tract 405.02, Kent County, Delaware
DP05_0038PE                                          34.7
DP05_0037PE                                          52.2
state                                                  10
county                                                001
tract                                              040502
year                                                 2014
Name: 5, dtype: object
NAME           Census Tract 407, Kent County, Delaware
DP05_0038PE                                       45.8
DP05_0037PE                                       44.5
state                                               10
county                                             001
tract                                           040700
year                                              2014
Name: 6, dtype: object
NAME           Census Tract 409, Kent County, Delaware
DP05_0038PE                                       32.9
DP05_0037PE                                       59.8
state                                               10
county                                             001
tract                                           040900
year                                              2014
Name: 7, dtype: object
NAME           Census Tract 410, Kent County, Delaware
DP05_0038PE                                       32.2
DP05_0037PE                                       59.7
state                                               10
county                                             001
tract                                           041000
year                                              2014
Name: 8, dtype: object
NAME           Census Tract 411, Kent County, Delaware
DP05_0038PE                                       10.8
DP05_0037PE                                       74.0
state                                               10
county                                             001
tract                                           041100
year                                              2014
Name: 9, dtype: object
NAME           Census Tract 412, Kent County, Delaware
DP05_0038PE                                       30.6
DP05_0037PE                                       46.9
state                                               10
county                                             001
tract                                           041200
year                                              2014
Name: 10, dtype: object
NAME           Census Tract 413, Kent County, Delaware
DP05_0038PE                                       59.0
DP05_0037PE                                       37.8
state                                               10
county                                             001
tract                                           041300
year                                              2014
Name: 11, dtype: object
NAME           Census Tract 414, Kent County, Delaware
DP05_0038PE                                       40.9
DP05_0037PE                                       46.0
state                                               10
county                                             001
tract                                           041400
year                                              2014
Name: 12, dtype: object
NAME           Census Tract 415, Kent County, Delaware
DP05_0038PE                                       37.7
DP05_0037PE                                       55.2
state                                               10
county                                             001
tract                                           041500
year                                              2014
Name: 13, dtype: object
NAME           Census Tract 416, Kent County, Delaware
DP05_0038PE                                       15.9
DP05_0037PE                                       70.1
state                                               10
county                                             001
tract                                           041600
year                                              2014
Name: 14, dtype: object
NAME           Census Tract 417.01, Kent County, Delaware
DP05_0038PE                                          16.5
DP05_0037PE                                          76.3
state                                                  10
county                                                001
tract                                              041701
year                                                 2014
Name: 15, dtype: object
NAME           Census Tract 417.02, Kent County, Delaware
DP05_0038PE                                          30.4
DP05_0037PE                                          64.6
state                                                  10
county                                                001
tract                                              041702
year                                                 2014
Name: 16, dtype: object
NAME           Census Tract 418.01, Kent County, Delaware
DP05_0038PE                                          26.0
DP05_0037PE                                          63.3
state                                                  10
county                                                001
tract                                              041801
year                                                 2014
Name: 17, dtype: object
NAME           Census Tract 418.02, Kent County, Delaware
DP05_0038PE                                          18.7
DP05_0037PE                                          68.8
state                                                  10
county                                                001
tract                                              041802
year                                                 2014
Name: 18, dtype: object
NAME           Census Tract 419, Kent County, Delaware
DP05_0038PE                                       11.1
DP05_0037PE                                       84.2
state                                               10
county                                             001
tract                                           041900
year                                              2014
Name: 19, dtype: object
NAME           Census Tract 420, Kent County, Delaware
DP05_0038PE                                        1.9
DP05_0037PE                                       93.4
state                                               10
county                                             001
tract                                           042000
year                                              2014
Name: 20, dtype: object
NAME           Census Tract 421, Kent County, Delaware
DP05_0038PE                                       10.5
DP05_0037PE                                       86.1
state                                               10
county                                             001
tract                                           042100
year                                              2014
Name: 21, dtype: object
NAME           Census Tract 422.01, Kent County, Delaware
DP05_0038PE                                          23.1
DP05_0037PE                                          64.1
state                                                  10
county                                                001
tract                                              042201
year                                                 2014
Name: 22, dtype: object
NAME           Census Tract 422.02, Kent County, Delaware
DP05_0038PE                                          13.5
DP05_0037PE                                          78.2
state                                                  10
county                                                001
tract                                              042202
year                                                 2014
Name: 23, dtype: object
NAME           Census Tract 425, Kent County, Delaware
DP05_0038PE                                       33.3
DP05_0037PE                                       64.3
state                                               10
county                                             001
tract                                           042500
year                                              2014
Name: 24, dtype: object
NAME           Census Tract 428, Kent County, Delaware
DP05_0038PE                                       19.8
DP05_0037PE                                       74.5
state                                               10
county                                             001
tract                                           042800
year                                              2014
Name: 25, dtype: object
NAME           Census Tract 429, Kent County, Delaware
DP05_0038PE                                       13.5
DP05_0037PE                                       84.1
state                                               10
county                                             001
tract                                           042900
year                                              2014
Name: 26, dtype: object
NAME           Census Tract 430, Kent County, Delaware
DP05_0038PE                                       17.7
DP05_0037PE                                       74.5
state                                               10
county                                             001
tract                                           043000
year                                              2014
Name: 27, dtype: object
NAME           Census Tract 431, Kent County, Delaware
DP05_0038PE                                        7.4
DP05_0037PE                                       90.3
state                                               10
county                                             001
tract                                           043100
year                                              2014
Name: 28, dtype: object
NAME           Census Tract 432.02, Kent County, Delaware
DP05_0038PE                                           7.8
DP05_0037PE                                          88.3
state                                                  10
county                                                001
tract                                              043202
year                                                 2014
Name: 29, dtype: object
NAME           Census Tract 433, Kent County, Delaware
DP05_0038PE                                       56.7
DP05_0037PE                                       35.2
state                                               10
county                                             001
tract                                           043300
year                                              2014
Name: 30, dtype: object
NAME           Census Tract 434, Kent County, Delaware
DP05_0038PE                                       18.2
DP05_0037PE                                       75.9
state                                               10
county                                             001
tract                                           043400
year                                              2014
Name: 31, dtype: object
NAME           Census Tract 9900, Kent County, Delaware
DP05_0038PE                                -666666666.0
DP05_0037PE                                -666666666.0
state                                                10
county                                              001
tract                                            990000
year                                               2014
Name: 32, dtype: object
NAME           Census Tract 2, New Castle County, Delaware
DP05_0038PE                                           85.5
DP05_0037PE                                           12.0
state                                                   10
county                                                 003
tract                                               000200
year                                                  2014
Name: 0, dtype: object
NAME           Census Tract 3, New Castle County, Delaware
DP05_0038PE                                           74.4
DP05_0037PE                                           16.6
state                                                   10
county                                                 003
tract                                               000300
year                                                  2014
Name: 1, dtype: object
NAME           Census Tract 4, New Castle County, Delaware
DP05_0038PE                                           50.0
DP05_0037PE                                           47.5
state                                                   10
county                                                 003
tract                                               000400
year                                                  2014
Name: 2, dtype: object
NAME           Census Tract 5, New Castle County, Delaware
DP05_0038PE                                           83.0
DP05_0037PE                                           15.2
state                                                   10
county                                                 003
tract                                               000500
year                                                  2014
Name: 3, dtype: object
NAME           Census Tract 6.01, New Castle County, Delaware
DP05_0038PE                                              87.9
DP05_0037PE                                               6.0
state                                                      10
county                                                    003
tract                                                  000601
year                                                     2014
Name: 4, dtype: object
NAME           Census Tract 6.02, New Castle County, Delaware
DP05_0038PE                                              83.6
DP05_0037PE                                              10.4
state                                                      10
county                                                    003
tract                                                  000602
year                                                     2014
Name: 5, dtype: object
NAME           Census Tract 9, New Castle County, Delaware
DP05_0038PE                                           91.6
DP05_0037PE                                            2.6
state                                                   10
county                                                 003
tract                                               000900
year                                                  2014
Name: 6, dtype: object
NAME           Census Tract 11, New Castle County, Delaware
DP05_0038PE                                            15.8
DP05_0037PE                                            77.5
state                                                    10
county                                                  003
tract                                                001100
year                                                   2014
Name: 7, dtype: object
NAME           Census Tract 12, New Castle County, Delaware
DP05_0038PE                                             6.3
DP05_0037PE                                            88.6
state                                                    10
county                                                  003
tract                                                001200
year                                                   2014
Name: 8, dtype: object
NAME           Census Tract 13, New Castle County, Delaware
DP05_0038PE                                             2.1
DP05_0037PE                                            94.3
state                                                    10
county                                                  003
tract                                                001300
year                                                   2014
Name: 9, dtype: object
NAME           Census Tract 14, New Castle County, Delaware
DP05_0038PE                                            29.9
DP05_0037PE                                            67.0
state                                                    10
county                                                  003
tract                                                001400
year                                                   2014
Name: 10, dtype: object
NAME           Census Tract 15, New Castle County, Delaware
DP05_0038PE                                            32.0
DP05_0037PE                                            61.7
state                                                    10
county                                                  003
tract                                                001500
year                                                   2014
Name: 11, dtype: object
NAME           Census Tract 16, New Castle County, Delaware
DP05_0038PE                                            64.3
DP05_0037PE                                            23.0
state                                                    10
county                                                  003
tract                                                001600
year                                                   2014
Name: 12, dtype: object
NAME           Census Tract 19.02, New Castle County, Delaware
DP05_0038PE                                               69.5
DP05_0037PE                                               21.9
state                                                       10
county                                                     003
tract                                                   001902
year                                                      2014
Name: 13, dtype: object
NAME           Census Tract 21, New Castle County, Delaware
DP05_0038PE                                            81.6
DP05_0037PE                                            10.6
state                                                    10
county                                                  003
tract                                                002100
year                                                   2014
Name: 14, dtype: object
NAME           Census Tract 22, New Castle County, Delaware
DP05_0038PE                                            49.0
DP05_0037PE                                            26.1
state                                                    10
county                                                  003
tract                                                002200
year                                                   2014
Name: 15, dtype: object
NAME           Census Tract 23, New Castle County, Delaware
DP05_0038PE                                            47.5
DP05_0037PE                                            39.0
state                                                    10
county                                                  003
tract                                                002300
year                                                   2014
Name: 16, dtype: object
NAME           Census Tract 24, New Castle County, Delaware
DP05_0038PE                                            36.1
DP05_0037PE                                            57.4
state                                                    10
county                                                  003
tract                                                002400
year                                                   2014
Name: 17, dtype: object
NAME           Census Tract 25, New Castle County, Delaware
DP05_0038PE                                            19.9
DP05_0037PE                                            66.2
state                                                    10
county                                                  003
tract                                                002500
year                                                   2014
Name: 18, dtype: object
NAME           Census Tract 26, New Castle County, Delaware
DP05_0038PE                                            45.3
DP05_0037PE                                            31.2
state                                                    10
county                                                  003
tract                                                002600
year                                                   2014
Name: 19, dtype: object
NAME           Census Tract 27, New Castle County, Delaware
DP05_0038PE                                            49.5
DP05_0037PE                                            38.3
state                                                    10
county                                                  003
tract                                                002700
year                                                   2014
Name: 20, dtype: object
NAME           Census Tract 28, New Castle County, Delaware
DP05_0038PE                                            40.0
DP05_0037PE                                            51.9
state                                                    10
county                                                  003
tract                                                002800
year                                                   2014
Name: 21, dtype: object
NAME           Census Tract 29, New Castle County, Delaware
DP05_0038PE                                            93.7
DP05_0037PE                                             4.0
state                                                    10
county                                                  003
tract                                                002900
year                                                   2014
Name: 22, dtype: object
NAME           Census Tract 30.02, New Castle County, Delaware
DP05_0038PE                                               76.9
DP05_0037PE                                               19.3
state                                                       10
county                                                     003
tract                                                   003002
year                                                      2014
Name: 23, dtype: object
NAME           Census Tract 101.01, New Castle County, Delaware
DP05_0038PE                                                46.4
DP05_0037PE                                                39.3
state                                                        10
county                                                      003
tract                                                    010101
year                                                       2014
Name: 24, dtype: object
NAME           Census Tract 101.04, New Castle County, Delaware
DP05_0038PE                                                31.7
DP05_0037PE                                                58.3
state                                                        10
county                                                      003
tract                                                    010104
year                                                       2014
Name: 25, dtype: object
NAME           Census Tract 102, New Castle County, Delaware
DP05_0038PE                                             17.6
DP05_0037PE                                             73.0
state                                                     10
county                                                   003
tract                                                 010200
year                                                    2014
Name: 26, dtype: object
NAME           Census Tract 103, New Castle County, Delaware
DP05_0038PE                                             27.5
DP05_0037PE                                             63.2
state                                                     10
county                                                   003
tract                                                 010300
year                                                    2014
Name: 27, dtype: object
NAME           Census Tract 104, New Castle County, Delaware
DP05_0038PE                                              9.4
DP05_0037PE                                             84.8
state                                                     10
county                                                   003
tract                                                 010400
year                                                    2014
Name: 28, dtype: object
NAME           Census Tract 105.02, New Castle County, Delaware
DP05_0038PE                                                15.8
DP05_0037PE                                                80.8
state                                                        10
county                                                      003
tract                                                    010502
year                                                       2014
Name: 29, dtype: object
NAME           Census Tract 107.02, New Castle County, Delaware
DP05_0038PE                                                27.1
DP05_0037PE                                                61.9
state                                                        10
county                                                      003
tract                                                    010702
year                                                       2014
Name: 30, dtype: object
NAME           Census Tract 108, New Castle County, Delaware
DP05_0038PE                                              9.3
DP05_0037PE                                             83.4
state                                                     10
county                                                   003
tract                                                 010800
year                                                    2014
Name: 31, dtype: object
NAME           Census Tract 109, New Castle County, Delaware
DP05_0038PE                                              1.2
DP05_0037PE                                             95.8
state                                                     10
county                                                   003
tract                                                 010900
year                                                    2014
Name: 32, dtype: object
NAME           Census Tract 110, New Castle County, Delaware
DP05_0038PE                                              8.1
DP05_0037PE                                             87.1
state                                                     10
county                                                   003
tract                                                 011000
year                                                    2014
Name: 33, dtype: object
NAME           Census Tract 111, New Castle County, Delaware
DP05_0038PE                                              6.9
DP05_0037PE                                             89.0
state                                                     10
county                                                   003
tract                                                 011100
year                                                    2014
Name: 34, dtype: object
NAME           Census Tract 112.01, New Castle County, Delaware
DP05_0038PE                                                 3.6
DP05_0037PE                                                72.5
state                                                        10
county                                                      003
tract                                                    011201
year                                                       2014
Name: 35, dtype: object
NAME           Census Tract 112.02, New Castle County, Delaware
DP05_0038PE                                                 5.3
DP05_0037PE                                                82.5
state                                                        10
county                                                      003
tract                                                    011202
year                                                       2014
Name: 36, dtype: object
NAME           Census Tract 112.03, New Castle County, Delaware
DP05_0038PE                                                16.8
DP05_0037PE                                                66.9
state                                                        10
county                                                      003
tract                                                    011203
year                                                       2014
Name: 37, dtype: object
NAME           Census Tract 112.04, New Castle County, Delaware
DP05_0038PE                                                10.1
DP05_0037PE                                                85.0
state                                                        10
county                                                      003
tract                                                    011204
year                                                       2014
Name: 38, dtype: object
NAME           Census Tract 112.05, New Castle County, Delaware
DP05_0038PE                                                 5.6
DP05_0037PE                                                89.9
state                                                        10
county                                                      003
tract                                                    011205
year                                                       2014
Name: 39, dtype: object
NAME           Census Tract 112.06, New Castle County, Delaware
DP05_0038PE                                                 2.4
DP05_0037PE                                                90.6
state                                                        10
county                                                      003
tract                                                    011206
year                                                       2014
Name: 40, dtype: object
NAME           Census Tract 113, New Castle County, Delaware
DP05_0038PE                                              2.5
DP05_0037PE                                             88.5
state                                                     10
county                                                   003
tract                                                 011300
year                                                    2014
Name: 41, dtype: object
NAME           Census Tract 114, New Castle County, Delaware
DP05_0038PE                                              9.6
DP05_0037PE                                             84.0
state                                                     10
county                                                   003
tract                                                 011400
year                                                    2014
Name: 42, dtype: object
NAME           Census Tract 115, New Castle County, Delaware
DP05_0038PE                                              1.0
DP05_0037PE                                             86.3
state                                                     10
county                                                   003
tract                                                 011500
year                                                    2014
Name: 43, dtype: object
NAME           Census Tract 116, New Castle County, Delaware
DP05_0038PE                                              2.8
DP05_0037PE                                             86.9
state                                                     10
county                                                   003
tract                                                 011600
year                                                    2014
Name: 44, dtype: object
NAME           Census Tract 117, New Castle County, Delaware
DP05_0038PE                                              0.4
DP05_0037PE                                             95.1
state                                                     10
county                                                   003
tract                                                 011700
year                                                    2014
Name: 45, dtype: object
NAME           Census Tract 118, New Castle County, Delaware
DP05_0038PE                                              1.1
DP05_0037PE                                             89.7
state                                                     10
county                                                   003
tract                                                 011800
year                                                    2014
Name: 46, dtype: object
NAME           Census Tract 119, New Castle County, Delaware
DP05_0038PE                                              2.7
DP05_0037PE                                             81.9
state                                                     10
county                                                   003
tract                                                 011900
year                                                    2014
Name: 47, dtype: object
NAME           Census Tract 120, New Castle County, Delaware
DP05_0038PE                                             12.5
DP05_0037PE                                             80.1
state                                                     10
county                                                   003
tract                                                 012000
year                                                    2014
Name: 48, dtype: object
NAME           Census Tract 121, New Castle County, Delaware
DP05_0038PE                                             11.8
DP05_0037PE                                             83.9
state                                                     10
county                                                   003
tract                                                 012100
year                                                    2014
Name: 49, dtype: object
NAME           Census Tract 122, New Castle County, Delaware
DP05_0038PE                                             23.5
DP05_0037PE                                             74.1
state                                                     10
county                                                   003
tract                                                 012200
year                                                    2014
Name: 50, dtype: object
NAME           Census Tract 123, New Castle County, Delaware
DP05_0038PE                                              9.0
DP05_0037PE                                             80.4
state                                                     10
county                                                   003
tract                                                 012300
year                                                    2014
Name: 51, dtype: object
NAME           Census Tract 124, New Castle County, Delaware
DP05_0038PE                                              7.2
DP05_0037PE                                             84.6
state                                                     10
county                                                   003
tract                                                 012400
year                                                    2014
Name: 52, dtype: object
NAME           Census Tract 125, New Castle County, Delaware
DP05_0038PE                                             13.3
DP05_0037PE                                             82.6
state                                                     10
county                                                   003
tract                                                 012500
year                                                    2014
Name: 53, dtype: object
NAME           Census Tract 126, New Castle County, Delaware
DP05_0038PE                                              0.9
DP05_0037PE                                             97.0
state                                                     10
county                                                   003
tract                                                 012600
year                                                    2014
Name: 54, dtype: object
NAME           Census Tract 127, New Castle County, Delaware
DP05_0038PE                                             13.0
DP05_0037PE                                             80.7
state                                                     10
county                                                   003
tract                                                 012700
year                                                    2014
Name: 55, dtype: object
NAME           Census Tract 129, New Castle County, Delaware
DP05_0038PE                                             30.4
DP05_0037PE                                             59.0
state                                                     10
county                                                   003
tract                                                 012900
year                                                    2014
Name: 56, dtype: object
NAME           Census Tract 130, New Castle County, Delaware
DP05_0038PE                                              3.1
DP05_0037PE                                             92.6
state                                                     10
county                                                   003
tract                                                 013000
year                                                    2014
Name: 57, dtype: object
NAME           Census Tract 131, New Castle County, Delaware
DP05_0038PE                                              1.5
DP05_0037PE                                             93.0
state                                                     10
county                                                   003
tract                                                 013100
year                                                    2014
Name: 58, dtype: object
NAME           Census Tract 132, New Castle County, Delaware
DP05_0038PE                                              9.3
DP05_0037PE                                             74.9
state                                                     10
county                                                   003
tract                                                 013200
year                                                    2014
Name: 59, dtype: object
NAME           Census Tract 133, New Castle County, Delaware
DP05_0038PE                                              2.8
DP05_0037PE                                             94.0
state                                                     10
county                                                   003
tract                                                 013300
year                                                    2014
Name: 60, dtype: object
NAME           Census Tract 134, New Castle County, Delaware
DP05_0038PE                                              5.0
DP05_0037PE                                             84.9
state                                                     10
county                                                   003
tract                                                 013400
year                                                    2014
Name: 61, dtype: object
NAME           Census Tract 135.01, New Castle County, Delaware
DP05_0038PE                                                 1.1
DP05_0037PE                                                90.2
state                                                        10
county                                                      003
tract                                                    013501
year                                                       2014
Name: 62, dtype: object
NAME           Census Tract 135.03, New Castle County, Delaware
DP05_0038PE                                                 1.3
DP05_0037PE                                                85.6
state                                                        10
county                                                      003
tract                                                    013503
year                                                       2014
Name: 63, dtype: object
NAME           Census Tract 135.05, New Castle County, Delaware
DP05_0038PE                                                 1.1
DP05_0037PE                                                89.8
state                                                        10
county                                                      003
tract                                                    013505
year                                                       2014
Name: 64, dtype: object
NAME           Census Tract 135.06, New Castle County, Delaware
DP05_0038PE                                                 2.6
DP05_0037PE                                                88.8
state                                                        10
county                                                      003
tract                                                    013506
year                                                       2014
Name: 65, dtype: object
NAME           Census Tract 136.04, New Castle County, Delaware
DP05_0038PE                                                 1.2
DP05_0037PE                                                91.6
state                                                        10
county                                                      003
tract                                                    013604
year                                                       2014
Name: 66, dtype: object
NAME           Census Tract 136.07, New Castle County, Delaware
DP05_0038PE                                                 9.6
DP05_0037PE                                                80.9
state                                                        10
county                                                      003
tract                                                    013607
year                                                       2014
Name: 67, dtype: object
NAME           Census Tract 136.08, New Castle County, Delaware
DP05_0038PE                                                 6.5
DP05_0037PE                                                86.6
state                                                        10
county                                                      003
tract                                                    013608
year                                                       2014
Name: 68, dtype: object
NAME           Census Tract 136.10, New Castle County, Delaware
DP05_0038PE                                                 4.3
DP05_0037PE                                                81.3
state                                                        10
county                                                      003
tract                                                    013610
year                                                       2014
Name: 69, dtype: object
NAME           Census Tract 136.11, New Castle County, Delaware
DP05_0038PE                                                13.7
DP05_0037PE                                                72.6
state                                                        10
county                                                      003
tract                                                    013611
year                                                       2014
Name: 70, dtype: object
NAME           Census Tract 136.12, New Castle County, Delaware
DP05_0038PE                                                 5.2
DP05_0037PE                                                79.5
state                                                        10
county                                                      003
tract                                                    013612
year                                                       2014
Name: 71, dtype: object
NAME           Census Tract 136.13, New Castle County, Delaware
DP05_0038PE                                                13.4
DP05_0037PE                                                73.3
state                                                        10
county                                                      003
tract                                                    013613
year                                                       2014
Name: 72, dtype: object
NAME           Census Tract 136.14, New Castle County, Delaware
DP05_0038PE                                                 3.5
DP05_0037PE                                                90.8
state                                                        10
county                                                      003
tract                                                    013614
year                                                       2014
Name: 73, dtype: object
NAME           Census Tract 136.15, New Castle County, Delaware
DP05_0038PE                                                 3.8
DP05_0037PE                                                82.6
state                                                        10
county                                                      003
tract                                                    013615
year                                                       2014
Name: 74, dtype: object
NAME           Census Tract 137, New Castle County, Delaware
DP05_0038PE                                             12.8
DP05_0037PE                                             69.1
state                                                     10
county                                                   003
tract                                                 013700
year                                                    2014
Name: 75, dtype: object
NAME           Census Tract 138, New Castle County, Delaware
DP05_0038PE                                             14.5
DP05_0037PE                                             71.4
state                                                     10
county                                                   003
tract                                                 013800
year                                                    2014
Name: 76, dtype: object
NAME           Census Tract 139.01, New Castle County, Delaware
DP05_0038PE                                                10.8
DP05_0037PE                                                73.1
state                                                        10
county                                                      003
tract                                                    013901
year                                                       2014
Name: 77, dtype: object
NAME           Census Tract 139.03, New Castle County, Delaware
DP05_0038PE                                                30.8
DP05_0037PE                                                62.4
state                                                        10
county                                                      003
tract                                                    013903
year                                                       2014
Name: 78, dtype: object
NAME           Census Tract 139.04, New Castle County, Delaware
DP05_0038PE                                                27.4
DP05_0037PE                                                53.0
state                                                        10
county                                                      003
tract                                                    013904
year                                                       2014
Name: 79, dtype: object
NAME           Census Tract 140, New Castle County, Delaware
DP05_0038PE                                             30.3
DP05_0037PE                                             53.3
state                                                     10
county                                                   003
tract                                                 014000
year                                                    2014
Name: 80, dtype: object
NAME           Census Tract 141, New Castle County, Delaware
DP05_0038PE                                             25.7
DP05_0037PE                                             59.1
state                                                     10
county                                                   003
tract                                                 014100
year                                                    2014
Name: 81, dtype: object
NAME           Census Tract 142, New Castle County, Delaware
DP05_0038PE                                             13.7
DP05_0037PE                                             75.7
state                                                     10
county                                                   003
tract                                                 014200
year                                                    2014
Name: 82, dtype: object
NAME           Census Tract 143, New Castle County, Delaware
DP05_0038PE                                              7.6
DP05_0037PE                                             83.5
state                                                     10
county                                                   003
tract                                                 014300
year                                                    2014
Name: 83, dtype: object
NAME           Census Tract 144.02, New Castle County, Delaware
DP05_0038PE                                                 3.4
DP05_0037PE                                                77.3
state                                                        10
county                                                      003
tract                                                    014402
year                                                       2014
Name: 84, dtype: object
NAME           Census Tract 144.03, New Castle County, Delaware
DP05_0038PE                                                15.8
DP05_0037PE                                                74.2
state                                                        10
county                                                      003
tract                                                    014403
year                                                       2014
Name: 85, dtype: object
NAME           Census Tract 144.04, New Castle County, Delaware
DP05_0038PE                                                 7.0
DP05_0037PE                                                82.4
state                                                        10
county                                                      003
tract                                                    014404
year                                                       2014
Name: 86, dtype: object
NAME           Census Tract 145.01, New Castle County, Delaware
DP05_0038PE                                                 2.7
DP05_0037PE                                                88.6
state                                                        10
county                                                      003
tract                                                    014501
year                                                       2014
Name: 87, dtype: object
NAME           Census Tract 145.02, New Castle County, Delaware
DP05_0038PE                                                 9.0
DP05_0037PE                                                84.8
state                                                        10
county                                                      003
tract                                                    014502
year                                                       2014
Name: 88, dtype: object
NAME           Census Tract 147.02, New Castle County, Delaware
DP05_0038PE                                                 9.7
DP05_0037PE                                                86.9
state                                                        10
county                                                      003
tract                                                    014702
year                                                       2014
Name: 89, dtype: object
NAME           Census Tract 147.03, New Castle County, Delaware
DP05_0038PE                                                15.2
DP05_0037PE                                                69.6
state                                                        10
county                                                      003
tract                                                    014703
year                                                       2014
Name: 90, dtype: object
NAME           Census Tract 147.05, New Castle County, Delaware
DP05_0038PE                                                24.8
DP05_0037PE                                                69.0
state                                                        10
county                                                      003
tract                                                    014705
year                                                       2014
Name: 91, dtype: object
NAME           Census Tract 147.06, New Castle County, Delaware
DP05_0038PE                                                41.6
DP05_0037PE                                                45.2
state                                                        10
county                                                      003
tract                                                    014706
year                                                       2014
Name: 92, dtype: object
NAME           Census Tract 148.03, New Castle County, Delaware
DP05_0038PE                                                14.1
DP05_0037PE                                                74.6
state                                                        10
county                                                      003
tract                                                    014803
year                                                       2014
Name: 93, dtype: object
NAME           Census Tract 148.05, New Castle County, Delaware
DP05_0038PE                                                24.3
DP05_0037PE                                                61.5
state                                                        10
county                                                      003
tract                                                    014805
year                                                       2014
Name: 94, dtype: object
NAME           Census Tract 148.07, New Castle County, Delaware
DP05_0038PE                                                16.8
DP05_0037PE                                                70.8
state                                                        10
county                                                      003
tract                                                    014807
year                                                       2014
Name: 95, dtype: object
NAME           Census Tract 148.08, New Castle County, Delaware
DP05_0038PE                                                29.1
DP05_0037PE                                                57.7
state                                                        10
county                                                      003
tract                                                    014808
year                                                       2014
Name: 96, dtype: object
NAME           Census Tract 148.09, New Castle County, Delaware
DP05_0038PE                                                23.7
DP05_0037PE                                                67.8
state                                                        10
county                                                      003
tract                                                    014809
year                                                       2014
Name: 97, dtype: object
NAME           Census Tract 148.10, New Castle County, Delaware
DP05_0038PE                                                20.3
DP05_0037PE                                                68.4
state                                                        10
county                                                      003
tract                                                    014810
year                                                       2014
Name: 98, dtype: object
NAME           Census Tract 149.03, New Castle County, Delaware
DP05_0038PE                                                43.5
DP05_0037PE                                                47.1
state                                                        10
county                                                      003
tract                                                    014903
year                                                       2014
Name: 99, dtype: object
NAME           Census Tract 149.04, New Castle County, Delaware
DP05_0038PE                                                29.0
DP05_0037PE                                                56.0
state                                                        10
county                                                      003
tract                                                    014904
year                                                       2014
Name: 100, dtype: object
NAME           Census Tract 149.06, New Castle County, Delaware
DP05_0038PE                                                43.0
DP05_0037PE                                                38.0
state                                                        10
county                                                      003
tract                                                    014906
year                                                       2014
Name: 101, dtype: object
NAME           Census Tract 149.07, New Castle County, Delaware
DP05_0038PE                                                42.0
DP05_0037PE                                                44.0
state                                                        10
county                                                      003
tract                                                    014907
year                                                       2014
Name: 102, dtype: object
NAME           Census Tract 149.08, New Castle County, Delaware
DP05_0038PE                                                57.8
DP05_0037PE                                                30.2
state                                                        10
county                                                      003
tract                                                    014908
year                                                       2014
Name: 103, dtype: object
NAME           Census Tract 149.09, New Castle County, Delaware
DP05_0038PE                                                49.3
DP05_0037PE                                                42.0
state                                                        10
county                                                      003
tract                                                    014909
year                                                       2014
Name: 104, dtype: object
NAME           Census Tract 150, New Castle County, Delaware
DP05_0038PE                                             36.2
DP05_0037PE                                             56.2
state                                                     10
county                                                   003
tract                                                 015000
year                                                    2014
Name: 105, dtype: object
NAME           Census Tract 151, New Castle County, Delaware
DP05_0038PE                                             14.8
DP05_0037PE                                             78.5
state                                                     10
county                                                   003
tract                                                 015100
year                                                    2014
Name: 106, dtype: object
NAME           Census Tract 152, New Castle County, Delaware
DP05_0038PE                                             20.1
DP05_0037PE                                             66.0
state                                                     10
county                                                   003
tract                                                 015200
year                                                    2014
Name: 107, dtype: object
NAME           Census Tract 154, New Castle County, Delaware
DP05_0038PE                                             92.1
DP05_0037PE                                              2.1
state                                                     10
county                                                   003
tract                                                 015400
year                                                    2014
Name: 108, dtype: object
NAME           Census Tract 155.02, New Castle County, Delaware
DP05_0038PE                                                59.9
DP05_0037PE                                                31.5
state                                                        10
county                                                      003
tract                                                    015502
year                                                       2014
Name: 109, dtype: object
NAME           Census Tract 156, New Castle County, Delaware
DP05_0038PE                                             45.8
DP05_0037PE                                             44.0
state                                                     10
county                                                   003
tract                                                 015600
year                                                    2014
Name: 110, dtype: object
NAME           Census Tract 158.02, New Castle County, Delaware
DP05_0038PE                                                12.1
DP05_0037PE                                                58.8
state                                                        10
county                                                      003
tract                                                    015802
year                                                       2014
Name: 111, dtype: object
NAME           Census Tract 159, New Castle County, Delaware
DP05_0038PE                                             29.9
DP05_0037PE                                             63.9
state                                                     10
county                                                   003
tract                                                 015900
year                                                    2014
Name: 112, dtype: object
NAME           Census Tract 160, New Castle County, Delaware
DP05_0038PE                                             54.1
DP05_0037PE                                             32.8
state                                                     10
county                                                   003
tract                                                 016000
year                                                    2014
Name: 113, dtype: object
NAME           Census Tract 161, New Castle County, Delaware
DP05_0038PE                                             26.0
DP05_0037PE                                             62.4
state                                                     10
county                                                   003
tract                                                 016100
year                                                    2014
Name: 114, dtype: object
NAME           Census Tract 162, New Castle County, Delaware
DP05_0038PE                                              9.4
DP05_0037PE                                             80.3
state                                                     10
county                                                   003
tract                                                 016200
year                                                    2014
Name: 115, dtype: object
NAME           Census Tract 163.01, New Castle County, Delaware
DP05_0038PE                                                22.0
DP05_0037PE                                                64.5
state                                                        10
county                                                      003
tract                                                    016301
year                                                       2014
Name: 116, dtype: object
NAME           Census Tract 163.02, New Castle County, Delaware
DP05_0038PE                                                42.9
DP05_0037PE                                                34.8
state                                                        10
county                                                      003
tract                                                    016302
year                                                       2014
Name: 117, dtype: object
NAME           Census Tract 163.05, New Castle County, Delaware
DP05_0038PE                                                53.6
DP05_0037PE                                                35.0
state                                                        10
county                                                      003
tract                                                    016305
year                                                       2014
Name: 118, dtype: object
NAME           Census Tract 164.01, New Castle County, Delaware
DP05_0038PE                                                27.4
DP05_0037PE                                                60.6
state                                                        10
county                                                      003
tract                                                    016401
year                                                       2014
Name: 119, dtype: object
NAME           Census Tract 164.04, New Castle County, Delaware
DP05_0038PE                                                10.6
DP05_0037PE                                                84.0
state                                                        10
county                                                      003
tract                                                    016404
year                                                       2014
Name: 120, dtype: object
NAME           Census Tract 166.01, New Castle County, Delaware
DP05_0038PE                                                20.3
DP05_0037PE                                                75.8
state                                                        10
county                                                      003
tract                                                    016601
year                                                       2014
Name: 121, dtype: object
NAME           Census Tract 166.02, New Castle County, Delaware
DP05_0038PE                                                14.5
DP05_0037PE                                                79.3
state                                                        10
county                                                      003
tract                                                    016602
year                                                       2014
Name: 122, dtype: object
NAME           Census Tract 166.04, New Castle County, Delaware
DP05_0038PE                                                26.1
DP05_0037PE                                                65.9
state                                                        10
county                                                      003
tract                                                    016604
year                                                       2014
Name: 123, dtype: object
NAME           Census Tract 166.08, New Castle County, Delaware
DP05_0038PE                                                 5.7
DP05_0037PE                                                90.8
state                                                        10
county                                                      003
tract                                                    016608
year                                                       2014
Name: 124, dtype: object
NAME           Census Tract 168.01, New Castle County, Delaware
DP05_0038PE                                                16.5
DP05_0037PE                                                79.6
state                                                        10
county                                                      003
tract                                                    016801
year                                                       2014
Name: 125, dtype: object
NAME           Census Tract 168.04, New Castle County, Delaware
DP05_0038PE                                                22.4
DP05_0037PE                                                75.7
state                                                        10
county                                                      003
tract                                                    016804
year                                                       2014
Name: 126, dtype: object
NAME           Census Tract 169.01, New Castle County, Delaware
DP05_0038PE                                                 4.2
DP05_0037PE                                                94.5
state                                                        10
county                                                      003
tract                                                    016901
year                                                       2014
Name: 127, dtype: object
NAME           Census Tract 169.04, New Castle County, Delaware
DP05_0038PE                                                40.6
DP05_0037PE                                                54.5
state                                                        10
county                                                      003
tract                                                    016904
year                                                       2014
Name: 128, dtype: object
NAME           Census Tract 9801, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  980100
year                                                     2014
Name: 129, dtype: object
NAME           Census Tract 9901, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  990100
year                                                     2014
Name: 130, dtype: object
NAME           Census Tract 501.01, Sussex County, Delaware
DP05_0038PE                                            15.4
DP05_0037PE                                            79.8
state                                                    10
county                                                  005
tract                                                050101
year                                                   2014
Name: 0, dtype: object
NAME           Census Tract 501.03, Sussex County, Delaware
DP05_0038PE                                            12.1
DP05_0037PE                                            81.7
state                                                    10
county                                                  005
tract                                                050103
year                                                   2014
Name: 1, dtype: object
NAME           Census Tract 501.04, Sussex County, Delaware
DP05_0038PE                                             8.9
DP05_0037PE                                            88.2
state                                                    10
county                                                  005
tract                                                050104
year                                                   2014
Name: 2, dtype: object
NAME           Census Tract 501.05, Sussex County, Delaware
DP05_0038PE                                            26.3
DP05_0037PE                                            65.5
state                                                    10
county                                                  005
tract                                                050105
year                                                   2014
Name: 3, dtype: object
NAME           Census Tract 502, Sussex County, Delaware
DP05_0038PE                                         22.6
DP05_0037PE                                         73.3
state                                                 10
county                                               005
tract                                             050200
year                                                2014
Name: 4, dtype: object
NAME           Census Tract 503.01, Sussex County, Delaware
DP05_0038PE                                            18.3
DP05_0037PE                                            77.1
state                                                    10
county                                                  005
tract                                                050301
year                                                   2014
Name: 5, dtype: object
NAME           Census Tract 503.02, Sussex County, Delaware
DP05_0038PE                                            15.9
DP05_0037PE                                            77.0
state                                                    10
county                                                  005
tract                                                050302
year                                                   2014
Name: 6, dtype: object
NAME           Census Tract 504.01, Sussex County, Delaware
DP05_0038PE                                            17.8
DP05_0037PE                                            80.5
state                                                    10
county                                                  005
tract                                                050401
year                                                   2014
Name: 7, dtype: object
NAME           Census Tract 504.03, Sussex County, Delaware
DP05_0038PE                                            18.1
DP05_0037PE                                            72.0
state                                                    10
county                                                  005
tract                                                050403
year                                                   2014
Name: 8, dtype: object
NAME           Census Tract 504.05, Sussex County, Delaware
DP05_0038PE                                            14.5
DP05_0037PE                                            81.1
state                                                    10
county                                                  005
tract                                                050405
year                                                   2014
Name: 9, dtype: object
NAME           Census Tract 504.06, Sussex County, Delaware
DP05_0038PE                                            48.7
DP05_0037PE                                            46.9
state                                                    10
county                                                  005
tract                                                050406
year                                                   2014
Name: 10, dtype: object
NAME           Census Tract 504.07, Sussex County, Delaware
DP05_0038PE                                            31.6
DP05_0037PE                                            61.5
state                                                    10
county                                                  005
tract                                                050407
year                                                   2014
Name: 11, dtype: object
NAME           Census Tract 504.08, Sussex County, Delaware
DP05_0038PE                                            14.1
DP05_0037PE                                            78.5
state                                                    10
county                                                  005
tract                                                050408
year                                                   2014
Name: 12, dtype: object
NAME           Census Tract 505.01, Sussex County, Delaware
DP05_0038PE                                            10.7
DP05_0037PE                                            81.7
state                                                    10
county                                                  005
tract                                                050501
year                                                   2014
Name: 13, dtype: object
NAME           Census Tract 505.03, Sussex County, Delaware
DP05_0038PE                                            11.2
DP05_0037PE                                            67.7
state                                                    10
county                                                  005
tract                                                050503
year                                                   2014
Name: 14, dtype: object
NAME           Census Tract 505.04, Sussex County, Delaware
DP05_0038PE                                            20.0
DP05_0037PE                                            75.3
state                                                    10
county                                                  005
tract                                                050504
year                                                   2014
Name: 15, dtype: object
NAME           Census Tract 506.01, Sussex County, Delaware
DP05_0038PE                                            14.6
DP05_0037PE                                            81.0
state                                                    10
county                                                  005
tract                                                050601
year                                                   2014
Name: 16, dtype: object
NAME           Census Tract 506.02, Sussex County, Delaware
DP05_0038PE                                            21.5
DP05_0037PE                                            69.4
state                                                    10
county                                                  005
tract                                                050602
year                                                   2014
Name: 17, dtype: object
NAME           Census Tract 507.01, Sussex County, Delaware
DP05_0038PE                                            24.3
DP05_0037PE                                            68.1
state                                                    10
county                                                  005
tract                                                050701
year                                                   2014
Name: 18, dtype: object
NAME           Census Tract 507.03, Sussex County, Delaware
DP05_0038PE                                            12.6
DP05_0037PE                                            75.6
state                                                    10
county                                                  005
tract                                                050703
year                                                   2014
Name: 19, dtype: object
NAME           Census Tract 507.04, Sussex County, Delaware
DP05_0038PE                                             9.2
DP05_0037PE                                            87.5
state                                                    10
county                                                  005
tract                                                050704
year                                                   2014
Name: 20, dtype: object
NAME           Census Tract 507.05, Sussex County, Delaware
DP05_0038PE                                             2.1
DP05_0037PE                                            88.1
state                                                    10
county                                                  005
tract                                                050705
year                                                   2014
Name: 21, dtype: object
NAME           Census Tract 507.06, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            96.1
state                                                    10
county                                                  005
tract                                                050706
year                                                   2014
Name: 22, dtype: object
NAME           Census Tract 508.01, Sussex County, Delaware
DP05_0038PE                                            14.4
DP05_0037PE                                            79.3
state                                                    10
county                                                  005
tract                                                050801
year                                                   2014
Name: 23, dtype: object
NAME           Census Tract 508.02, Sussex County, Delaware
DP05_0038PE                                            12.1
DP05_0037PE                                            85.8
state                                                    10
county                                                  005
tract                                                050802
year                                                   2014
Name: 24, dtype: object
NAME           Census Tract 508.03, Sussex County, Delaware
DP05_0038PE                                             7.9
DP05_0037PE                                            87.3
state                                                    10
county                                                  005
tract                                                050803
year                                                   2014
Name: 25, dtype: object
NAME           Census Tract 509.01, Sussex County, Delaware
DP05_0038PE                                             2.9
DP05_0037PE                                            89.7
state                                                    10
county                                                  005
tract                                                050901
year                                                   2014
Name: 26, dtype: object
NAME           Census Tract 509.02, Sussex County, Delaware
DP05_0038PE                                             5.5
DP05_0037PE                                            88.0
state                                                    10
county                                                  005
tract                                                050902
year                                                   2014
Name: 27, dtype: object
NAME           Census Tract 510.03, Sussex County, Delaware
DP05_0038PE                                             8.2
DP05_0037PE                                            83.1
state                                                    10
county                                                  005
tract                                                051003
year                                                   2014
Name: 28, dtype: object
NAME           Census Tract 510.04, Sussex County, Delaware
DP05_0038PE                                             4.6
DP05_0037PE                                            87.1
state                                                    10
county                                                  005
tract                                                051004
year                                                   2014
Name: 29, dtype: object
NAME           Census Tract 510.05, Sussex County, Delaware
DP05_0038PE                                             2.3
DP05_0037PE                                            93.9
state                                                    10
county                                                  005
tract                                                051005
year                                                   2014
Name: 30, dtype: object
NAME           Census Tract 510.06, Sussex County, Delaware
DP05_0038PE                                             1.0
DP05_0037PE                                            95.5
state                                                    10
county                                                  005
tract                                                051006
year                                                   2014
Name: 31, dtype: object
NAME           Census Tract 510.07, Sussex County, Delaware
DP05_0038PE                                             2.2
DP05_0037PE                                            94.4
state                                                    10
county                                                  005
tract                                                051007
year                                                   2014
Name: 32, dtype: object
NAME           Census Tract 511.01, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                           100.0
state                                                    10
county                                                  005
tract                                                051101
year                                                   2014
Name: 33, dtype: object
NAME           Census Tract 511.02, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            98.3
state                                                    10
county                                                  005
tract                                                051102
year                                                   2014
Name: 34, dtype: object
NAME           Census Tract 511.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            97.8
state                                                    10
county                                                  005
tract                                                051103
year                                                   2014
Name: 35, dtype: object
NAME           Census Tract 512.01, Sussex County, Delaware
DP05_0038PE                                             1.3
DP05_0037PE                                            97.3
state                                                    10
county                                                  005
tract                                                051201
year                                                   2014
Name: 36, dtype: object
NAME           Census Tract 512.02, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.1
state                                                    10
county                                                  005
tract                                                051202
year                                                   2014
Name: 37, dtype: object
NAME           Census Tract 512.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            95.0
state                                                    10
county                                                  005
tract                                                051203
year                                                   2014
Name: 38, dtype: object
NAME           Census Tract 512.04, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            98.3
state                                                    10
county                                                  005
tract                                                051204
year                                                   2014
Name: 39, dtype: object
NAME           Census Tract 512.05, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.0
state                                                    10
county                                                  005
tract                                                051205
year                                                   2014
Name: 40, dtype: object
NAME           Census Tract 513.01, Sussex County, Delaware
DP05_0038PE                                             0.2
DP05_0037PE                                            98.0
state                                                    10
county                                                  005
tract                                                051301
year                                                   2014
Name: 41, dtype: object
NAME           Census Tract 513.02, Sussex County, Delaware
DP05_0038PE                                             4.2
DP05_0037PE                                            95.8
state                                                    10
county                                                  005
tract                                                051302
year                                                   2014
Name: 42, dtype: object
NAME           Census Tract 513.03, Sussex County, Delaware
DP05_0038PE                                             1.1
DP05_0037PE                                            92.7
state                                                    10
county                                                  005
tract                                                051303
year                                                   2014
Name: 43, dtype: object
NAME           Census Tract 513.05, Sussex County, Delaware
DP05_0038PE                                             1.9
DP05_0037PE                                            97.4
state                                                    10
county                                                  005
tract                                                051305
year                                                   2014
Name: 44, dtype: object
NAME           Census Tract 513.06, Sussex County, Delaware
DP05_0038PE                                             3.8
DP05_0037PE                                            91.9
state                                                    10
county                                                  005
tract                                                051306
year                                                   2014
Name: 45, dtype: object
NAME           Census Tract 514, Sussex County, Delaware
DP05_0038PE                                         10.0
DP05_0037PE                                         82.0
state                                                 10
county                                               005
tract                                             051400
year                                                2014
Name: 46, dtype: object
NAME           Census Tract 515, Sussex County, Delaware
DP05_0038PE                                         17.4
DP05_0037PE                                         72.0
state                                                 10
county                                               005
tract                                             051500
year                                                2014
Name: 47, dtype: object
NAME           Census Tract 517.01, Sussex County, Delaware
DP05_0038PE                                             3.4
DP05_0037PE                                            94.8
state                                                    10
county                                                  005
tract                                                051701
year                                                   2014
Name: 48, dtype: object
NAME           Census Tract 517.02, Sussex County, Delaware
DP05_0038PE                                             4.6
DP05_0037PE                                            90.4
state                                                    10
county                                                  005
tract                                                051702
year                                                   2014
Name: 49, dtype: object
NAME           Census Tract 518.01, Sussex County, Delaware
DP05_0038PE                                             9.9
DP05_0037PE                                            84.7
state                                                    10
county                                                  005
tract                                                051801
year                                                   2014
Name: 50, dtype: object
NAME           Census Tract 518.02, Sussex County, Delaware
DP05_0038PE                                            33.3
DP05_0037PE                                            54.9
state                                                    10
county                                                  005
tract                                                051802
year                                                   2014
Name: 51, dtype: object
NAME           Census Tract 519, Sussex County, Delaware
DP05_0038PE                                         11.7
DP05_0037PE                                         84.2
state                                                 10
county                                               005
tract                                             051900
year                                                2014
Name: 52, dtype: object
NAME           Census Tract 9900, Sussex County, Delaware
DP05_0038PE                                  -666666666.0
DP05_0037PE                                  -666666666.0
state                                                  10
county                                                005
tract                                              990000
year                                                 2014
Name: 53, dtype: object
NAME           Census Tract 401, Kent County, Delaware
DP05_0038PE                                        7.4
DP05_0037PE                                       88.5
state                                               10
county                                             001
tract                                           040100
year                                              2015
Name: 0, dtype: object
NAME           Census Tract 402.01, Kent County, Delaware
DP05_0038PE                                          19.6
DP05_0037PE                                          73.6
state                                                  10
county                                                001
tract                                              040201
year                                                 2015
Name: 1, dtype: object
NAME           Census Tract 402.02, Kent County, Delaware
DP05_0038PE                                          27.9
DP05_0037PE                                          65.1
state                                                  10
county                                                001
tract                                              040202
year                                                 2015
Name: 2, dtype: object
NAME           Census Tract 402.03, Kent County, Delaware
DP05_0038PE                                          35.0
DP05_0037PE                                          63.6
state                                                  10
county                                                001
tract                                              040203
year                                                 2015
Name: 3, dtype: object
NAME           Census Tract 405.01, Kent County, Delaware
DP05_0038PE                                          38.9
DP05_0037PE                                          51.3
state                                                  10
county                                                001
tract                                              040501
year                                                 2015
Name: 4, dtype: object
NAME           Census Tract 405.02, Kent County, Delaware
DP05_0038PE                                          32.8
DP05_0037PE                                          57.2
state                                                  10
county                                                001
tract                                              040502
year                                                 2015
Name: 5, dtype: object
NAME           Census Tract 407, Kent County, Delaware
DP05_0038PE                                       41.7
DP05_0037PE                                       45.3
state                                               10
county                                             001
tract                                           040700
year                                              2015
Name: 6, dtype: object
NAME           Census Tract 409, Kent County, Delaware
DP05_0038PE                                       35.1
DP05_0037PE                                       57.6
state                                               10
county                                             001
tract                                           040900
year                                              2015
Name: 7, dtype: object
NAME           Census Tract 410, Kent County, Delaware
DP05_0038PE                                       36.6
DP05_0037PE                                       56.2
state                                               10
county                                             001
tract                                           041000
year                                              2015
Name: 8, dtype: object
NAME           Census Tract 411, Kent County, Delaware
DP05_0038PE                                       10.7
DP05_0037PE                                       74.3
state                                               10
county                                             001
tract                                           041100
year                                              2015
Name: 9, dtype: object
NAME           Census Tract 412, Kent County, Delaware
DP05_0038PE                                       29.4
DP05_0037PE                                       47.5
state                                               10
county                                             001
tract                                           041200
year                                              2015
Name: 10, dtype: object
NAME           Census Tract 413, Kent County, Delaware
DP05_0038PE                                       49.9
DP05_0037PE                                       39.7
state                                               10
county                                             001
tract                                           041300
year                                              2015
Name: 11, dtype: object
NAME           Census Tract 414, Kent County, Delaware
DP05_0038PE                                       37.4
DP05_0037PE                                       47.0
state                                               10
county                                             001
tract                                           041400
year                                              2015
Name: 12, dtype: object
NAME           Census Tract 415, Kent County, Delaware
DP05_0038PE                                       34.9
DP05_0037PE                                       57.1
state                                               10
county                                             001
tract                                           041500
year                                              2015
Name: 13, dtype: object
NAME           Census Tract 416, Kent County, Delaware
DP05_0038PE                                       14.7
DP05_0037PE                                       72.8
state                                               10
county                                             001
tract                                           041600
year                                              2015
Name: 14, dtype: object
NAME           Census Tract 417.01, Kent County, Delaware
DP05_0038PE                                          16.6
DP05_0037PE                                          72.5
state                                                  10
county                                                001
tract                                              041701
year                                                 2015
Name: 15, dtype: object
NAME           Census Tract 417.02, Kent County, Delaware
DP05_0038PE                                          30.1
DP05_0037PE                                          63.5
state                                                  10
county                                                001
tract                                              041702
year                                                 2015
Name: 16, dtype: object
NAME           Census Tract 418.01, Kent County, Delaware
DP05_0038PE                                          28.1
DP05_0037PE                                          61.9
state                                                  10
county                                                001
tract                                              041801
year                                                 2015
Name: 17, dtype: object
NAME           Census Tract 418.02, Kent County, Delaware
DP05_0038PE                                          20.9
DP05_0037PE                                          65.9
state                                                  10
county                                                001
tract                                              041802
year                                                 2015
Name: 18, dtype: object
NAME           Census Tract 419, Kent County, Delaware
DP05_0038PE                                       10.8
DP05_0037PE                                       86.5
state                                               10
county                                             001
tract                                           041900
year                                              2015
Name: 19, dtype: object
NAME           Census Tract 420, Kent County, Delaware
DP05_0038PE                                        3.3
DP05_0037PE                                       90.8
state                                               10
county                                             001
tract                                           042000
year                                              2015
Name: 20, dtype: object
NAME           Census Tract 421, Kent County, Delaware
DP05_0038PE                                        9.6
DP05_0037PE                                       85.8
state                                               10
county                                             001
tract                                           042100
year                                              2015
Name: 21, dtype: object
NAME           Census Tract 422.01, Kent County, Delaware
DP05_0038PE                                          22.1
DP05_0037PE                                          65.9
state                                                  10
county                                                001
tract                                              042201
year                                                 2015
Name: 22, dtype: object
NAME           Census Tract 422.02, Kent County, Delaware
DP05_0038PE                                          14.4
DP05_0037PE                                          76.2
state                                                  10
county                                                001
tract                                              042202
year                                                 2015
Name: 23, dtype: object
NAME           Census Tract 425, Kent County, Delaware
DP05_0038PE                                       43.5
DP05_0037PE                                       47.6
state                                               10
county                                             001
tract                                           042500
year                                              2015
Name: 24, dtype: object
NAME           Census Tract 428, Kent County, Delaware
DP05_0038PE                                       14.7
DP05_0037PE                                       80.5
state                                               10
county                                             001
tract                                           042800
year                                              2015
Name: 25, dtype: object
NAME           Census Tract 429, Kent County, Delaware
DP05_0038PE                                       10.9
DP05_0037PE                                       85.6
state                                               10
county                                             001
tract                                           042900
year                                              2015
Name: 26, dtype: object
NAME           Census Tract 430, Kent County, Delaware
DP05_0038PE                                       19.5
DP05_0037PE                                       72.9
state                                               10
county                                             001
tract                                           043000
year                                              2015
Name: 27, dtype: object
NAME           Census Tract 431, Kent County, Delaware
DP05_0038PE                                        6.3
DP05_0037PE                                       91.3
state                                               10
county                                             001
tract                                           043100
year                                              2015
Name: 28, dtype: object
NAME           Census Tract 432.02, Kent County, Delaware
DP05_0038PE                                           9.1
DP05_0037PE                                          86.9
state                                                  10
county                                                001
tract                                              043202
year                                                 2015
Name: 29, dtype: object
NAME           Census Tract 433, Kent County, Delaware
DP05_0038PE                                       53.7
DP05_0037PE                                       35.5
state                                               10
county                                             001
tract                                           043300
year                                              2015
Name: 30, dtype: object
NAME           Census Tract 434, Kent County, Delaware
DP05_0038PE                                       19.1
DP05_0037PE                                       74.4
state                                               10
county                                             001
tract                                           043400
year                                              2015
Name: 31, dtype: object
NAME           Census Tract 9900, Kent County, Delaware
DP05_0038PE                                -666666666.0
DP05_0037PE                                -666666666.0
state                                                10
county                                              001
tract                                            990000
year                                               2015
Name: 32, dtype: object
NAME           Census Tract 2, New Castle County, Delaware
DP05_0038PE                                           71.4
DP05_0037PE                                           18.2
state                                                   10
county                                                 003
tract                                               000200
year                                                  2015
Name: 0, dtype: object
NAME           Census Tract 3, New Castle County, Delaware
DP05_0038PE                                           75.9
DP05_0037PE                                           16.7
state                                                   10
county                                                 003
tract                                               000300
year                                                  2015
Name: 1, dtype: object
NAME           Census Tract 4, New Castle County, Delaware
DP05_0038PE                                           52.2
DP05_0037PE                                           45.3
state                                                   10
county                                                 003
tract                                               000400
year                                                  2015
Name: 2, dtype: object
NAME           Census Tract 5, New Castle County, Delaware
DP05_0038PE                                           83.0
DP05_0037PE                                           13.3
state                                                   10
county                                                 003
tract                                               000500
year                                                  2015
Name: 3, dtype: object
NAME           Census Tract 6.01, New Castle County, Delaware
DP05_0038PE                                              88.8
DP05_0037PE                                               5.7
state                                                      10
county                                                    003
tract                                                  000601
year                                                     2015
Name: 4, dtype: object
NAME           Census Tract 6.02, New Castle County, Delaware
DP05_0038PE                                              84.3
DP05_0037PE                                              10.2
state                                                      10
county                                                    003
tract                                                  000602
year                                                     2015
Name: 5, dtype: object
NAME           Census Tract 9, New Castle County, Delaware
DP05_0038PE                                           91.9
DP05_0037PE                                            3.0
state                                                   10
county                                                 003
tract                                               000900
year                                                  2015
Name: 6, dtype: object
NAME           Census Tract 11, New Castle County, Delaware
DP05_0038PE                                            18.1
DP05_0037PE                                            76.4
state                                                    10
county                                                  003
tract                                                001100
year                                                   2015
Name: 7, dtype: object
NAME           Census Tract 12, New Castle County, Delaware
DP05_0038PE                                             5.0
DP05_0037PE                                            90.3
state                                                    10
county                                                  003
tract                                                001200
year                                                   2015
Name: 8, dtype: object
NAME           Census Tract 13, New Castle County, Delaware
DP05_0038PE                                             2.0
DP05_0037PE                                            93.8
state                                                    10
county                                                  003
tract                                                001300
year                                                   2015
Name: 9, dtype: object
NAME           Census Tract 14, New Castle County, Delaware
DP05_0038PE                                            28.6
DP05_0037PE                                            66.4
state                                                    10
county                                                  003
tract                                                001400
year                                                   2015
Name: 10, dtype: object
NAME           Census Tract 15, New Castle County, Delaware
DP05_0038PE                                            43.7
DP05_0037PE                                            47.3
state                                                    10
county                                                  003
tract                                                001500
year                                                   2015
Name: 11, dtype: object
NAME           Census Tract 16, New Castle County, Delaware
DP05_0038PE                                            66.9
DP05_0037PE                                            21.9
state                                                    10
county                                                  003
tract                                                001600
year                                                   2015
Name: 12, dtype: object
NAME           Census Tract 19.02, New Castle County, Delaware
DP05_0038PE                                               69.1
DP05_0037PE                                               20.0
state                                                       10
county                                                     003
tract                                                   001902
year                                                      2015
Name: 13, dtype: object
NAME           Census Tract 21, New Castle County, Delaware
DP05_0038PE                                            83.4
DP05_0037PE                                             5.0
state                                                    10
county                                                  003
tract                                                002100
year                                                   2015
Name: 14, dtype: object
NAME           Census Tract 22, New Castle County, Delaware
DP05_0038PE                                            47.1
DP05_0037PE                                            22.2
state                                                    10
county                                                  003
tract                                                002200
year                                                   2015
Name: 15, dtype: object
NAME           Census Tract 23, New Castle County, Delaware
DP05_0038PE                                            57.4
DP05_0037PE                                            26.8
state                                                    10
county                                                  003
tract                                                002300
year                                                   2015
Name: 16, dtype: object
NAME           Census Tract 24, New Castle County, Delaware
DP05_0038PE                                            36.2
DP05_0037PE                                            58.3
state                                                    10
county                                                  003
tract                                                002400
year                                                   2015
Name: 17, dtype: object
NAME           Census Tract 25, New Castle County, Delaware
DP05_0038PE                                            25.3
DP05_0037PE                                            61.9
state                                                    10
county                                                  003
tract                                                002500
year                                                   2015
Name: 18, dtype: object
NAME           Census Tract 26, New Castle County, Delaware
DP05_0038PE                                            45.4
DP05_0037PE                                            28.2
state                                                    10
county                                                  003
tract                                                002600
year                                                   2015
Name: 19, dtype: object
NAME           Census Tract 27, New Castle County, Delaware
DP05_0038PE                                            46.0
DP05_0037PE                                            41.0
state                                                    10
county                                                  003
tract                                                002700
year                                                   2015
Name: 20, dtype: object
NAME           Census Tract 28, New Castle County, Delaware
DP05_0038PE                                            36.9
DP05_0037PE                                            54.8
state                                                    10
county                                                  003
tract                                                002800
year                                                   2015
Name: 21, dtype: object
NAME           Census Tract 29, New Castle County, Delaware
DP05_0038PE                                            92.5
DP05_0037PE                                             4.8
state                                                    10
county                                                  003
tract                                                002900
year                                                   2015
Name: 22, dtype: object
NAME           Census Tract 30.02, New Castle County, Delaware
DP05_0038PE                                               75.6
DP05_0037PE                                               19.6
state                                                       10
county                                                     003
tract                                                   003002
year                                                      2015
Name: 23, dtype: object
NAME           Census Tract 101.01, New Castle County, Delaware
DP05_0038PE                                                41.9
DP05_0037PE                                                39.7
state                                                        10
county                                                      003
tract                                                    010101
year                                                       2015
Name: 24, dtype: object
NAME           Census Tract 101.04, New Castle County, Delaware
DP05_0038PE                                                33.0
DP05_0037PE                                                58.5
state                                                        10
county                                                      003
tract                                                    010104
year                                                       2015
Name: 25, dtype: object
NAME           Census Tract 102, New Castle County, Delaware
DP05_0038PE                                             20.2
DP05_0037PE                                             72.0
state                                                     10
county                                                   003
tract                                                 010200
year                                                    2015
Name: 26, dtype: object
NAME           Census Tract 103, New Castle County, Delaware
DP05_0038PE                                             24.6
DP05_0037PE                                             65.2
state                                                     10
county                                                   003
tract                                                 010300
year                                                    2015
Name: 27, dtype: object
NAME           Census Tract 104, New Castle County, Delaware
DP05_0038PE                                             11.0
DP05_0037PE                                             81.5
state                                                     10
county                                                   003
tract                                                 010400
year                                                    2015
Name: 28, dtype: object
NAME           Census Tract 105.02, New Castle County, Delaware
DP05_0038PE                                                14.0
DP05_0037PE                                                80.0
state                                                        10
county                                                      003
tract                                                    010502
year                                                       2015
Name: 29, dtype: object
NAME           Census Tract 107.02, New Castle County, Delaware
DP05_0038PE                                                30.7
DP05_0037PE                                                57.3
state                                                        10
county                                                      003
tract                                                    010702
year                                                       2015
Name: 30, dtype: object
NAME           Census Tract 108, New Castle County, Delaware
DP05_0038PE                                              8.2
DP05_0037PE                                             82.6
state                                                     10
county                                                   003
tract                                                 010800
year                                                    2015
Name: 31, dtype: object
NAME           Census Tract 109, New Castle County, Delaware
DP05_0038PE                                              1.5
DP05_0037PE                                             95.8
state                                                     10
county                                                   003
tract                                                 010900
year                                                    2015
Name: 32, dtype: object
NAME           Census Tract 110, New Castle County, Delaware
DP05_0038PE                                              7.0
DP05_0037PE                                             87.0
state                                                     10
county                                                   003
tract                                                 011000
year                                                    2015
Name: 33, dtype: object
NAME           Census Tract 111, New Castle County, Delaware
DP05_0038PE                                              6.6
DP05_0037PE                                             90.0
state                                                     10
county                                                   003
tract                                                 011100
year                                                    2015
Name: 34, dtype: object
NAME           Census Tract 112.01, New Castle County, Delaware
DP05_0038PE                                                 3.0
DP05_0037PE                                                73.6
state                                                        10
county                                                      003
tract                                                    011201
year                                                       2015
Name: 35, dtype: object
NAME           Census Tract 112.02, New Castle County, Delaware
DP05_0038PE                                                 3.2
DP05_0037PE                                                78.2
state                                                        10
county                                                      003
tract                                                    011202
year                                                       2015
Name: 36, dtype: object
NAME           Census Tract 112.03, New Castle County, Delaware
DP05_0038PE                                                21.4
DP05_0037PE                                                62.9
state                                                        10
county                                                      003
tract                                                    011203
year                                                       2015
Name: 37, dtype: object
NAME           Census Tract 112.04, New Castle County, Delaware
DP05_0038PE                                                 7.6
DP05_0037PE                                                87.2
state                                                        10
county                                                      003
tract                                                    011204
year                                                       2015
Name: 38, dtype: object
NAME           Census Tract 112.05, New Castle County, Delaware
DP05_0038PE                                                 6.3
DP05_0037PE                                                90.1
state                                                        10
county                                                      003
tract                                                    011205
year                                                       2015
Name: 39, dtype: object
NAME           Census Tract 112.06, New Castle County, Delaware
DP05_0038PE                                                 6.6
DP05_0037PE                                                86.7
state                                                        10
county                                                      003
tract                                                    011206
year                                                       2015
Name: 40, dtype: object
NAME           Census Tract 113, New Castle County, Delaware
DP05_0038PE                                              4.2
DP05_0037PE                                             90.3
state                                                     10
county                                                   003
tract                                                 011300
year                                                    2015
Name: 41, dtype: object
NAME           Census Tract 114, New Castle County, Delaware
DP05_0038PE                                              5.2
DP05_0037PE                                             86.8
state                                                     10
county                                                   003
tract                                                 011400
year                                                    2015
Name: 42, dtype: object
NAME           Census Tract 115, New Castle County, Delaware
DP05_0038PE                                              2.3
DP05_0037PE                                             80.7
state                                                     10
county                                                   003
tract                                                 011500
year                                                    2015
Name: 43, dtype: object
NAME           Census Tract 116, New Castle County, Delaware
DP05_0038PE                                              4.3
DP05_0037PE                                             84.5
state                                                     10
county                                                   003
tract                                                 011600
year                                                    2015
Name: 44, dtype: object
NAME           Census Tract 117, New Castle County, Delaware
DP05_0038PE                                              0.7
DP05_0037PE                                             95.3
state                                                     10
county                                                   003
tract                                                 011700
year                                                    2015
Name: 45, dtype: object
NAME           Census Tract 118, New Castle County, Delaware
DP05_0038PE                                              0.6
DP05_0037PE                                             90.0
state                                                     10
county                                                   003
tract                                                 011800
year                                                    2015
Name: 46, dtype: object
NAME           Census Tract 119, New Castle County, Delaware
DP05_0038PE                                              2.5
DP05_0037PE                                             81.2
state                                                     10
county                                                   003
tract                                                 011900
year                                                    2015
Name: 47, dtype: object
NAME           Census Tract 120, New Castle County, Delaware
DP05_0038PE                                             12.9
DP05_0037PE                                             82.0
state                                                     10
county                                                   003
tract                                                 012000
year                                                    2015
Name: 48, dtype: object
NAME           Census Tract 121, New Castle County, Delaware
DP05_0038PE                                              8.8
DP05_0037PE                                             86.5
state                                                     10
county                                                   003
tract                                                 012100
year                                                    2015
Name: 49, dtype: object
NAME           Census Tract 122, New Castle County, Delaware
DP05_0038PE                                             13.6
DP05_0037PE                                             81.9
state                                                     10
county                                                   003
tract                                                 012200
year                                                    2015
Name: 50, dtype: object
NAME           Census Tract 123, New Castle County, Delaware
DP05_0038PE                                              7.7
DP05_0037PE                                             80.6
state                                                     10
county                                                   003
tract                                                 012300
year                                                    2015
Name: 51, dtype: object
NAME           Census Tract 124, New Castle County, Delaware
DP05_0038PE                                              5.1
DP05_0037PE                                             89.0
state                                                     10
county                                                   003
tract                                                 012400
year                                                    2015
Name: 52, dtype: object
NAME           Census Tract 125, New Castle County, Delaware
DP05_0038PE                                             15.9
DP05_0037PE                                             77.8
state                                                     10
county                                                   003
tract                                                 012500
year                                                    2015
Name: 53, dtype: object
NAME           Census Tract 126, New Castle County, Delaware
DP05_0038PE                                              4.5
DP05_0037PE                                             92.5
state                                                     10
county                                                   003
tract                                                 012600
year                                                    2015
Name: 54, dtype: object
NAME           Census Tract 127, New Castle County, Delaware
DP05_0038PE                                             14.8
DP05_0037PE                                             79.2
state                                                     10
county                                                   003
tract                                                 012700
year                                                    2015
Name: 55, dtype: object
NAME           Census Tract 129, New Castle County, Delaware
DP05_0038PE                                             28.1
DP05_0037PE                                             60.3
state                                                     10
county                                                   003
tract                                                 012900
year                                                    2015
Name: 56, dtype: object
NAME           Census Tract 130, New Castle County, Delaware
DP05_0038PE                                              5.2
DP05_0037PE                                             90.3
state                                                     10
county                                                   003
tract                                                 013000
year                                                    2015
Name: 57, dtype: object
NAME           Census Tract 131, New Castle County, Delaware
DP05_0038PE                                              2.4
DP05_0037PE                                             86.9
state                                                     10
county                                                   003
tract                                                 013100
year                                                    2015
Name: 58, dtype: object
NAME           Census Tract 132, New Castle County, Delaware
DP05_0038PE                                             10.5
DP05_0037PE                                             68.8
state                                                     10
county                                                   003
tract                                                 013200
year                                                    2015
Name: 59, dtype: object
NAME           Census Tract 133, New Castle County, Delaware
DP05_0038PE                                              3.4
DP05_0037PE                                             90.4
state                                                     10
county                                                   003
tract                                                 013300
year                                                    2015
Name: 60, dtype: object
NAME           Census Tract 134, New Castle County, Delaware
DP05_0038PE                                              6.2
DP05_0037PE                                             82.7
state                                                     10
county                                                   003
tract                                                 013400
year                                                    2015
Name: 61, dtype: object
NAME           Census Tract 135.01, New Castle County, Delaware
DP05_0038PE                                                 4.3
DP05_0037PE                                                85.6
state                                                        10
county                                                      003
tract                                                    013501
year                                                       2015
Name: 62, dtype: object
NAME           Census Tract 135.03, New Castle County, Delaware
DP05_0038PE                                                 1.2
DP05_0037PE                                                86.8
state                                                        10
county                                                      003
tract                                                    013503
year                                                       2015
Name: 63, dtype: object
NAME           Census Tract 135.05, New Castle County, Delaware
DP05_0038PE                                                 5.1
DP05_0037PE                                                84.3
state                                                        10
county                                                      003
tract                                                    013505
year                                                       2015
Name: 64, dtype: object
NAME           Census Tract 135.06, New Castle County, Delaware
DP05_0038PE                                                 3.4
DP05_0037PE                                                86.1
state                                                        10
county                                                      003
tract                                                    013506
year                                                       2015
Name: 65, dtype: object
NAME           Census Tract 136.04, New Castle County, Delaware
DP05_0038PE                                                 3.8
DP05_0037PE                                                87.9
state                                                        10
county                                                      003
tract                                                    013604
year                                                       2015
Name: 66, dtype: object
NAME           Census Tract 136.07, New Castle County, Delaware
DP05_0038PE                                                10.8
DP05_0037PE                                                75.3
state                                                        10
county                                                      003
tract                                                    013607
year                                                       2015
Name: 67, dtype: object
NAME           Census Tract 136.08, New Castle County, Delaware
DP05_0038PE                                                12.0
DP05_0037PE                                                78.3
state                                                        10
county                                                      003
tract                                                    013608
year                                                       2015
Name: 68, dtype: object
NAME           Census Tract 136.10, New Castle County, Delaware
DP05_0038PE                                                 5.3
DP05_0037PE                                                83.2
state                                                        10
county                                                      003
tract                                                    013610
year                                                       2015
Name: 69, dtype: object
NAME           Census Tract 136.11, New Castle County, Delaware
DP05_0038PE                                                13.8
DP05_0037PE                                                72.1
state                                                        10
county                                                      003
tract                                                    013611
year                                                       2015
Name: 70, dtype: object
NAME           Census Tract 136.12, New Castle County, Delaware
DP05_0038PE                                                 6.2
DP05_0037PE                                                77.2
state                                                        10
county                                                      003
tract                                                    013612
year                                                       2015
Name: 71, dtype: object
NAME           Census Tract 136.13, New Castle County, Delaware
DP05_0038PE                                                15.5
DP05_0037PE                                                72.8
state                                                        10
county                                                      003
tract                                                    013613
year                                                       2015
Name: 72, dtype: object
NAME           Census Tract 136.14, New Castle County, Delaware
DP05_0038PE                                                 5.1
DP05_0037PE                                                88.3
state                                                        10
county                                                      003
tract                                                    013614
year                                                       2015
Name: 73, dtype: object
NAME           Census Tract 136.15, New Castle County, Delaware
DP05_0038PE                                                 3.2
DP05_0037PE                                                86.6
state                                                        10
county                                                      003
tract                                                    013615
year                                                       2015
Name: 74, dtype: object
NAME           Census Tract 137, New Castle County, Delaware
DP05_0038PE                                             15.1
DP05_0037PE                                             71.6
state                                                     10
county                                                   003
tract                                                 013700
year                                                    2015
Name: 75, dtype: object
NAME           Census Tract 138, New Castle County, Delaware
DP05_0038PE                                             14.6
DP05_0037PE                                             68.5
state                                                     10
county                                                   003
tract                                                 013800
year                                                    2015
Name: 76, dtype: object
NAME           Census Tract 139.01, New Castle County, Delaware
DP05_0038PE                                                17.7
DP05_0037PE                                                70.8
state                                                        10
county                                                      003
tract                                                    013901
year                                                       2015
Name: 77, dtype: object
NAME           Census Tract 139.03, New Castle County, Delaware
DP05_0038PE                                                23.5
DP05_0037PE                                                66.1
state                                                        10
county                                                      003
tract                                                    013903
year                                                       2015
Name: 78, dtype: object
NAME           Census Tract 139.04, New Castle County, Delaware
DP05_0038PE                                                25.7
DP05_0037PE                                                55.4
state                                                        10
county                                                      003
tract                                                    013904
year                                                       2015
Name: 79, dtype: object
NAME           Census Tract 140, New Castle County, Delaware
DP05_0038PE                                             28.3
DP05_0037PE                                             54.7
state                                                     10
county                                                   003
tract                                                 014000
year                                                    2015
Name: 80, dtype: object
NAME           Census Tract 141, New Castle County, Delaware
DP05_0038PE                                             29.5
DP05_0037PE                                             59.9
state                                                     10
county                                                   003
tract                                                 014100
year                                                    2015
Name: 81, dtype: object
NAME           Census Tract 142, New Castle County, Delaware
DP05_0038PE                                              8.7
DP05_0037PE                                             77.8
state                                                     10
county                                                   003
tract                                                 014200
year                                                    2015
Name: 82, dtype: object
NAME           Census Tract 143, New Castle County, Delaware
DP05_0038PE                                              8.7
DP05_0037PE                                             81.8
state                                                     10
county                                                   003
tract                                                 014300
year                                                    2015
Name: 83, dtype: object
NAME           Census Tract 144.02, New Castle County, Delaware
DP05_0038PE                                                 2.3
DP05_0037PE                                                82.2
state                                                        10
county                                                      003
tract                                                    014402
year                                                       2015
Name: 84, dtype: object
NAME           Census Tract 144.03, New Castle County, Delaware
DP05_0038PE                                                16.9
DP05_0037PE                                                73.7
state                                                        10
county                                                      003
tract                                                    014403
year                                                       2015
Name: 85, dtype: object
NAME           Census Tract 144.04, New Castle County, Delaware
DP05_0038PE                                                 6.3
DP05_0037PE                                                84.5
state                                                        10
county                                                      003
tract                                                    014404
year                                                       2015
Name: 86, dtype: object
NAME           Census Tract 145.01, New Castle County, Delaware
DP05_0038PE                                                 3.0
DP05_0037PE                                                88.7
state                                                        10
county                                                      003
tract                                                    014501
year                                                       2015
Name: 87, dtype: object
NAME           Census Tract 145.02, New Castle County, Delaware
DP05_0038PE                                                 7.5
DP05_0037PE                                                86.1
state                                                        10
county                                                      003
tract                                                    014502
year                                                       2015
Name: 88, dtype: object
NAME           Census Tract 147.02, New Castle County, Delaware
DP05_0038PE                                                 7.4
DP05_0037PE                                                86.8
state                                                        10
county                                                      003
tract                                                    014702
year                                                       2015
Name: 89, dtype: object
NAME           Census Tract 147.03, New Castle County, Delaware
DP05_0038PE                                                17.0
DP05_0037PE                                                65.5
state                                                        10
county                                                      003
tract                                                    014703
year                                                       2015
Name: 90, dtype: object
NAME           Census Tract 147.05, New Castle County, Delaware
DP05_0038PE                                                24.1
DP05_0037PE                                                69.9
state                                                        10
county                                                      003
tract                                                    014705
year                                                       2015
Name: 91, dtype: object
NAME           Census Tract 147.06, New Castle County, Delaware
DP05_0038PE                                                38.3
DP05_0037PE                                                44.9
state                                                        10
county                                                      003
tract                                                    014706
year                                                       2015
Name: 92, dtype: object
NAME           Census Tract 148.03, New Castle County, Delaware
DP05_0038PE                                                13.6
DP05_0037PE                                                75.1
state                                                        10
county                                                      003
tract                                                    014803
year                                                       2015
Name: 93, dtype: object
NAME           Census Tract 148.05, New Castle County, Delaware
DP05_0038PE                                                19.9
DP05_0037PE                                                65.4
state                                                        10
county                                                      003
tract                                                    014805
year                                                       2015
Name: 94, dtype: object
NAME           Census Tract 148.07, New Castle County, Delaware
DP05_0038PE                                                17.4
DP05_0037PE                                                66.8
state                                                        10
county                                                      003
tract                                                    014807
year                                                       2015
Name: 95, dtype: object
NAME           Census Tract 148.08, New Castle County, Delaware
DP05_0038PE                                                27.6
DP05_0037PE                                                56.8
state                                                        10
county                                                      003
tract                                                    014808
year                                                       2015
Name: 96, dtype: object
NAME           Census Tract 148.09, New Castle County, Delaware
DP05_0038PE                                                23.7
DP05_0037PE                                                67.8
state                                                        10
county                                                      003
tract                                                    014809
year                                                       2015
Name: 97, dtype: object
NAME           Census Tract 148.10, New Castle County, Delaware
DP05_0038PE                                                22.9
DP05_0037PE                                                69.5
state                                                        10
county                                                      003
tract                                                    014810
year                                                       2015
Name: 98, dtype: object
NAME           Census Tract 149.03, New Castle County, Delaware
DP05_0038PE                                                43.2
DP05_0037PE                                                44.8
state                                                        10
county                                                      003
tract                                                    014903
year                                                       2015
Name: 99, dtype: object
NAME           Census Tract 149.04, New Castle County, Delaware
DP05_0038PE                                                28.8
DP05_0037PE                                                54.1
state                                                        10
county                                                      003
tract                                                    014904
year                                                       2015
Name: 100, dtype: object
NAME           Census Tract 149.06, New Castle County, Delaware
DP05_0038PE                                                41.3
DP05_0037PE                                                40.6
state                                                        10
county                                                      003
tract                                                    014906
year                                                       2015
Name: 101, dtype: object
NAME           Census Tract 149.07, New Castle County, Delaware
DP05_0038PE                                                39.7
DP05_0037PE                                                47.6
state                                                        10
county                                                      003
tract                                                    014907
year                                                       2015
Name: 102, dtype: object
NAME           Census Tract 149.08, New Castle County, Delaware
DP05_0038PE                                                60.5
DP05_0037PE                                                29.0
state                                                        10
county                                                      003
tract                                                    014908
year                                                       2015
Name: 103, dtype: object
NAME           Census Tract 149.09, New Castle County, Delaware
DP05_0038PE                                                54.0
DP05_0037PE                                                40.3
state                                                        10
county                                                      003
tract                                                    014909
year                                                       2015
Name: 104, dtype: object
NAME           Census Tract 150, New Castle County, Delaware
DP05_0038PE                                             33.9
DP05_0037PE                                             59.5
state                                                     10
county                                                   003
tract                                                 015000
year                                                    2015
Name: 105, dtype: object
NAME           Census Tract 151, New Castle County, Delaware
DP05_0038PE                                             17.3
DP05_0037PE                                             75.8
state                                                     10
county                                                   003
tract                                                 015100
year                                                    2015
Name: 106, dtype: object
NAME           Census Tract 152, New Castle County, Delaware
DP05_0038PE                                             25.9
DP05_0037PE                                             63.0
state                                                     10
county                                                   003
tract                                                 015200
year                                                    2015
Name: 107, dtype: object
NAME           Census Tract 154, New Castle County, Delaware
DP05_0038PE                                             90.9
DP05_0037PE                                              2.7
state                                                     10
county                                                   003
tract                                                 015400
year                                                    2015
Name: 108, dtype: object
NAME           Census Tract 155.02, New Castle County, Delaware
DP05_0038PE                                                63.5
DP05_0037PE                                                27.3
state                                                        10
county                                                      003
tract                                                    015502
year                                                       2015
Name: 109, dtype: object
NAME           Census Tract 156, New Castle County, Delaware
DP05_0038PE                                             50.4
DP05_0037PE                                             36.5
state                                                     10
county                                                   003
tract                                                 015600
year                                                    2015
Name: 110, dtype: object
NAME           Census Tract 158.02, New Castle County, Delaware
DP05_0038PE                                                18.5
DP05_0037PE                                                62.3
state                                                        10
county                                                      003
tract                                                    015802
year                                                       2015
Name: 111, dtype: object
NAME           Census Tract 159, New Castle County, Delaware
DP05_0038PE                                             30.2
DP05_0037PE                                             59.1
state                                                     10
county                                                   003
tract                                                 015900
year                                                    2015
Name: 112, dtype: object
NAME           Census Tract 160, New Castle County, Delaware
DP05_0038PE                                             43.4
DP05_0037PE                                             38.7
state                                                     10
county                                                   003
tract                                                 016000
year                                                    2015
Name: 113, dtype: object
NAME           Census Tract 161, New Castle County, Delaware
DP05_0038PE                                             23.8
DP05_0037PE                                             67.3
state                                                     10
county                                                   003
tract                                                 016100
year                                                    2015
Name: 114, dtype: object
NAME           Census Tract 162, New Castle County, Delaware
DP05_0038PE                                              9.2
DP05_0037PE                                             78.8
state                                                     10
county                                                   003
tract                                                 016200
year                                                    2015
Name: 115, dtype: object
NAME           Census Tract 163.01, New Castle County, Delaware
DP05_0038PE                                                21.6
DP05_0037PE                                                62.8
state                                                        10
county                                                      003
tract                                                    016301
year                                                       2015
Name: 116, dtype: object
NAME           Census Tract 163.02, New Castle County, Delaware
DP05_0038PE                                                43.1
DP05_0037PE                                                39.9
state                                                        10
county                                                      003
tract                                                    016302
year                                                       2015
Name: 117, dtype: object
NAME           Census Tract 163.05, New Castle County, Delaware
DP05_0038PE                                                53.5
DP05_0037PE                                                35.6
state                                                        10
county                                                      003
tract                                                    016305
year                                                       2015
Name: 118, dtype: object
NAME           Census Tract 164.01, New Castle County, Delaware
DP05_0038PE                                                24.1
DP05_0037PE                                                61.0
state                                                        10
county                                                      003
tract                                                    016401
year                                                       2015
Name: 119, dtype: object
NAME           Census Tract 164.04, New Castle County, Delaware
DP05_0038PE                                                15.0
DP05_0037PE                                                79.6
state                                                        10
county                                                      003
tract                                                    016404
year                                                       2015
Name: 120, dtype: object
NAME           Census Tract 166.01, New Castle County, Delaware
DP05_0038PE                                                18.4
DP05_0037PE                                                77.0
state                                                        10
county                                                      003
tract                                                    016601
year                                                       2015
Name: 121, dtype: object
NAME           Census Tract 166.02, New Castle County, Delaware
DP05_0038PE                                                13.9
DP05_0037PE                                                80.2
state                                                        10
county                                                      003
tract                                                    016602
year                                                       2015
Name: 122, dtype: object
NAME           Census Tract 166.04, New Castle County, Delaware
DP05_0038PE                                                26.8
DP05_0037PE                                                65.5
state                                                        10
county                                                      003
tract                                                    016604
year                                                       2015
Name: 123, dtype: object
NAME           Census Tract 166.08, New Castle County, Delaware
DP05_0038PE                                                 6.7
DP05_0037PE                                                88.3
state                                                        10
county                                                      003
tract                                                    016608
year                                                       2015
Name: 124, dtype: object
NAME           Census Tract 168.01, New Castle County, Delaware
DP05_0038PE                                                18.2
DP05_0037PE                                                77.4
state                                                        10
county                                                      003
tract                                                    016801
year                                                       2015
Name: 125, dtype: object
NAME           Census Tract 168.04, New Castle County, Delaware
DP05_0038PE                                                19.5
DP05_0037PE                                                77.6
state                                                        10
county                                                      003
tract                                                    016804
year                                                       2015
Name: 126, dtype: object
NAME           Census Tract 169.01, New Castle County, Delaware
DP05_0038PE                                                 3.8
DP05_0037PE                                                94.9
state                                                        10
county                                                      003
tract                                                    016901
year                                                       2015
Name: 127, dtype: object
NAME           Census Tract 169.04, New Castle County, Delaware
DP05_0038PE                                                41.8
DP05_0037PE                                                54.6
state                                                        10
county                                                      003
tract                                                    016904
year                                                       2015
Name: 128, dtype: object
NAME           Census Tract 9801, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  980100
year                                                     2015
Name: 129, dtype: object
NAME           Census Tract 9901, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  990100
year                                                     2015
Name: 130, dtype: object
NAME           Census Tract 501.03, Sussex County, Delaware
DP05_0038PE                                             5.0
DP05_0037PE                                            88.5
state                                                    10
county                                                  005
tract                                                050103
year                                                   2015
Name: 0, dtype: object
NAME           Census Tract 501.04, Sussex County, Delaware
DP05_0038PE                                            20.7
DP05_0037PE                                            71.8
state                                                    10
county                                                  005
tract                                                050104
year                                                   2015
Name: 1, dtype: object
NAME           Census Tract 501.05, Sussex County, Delaware
DP05_0038PE                                            23.2
DP05_0037PE                                            69.8
state                                                    10
county                                                  005
tract                                                050105
year                                                   2015
Name: 2, dtype: object
NAME           Census Tract 502, Sussex County, Delaware
DP05_0038PE                                         22.5
DP05_0037PE                                         75.3
state                                                 10
county                                               005
tract                                             050200
year                                                2015
Name: 3, dtype: object
NAME           Census Tract 503.01, Sussex County, Delaware
DP05_0038PE                                            22.7
DP05_0037PE                                            72.7
state                                                    10
county                                                  005
tract                                                050301
year                                                   2015
Name: 4, dtype: object
NAME           Census Tract 503.02, Sussex County, Delaware
DP05_0038PE                                            14.6
DP05_0037PE                                            79.8
state                                                    10
county                                                  005
tract                                                050302
year                                                   2015
Name: 5, dtype: object
NAME           Census Tract 504.01, Sussex County, Delaware
DP05_0038PE                                            15.7
DP05_0037PE                                            83.0
state                                                    10
county                                                  005
tract                                                050401
year                                                   2015
Name: 6, dtype: object
NAME           Census Tract 504.03, Sussex County, Delaware
DP05_0038PE                                            18.5
DP05_0037PE                                            73.2
state                                                    10
county                                                  005
tract                                                050403
year                                                   2015
Name: 7, dtype: object
NAME           Census Tract 504.05, Sussex County, Delaware
DP05_0038PE                                             8.5
DP05_0037PE                                            86.5
state                                                    10
county                                                  005
tract                                                050405
year                                                   2015
Name: 8, dtype: object
NAME           Census Tract 504.06, Sussex County, Delaware
DP05_0038PE                                            47.0
DP05_0037PE                                            49.3
state                                                    10
county                                                  005
tract                                                050406
year                                                   2015
Name: 9, dtype: object
NAME           Census Tract 504.07, Sussex County, Delaware
DP05_0038PE                                            28.1
DP05_0037PE                                            65.4
state                                                    10
county                                                  005
tract                                                050407
year                                                   2015
Name: 10, dtype: object
NAME           Census Tract 504.08, Sussex County, Delaware
DP05_0038PE                                            16.0
DP05_0037PE                                            76.5
state                                                    10
county                                                  005
tract                                                050408
year                                                   2015
Name: 11, dtype: object
NAME           Census Tract 505.01, Sussex County, Delaware
DP05_0038PE                                            13.0
DP05_0037PE                                            76.3
state                                                    10
county                                                  005
tract                                                050501
year                                                   2015
Name: 12, dtype: object
NAME           Census Tract 505.03, Sussex County, Delaware
DP05_0038PE                                            12.4
DP05_0037PE                                            65.2
state                                                    10
county                                                  005
tract                                                050503
year                                                   2015
Name: 13, dtype: object
NAME           Census Tract 505.04, Sussex County, Delaware
DP05_0038PE                                            18.1
DP05_0037PE                                            76.8
state                                                    10
county                                                  005
tract                                                050504
year                                                   2015
Name: 14, dtype: object
NAME           Census Tract 506.01, Sussex County, Delaware
DP05_0038PE                                            12.3
DP05_0037PE                                            83.8
state                                                    10
county                                                  005
tract                                                050601
year                                                   2015
Name: 15, dtype: object
NAME           Census Tract 506.02, Sussex County, Delaware
DP05_0038PE                                            16.4
DP05_0037PE                                            75.1
state                                                    10
county                                                  005
tract                                                050602
year                                                   2015
Name: 16, dtype: object
NAME           Census Tract 507.01, Sussex County, Delaware
DP05_0038PE                                            21.7
DP05_0037PE                                            70.2
state                                                    10
county                                                  005
tract                                                050701
year                                                   2015
Name: 17, dtype: object
NAME           Census Tract 507.03, Sussex County, Delaware
DP05_0038PE                                            11.8
DP05_0037PE                                            76.5
state                                                    10
county                                                  005
tract                                                050703
year                                                   2015
Name: 18, dtype: object
NAME           Census Tract 507.04, Sussex County, Delaware
DP05_0038PE                                             9.7
DP05_0037PE                                            86.5
state                                                    10
county                                                  005
tract                                                050704
year                                                   2015
Name: 19, dtype: object
NAME           Census Tract 507.05, Sussex County, Delaware
DP05_0038PE                                             2.3
DP05_0037PE                                            86.9
state                                                    10
county                                                  005
tract                                                050705
year                                                   2015
Name: 20, dtype: object
NAME           Census Tract 507.06, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            97.1
state                                                    10
county                                                  005
tract                                                050706
year                                                   2015
Name: 21, dtype: object
NAME           Census Tract 508.01, Sussex County, Delaware
DP05_0038PE                                            15.0
DP05_0037PE                                            82.0
state                                                    10
county                                                  005
tract                                                050801
year                                                   2015
Name: 22, dtype: object
NAME           Census Tract 508.02, Sussex County, Delaware
DP05_0038PE                                             9.4
DP05_0037PE                                            87.4
state                                                    10
county                                                  005
tract                                                050802
year                                                   2015
Name: 23, dtype: object
NAME           Census Tract 508.03, Sussex County, Delaware
DP05_0038PE                                             8.1
DP05_0037PE                                            87.2
state                                                    10
county                                                  005
tract                                                050803
year                                                   2015
Name: 24, dtype: object
NAME           Census Tract 509.01, Sussex County, Delaware
DP05_0038PE                                             1.5
DP05_0037PE                                            92.7
state                                                    10
county                                                  005
tract                                                050901
year                                                   2015
Name: 25, dtype: object
NAME           Census Tract 509.02, Sussex County, Delaware
DP05_0038PE                                             5.4
DP05_0037PE                                            88.7
state                                                    10
county                                                  005
tract                                                050902
year                                                   2015
Name: 26, dtype: object
NAME           Census Tract 510.03, Sussex County, Delaware
DP05_0038PE                                            10.5
DP05_0037PE                                            84.3
state                                                    10
county                                                  005
tract                                                051003
year                                                   2015
Name: 27, dtype: object
NAME           Census Tract 510.04, Sussex County, Delaware
DP05_0038PE                                             8.7
DP05_0037PE                                            85.3
state                                                    10
county                                                  005
tract                                                051004
year                                                   2015
Name: 28, dtype: object
NAME           Census Tract 510.05, Sussex County, Delaware
DP05_0038PE                                             3.1
DP05_0037PE                                            92.2
state                                                    10
county                                                  005
tract                                                051005
year                                                   2015
Name: 29, dtype: object
NAME           Census Tract 510.06, Sussex County, Delaware
DP05_0038PE                                             0.7
DP05_0037PE                                            96.1
state                                                    10
county                                                  005
tract                                                051006
year                                                   2015
Name: 30, dtype: object
NAME           Census Tract 510.07, Sussex County, Delaware
DP05_0038PE                                             1.3
DP05_0037PE                                            95.8
state                                                    10
county                                                  005
tract                                                051007
year                                                   2015
Name: 31, dtype: object
NAME           Census Tract 511.01, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                           100.0
state                                                    10
county                                                  005
tract                                                051101
year                                                   2015
Name: 32, dtype: object
NAME           Census Tract 511.02, Sussex County, Delaware
DP05_0038PE                                             0.7
DP05_0037PE                                            97.3
state                                                    10
county                                                  005
tract                                                051102
year                                                   2015
Name: 33, dtype: object
NAME           Census Tract 511.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            98.7
state                                                    10
county                                                  005
tract                                                051103
year                                                   2015
Name: 34, dtype: object
NAME           Census Tract 512.01, Sussex County, Delaware
DP05_0038PE                                             1.1
DP05_0037PE                                            97.0
state                                                    10
county                                                  005
tract                                                051201
year                                                   2015
Name: 35, dtype: object
NAME           Census Tract 512.02, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.6
state                                                    10
county                                                  005
tract                                                051202
year                                                   2015
Name: 36, dtype: object
NAME           Census Tract 512.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            97.0
state                                                    10
county                                                  005
tract                                                051203
year                                                   2015
Name: 37, dtype: object
NAME           Census Tract 512.04, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.7
state                                                    10
county                                                  005
tract                                                051204
year                                                   2015
Name: 38, dtype: object
NAME           Census Tract 512.05, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.3
state                                                    10
county                                                  005
tract                                                051205
year                                                   2015
Name: 39, dtype: object
NAME           Census Tract 513.01, Sussex County, Delaware
DP05_0038PE                                             0.5
DP05_0037PE                                            96.0
state                                                    10
county                                                  005
tract                                                051301
year                                                   2015
Name: 40, dtype: object
NAME           Census Tract 513.02, Sussex County, Delaware
DP05_0038PE                                             6.5
DP05_0037PE                                            92.9
state                                                    10
county                                                  005
tract                                                051302
year                                                   2015
Name: 41, dtype: object
NAME           Census Tract 513.03, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            94.3
state                                                    10
county                                                  005
tract                                                051303
year                                                   2015
Name: 42, dtype: object
NAME           Census Tract 513.05, Sussex County, Delaware
DP05_0038PE                                             1.9
DP05_0037PE                                            95.8
state                                                    10
county                                                  005
tract                                                051305
year                                                   2015
Name: 43, dtype: object
NAME           Census Tract 513.06, Sussex County, Delaware
DP05_0038PE                                             3.3
DP05_0037PE                                            92.4
state                                                    10
county                                                  005
tract                                                051306
year                                                   2015
Name: 44, dtype: object
NAME           Census Tract 514, Sussex County, Delaware
DP05_0038PE                                         12.9
DP05_0037PE                                         74.9
state                                                 10
county                                               005
tract                                             051400
year                                                2015
Name: 45, dtype: object
NAME           Census Tract 515, Sussex County, Delaware
DP05_0038PE                                         17.3
DP05_0037PE                                         76.6
state                                                 10
county                                               005
tract                                             051500
year                                                2015
Name: 46, dtype: object
NAME           Census Tract 517.01, Sussex County, Delaware
DP05_0038PE                                             6.3
DP05_0037PE                                            91.7
state                                                    10
county                                                  005
tract                                                051701
year                                                   2015
Name: 47, dtype: object
NAME           Census Tract 517.02, Sussex County, Delaware
DP05_0038PE                                             5.9
DP05_0037PE                                            89.8
state                                                    10
county                                                  005
tract                                                051702
year                                                   2015
Name: 48, dtype: object
NAME           Census Tract 518.01, Sussex County, Delaware
DP05_0038PE                                            13.1
DP05_0037PE                                            85.1
state                                                    10
county                                                  005
tract                                                051801
year                                                   2015
Name: 49, dtype: object
NAME           Census Tract 518.02, Sussex County, Delaware
DP05_0038PE                                            37.0
DP05_0037PE                                            51.0
state                                                    10
county                                                  005
tract                                                051802
year                                                   2015
Name: 50, dtype: object
NAME           Census Tract 519, Sussex County, Delaware
DP05_0038PE                                         10.5
DP05_0037PE                                         84.0
state                                                 10
county                                               005
tract                                             051900
year                                                2015
Name: 51, dtype: object
NAME           Census Tract 9900, Sussex County, Delaware
DP05_0038PE                                  -666666666.0
DP05_0037PE                                  -666666666.0
state                                                  10
county                                                005
tract                                              990000
year                                                 2015
Name: 52, dtype: object
NAME           Census Tract 501.01, Sussex County, Delaware
DP05_0038PE                                            16.3
DP05_0037PE                                            78.0
state                                                    10
county                                                  005
tract                                                050101
year                                                   2015
Name: 53, dtype: object
NAME           Census Tract 401, Kent County, Delaware
DP05_0038PE                                        7.5
DP05_0037PE                                       88.8
state                                               10
county                                             001
tract                                           040100
year                                              2016
Name: 0, dtype: object
NAME           Census Tract 402.01, Kent County, Delaware
DP05_0038PE                                          20.9
DP05_0037PE                                          70.8
state                                                  10
county                                                001
tract                                              040201
year                                                 2016
Name: 1, dtype: object
NAME           Census Tract 402.02, Kent County, Delaware
DP05_0038PE                                          27.8
DP05_0037PE                                          65.6
state                                                  10
county                                                001
tract                                              040202
year                                                 2016
Name: 2, dtype: object
NAME           Census Tract 402.03, Kent County, Delaware
DP05_0038PE                                          35.9
DP05_0037PE                                          62.9
state                                                  10
county                                                001
tract                                              040203
year                                                 2016
Name: 3, dtype: object
NAME           Census Tract 405.01, Kent County, Delaware
DP05_0038PE                                          37.2
DP05_0037PE                                          53.1
state                                                  10
county                                                001
tract                                              040501
year                                                 2016
Name: 4, dtype: object
NAME           Census Tract 405.02, Kent County, Delaware
DP05_0038PE                                          22.1
DP05_0037PE                                          69.6
state                                                  10
county                                                001
tract                                              040502
year                                                 2016
Name: 5, dtype: object
NAME           Census Tract 407, Kent County, Delaware
DP05_0038PE                                       41.5
DP05_0037PE                                       48.4
state                                               10
county                                             001
tract                                           040700
year                                              2016
Name: 6, dtype: object
NAME           Census Tract 409, Kent County, Delaware
DP05_0038PE                                       35.2
DP05_0037PE                                       57.4
state                                               10
county                                             001
tract                                           040900
year                                              2016
Name: 7, dtype: object
NAME           Census Tract 410, Kent County, Delaware
DP05_0038PE                                       41.8
DP05_0037PE                                       48.1
state                                               10
county                                             001
tract                                           041000
year                                              2016
Name: 8, dtype: object
NAME           Census Tract 411, Kent County, Delaware
DP05_0038PE                                        8.9
DP05_0037PE                                       79.5
state                                               10
county                                             001
tract                                           041100
year                                              2016
Name: 9, dtype: object
NAME           Census Tract 412, Kent County, Delaware
DP05_0038PE                                       31.5
DP05_0037PE                                       51.2
state                                               10
county                                             001
tract                                           041200
year                                              2016
Name: 10, dtype: object
NAME           Census Tract 413, Kent County, Delaware
DP05_0038PE                                       45.9
DP05_0037PE                                       43.2
state                                               10
county                                             001
tract                                           041300
year                                              2016
Name: 11, dtype: object
NAME           Census Tract 414, Kent County, Delaware
DP05_0038PE                                       42.4
DP05_0037PE                                       43.5
state                                               10
county                                             001
tract                                           041400
year                                              2016
Name: 12, dtype: object
NAME           Census Tract 415, Kent County, Delaware
DP05_0038PE                                       33.0
DP05_0037PE                                       57.8
state                                               10
county                                             001
tract                                           041500
year                                              2016
Name: 13, dtype: object
NAME           Census Tract 416, Kent County, Delaware
DP05_0038PE                                       12.8
DP05_0037PE                                       75.4
state                                               10
county                                             001
tract                                           041600
year                                              2016
Name: 14, dtype: object
NAME           Census Tract 417.01, Kent County, Delaware
DP05_0038PE                                          18.4
DP05_0037PE                                          70.6
state                                                  10
county                                                001
tract                                              041701
year                                                 2016
Name: 15, dtype: object
NAME           Census Tract 417.02, Kent County, Delaware
DP05_0038PE                                          27.2
DP05_0037PE                                          64.0
state                                                  10
county                                                001
tract                                              041702
year                                                 2016
Name: 16, dtype: object
NAME           Census Tract 418.01, Kent County, Delaware
DP05_0038PE                                          26.8
DP05_0037PE                                          63.3
state                                                  10
county                                                001
tract                                              041801
year                                                 2016
Name: 17, dtype: object
NAME           Census Tract 418.02, Kent County, Delaware
DP05_0038PE                                          25.6
DP05_0037PE                                          63.2
state                                                  10
county                                                001
tract                                              041802
year                                                 2016
Name: 18, dtype: object
NAME           Census Tract 419, Kent County, Delaware
DP05_0038PE                                        8.7
DP05_0037PE                                       85.9
state                                               10
county                                             001
tract                                           041900
year                                              2016
Name: 19, dtype: object
NAME           Census Tract 420, Kent County, Delaware
DP05_0038PE                                        2.4
DP05_0037PE                                       92.9
state                                               10
county                                             001
tract                                           042000
year                                              2016
Name: 20, dtype: object
NAME           Census Tract 421, Kent County, Delaware
DP05_0038PE                                       11.4
DP05_0037PE                                       84.9
state                                               10
county                                             001
tract                                           042100
year                                              2016
Name: 21, dtype: object
NAME           Census Tract 422.01, Kent County, Delaware
DP05_0038PE                                          24.8
DP05_0037PE                                          62.4
state                                                  10
county                                                001
tract                                              042201
year                                                 2016
Name: 22, dtype: object
NAME           Census Tract 422.02, Kent County, Delaware
DP05_0038PE                                          14.7
DP05_0037PE                                          75.5
state                                                  10
county                                                001
tract                                              042202
year                                                 2016
Name: 23, dtype: object
NAME           Census Tract 425, Kent County, Delaware
DP05_0038PE                                       30.7
DP05_0037PE                                       55.8
state                                               10
county                                             001
tract                                           042500
year                                              2016
Name: 24, dtype: object
NAME           Census Tract 428, Kent County, Delaware
DP05_0038PE                                       12.3
DP05_0037PE                                       83.7
state                                               10
county                                             001
tract                                           042800
year                                              2016
Name: 25, dtype: object
NAME           Census Tract 429, Kent County, Delaware
DP05_0038PE                                        8.3
DP05_0037PE                                       85.6
state                                               10
county                                             001
tract                                           042900
year                                              2016
Name: 26, dtype: object
NAME           Census Tract 430, Kent County, Delaware
DP05_0038PE                                       26.0
DP05_0037PE                                       67.7
state                                               10
county                                             001
tract                                           043000
year                                              2016
Name: 27, dtype: object
NAME           Census Tract 431, Kent County, Delaware
DP05_0038PE                                        4.3
DP05_0037PE                                       93.6
state                                               10
county                                             001
tract                                           043100
year                                              2016
Name: 28, dtype: object
NAME           Census Tract 432.02, Kent County, Delaware
DP05_0038PE                                           9.9
DP05_0037PE                                          84.9
state                                                  10
county                                                001
tract                                              043202
year                                                 2016
Name: 29, dtype: object
NAME           Census Tract 433, Kent County, Delaware
DP05_0038PE                                       57.1
DP05_0037PE                                       34.3
state                                               10
county                                             001
tract                                           043300
year                                              2016
Name: 30, dtype: object
NAME           Census Tract 434, Kent County, Delaware
DP05_0038PE                                       19.7
DP05_0037PE                                       75.2
state                                               10
county                                             001
tract                                           043400
year                                              2016
Name: 31, dtype: object
NAME           Census Tract 9900, Kent County, Delaware
DP05_0038PE                                -666666666.0
DP05_0037PE                                -666666666.0
state                                                10
county                                              001
tract                                            990000
year                                               2016
Name: 32, dtype: object
NAME           Census Tract 2, New Castle County, Delaware
DP05_0038PE                                           71.7
DP05_0037PE                                           20.4
state                                                   10
county                                                 003
tract                                               000200
year                                                  2016
Name: 0, dtype: object
NAME           Census Tract 3, New Castle County, Delaware
DP05_0038PE                                           78.3
DP05_0037PE                                           14.7
state                                                   10
county                                                 003
tract                                               000300
year                                                  2016
Name: 1, dtype: object
NAME           Census Tract 4, New Castle County, Delaware
DP05_0038PE                                           51.7
DP05_0037PE                                           44.6
state                                                   10
county                                                 003
tract                                               000400
year                                                  2016
Name: 2, dtype: object
NAME           Census Tract 5, New Castle County, Delaware
DP05_0038PE                                           86.4
DP05_0037PE                                           11.6
state                                                   10
county                                                 003
tract                                               000500
year                                                  2016
Name: 3, dtype: object
NAME           Census Tract 6.01, New Castle County, Delaware
DP05_0038PE                                              88.4
DP05_0037PE                                               5.7
state                                                      10
county                                                    003
tract                                                  000601
year                                                     2016
Name: 4, dtype: object
NAME           Census Tract 6.02, New Castle County, Delaware
DP05_0038PE                                              89.9
DP05_0037PE                                               7.2
state                                                      10
county                                                    003
tract                                                  000602
year                                                     2016
Name: 5, dtype: object
NAME           Census Tract 9, New Castle County, Delaware
DP05_0038PE                                           92.7
DP05_0037PE                                            3.7
state                                                   10
county                                                 003
tract                                               000900
year                                                  2016
Name: 6, dtype: object
NAME           Census Tract 11, New Castle County, Delaware
DP05_0038PE                                            18.6
DP05_0037PE                                            75.2
state                                                    10
county                                                  003
tract                                                001100
year                                                   2016
Name: 7, dtype: object
NAME           Census Tract 12, New Castle County, Delaware
DP05_0038PE                                             4.8
DP05_0037PE                                            90.1
state                                                    10
county                                                  003
tract                                                001200
year                                                   2016
Name: 8, dtype: object
NAME           Census Tract 13, New Castle County, Delaware
DP05_0038PE                                             2.8
DP05_0037PE                                            92.7
state                                                    10
county                                                  003
tract                                                001300
year                                                   2016
Name: 9, dtype: object
NAME           Census Tract 14, New Castle County, Delaware
DP05_0038PE                                            30.4
DP05_0037PE                                            64.3
state                                                    10
county                                                  003
tract                                                001400
year                                                   2016
Name: 10, dtype: object
NAME           Census Tract 15, New Castle County, Delaware
DP05_0038PE                                            40.9
DP05_0037PE                                            48.3
state                                                    10
county                                                  003
tract                                                001500
year                                                   2016
Name: 11, dtype: object
NAME           Census Tract 16, New Castle County, Delaware
DP05_0038PE                                            68.5
DP05_0037PE                                            22.8
state                                                    10
county                                                  003
tract                                                001600
year                                                   2016
Name: 12, dtype: object
NAME           Census Tract 19.02, New Castle County, Delaware
DP05_0038PE                                               69.2
DP05_0037PE                                               22.6
state                                                       10
county                                                     003
tract                                                   001902
year                                                      2016
Name: 13, dtype: object
NAME           Census Tract 21, New Castle County, Delaware
DP05_0038PE                                            84.9
DP05_0037PE                                             4.8
state                                                    10
county                                                  003
tract                                                002100
year                                                   2016
Name: 14, dtype: object
NAME           Census Tract 22, New Castle County, Delaware
DP05_0038PE                                            47.4
DP05_0037PE                                            23.3
state                                                    10
county                                                  003
tract                                                002200
year                                                   2016
Name: 15, dtype: object
NAME           Census Tract 23, New Castle County, Delaware
DP05_0038PE                                            56.8
DP05_0037PE                                            26.7
state                                                    10
county                                                  003
tract                                                002300
year                                                   2016
Name: 16, dtype: object
NAME           Census Tract 24, New Castle County, Delaware
DP05_0038PE                                            40.2
DP05_0037PE                                            54.3
state                                                    10
county                                                  003
tract                                                002400
year                                                   2016
Name: 17, dtype: object
NAME           Census Tract 25, New Castle County, Delaware
DP05_0038PE                                            43.4
DP05_0037PE                                            47.8
state                                                    10
county                                                  003
tract                                                002500
year                                                   2016
Name: 18, dtype: object
NAME           Census Tract 26, New Castle County, Delaware
DP05_0038PE                                            43.9
DP05_0037PE                                            32.8
state                                                    10
county                                                  003
tract                                                002600
year                                                   2016
Name: 19, dtype: object
NAME           Census Tract 27, New Castle County, Delaware
DP05_0038PE                                            48.4
DP05_0037PE                                            37.5
state                                                    10
county                                                  003
tract                                                002700
year                                                   2016
Name: 20, dtype: object
NAME           Census Tract 28, New Castle County, Delaware
DP05_0038PE                                            36.3
DP05_0037PE                                            55.6
state                                                    10
county                                                  003
tract                                                002800
year                                                   2016
Name: 21, dtype: object
NAME           Census Tract 29, New Castle County, Delaware
DP05_0038PE                                            93.6
DP05_0037PE                                             4.5
state                                                    10
county                                                  003
tract                                                002900
year                                                   2016
Name: 22, dtype: object
NAME           Census Tract 30.02, New Castle County, Delaware
DP05_0038PE                                               74.8
DP05_0037PE                                               21.3
state                                                       10
county                                                     003
tract                                                   003002
year                                                      2016
Name: 23, dtype: object
NAME           Census Tract 101.01, New Castle County, Delaware
DP05_0038PE                                                39.6
DP05_0037PE                                                39.6
state                                                        10
county                                                      003
tract                                                    010101
year                                                       2016
Name: 24, dtype: object
NAME           Census Tract 101.04, New Castle County, Delaware
DP05_0038PE                                                31.8
DP05_0037PE                                                60.1
state                                                        10
county                                                      003
tract                                                    010104
year                                                       2016
Name: 25, dtype: object
NAME           Census Tract 102, New Castle County, Delaware
DP05_0038PE                                             18.8
DP05_0037PE                                             73.9
state                                                     10
county                                                   003
tract                                                 010200
year                                                    2016
Name: 26, dtype: object
NAME           Census Tract 103, New Castle County, Delaware
DP05_0038PE                                             28.1
DP05_0037PE                                             63.4
state                                                     10
county                                                   003
tract                                                 010300
year                                                    2016
Name: 27, dtype: object
NAME           Census Tract 104, New Castle County, Delaware
DP05_0038PE                                             10.1
DP05_0037PE                                             79.8
state                                                     10
county                                                   003
tract                                                 010400
year                                                    2016
Name: 28, dtype: object
NAME           Census Tract 105.02, New Castle County, Delaware
DP05_0038PE                                                13.7
DP05_0037PE                                                80.5
state                                                        10
county                                                      003
tract                                                    010502
year                                                       2016
Name: 29, dtype: object
NAME           Census Tract 107.02, New Castle County, Delaware
DP05_0038PE                                                29.7
DP05_0037PE                                                56.0
state                                                        10
county                                                      003
tract                                                    010702
year                                                       2016
Name: 30, dtype: object
NAME           Census Tract 108, New Castle County, Delaware
DP05_0038PE                                             11.1
DP05_0037PE                                             76.6
state                                                     10
county                                                   003
tract                                                 010800
year                                                    2016
Name: 31, dtype: object
NAME           Census Tract 109, New Castle County, Delaware
DP05_0038PE                                              1.3
DP05_0037PE                                             96.8
state                                                     10
county                                                   003
tract                                                 010900
year                                                    2016
Name: 32, dtype: object
NAME           Census Tract 110, New Castle County, Delaware
DP05_0038PE                                              6.8
DP05_0037PE                                             86.8
state                                                     10
county                                                   003
tract                                                 011000
year                                                    2016
Name: 33, dtype: object
NAME           Census Tract 111, New Castle County, Delaware
DP05_0038PE                                              6.8
DP05_0037PE                                             90.1
state                                                     10
county                                                   003
tract                                                 011100
year                                                    2016
Name: 34, dtype: object
NAME           Census Tract 112.01, New Castle County, Delaware
DP05_0038PE                                                 1.8
DP05_0037PE                                                75.6
state                                                        10
county                                                      003
tract                                                    011201
year                                                       2016
Name: 35, dtype: object
NAME           Census Tract 112.02, New Castle County, Delaware
DP05_0038PE                                                 3.3
DP05_0037PE                                                83.6
state                                                        10
county                                                      003
tract                                                    011202
year                                                       2016
Name: 36, dtype: object
NAME           Census Tract 112.03, New Castle County, Delaware
DP05_0038PE                                                23.4
DP05_0037PE                                                61.5
state                                                        10
county                                                      003
tract                                                    011203
year                                                       2016
Name: 37, dtype: object
NAME           Census Tract 112.04, New Castle County, Delaware
DP05_0038PE                                                 8.7
DP05_0037PE                                                88.6
state                                                        10
county                                                      003
tract                                                    011204
year                                                       2016
Name: 38, dtype: object
NAME           Census Tract 112.05, New Castle County, Delaware
DP05_0038PE                                                 5.7
DP05_0037PE                                                86.9
state                                                        10
county                                                      003
tract                                                    011205
year                                                       2016
Name: 39, dtype: object
NAME           Census Tract 112.06, New Castle County, Delaware
DP05_0038PE                                                 6.4
DP05_0037PE                                                88.8
state                                                        10
county                                                      003
tract                                                    011206
year                                                       2016
Name: 40, dtype: object
NAME           Census Tract 113, New Castle County, Delaware
DP05_0038PE                                              3.5
DP05_0037PE                                             92.9
state                                                     10
county                                                   003
tract                                                 011300
year                                                    2016
Name: 41, dtype: object
NAME           Census Tract 114, New Castle County, Delaware
DP05_0038PE                                              3.9
DP05_0037PE                                             85.6
state                                                     10
county                                                   003
tract                                                 011400
year                                                    2016
Name: 42, dtype: object
NAME           Census Tract 115, New Castle County, Delaware
DP05_0038PE                                              1.5
DP05_0037PE                                             78.2
state                                                     10
county                                                   003
tract                                                 011500
year                                                    2016
Name: 43, dtype: object
NAME           Census Tract 116, New Castle County, Delaware
DP05_0038PE                                              5.1
DP05_0037PE                                             84.6
state                                                     10
county                                                   003
tract                                                 011600
year                                                    2016
Name: 44, dtype: object
NAME           Census Tract 117, New Castle County, Delaware
DP05_0038PE                                              0.5
DP05_0037PE                                             95.9
state                                                     10
county                                                   003
tract                                                 011700
year                                                    2016
Name: 45, dtype: object
NAME           Census Tract 118, New Castle County, Delaware
DP05_0038PE                                              0.2
DP05_0037PE                                             88.4
state                                                     10
county                                                   003
tract                                                 011800
year                                                    2016
Name: 46, dtype: object
NAME           Census Tract 119, New Castle County, Delaware
DP05_0038PE                                              1.6
DP05_0037PE                                             81.6
state                                                     10
county                                                   003
tract                                                 011900
year                                                    2016
Name: 47, dtype: object
NAME           Census Tract 120, New Castle County, Delaware
DP05_0038PE                                             12.5
DP05_0037PE                                             82.3
state                                                     10
county                                                   003
tract                                                 012000
year                                                    2016
Name: 48, dtype: object
NAME           Census Tract 121, New Castle County, Delaware
DP05_0038PE                                             10.6
DP05_0037PE                                             82.9
state                                                     10
county                                                   003
tract                                                 012100
year                                                    2016
Name: 49, dtype: object
NAME           Census Tract 122, New Castle County, Delaware
DP05_0038PE                                             15.1
DP05_0037PE                                             80.5
state                                                     10
county                                                   003
tract                                                 012200
year                                                    2016
Name: 50, dtype: object
NAME           Census Tract 123, New Castle County, Delaware
DP05_0038PE                                              9.6
DP05_0037PE                                             78.4
state                                                     10
county                                                   003
tract                                                 012300
year                                                    2016
Name: 51, dtype: object
NAME           Census Tract 124, New Castle County, Delaware
DP05_0038PE                                              8.1
DP05_0037PE                                             86.1
state                                                     10
county                                                   003
tract                                                 012400
year                                                    2016
Name: 52, dtype: object
NAME           Census Tract 125, New Castle County, Delaware
DP05_0038PE                                             14.8
DP05_0037PE                                             79.3
state                                                     10
county                                                   003
tract                                                 012500
year                                                    2016
Name: 53, dtype: object
NAME           Census Tract 126, New Castle County, Delaware
DP05_0038PE                                              6.4
DP05_0037PE                                             91.5
state                                                     10
county                                                   003
tract                                                 012600
year                                                    2016
Name: 54, dtype: object
NAME           Census Tract 127, New Castle County, Delaware
DP05_0038PE                                             15.5
DP05_0037PE                                             77.1
state                                                     10
county                                                   003
tract                                                 012700
year                                                    2016
Name: 55, dtype: object
NAME           Census Tract 129, New Castle County, Delaware
DP05_0038PE                                             28.4
DP05_0037PE                                             61.8
state                                                     10
county                                                   003
tract                                                 012900
year                                                    2016
Name: 56, dtype: object
NAME           Census Tract 130, New Castle County, Delaware
DP05_0038PE                                              6.7
DP05_0037PE                                             85.8
state                                                     10
county                                                   003
tract                                                 013000
year                                                    2016
Name: 57, dtype: object
NAME           Census Tract 131, New Castle County, Delaware
DP05_0038PE                                              2.2
DP05_0037PE                                             91.0
state                                                     10
county                                                   003
tract                                                 013100
year                                                    2016
Name: 58, dtype: object
NAME           Census Tract 132, New Castle County, Delaware
DP05_0038PE                                             10.8
DP05_0037PE                                             67.3
state                                                     10
county                                                   003
tract                                                 013200
year                                                    2016
Name: 59, dtype: object
NAME           Census Tract 133, New Castle County, Delaware
DP05_0038PE                                              3.1
DP05_0037PE                                             91.4
state                                                     10
county                                                   003
tract                                                 013300
year                                                    2016
Name: 60, dtype: object
NAME           Census Tract 134, New Castle County, Delaware
DP05_0038PE                                              6.1
DP05_0037PE                                             85.2
state                                                     10
county                                                   003
tract                                                 013400
year                                                    2016
Name: 61, dtype: object
NAME           Census Tract 135.01, New Castle County, Delaware
DP05_0038PE                                                 4.6
DP05_0037PE                                                85.2
state                                                        10
county                                                      003
tract                                                    013501
year                                                       2016
Name: 62, dtype: object
NAME           Census Tract 135.03, New Castle County, Delaware
DP05_0038PE                                                 1.3
DP05_0037PE                                                85.7
state                                                        10
county                                                      003
tract                                                    013503
year                                                       2016
Name: 63, dtype: object
NAME           Census Tract 135.05, New Castle County, Delaware
DP05_0038PE                                                 5.5
DP05_0037PE                                                82.0
state                                                        10
county                                                      003
tract                                                    013505
year                                                       2016
Name: 64, dtype: object
NAME           Census Tract 135.06, New Castle County, Delaware
DP05_0038PE                                                 1.7
DP05_0037PE                                                87.4
state                                                        10
county                                                      003
tract                                                    013506
year                                                       2016
Name: 65, dtype: object
NAME           Census Tract 136.04, New Castle County, Delaware
DP05_0038PE                                                 4.4
DP05_0037PE                                                89.8
state                                                        10
county                                                      003
tract                                                    013604
year                                                       2016
Name: 66, dtype: object
NAME           Census Tract 136.07, New Castle County, Delaware
DP05_0038PE                                                10.0
DP05_0037PE                                                78.0
state                                                        10
county                                                      003
tract                                                    013607
year                                                       2016
Name: 67, dtype: object
NAME           Census Tract 136.08, New Castle County, Delaware
DP05_0038PE                                                12.0
DP05_0037PE                                                74.3
state                                                        10
county                                                      003
tract                                                    013608
year                                                       2016
Name: 68, dtype: object
NAME           Census Tract 136.10, New Castle County, Delaware
DP05_0038PE                                                 4.8
DP05_0037PE                                                81.7
state                                                        10
county                                                      003
tract                                                    013610
year                                                       2016
Name: 69, dtype: object
NAME           Census Tract 136.11, New Castle County, Delaware
DP05_0038PE                                                16.6
DP05_0037PE                                                73.5
state                                                        10
county                                                      003
tract                                                    013611
year                                                       2016
Name: 70, dtype: object
NAME           Census Tract 136.12, New Castle County, Delaware
DP05_0038PE                                                 4.8
DP05_0037PE                                                79.5
state                                                        10
county                                                      003
tract                                                    013612
year                                                       2016
Name: 71, dtype: object
NAME           Census Tract 136.13, New Castle County, Delaware
DP05_0038PE                                                15.6
DP05_0037PE                                                73.0
state                                                        10
county                                                      003
tract                                                    013613
year                                                       2016
Name: 72, dtype: object
NAME           Census Tract 136.14, New Castle County, Delaware
DP05_0038PE                                                 6.7
DP05_0037PE                                                87.3
state                                                        10
county                                                      003
tract                                                    013614
year                                                       2016
Name: 73, dtype: object
NAME           Census Tract 136.15, New Castle County, Delaware
DP05_0038PE                                                 3.9
DP05_0037PE                                                84.8
state                                                        10
county                                                      003
tract                                                    013615
year                                                       2016
Name: 74, dtype: object
NAME           Census Tract 137, New Castle County, Delaware
DP05_0038PE                                             12.2
DP05_0037PE                                             80.0
state                                                     10
county                                                   003
tract                                                 013700
year                                                    2016
Name: 75, dtype: object
NAME           Census Tract 138, New Castle County, Delaware
DP05_0038PE                                             15.6
DP05_0037PE                                             68.8
state                                                     10
county                                                   003
tract                                                 013800
year                                                    2016
Name: 76, dtype: object
NAME           Census Tract 139.01, New Castle County, Delaware
DP05_0038PE                                                20.5
DP05_0037PE                                                67.2
state                                                        10
county                                                      003
tract                                                    013901
year                                                       2016
Name: 77, dtype: object
NAME           Census Tract 139.03, New Castle County, Delaware
DP05_0038PE                                                22.4
DP05_0037PE                                                66.2
state                                                        10
county                                                      003
tract                                                    013903
year                                                       2016
Name: 78, dtype: object
NAME           Census Tract 139.04, New Castle County, Delaware
DP05_0038PE                                                27.9
DP05_0037PE                                                53.5
state                                                        10
county                                                      003
tract                                                    013904
year                                                       2016
Name: 79, dtype: object
NAME           Census Tract 140, New Castle County, Delaware
DP05_0038PE                                             26.7
DP05_0037PE                                             55.7
state                                                     10
county                                                   003
tract                                                 014000
year                                                    2016
Name: 80, dtype: object
NAME           Census Tract 141, New Castle County, Delaware
DP05_0038PE                                             27.1
DP05_0037PE                                             60.9
state                                                     10
county                                                   003
tract                                                 014100
year                                                    2016
Name: 81, dtype: object
NAME           Census Tract 142, New Castle County, Delaware
DP05_0038PE                                             11.7
DP05_0037PE                                             74.5
state                                                     10
county                                                   003
tract                                                 014200
year                                                    2016
Name: 82, dtype: object
NAME           Census Tract 143, New Castle County, Delaware
DP05_0038PE                                              8.8
DP05_0037PE                                             82.1
state                                                     10
county                                                   003
tract                                                 014300
year                                                    2016
Name: 83, dtype: object
NAME           Census Tract 144.02, New Castle County, Delaware
DP05_0038PE                                                 2.4
DP05_0037PE                                                84.3
state                                                        10
county                                                      003
tract                                                    014402
year                                                       2016
Name: 84, dtype: object
NAME           Census Tract 144.03, New Castle County, Delaware
DP05_0038PE                                                13.1
DP05_0037PE                                                76.1
state                                                        10
county                                                      003
tract                                                    014403
year                                                       2016
Name: 85, dtype: object
NAME           Census Tract 144.04, New Castle County, Delaware
DP05_0038PE                                                10.6
DP05_0037PE                                                75.2
state                                                        10
county                                                      003
tract                                                    014404
year                                                       2016
Name: 86, dtype: object
NAME           Census Tract 145.01, New Castle County, Delaware
DP05_0038PE                                                 5.9
DP05_0037PE                                                84.9
state                                                        10
county                                                      003
tract                                                    014501
year                                                       2016
Name: 87, dtype: object
NAME           Census Tract 145.02, New Castle County, Delaware
DP05_0038PE                                                 6.3
DP05_0037PE                                                84.9
state                                                        10
county                                                      003
tract                                                    014502
year                                                       2016
Name: 88, dtype: object
NAME           Census Tract 147.02, New Castle County, Delaware
DP05_0038PE                                                 8.0
DP05_0037PE                                                80.4
state                                                        10
county                                                      003
tract                                                    014702
year                                                       2016
Name: 89, dtype: object
NAME           Census Tract 147.03, New Castle County, Delaware
DP05_0038PE                                                10.3
DP05_0037PE                                                72.3
state                                                        10
county                                                      003
tract                                                    014703
year                                                       2016
Name: 90, dtype: object
NAME           Census Tract 147.05, New Castle County, Delaware
DP05_0038PE                                                17.6
DP05_0037PE                                                67.8
state                                                        10
county                                                      003
tract                                                    014705
year                                                       2016
Name: 91, dtype: object
NAME           Census Tract 147.06, New Castle County, Delaware
DP05_0038PE                                                38.6
DP05_0037PE                                                47.3
state                                                        10
county                                                      003
tract                                                    014706
year                                                       2016
Name: 92, dtype: object
NAME           Census Tract 148.03, New Castle County, Delaware
DP05_0038PE                                                11.3
DP05_0037PE                                                75.9
state                                                        10
county                                                      003
tract                                                    014803
year                                                       2016
Name: 93, dtype: object
NAME           Census Tract 148.05, New Castle County, Delaware
DP05_0038PE                                                18.1
DP05_0037PE                                                65.6
state                                                        10
county                                                      003
tract                                                    014805
year                                                       2016
Name: 94, dtype: object
NAME           Census Tract 148.07, New Castle County, Delaware
DP05_0038PE                                                15.7
DP05_0037PE                                                66.9
state                                                        10
county                                                      003
tract                                                    014807
year                                                       2016
Name: 95, dtype: object
NAME           Census Tract 148.08, New Castle County, Delaware
DP05_0038PE                                                29.9
DP05_0037PE                                                55.1
state                                                        10
county                                                      003
tract                                                    014808
year                                                       2016
Name: 96, dtype: object
NAME           Census Tract 148.09, New Castle County, Delaware
DP05_0038PE                                                26.5
DP05_0037PE                                                65.0
state                                                        10
county                                                      003
tract                                                    014809
year                                                       2016
Name: 97, dtype: object
NAME           Census Tract 148.10, New Castle County, Delaware
DP05_0038PE                                                22.7
DP05_0037PE                                                68.8
state                                                        10
county                                                      003
tract                                                    014810
year                                                       2016
Name: 98, dtype: object
NAME           Census Tract 149.03, New Castle County, Delaware
DP05_0038PE                                                40.3
DP05_0037PE                                                46.3
state                                                        10
county                                                      003
tract                                                    014903
year                                                       2016
Name: 99, dtype: object
NAME           Census Tract 149.04, New Castle County, Delaware
DP05_0038PE                                                30.5
DP05_0037PE                                                57.0
state                                                        10
county                                                      003
tract                                                    014904
year                                                       2016
Name: 100, dtype: object
NAME           Census Tract 149.06, New Castle County, Delaware
DP05_0038PE                                                42.3
DP05_0037PE                                                36.6
state                                                        10
county                                                      003
tract                                                    014906
year                                                       2016
Name: 101, dtype: object
NAME           Census Tract 149.07, New Castle County, Delaware
DP05_0038PE                                                39.9
DP05_0037PE                                                48.3
state                                                        10
county                                                      003
tract                                                    014907
year                                                       2016
Name: 102, dtype: object
NAME           Census Tract 149.08, New Castle County, Delaware
DP05_0038PE                                                68.8
DP05_0037PE                                                27.1
state                                                        10
county                                                      003
tract                                                    014908
year                                                       2016
Name: 103, dtype: object
NAME           Census Tract 149.09, New Castle County, Delaware
DP05_0038PE                                                56.6
DP05_0037PE                                                37.9
state                                                        10
county                                                      003
tract                                                    014909
year                                                       2016
Name: 104, dtype: object
NAME           Census Tract 150, New Castle County, Delaware
DP05_0038PE                                             33.6
DP05_0037PE                                             50.7
state                                                     10
county                                                   003
tract                                                 015000
year                                                    2016
Name: 105, dtype: object
NAME           Census Tract 151, New Castle County, Delaware
DP05_0038PE                                             16.9
DP05_0037PE                                             78.5
state                                                     10
county                                                   003
tract                                                 015100
year                                                    2016
Name: 106, dtype: object
NAME           Census Tract 152, New Castle County, Delaware
DP05_0038PE                                             22.6
DP05_0037PE                                             65.1
state                                                     10
county                                                   003
tract                                                 015200
year                                                    2016
Name: 107, dtype: object
NAME           Census Tract 154, New Castle County, Delaware
DP05_0038PE                                             86.0
DP05_0037PE                                              8.7
state                                                     10
county                                                   003
tract                                                 015400
year                                                    2016
Name: 108, dtype: object
NAME           Census Tract 155.02, New Castle County, Delaware
DP05_0038PE                                                60.8
DP05_0037PE                                                30.1
state                                                        10
county                                                      003
tract                                                    015502
year                                                       2016
Name: 109, dtype: object
NAME           Census Tract 156, New Castle County, Delaware
DP05_0038PE                                             48.3
DP05_0037PE                                             38.1
state                                                     10
county                                                   003
tract                                                 015600
year                                                    2016
Name: 110, dtype: object
NAME           Census Tract 158.02, New Castle County, Delaware
DP05_0038PE                                                17.7
DP05_0037PE                                                67.0
state                                                        10
county                                                      003
tract                                                    015802
year                                                       2016
Name: 111, dtype: object
NAME           Census Tract 159, New Castle County, Delaware
DP05_0038PE                                             28.2
DP05_0037PE                                             61.5
state                                                     10
county                                                   003
tract                                                 015900
year                                                    2016
Name: 112, dtype: object
NAME           Census Tract 160, New Castle County, Delaware
DP05_0038PE                                             43.4
DP05_0037PE                                             43.3
state                                                     10
county                                                   003
tract                                                 016000
year                                                    2016
Name: 113, dtype: object
NAME           Census Tract 161, New Castle County, Delaware
DP05_0038PE                                             29.0
DP05_0037PE                                             64.3
state                                                     10
county                                                   003
tract                                                 016100
year                                                    2016
Name: 114, dtype: object
NAME           Census Tract 162, New Castle County, Delaware
DP05_0038PE                                              9.2
DP05_0037PE                                             76.9
state                                                     10
county                                                   003
tract                                                 016200
year                                                    2016
Name: 115, dtype: object
NAME           Census Tract 163.01, New Castle County, Delaware
DP05_0038PE                                                23.6
DP05_0037PE                                                55.5
state                                                        10
county                                                      003
tract                                                    016301
year                                                       2016
Name: 116, dtype: object
NAME           Census Tract 163.02, New Castle County, Delaware
DP05_0038PE                                                41.1
DP05_0037PE                                                43.7
state                                                        10
county                                                      003
tract                                                    016302
year                                                       2016
Name: 117, dtype: object
NAME           Census Tract 163.05, New Castle County, Delaware
DP05_0038PE                                                54.0
DP05_0037PE                                                33.5
state                                                        10
county                                                      003
tract                                                    016305
year                                                       2016
Name: 118, dtype: object
NAME           Census Tract 164.01, New Castle County, Delaware
DP05_0038PE                                                24.7
DP05_0037PE                                                59.3
state                                                        10
county                                                      003
tract                                                    016401
year                                                       2016
Name: 119, dtype: object
NAME           Census Tract 164.04, New Castle County, Delaware
DP05_0038PE                                                18.8
DP05_0037PE                                                75.1
state                                                        10
county                                                      003
tract                                                    016404
year                                                       2016
Name: 120, dtype: object
NAME           Census Tract 166.01, New Castle County, Delaware
DP05_0038PE                                                21.1
DP05_0037PE                                                73.9
state                                                        10
county                                                      003
tract                                                    016601
year                                                       2016
Name: 121, dtype: object
NAME           Census Tract 166.02, New Castle County, Delaware
DP05_0038PE                                                15.1
DP05_0037PE                                                79.0
state                                                        10
county                                                      003
tract                                                    016602
year                                                       2016
Name: 122, dtype: object
NAME           Census Tract 166.04, New Castle County, Delaware
DP05_0038PE                                                24.4
DP05_0037PE                                                66.2
state                                                        10
county                                                      003
tract                                                    016604
year                                                       2016
Name: 123, dtype: object
NAME           Census Tract 166.08, New Castle County, Delaware
DP05_0038PE                                                 6.3
DP05_0037PE                                                87.5
state                                                        10
county                                                      003
tract                                                    016608
year                                                       2016
Name: 124, dtype: object
NAME           Census Tract 168.01, New Castle County, Delaware
DP05_0038PE                                                19.5
DP05_0037PE                                                74.8
state                                                        10
county                                                      003
tract                                                    016801
year                                                       2016
Name: 125, dtype: object
NAME           Census Tract 168.04, New Castle County, Delaware
DP05_0038PE                                                23.6
DP05_0037PE                                                73.3
state                                                        10
county                                                      003
tract                                                    016804
year                                                       2016
Name: 126, dtype: object
NAME           Census Tract 169.01, New Castle County, Delaware
DP05_0038PE                                                 3.4
DP05_0037PE                                                95.5
state                                                        10
county                                                      003
tract                                                    016901
year                                                       2016
Name: 127, dtype: object
NAME           Census Tract 169.04, New Castle County, Delaware
DP05_0038PE                                                39.9
DP05_0037PE                                                56.3
state                                                        10
county                                                      003
tract                                                    016904
year                                                       2016
Name: 128, dtype: object
NAME           Census Tract 9801, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  980100
year                                                     2016
Name: 129, dtype: object
NAME           Census Tract 9901, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  990100
year                                                     2016
Name: 130, dtype: object
NAME           Census Tract 501.01, Sussex County, Delaware
DP05_0038PE                                             8.0
DP05_0037PE                                            86.4
state                                                    10
county                                                  005
tract                                                050101
year                                                   2016
Name: 0, dtype: object
NAME           Census Tract 501.03, Sussex County, Delaware
DP05_0038PE                                             4.6
DP05_0037PE                                            88.7
state                                                    10
county                                                  005
tract                                                050103
year                                                   2016
Name: 1, dtype: object
NAME           Census Tract 501.04, Sussex County, Delaware
DP05_0038PE                                            12.7
DP05_0037PE                                            77.3
state                                                    10
county                                                  005
tract                                                050104
year                                                   2016
Name: 2, dtype: object
NAME           Census Tract 501.05, Sussex County, Delaware
DP05_0038PE                                            25.0
DP05_0037PE                                            69.2
state                                                    10
county                                                  005
tract                                                050105
year                                                   2016
Name: 3, dtype: object
NAME           Census Tract 502, Sussex County, Delaware
DP05_0038PE                                         29.9
DP05_0037PE                                         67.5
state                                                 10
county                                               005
tract                                             050200
year                                                2016
Name: 4, dtype: object
NAME           Census Tract 503.01, Sussex County, Delaware
DP05_0038PE                                            22.2
DP05_0037PE                                            72.9
state                                                    10
county                                                  005
tract                                                050301
year                                                   2016
Name: 5, dtype: object
NAME           Census Tract 503.02, Sussex County, Delaware
DP05_0038PE                                            18.6
DP05_0037PE                                            78.1
state                                                    10
county                                                  005
tract                                                050302
year                                                   2016
Name: 6, dtype: object
NAME           Census Tract 504.01, Sussex County, Delaware
DP05_0038PE                                            15.3
DP05_0037PE                                            82.9
state                                                    10
county                                                  005
tract                                                050401
year                                                   2016
Name: 7, dtype: object
NAME           Census Tract 504.03, Sussex County, Delaware
DP05_0038PE                                            17.5
DP05_0037PE                                            74.8
state                                                    10
county                                                  005
tract                                                050403
year                                                   2016
Name: 8, dtype: object
NAME           Census Tract 504.05, Sussex County, Delaware
DP05_0038PE                                             9.6
DP05_0037PE                                            82.6
state                                                    10
county                                                  005
tract                                                050405
year                                                   2016
Name: 9, dtype: object
NAME           Census Tract 504.06, Sussex County, Delaware
DP05_0038PE                                            41.2
DP05_0037PE                                            54.4
state                                                    10
county                                                  005
tract                                                050406
year                                                   2016
Name: 10, dtype: object
NAME           Census Tract 504.07, Sussex County, Delaware
DP05_0038PE                                            29.7
DP05_0037PE                                            64.7
state                                                    10
county                                                  005
tract                                                050407
year                                                   2016
Name: 11, dtype: object
NAME           Census Tract 504.08, Sussex County, Delaware
DP05_0038PE                                            22.6
DP05_0037PE                                            71.0
state                                                    10
county                                                  005
tract                                                050408
year                                                   2016
Name: 12, dtype: object
NAME           Census Tract 505.01, Sussex County, Delaware
DP05_0038PE                                            13.4
DP05_0037PE                                            77.4
state                                                    10
county                                                  005
tract                                                050501
year                                                   2016
Name: 13, dtype: object
NAME           Census Tract 505.03, Sussex County, Delaware
DP05_0038PE                                            11.4
DP05_0037PE                                            66.8
state                                                    10
county                                                  005
tract                                                050503
year                                                   2016
Name: 14, dtype: object
NAME           Census Tract 505.04, Sussex County, Delaware
DP05_0038PE                                            17.4
DP05_0037PE                                            78.6
state                                                    10
county                                                  005
tract                                                050504
year                                                   2016
Name: 15, dtype: object
NAME           Census Tract 506.01, Sussex County, Delaware
DP05_0038PE                                            12.8
DP05_0037PE                                            82.2
state                                                    10
county                                                  005
tract                                                050601
year                                                   2016
Name: 16, dtype: object
NAME           Census Tract 506.02, Sussex County, Delaware
DP05_0038PE                                            17.7
DP05_0037PE                                            75.3
state                                                    10
county                                                  005
tract                                                050602
year                                                   2016
Name: 17, dtype: object
NAME           Census Tract 507.01, Sussex County, Delaware
DP05_0038PE                                            23.9
DP05_0037PE                                            67.5
state                                                    10
county                                                  005
tract                                                050701
year                                                   2016
Name: 18, dtype: object
NAME           Census Tract 507.03, Sussex County, Delaware
DP05_0038PE                                            13.1
DP05_0037PE                                            74.5
state                                                    10
county                                                  005
tract                                                050703
year                                                   2016
Name: 19, dtype: object
NAME           Census Tract 507.04, Sussex County, Delaware
DP05_0038PE                                             8.4
DP05_0037PE                                            88.9
state                                                    10
county                                                  005
tract                                                050704
year                                                   2016
Name: 20, dtype: object
NAME           Census Tract 507.05, Sussex County, Delaware
DP05_0038PE                                             5.0
DP05_0037PE                                            82.2
state                                                    10
county                                                  005
tract                                                050705
year                                                   2016
Name: 21, dtype: object
NAME           Census Tract 507.06, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            95.7
state                                                    10
county                                                  005
tract                                                050706
year                                                   2016
Name: 22, dtype: object
NAME           Census Tract 508.01, Sussex County, Delaware
DP05_0038PE                                            14.4
DP05_0037PE                                            82.7
state                                                    10
county                                                  005
tract                                                050801
year                                                   2016
Name: 23, dtype: object
NAME           Census Tract 508.02, Sussex County, Delaware
DP05_0038PE                                             7.0
DP05_0037PE                                            90.5
state                                                    10
county                                                  005
tract                                                050802
year                                                   2016
Name: 24, dtype: object
NAME           Census Tract 508.03, Sussex County, Delaware
DP05_0038PE                                             7.9
DP05_0037PE                                            87.3
state                                                    10
county                                                  005
tract                                                050803
year                                                   2016
Name: 25, dtype: object
NAME           Census Tract 509.01, Sussex County, Delaware
DP05_0038PE                                             1.3
DP05_0037PE                                            91.7
state                                                    10
county                                                  005
tract                                                050901
year                                                   2016
Name: 26, dtype: object
NAME           Census Tract 509.02, Sussex County, Delaware
DP05_0038PE                                             6.1
DP05_0037PE                                            87.1
state                                                    10
county                                                  005
tract                                                050902
year                                                   2016
Name: 27, dtype: object
NAME           Census Tract 510.03, Sussex County, Delaware
DP05_0038PE                                             9.8
DP05_0037PE                                            86.0
state                                                    10
county                                                  005
tract                                                051003
year                                                   2016
Name: 28, dtype: object
NAME           Census Tract 510.04, Sussex County, Delaware
DP05_0038PE                                             8.5
DP05_0037PE                                            85.8
state                                                    10
county                                                  005
tract                                                051004
year                                                   2016
Name: 29, dtype: object
NAME           Census Tract 510.05, Sussex County, Delaware
DP05_0038PE                                             2.3
DP05_0037PE                                            93.5
state                                                    10
county                                                  005
tract                                                051005
year                                                   2016
Name: 30, dtype: object
NAME           Census Tract 510.06, Sussex County, Delaware
DP05_0038PE                                             0.6
DP05_0037PE                                            94.8
state                                                    10
county                                                  005
tract                                                051006
year                                                   2016
Name: 31, dtype: object
NAME           Census Tract 510.07, Sussex County, Delaware
DP05_0038PE                                             0.6
DP05_0037PE                                            95.7
state                                                    10
county                                                  005
tract                                                051007
year                                                   2016
Name: 32, dtype: object
NAME           Census Tract 511.01, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                           100.0
state                                                    10
county                                                  005
tract                                                051101
year                                                   2016
Name: 33, dtype: object
NAME           Census Tract 511.02, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            96.9
state                                                    10
county                                                  005
tract                                                051102
year                                                   2016
Name: 34, dtype: object
NAME           Census Tract 511.03, Sussex County, Delaware
DP05_0038PE                                             0.7
DP05_0037PE                                            96.7
state                                                    10
county                                                  005
tract                                                051103
year                                                   2016
Name: 35, dtype: object
NAME           Census Tract 512.01, Sussex County, Delaware
DP05_0038PE                                             1.0
DP05_0037PE                                            95.1
state                                                    10
county                                                  005
tract                                                051201
year                                                   2016
Name: 36, dtype: object
NAME           Census Tract 512.02, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.6
state                                                    10
county                                                  005
tract                                                051202
year                                                   2016
Name: 37, dtype: object
NAME           Census Tract 512.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            96.4
state                                                    10
county                                                  005
tract                                                051203
year                                                   2016
Name: 38, dtype: object
NAME           Census Tract 512.04, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.2
state                                                    10
county                                                  005
tract                                                051204
year                                                   2016
Name: 39, dtype: object
NAME           Census Tract 512.05, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            97.9
state                                                    10
county                                                  005
tract                                                051205
year                                                   2016
Name: 40, dtype: object
NAME           Census Tract 513.01, Sussex County, Delaware
DP05_0038PE                                             2.9
DP05_0037PE                                            93.2
state                                                    10
county                                                  005
tract                                                051301
year                                                   2016
Name: 41, dtype: object
NAME           Census Tract 513.02, Sussex County, Delaware
DP05_0038PE                                             7.0
DP05_0037PE                                            92.2
state                                                    10
county                                                  005
tract                                                051302
year                                                   2016
Name: 42, dtype: object
NAME           Census Tract 513.03, Sussex County, Delaware
DP05_0038PE                                             1.0
DP05_0037PE                                            95.7
state                                                    10
county                                                  005
tract                                                051303
year                                                   2016
Name: 43, dtype: object
NAME           Census Tract 513.05, Sussex County, Delaware
DP05_0038PE                                             1.8
DP05_0037PE                                            95.3
state                                                    10
county                                                  005
tract                                                051305
year                                                   2016
Name: 44, dtype: object
NAME           Census Tract 513.06, Sussex County, Delaware
DP05_0038PE                                             1.0
DP05_0037PE                                            95.0
state                                                    10
county                                                  005
tract                                                051306
year                                                   2016
Name: 45, dtype: object
NAME           Census Tract 514, Sussex County, Delaware
DP05_0038PE                                         13.5
DP05_0037PE                                         72.0
state                                                 10
county                                               005
tract                                             051400
year                                                2016
Name: 46, dtype: object
NAME           Census Tract 515, Sussex County, Delaware
DP05_0038PE                                         17.0
DP05_0037PE                                         76.8
state                                                 10
county                                               005
tract                                             051500
year                                                2016
Name: 47, dtype: object
NAME           Census Tract 517.01, Sussex County, Delaware
DP05_0038PE                                             5.1
DP05_0037PE                                            91.4
state                                                    10
county                                                  005
tract                                                051701
year                                                   2016
Name: 48, dtype: object
NAME           Census Tract 517.02, Sussex County, Delaware
DP05_0038PE                                             6.1
DP05_0037PE                                            93.5
state                                                    10
county                                                  005
tract                                                051702
year                                                   2016
Name: 49, dtype: object
NAME           Census Tract 518.01, Sussex County, Delaware
DP05_0038PE                                             9.4
DP05_0037PE                                            89.2
state                                                    10
county                                                  005
tract                                                051801
year                                                   2016
Name: 50, dtype: object
NAME           Census Tract 518.02, Sussex County, Delaware
DP05_0038PE                                            38.1
DP05_0037PE                                            53.3
state                                                    10
county                                                  005
tract                                                051802
year                                                   2016
Name: 51, dtype: object
NAME           Census Tract 519, Sussex County, Delaware
DP05_0038PE                                          9.0
DP05_0037PE                                         86.6
state                                                 10
county                                               005
tract                                             051900
year                                                2016
Name: 52, dtype: object
NAME           Census Tract 9900, Sussex County, Delaware
DP05_0038PE                                  -666666666.0
DP05_0037PE                                  -666666666.0
state                                                  10
county                                                005
tract                                              990000
year                                                 2016
Name: 53, dtype: object
NAME           Census Tract 428, Kent County, Delaware
DP05_0038PE                                       12.5
DP05_0037PE                                       83.7
state                                               10
county                                             001
tract                                           042800
year                                              2017
Name: 0, dtype: object
NAME           Census Tract 422.02, Kent County, Delaware
DP05_0038PE                                          16.8
DP05_0037PE                                          74.2
state                                                  10
county                                                001
tract                                              042202
year                                                 2017
Name: 1, dtype: object
NAME           Census Tract 431, Kent County, Delaware
DP05_0038PE                                        1.2
DP05_0037PE                                       96.8
state                                               10
county                                             001
tract                                           043100
year                                              2017
Name: 2, dtype: object
NAME           Census Tract 402.01, Kent County, Delaware
DP05_0038PE                                          21.7
DP05_0037PE                                          71.6
state                                                  10
county                                                001
tract                                              040201
year                                                 2017
Name: 3, dtype: object
NAME           Census Tract 416, Kent County, Delaware
DP05_0038PE                                       15.0
DP05_0037PE                                       71.0
state                                               10
county                                             001
tract                                           041600
year                                              2017
Name: 4, dtype: object
NAME           Census Tract 421, Kent County, Delaware
DP05_0038PE                                       11.8
DP05_0037PE                                       85.3
state                                               10
county                                             001
tract                                           042100
year                                              2017
Name: 5, dtype: object
NAME           Census Tract 430, Kent County, Delaware
DP05_0038PE                                       30.2
DP05_0037PE                                       65.4
state                                               10
county                                             001
tract                                           043000
year                                              2017
Name: 6, dtype: object
NAME           Census Tract 417.02, Kent County, Delaware
DP05_0038PE                                          27.5
DP05_0037PE                                          63.4
state                                                  10
county                                                001
tract                                              041702
year                                                 2017
Name: 7, dtype: object
NAME           Census Tract 402.02, Kent County, Delaware
DP05_0038PE                                          30.0
DP05_0037PE                                          64.2
state                                                  10
county                                                001
tract                                              040202
year                                                 2017
Name: 8, dtype: object
NAME           Census Tract 402.03, Kent County, Delaware
DP05_0038PE                                          35.0
DP05_0037PE                                          63.6
state                                                  10
county                                                001
tract                                              040203
year                                                 2017
Name: 9, dtype: object
NAME           Census Tract 409, Kent County, Delaware
DP05_0038PE                                       33.0
DP05_0037PE                                       60.3
state                                               10
county                                             001
tract                                           040900
year                                              2017
Name: 10, dtype: object
NAME           Census Tract 413, Kent County, Delaware
DP05_0038PE                                       47.4
DP05_0037PE                                       42.9
state                                               10
county                                             001
tract                                           041300
year                                              2017
Name: 11, dtype: object
NAME           Census Tract 417.01, Kent County, Delaware
DP05_0038PE                                          19.7
DP05_0037PE                                          69.1
state                                                  10
county                                                001
tract                                              041701
year                                                 2017
Name: 12, dtype: object
NAME           Census Tract 420, Kent County, Delaware
DP05_0038PE                                        2.5
DP05_0037PE                                       90.4
state                                               10
county                                             001
tract                                           042000
year                                              2017
Name: 13, dtype: object
NAME           Census Tract 429, Kent County, Delaware
DP05_0038PE                                       11.0
DP05_0037PE                                       82.5
state                                               10
county                                             001
tract                                           042900
year                                              2017
Name: 14, dtype: object
NAME           Census Tract 407, Kent County, Delaware
DP05_0038PE                                       39.0
DP05_0037PE                                       51.6
state                                               10
county                                             001
tract                                           040700
year                                              2017
Name: 15, dtype: object
NAME           Census Tract 414, Kent County, Delaware
DP05_0038PE                                       39.0
DP05_0037PE                                       45.4
state                                               10
county                                             001
tract                                           041400
year                                              2017
Name: 16, dtype: object
NAME           Census Tract 415, Kent County, Delaware
DP05_0038PE                                       33.9
DP05_0037PE                                       57.0
state                                               10
county                                             001
tract                                           041500
year                                              2017
Name: 17, dtype: object
NAME           Census Tract 418.01, Kent County, Delaware
DP05_0038PE                                          25.4
DP05_0037PE                                          64.9
state                                                  10
county                                                001
tract                                              041801
year                                                 2017
Name: 18, dtype: object
NAME           Census Tract 418.02, Kent County, Delaware
DP05_0038PE                                          23.9
DP05_0037PE                                          63.7
state                                                  10
county                                                001
tract                                              041802
year                                                 2017
Name: 19, dtype: object
NAME           Census Tract 401, Kent County, Delaware
DP05_0038PE                                        7.3
DP05_0037PE                                       88.8
state                                               10
county                                             001
tract                                           040100
year                                              2017
Name: 20, dtype: object
NAME           Census Tract 411, Kent County, Delaware
DP05_0038PE                                        8.9
DP05_0037PE                                       77.7
state                                               10
county                                             001
tract                                           041100
year                                              2017
Name: 21, dtype: object
NAME           Census Tract 412, Kent County, Delaware
DP05_0038PE                                       32.3
DP05_0037PE                                       51.3
state                                               10
county                                             001
tract                                           041200
year                                              2017
Name: 22, dtype: object
NAME           Census Tract 419, Kent County, Delaware
DP05_0038PE                                        8.7
DP05_0037PE                                       85.2
state                                               10
county                                             001
tract                                           041900
year                                              2017
Name: 23, dtype: object
NAME           Census Tract 422.01, Kent County, Delaware
DP05_0038PE                                          24.7
DP05_0037PE                                          61.8
state                                                  10
county                                                001
tract                                              042201
year                                                 2017
Name: 24, dtype: object
NAME           Census Tract 425, Kent County, Delaware
DP05_0038PE                                       38.0
DP05_0037PE                                       54.7
state                                               10
county                                             001
tract                                           042500
year                                              2017
Name: 25, dtype: object
NAME           Census Tract 410, Kent County, Delaware
DP05_0038PE                                       40.8
DP05_0037PE                                       47.2
state                                               10
county                                             001
tract                                           041000
year                                              2017
Name: 26, dtype: object
NAME           Census Tract 433, Kent County, Delaware
DP05_0038PE                                       58.1
DP05_0037PE                                       32.6
state                                               10
county                                             001
tract                                           043300
year                                              2017
Name: 27, dtype: object
NAME           Census Tract 434, Kent County, Delaware
DP05_0038PE                                       19.0
DP05_0037PE                                       74.4
state                                               10
county                                             001
tract                                           043400
year                                              2017
Name: 28, dtype: object
NAME           Census Tract 9900, Kent County, Delaware
DP05_0038PE                                -666666666.0
DP05_0037PE                                -666666666.0
state                                                10
county                                              001
tract                                            990000
year                                               2017
Name: 29, dtype: object
NAME           Census Tract 405.01, Kent County, Delaware
DP05_0038PE                                          36.7
DP05_0037PE                                          54.9
state                                                  10
county                                                001
tract                                              040501
year                                                 2017
Name: 30, dtype: object
NAME           Census Tract 432.02, Kent County, Delaware
DP05_0038PE                                           8.5
DP05_0037PE                                          86.0
state                                                  10
county                                                001
tract                                              043202
year                                                 2017
Name: 31, dtype: object
NAME           Census Tract 405.02, Kent County, Delaware
DP05_0038PE                                          22.8
DP05_0037PE                                          71.4
state                                                  10
county                                                001
tract                                              040502
year                                                 2017
Name: 32, dtype: object
NAME           Census Tract 123, New Castle County, Delaware
DP05_0038PE                                             11.3
DP05_0037PE                                             77.8
state                                                     10
county                                                   003
tract                                                 012300
year                                                    2017
Name: 0, dtype: object
NAME           Census Tract 148.08, New Castle County, Delaware
DP05_0038PE                                                29.6
DP05_0037PE                                                54.3
state                                                        10
county                                                      003
tract                                                    014808
year                                                       2017
Name: 1, dtype: object
NAME           Census Tract 136.10, New Castle County, Delaware
DP05_0038PE                                                 4.9
DP05_0037PE                                                81.6
state                                                        10
county                                                      003
tract                                                    013610
year                                                       2017
Name: 2, dtype: object
NAME           Census Tract 137, New Castle County, Delaware
DP05_0038PE                                              9.2
DP05_0037PE                                             80.5
state                                                     10
county                                                   003
tract                                                 013700
year                                                    2017
Name: 3, dtype: object
NAME           Census Tract 149.04, New Castle County, Delaware
DP05_0038PE                                                28.7
DP05_0037PE                                                54.4
state                                                        10
county                                                      003
tract                                                    014904
year                                                       2017
Name: 4, dtype: object
NAME           Census Tract 162, New Castle County, Delaware
DP05_0038PE                                             14.2
DP05_0037PE                                             75.1
state                                                     10
county                                                   003
tract                                                 016200
year                                                    2017
Name: 5, dtype: object
NAME           Census Tract 163.01, New Castle County, Delaware
DP05_0038PE                                                29.0
DP05_0037PE                                                52.5
state                                                        10
county                                                      003
tract                                                    016301
year                                                       2017
Name: 6, dtype: object
NAME           Census Tract 166.01, New Castle County, Delaware
DP05_0038PE                                                20.0
DP05_0037PE                                                73.7
state                                                        10
county                                                      003
tract                                                    016601
year                                                       2017
Name: 7, dtype: object
NAME           Census Tract 166.02, New Castle County, Delaware
DP05_0038PE                                                13.1
DP05_0037PE                                                79.6
state                                                        10
county                                                      003
tract                                                    016602
year                                                       2017
Name: 8, dtype: object
NAME           Census Tract 169.01, New Castle County, Delaware
DP05_0038PE                                                 3.3
DP05_0037PE                                                95.4
state                                                        10
county                                                      003
tract                                                    016901
year                                                       2017
Name: 9, dtype: object
NAME           Census Tract 6.02, New Castle County, Delaware
DP05_0038PE                                              85.3
DP05_0037PE                                               9.1
state                                                      10
county                                                    003
tract                                                  000602
year                                                     2017
Name: 10, dtype: object
NAME           Census Tract 16, New Castle County, Delaware
DP05_0038PE                                            67.3
DP05_0037PE                                            25.5
state                                                    10
county                                                  003
tract                                                001600
year                                                   2017
Name: 11, dtype: object
NAME           Census Tract 23, New Castle County, Delaware
DP05_0038PE                                            57.5
DP05_0037PE                                            26.4
state                                                    10
county                                                  003
tract                                                002300
year                                                   2017
Name: 12, dtype: object
NAME           Census Tract 120, New Castle County, Delaware
DP05_0038PE                                              9.8
DP05_0037PE                                             85.5
state                                                     10
county                                                   003
tract                                                 012000
year                                                    2017
Name: 13, dtype: object
NAME           Census Tract 122, New Castle County, Delaware
DP05_0038PE                                             19.5
DP05_0037PE                                             72.9
state                                                     10
county                                                   003
tract                                                 012200
year                                                    2017
Name: 14, dtype: object
NAME           Census Tract 129, New Castle County, Delaware
DP05_0038PE                                             23.9
DP05_0037PE                                             61.9
state                                                     10
county                                                   003
tract                                                 012900
year                                                    2017
Name: 15, dtype: object
NAME           Census Tract 132, New Castle County, Delaware
DP05_0038PE                                             13.2
DP05_0037PE                                             65.1
state                                                     10
county                                                   003
tract                                                 013200
year                                                    2017
Name: 16, dtype: object
NAME           Census Tract 136.04, New Castle County, Delaware
DP05_0038PE                                                 4.4
DP05_0037PE                                                90.4
state                                                        10
county                                                      003
tract                                                    013604
year                                                       2017
Name: 17, dtype: object
NAME           Census Tract 142, New Castle County, Delaware
DP05_0038PE                                             13.8
DP05_0037PE                                             74.4
state                                                     10
county                                                   003
tract                                                 014200
year                                                    2017
Name: 18, dtype: object
NAME           Census Tract 147.02, New Castle County, Delaware
DP05_0038PE                                                 9.1
DP05_0037PE                                                76.0
state                                                        10
county                                                      003
tract                                                    014702
year                                                       2017
Name: 19, dtype: object
NAME           Census Tract 147.05, New Castle County, Delaware
DP05_0038PE                                                17.3
DP05_0037PE                                                69.9
state                                                        10
county                                                      003
tract                                                    014705
year                                                       2017
Name: 20, dtype: object
NAME           Census Tract 12, New Castle County, Delaware
DP05_0038PE                                             5.4
DP05_0037PE                                            91.5
state                                                    10
county                                                  003
tract                                                001200
year                                                   2017
Name: 21, dtype: object
NAME           Census Tract 114, New Castle County, Delaware
DP05_0038PE                                              4.7
DP05_0037PE                                             83.8
state                                                     10
county                                                   003
tract                                                 011400
year                                                    2017
Name: 22, dtype: object
NAME           Census Tract 126, New Castle County, Delaware
DP05_0038PE                                              6.3
DP05_0037PE                                             91.6
state                                                     10
county                                                   003
tract                                                 012600
year                                                    2017
Name: 23, dtype: object
NAME           Census Tract 127, New Castle County, Delaware
DP05_0038PE                                             15.7
DP05_0037PE                                             77.0
state                                                     10
county                                                   003
tract                                                 012700
year                                                    2017
Name: 24, dtype: object
NAME           Census Tract 136.08, New Castle County, Delaware
DP05_0038PE                                                11.8
DP05_0037PE                                                73.0
state                                                        10
county                                                      003
tract                                                    013608
year                                                       2017
Name: 25, dtype: object
NAME           Census Tract 136.11, New Castle County, Delaware
DP05_0038PE                                                17.9
DP05_0037PE                                                73.7
state                                                        10
county                                                      003
tract                                                    013611
year                                                       2017
Name: 26, dtype: object
NAME           Census Tract 11, New Castle County, Delaware
DP05_0038PE                                            19.6
DP05_0037PE                                            74.8
state                                                    10
county                                                  003
tract                                                001100
year                                                   2017
Name: 27, dtype: object
NAME           Census Tract 27, New Castle County, Delaware
DP05_0038PE                                            50.8
DP05_0037PE                                            33.5
state                                                    10
county                                                  003
tract                                                002700
year                                                   2017
Name: 28, dtype: object
NAME           Census Tract 104, New Castle County, Delaware
DP05_0038PE                                             10.4
DP05_0037PE                                             76.6
state                                                     10
county                                                   003
tract                                                 010400
year                                                    2017
Name: 29, dtype: object
NAME           Census Tract 112.04, New Castle County, Delaware
DP05_0038PE                                                10.3
DP05_0037PE                                                87.1
state                                                        10
county                                                      003
tract                                                    011204
year                                                       2017
Name: 30, dtype: object
NAME           Census Tract 119, New Castle County, Delaware
DP05_0038PE                                              0.9
DP05_0037PE                                             80.3
state                                                     10
county                                                   003
tract                                                 011900
year                                                    2017
Name: 31, dtype: object
NAME           Census Tract 125, New Castle County, Delaware
DP05_0038PE                                              8.9
DP05_0037PE                                             85.2
state                                                     10
county                                                   003
tract                                                 012500
year                                                    2017
Name: 32, dtype: object
NAME           Census Tract 131, New Castle County, Delaware
DP05_0038PE                                              2.4
DP05_0037PE                                             90.2
state                                                     10
county                                                   003
tract                                                 013100
year                                                    2017
Name: 33, dtype: object
NAME           Census Tract 133, New Castle County, Delaware
DP05_0038PE                                              0.3
DP05_0037PE                                             95.0
state                                                     10
county                                                   003
tract                                                 013300
year                                                    2017
Name: 34, dtype: object
NAME           Census Tract 138, New Castle County, Delaware
DP05_0038PE                                             15.3
DP05_0037PE                                             67.0
state                                                     10
county                                                   003
tract                                                 013800
year                                                    2017
Name: 35, dtype: object
NAME           Census Tract 140, New Castle County, Delaware
DP05_0038PE                                             27.8
DP05_0037PE                                             56.5
state                                                     10
county                                                   003
tract                                                 014000
year                                                    2017
Name: 36, dtype: object
NAME           Census Tract 141, New Castle County, Delaware
DP05_0038PE                                             25.5
DP05_0037PE                                             63.6
state                                                     10
county                                                   003
tract                                                 014100
year                                                    2017
Name: 37, dtype: object
NAME           Census Tract 144.03, New Castle County, Delaware
DP05_0038PE                                                16.9
DP05_0037PE                                                67.8
state                                                        10
county                                                      003
tract                                                    014403
year                                                       2017
Name: 38, dtype: object
NAME           Census Tract 148.03, New Castle County, Delaware
DP05_0038PE                                                12.1
DP05_0037PE                                                72.2
state                                                        10
county                                                      003
tract                                                    014803
year                                                       2017
Name: 39, dtype: object
NAME           Census Tract 150, New Castle County, Delaware
DP05_0038PE                                             33.0
DP05_0037PE                                             57.4
state                                                     10
county                                                   003
tract                                                 015000
year                                                    2017
Name: 40, dtype: object
NAME           Census Tract 159, New Castle County, Delaware
DP05_0038PE                                             30.4
DP05_0037PE                                             60.1
state                                                     10
county                                                   003
tract                                                 015900
year                                                    2017
Name: 41, dtype: object
NAME           Census Tract 164.01, New Castle County, Delaware
DP05_0038PE                                                26.7
DP05_0037PE                                                59.1
state                                                        10
county                                                      003
tract                                                    016401
year                                                       2017
Name: 42, dtype: object
NAME           Census Tract 136.12, New Castle County, Delaware
DP05_0038PE                                                 1.9
DP05_0037PE                                                76.6
state                                                        10
county                                                      003
tract                                                    013612
year                                                       2017
Name: 43, dtype: object
NAME           Census Tract 145.02, New Castle County, Delaware
DP05_0038PE                                                 5.8
DP05_0037PE                                                84.1
state                                                        10
county                                                      003
tract                                                    014502
year                                                       2017
Name: 44, dtype: object
NAME           Census Tract 147.03, New Castle County, Delaware
DP05_0038PE                                                15.2
DP05_0037PE                                                66.8
state                                                        10
county                                                      003
tract                                                    014703
year                                                       2017
Name: 45, dtype: object
NAME           Census Tract 151, New Castle County, Delaware
DP05_0038PE                                             19.9
DP05_0037PE                                             76.1
state                                                     10
county                                                   003
tract                                                 015100
year                                                    2017
Name: 46, dtype: object
NAME           Census Tract 160, New Castle County, Delaware
DP05_0038PE                                             46.1
DP05_0037PE                                             38.0
state                                                     10
county                                                   003
tract                                                 016000
year                                                    2017
Name: 47, dtype: object
NAME           Census Tract 4, New Castle County, Delaware
DP05_0038PE                                           56.0
DP05_0037PE                                           40.7
state                                                   10
county                                                 003
tract                                               000400
year                                                  2017
Name: 48, dtype: object
NAME           Census Tract 13, New Castle County, Delaware
DP05_0038PE                                             3.1
DP05_0037PE                                            93.0
state                                                    10
county                                                  003
tract                                                001300
year                                                   2017
Name: 49, dtype: object
NAME           Census Tract 26, New Castle County, Delaware
DP05_0038PE                                            48.6
DP05_0037PE                                            35.7
state                                                    10
county                                                  003
tract                                                002600
year                                                   2017
Name: 50, dtype: object
NAME           Census Tract 102, New Castle County, Delaware
DP05_0038PE                                             18.9
DP05_0037PE                                             76.3
state                                                     10
county                                                   003
tract                                                 010200
year                                                    2017
Name: 51, dtype: object
NAME           Census Tract 103, New Castle County, Delaware
DP05_0038PE                                             29.8
DP05_0037PE                                             63.8
state                                                     10
county                                                   003
tract                                                 010300
year                                                    2017
Name: 52, dtype: object
NAME           Census Tract 108, New Castle County, Delaware
DP05_0038PE                                             11.5
DP05_0037PE                                             77.5
state                                                     10
county                                                   003
tract                                                 010800
year                                                    2017
Name: 53, dtype: object
NAME           Census Tract 109, New Castle County, Delaware
DP05_0038PE                                              1.0
DP05_0037PE                                             94.1
state                                                     10
county                                                   003
tract                                                 010900
year                                                    2017
Name: 54, dtype: object
NAME           Census Tract 124, New Castle County, Delaware
DP05_0038PE                                              7.5
DP05_0037PE                                             85.8
state                                                     10
county                                                   003
tract                                                 012400
year                                                    2017
Name: 55, dtype: object
NAME           Census Tract 111, New Castle County, Delaware
DP05_0038PE                                             11.6
DP05_0037PE                                             85.8
state                                                     10
county                                                   003
tract                                                 011100
year                                                    2017
Name: 56, dtype: object
NAME           Census Tract 112.02, New Castle County, Delaware
DP05_0038PE                                                 4.3
DP05_0037PE                                                83.5
state                                                        10
county                                                      003
tract                                                    011202
year                                                       2017
Name: 57, dtype: object
NAME           Census Tract 118, New Castle County, Delaware
DP05_0038PE                                              0.3
DP05_0037PE                                             87.2
state                                                     10
county                                                   003
tract                                                 011800
year                                                    2017
Name: 58, dtype: object
NAME           Census Tract 134, New Castle County, Delaware
DP05_0038PE                                              6.7
DP05_0037PE                                             80.5
state                                                     10
county                                                   003
tract                                                 013400
year                                                    2017
Name: 59, dtype: object
NAME           Census Tract 136.13, New Castle County, Delaware
DP05_0038PE                                                11.7
DP05_0037PE                                                77.7
state                                                        10
county                                                      003
tract                                                    013613
year                                                       2017
Name: 60, dtype: object
NAME           Census Tract 144.02, New Castle County, Delaware
DP05_0038PE                                                 3.0
DP05_0037PE                                                81.8
state                                                        10
county                                                      003
tract                                                    014402
year                                                       2017
Name: 61, dtype: object
NAME           Census Tract 145.01, New Castle County, Delaware
DP05_0038PE                                                 6.2
DP05_0037PE                                                83.0
state                                                        10
county                                                      003
tract                                                    014501
year                                                       2017
Name: 62, dtype: object
NAME           Census Tract 148.05, New Castle County, Delaware
DP05_0038PE                                                19.2
DP05_0037PE                                                64.5
state                                                        10
county                                                      003
tract                                                    014805
year                                                       2017
Name: 63, dtype: object
NAME           Census Tract 161, New Castle County, Delaware
DP05_0038PE                                             28.2
DP05_0037PE                                             66.1
state                                                     10
county                                                   003
tract                                                 016100
year                                                    2017
Name: 64, dtype: object
NAME           Census Tract 163.02, New Castle County, Delaware
DP05_0038PE                                                42.7
DP05_0037PE                                                42.3
state                                                        10
county                                                      003
tract                                                    016302
year                                                       2017
Name: 65, dtype: object
NAME           Census Tract 168.01, New Castle County, Delaware
DP05_0038PE                                                18.1
DP05_0037PE                                                75.2
state                                                        10
county                                                      003
tract                                                    016801
year                                                       2017
Name: 66, dtype: object
NAME           Census Tract 22, New Castle County, Delaware
DP05_0038PE                                            46.4
DP05_0037PE                                            25.6
state                                                    10
county                                                  003
tract                                                002200
year                                                   2017
Name: 67, dtype: object
NAME           Census Tract 110, New Castle County, Delaware
DP05_0038PE                                              7.8
DP05_0037PE                                             82.9
state                                                     10
county                                                   003
tract                                                 011000
year                                                    2017
Name: 68, dtype: object
NAME           Census Tract 116, New Castle County, Delaware
DP05_0038PE                                              6.3
DP05_0037PE                                             83.3
state                                                     10
county                                                   003
tract                                                 011600
year                                                    2017
Name: 69, dtype: object
NAME           Census Tract 130, New Castle County, Delaware
DP05_0038PE                                              7.4
DP05_0037PE                                             83.6
state                                                     10
county                                                   003
tract                                                 013000
year                                                    2017
Name: 70, dtype: object
NAME           Census Tract 166.04, New Castle County, Delaware
DP05_0038PE                                                26.8
DP05_0037PE                                                66.4
state                                                        10
county                                                      003
tract                                                    016604
year                                                       2017
Name: 71, dtype: object
NAME           Census Tract 147.06, New Castle County, Delaware
DP05_0038PE                                                38.3
DP05_0037PE                                                46.1
state                                                        10
county                                                      003
tract                                                    014706
year                                                       2017
Name: 72, dtype: object
NAME           Census Tract 148.07, New Castle County, Delaware
DP05_0038PE                                                19.0
DP05_0037PE                                                64.4
state                                                        10
county                                                      003
tract                                                    014807
year                                                       2017
Name: 73, dtype: object
NAME           Census Tract 154, New Castle County, Delaware
DP05_0038PE                                             79.9
DP05_0037PE                                             11.2
state                                                     10
county                                                   003
tract                                                 015400
year                                                    2017
Name: 74, dtype: object
NAME           Census Tract 2, New Castle County, Delaware
DP05_0038PE                                           72.1
DP05_0037PE                                           20.4
state                                                   10
county                                                 003
tract                                               000200
year                                                  2017
Name: 75, dtype: object
NAME           Census Tract 9, New Castle County, Delaware
DP05_0038PE                                           89.1
DP05_0037PE                                            6.8
state                                                   10
county                                                 003
tract                                               000900
year                                                  2017
Name: 76, dtype: object
NAME           Census Tract 101.01, New Castle County, Delaware
DP05_0038PE                                                41.1
DP05_0037PE                                                38.8
state                                                        10
county                                                      003
tract                                                    010101
year                                                       2017
Name: 77, dtype: object
NAME           Census Tract 112.05, New Castle County, Delaware
DP05_0038PE                                                 5.2
DP05_0037PE                                                84.2
state                                                        10
county                                                      003
tract                                                    011205
year                                                       2017
Name: 78, dtype: object
NAME           Census Tract 135.01, New Castle County, Delaware
DP05_0038PE                                                 4.6
DP05_0037PE                                                85.9
state                                                        10
county                                                      003
tract                                                    013501
year                                                       2017
Name: 79, dtype: object
NAME           Census Tract 143, New Castle County, Delaware
DP05_0038PE                                             10.5
DP05_0037PE                                             81.7
state                                                     10
county                                                   003
tract                                                 014300
year                                                    2017
Name: 80, dtype: object
NAME           Census Tract 139.01, New Castle County, Delaware
DP05_0038PE                                                21.5
DP05_0037PE                                                72.0
state                                                        10
county                                                      003
tract                                                    013901
year                                                       2017
Name: 81, dtype: object
NAME           Census Tract 24, New Castle County, Delaware
DP05_0038PE                                            41.3
DP05_0037PE                                            53.8
state                                                    10
county                                                  003
tract                                                002400
year                                                   2017
Name: 82, dtype: object
NAME           Census Tract 152, New Castle County, Delaware
DP05_0038PE                                             24.9
DP05_0037PE                                             61.8
state                                                     10
county                                                   003
tract                                                 015200
year                                                    2017
Name: 83, dtype: object
NAME           Census Tract 15, New Castle County, Delaware
DP05_0038PE                                            39.1
DP05_0037PE                                            49.7
state                                                    10
county                                                  003
tract                                                001500
year                                                   2017
Name: 84, dtype: object
NAME           Census Tract 112.03, New Castle County, Delaware
DP05_0038PE                                                15.1
DP05_0037PE                                                69.6
state                                                        10
county                                                      003
tract                                                    011203
year                                                       2017
Name: 85, dtype: object
NAME           Census Tract 14, New Castle County, Delaware
DP05_0038PE                                            30.1
DP05_0037PE                                            63.0
state                                                    10
county                                                  003
tract                                                001400
year                                                   2017
Name: 86, dtype: object
NAME           Census Tract 121, New Castle County, Delaware
DP05_0038PE                                             10.1
DP05_0037PE                                             84.5
state                                                     10
county                                                   003
tract                                                 012100
year                                                    2017
Name: 87, dtype: object
NAME           Census Tract 136.07, New Castle County, Delaware
DP05_0038PE                                                 9.5
DP05_0037PE                                                76.1
state                                                        10
county                                                      003
tract                                                    013607
year                                                       2017
Name: 88, dtype: object
NAME           Census Tract 156, New Castle County, Delaware
DP05_0038PE                                             46.6
DP05_0037PE                                             39.6
state                                                     10
county                                                   003
tract                                                 015600
year                                                    2017
Name: 89, dtype: object
NAME           Census Tract 112.06, New Castle County, Delaware
DP05_0038PE                                                 7.1
DP05_0037PE                                                89.1
state                                                        10
county                                                      003
tract                                                    011206
year                                                       2017
Name: 90, dtype: object
NAME           Census Tract 5, New Castle County, Delaware
DP05_0038PE                                           89.2
DP05_0037PE                                            8.9
state                                                   10
county                                                 003
tract                                               000500
year                                                  2017
Name: 91, dtype: object
NAME           Census Tract 135.03, New Castle County, Delaware
DP05_0038PE                                                 2.8
DP05_0037PE                                                85.1
state                                                        10
county                                                      003
tract                                                    013503
year                                                       2017
Name: 92, dtype: object
NAME           Census Tract 144.04, New Castle County, Delaware
DP05_0038PE                                                10.6
DP05_0037PE                                                74.5
state                                                        10
county                                                      003
tract                                                    014404
year                                                       2017
Name: 93, dtype: object
NAME           Census Tract 149.03, New Castle County, Delaware
DP05_0038PE                                                41.4
DP05_0037PE                                                48.0
state                                                        10
county                                                      003
tract                                                    014903
year                                                       2017
Name: 94, dtype: object
NAME           Census Tract 3, New Castle County, Delaware
DP05_0038PE                                           75.6
DP05_0037PE                                           16.8
state                                                   10
county                                                 003
tract                                               000300
year                                                  2017
Name: 95, dtype: object
NAME           Census Tract 6.01, New Castle County, Delaware
DP05_0038PE                                              91.3
DP05_0037PE                                               2.9
state                                                      10
county                                                    003
tract                                                  000601
year                                                     2017
Name: 96, dtype: object
NAME           Census Tract 21, New Castle County, Delaware
DP05_0038PE                                            86.8
DP05_0037PE                                             4.8
state                                                    10
county                                                  003
tract                                                002100
year                                                   2017
Name: 97, dtype: object
NAME           Census Tract 25, New Castle County, Delaware
DP05_0038PE                                            36.0
DP05_0037PE                                            54.0
state                                                    10
county                                                  003
tract                                                002500
year                                                   2017
Name: 98, dtype: object
NAME           Census Tract 112.01, New Castle County, Delaware
DP05_0038PE                                                 2.7
DP05_0037PE                                                72.8
state                                                        10
county                                                      003
tract                                                    011201
year                                                       2017
Name: 99, dtype: object
NAME           Census Tract 113, New Castle County, Delaware
DP05_0038PE                                              1.6
DP05_0037PE                                             94.8
state                                                     10
county                                                   003
tract                                                 011300
year                                                    2017
Name: 100, dtype: object
NAME           Census Tract 115, New Castle County, Delaware
DP05_0038PE                                              1.0
DP05_0037PE                                             79.8
state                                                     10
county                                                   003
tract                                                 011500
year                                                    2017
Name: 101, dtype: object
NAME           Census Tract 117, New Castle County, Delaware
DP05_0038PE                                              0.4
DP05_0037PE                                             95.7
state                                                     10
county                                                   003
tract                                                 011700
year                                                    2017
Name: 102, dtype: object
NAME           Census Tract 9801, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  980100
year                                                     2017
Name: 103, dtype: object
NAME           Census Tract 29, New Castle County, Delaware
DP05_0038PE                                            93.6
DP05_0037PE                                             4.3
state                                                    10
county                                                  003
tract                                                002900
year                                                   2017
Name: 104, dtype: object
NAME           Census Tract 28, New Castle County, Delaware
DP05_0038PE                                            29.0
DP05_0037PE                                            60.5
state                                                    10
county                                                  003
tract                                                002800
year                                                   2017
Name: 105, dtype: object
NAME           Census Tract 148.09, New Castle County, Delaware
DP05_0038PE                                                29.5
DP05_0037PE                                                60.3
state                                                        10
county                                                      003
tract                                                    014809
year                                                       2017
Name: 106, dtype: object
NAME           Census Tract 149.08, New Castle County, Delaware
DP05_0038PE                                                67.5
DP05_0037PE                                                30.4
state                                                        10
county                                                      003
tract                                                    014908
year                                                       2017
Name: 107, dtype: object
NAME           Census Tract 169.04, New Castle County, Delaware
DP05_0038PE                                                40.0
DP05_0037PE                                                56.3
state                                                        10
county                                                      003
tract                                                    016904
year                                                       2017
Name: 108, dtype: object
NAME           Census Tract 168.04, New Castle County, Delaware
DP05_0038PE                                                23.0
DP05_0037PE                                                73.3
state                                                        10
county                                                      003
tract                                                    016804
year                                                       2017
Name: 109, dtype: object
NAME           Census Tract 166.08, New Castle County, Delaware
DP05_0038PE                                                 8.6
DP05_0037PE                                                86.0
state                                                        10
county                                                      003
tract                                                    016608
year                                                       2017
Name: 110, dtype: object
NAME           Census Tract 149.09, New Castle County, Delaware
DP05_0038PE                                                56.8
DP05_0037PE                                                37.6
state                                                        10
county                                                      003
tract                                                    014909
year                                                       2017
Name: 111, dtype: object
NAME           Census Tract 163.05, New Castle County, Delaware
DP05_0038PE                                                51.3
DP05_0037PE                                                39.9
state                                                        10
county                                                      003
tract                                                    016305
year                                                       2017
Name: 112, dtype: object
NAME           Census Tract 164.04, New Castle County, Delaware
DP05_0038PE                                                18.4
DP05_0037PE                                                75.1
state                                                        10
county                                                      003
tract                                                    016404
year                                                       2017
Name: 113, dtype: object
NAME           Census Tract 148.10, New Castle County, Delaware
DP05_0038PE                                                21.6
DP05_0037PE                                                70.1
state                                                        10
county                                                      003
tract                                                    014810
year                                                       2017
Name: 114, dtype: object
NAME           Census Tract 101.04, New Castle County, Delaware
DP05_0038PE                                                34.7
DP05_0037PE                                                62.6
state                                                        10
county                                                      003
tract                                                    010104
year                                                       2017
Name: 115, dtype: object
NAME           Census Tract 158.02, New Castle County, Delaware
DP05_0038PE                                                15.1
DP05_0037PE                                                67.6
state                                                        10
county                                                      003
tract                                                    015802
year                                                       2017
Name: 116, dtype: object
NAME           Census Tract 155.02, New Castle County, Delaware
DP05_0038PE                                                62.3
DP05_0037PE                                                32.1
state                                                        10
county                                                      003
tract                                                    015502
year                                                       2017
Name: 117, dtype: object
NAME           Census Tract 139.03, New Castle County, Delaware
DP05_0038PE                                                24.0
DP05_0037PE                                                65.1
state                                                        10
county                                                      003
tract                                                    013903
year                                                       2017
Name: 118, dtype: object
NAME           Census Tract 136.15, New Castle County, Delaware
DP05_0038PE                                                 3.3
DP05_0037PE                                                87.6
state                                                        10
county                                                      003
tract                                                    013615
year                                                       2017
Name: 119, dtype: object
NAME           Census Tract 136.14, New Castle County, Delaware
DP05_0038PE                                                 9.8
DP05_0037PE                                                85.3
state                                                        10
county                                                      003
tract                                                    013614
year                                                       2017
Name: 120, dtype: object
NAME           Census Tract 19.02, New Castle County, Delaware
DP05_0038PE                                               69.1
DP05_0037PE                                               21.2
state                                                       10
county                                                     003
tract                                                   001902
year                                                      2017
Name: 121, dtype: object
NAME           Census Tract 30.02, New Castle County, Delaware
DP05_0038PE                                               76.1
DP05_0037PE                                               20.0
state                                                       10
county                                                     003
tract                                                   003002
year                                                      2017
Name: 122, dtype: object
NAME           Census Tract 9901, New Castle County, Delaware
DP05_0038PE                                      -666666666.0
DP05_0037PE                                      -666666666.0
state                                                      10
county                                                    003
tract                                                  990100
year                                                     2017
Name: 123, dtype: object
NAME           Census Tract 105.02, New Castle County, Delaware
DP05_0038PE                                                12.9
DP05_0037PE                                                80.7
state                                                        10
county                                                      003
tract                                                    010502
year                                                       2017
Name: 124, dtype: object
NAME           Census Tract 107.02, New Castle County, Delaware
DP05_0038PE                                                34.3
DP05_0037PE                                                51.6
state                                                        10
county                                                      003
tract                                                    010702
year                                                       2017
Name: 125, dtype: object
NAME           Census Tract 135.06, New Castle County, Delaware
DP05_0038PE                                                 2.2
DP05_0037PE                                                86.0
state                                                        10
county                                                      003
tract                                                    013506
year                                                       2017
Name: 126, dtype: object
NAME           Census Tract 135.05, New Castle County, Delaware
DP05_0038PE                                                 4.5
DP05_0037PE                                                84.5
state                                                        10
county                                                      003
tract                                                    013505
year                                                       2017
Name: 127, dtype: object
NAME           Census Tract 149.07, New Castle County, Delaware
DP05_0038PE                                                47.5
DP05_0037PE                                                41.9
state                                                        10
county                                                      003
tract                                                    014907
year                                                       2017
Name: 128, dtype: object
NAME           Census Tract 139.04, New Castle County, Delaware
DP05_0038PE                                                30.1
DP05_0037PE                                                51.2
state                                                        10
county                                                      003
tract                                                    013904
year                                                       2017
Name: 129, dtype: object
NAME           Census Tract 149.06, New Castle County, Delaware
DP05_0038PE                                                42.1
DP05_0037PE                                                34.8
state                                                        10
county                                                      003
tract                                                    014906
year                                                       2017
Name: 130, dtype: object
NAME           Census Tract 501.01, Sussex County, Delaware
DP05_0038PE                                             8.8
DP05_0037PE                                            86.6
state                                                    10
county                                                  005
tract                                                050101
year                                                   2017
Name: 0, dtype: object
NAME           Census Tract 504.01, Sussex County, Delaware
DP05_0038PE                                            12.2
DP05_0037PE                                            86.1
state                                                    10
county                                                  005
tract                                                050401
year                                                   2017
Name: 1, dtype: object
NAME           Census Tract 506.01, Sussex County, Delaware
DP05_0038PE                                             9.3
DP05_0037PE                                            85.3
state                                                    10
county                                                  005
tract                                                050601
year                                                   2017
Name: 2, dtype: object
NAME           Census Tract 503.01, Sussex County, Delaware
DP05_0038PE                                            22.8
DP05_0037PE                                            73.1
state                                                    10
county                                                  005
tract                                                050301
year                                                   2017
Name: 3, dtype: object
NAME           Census Tract 505.01, Sussex County, Delaware
DP05_0038PE                                            11.6
DP05_0037PE                                            78.2
state                                                    10
county                                                  005
tract                                                050501
year                                                   2017
Name: 4, dtype: object
NAME           Census Tract 513.03, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            95.9
state                                                    10
county                                                  005
tract                                                051303
year                                                   2017
Name: 5, dtype: object
NAME           Census Tract 504.03, Sussex County, Delaware
DP05_0038PE                                            22.7
DP05_0037PE                                            70.3
state                                                    10
county                                                  005
tract                                                050403
year                                                   2017
Name: 6, dtype: object
NAME           Census Tract 508.03, Sussex County, Delaware
DP05_0038PE                                             8.6
DP05_0037PE                                            87.6
state                                                    10
county                                                  005
tract                                                050803
year                                                   2017
Name: 7, dtype: object
NAME           Census Tract 515, Sussex County, Delaware
DP05_0038PE                                         16.6
DP05_0037PE                                         72.2
state                                                 10
county                                               005
tract                                             051500
year                                                2017
Name: 8, dtype: object
NAME           Census Tract 517.02, Sussex County, Delaware
DP05_0038PE                                             4.2
DP05_0037PE                                            93.6
state                                                    10
county                                                  005
tract                                                051702
year                                                   2017
Name: 9, dtype: object
NAME           Census Tract 519, Sussex County, Delaware
DP05_0038PE                                         11.3
DP05_0037PE                                         85.3
state                                                 10
county                                               005
tract                                             051900
year                                                2017
Name: 10, dtype: object
NAME           Census Tract 506.02, Sussex County, Delaware
DP05_0038PE                                            18.5
DP05_0037PE                                            76.9
state                                                    10
county                                                  005
tract                                                050602
year                                                   2017
Name: 11, dtype: object
NAME           Census Tract 518.01, Sussex County, Delaware
DP05_0038PE                                            10.2
DP05_0037PE                                            88.6
state                                                    10
county                                                  005
tract                                                051801
year                                                   2017
Name: 12, dtype: object
NAME           Census Tract 503.02, Sussex County, Delaware
DP05_0038PE                                            12.4
DP05_0037PE                                            83.5
state                                                    10
county                                                  005
tract                                                050302
year                                                   2017
Name: 13, dtype: object
NAME           Census Tract 507.01, Sussex County, Delaware
DP05_0038PE                                            19.0
DP05_0037PE                                            73.5
state                                                    10
county                                                  005
tract                                                050701
year                                                   2017
Name: 14, dtype: object
NAME           Census Tract 513.01, Sussex County, Delaware
DP05_0038PE                                             3.9
DP05_0037PE                                            90.9
state                                                    10
county                                                  005
tract                                                051301
year                                                   2017
Name: 15, dtype: object
NAME           Census Tract 513.02, Sussex County, Delaware
DP05_0038PE                                             4.2
DP05_0037PE                                            91.9
state                                                    10
county                                                  005
tract                                                051302
year                                                   2017
Name: 16, dtype: object
NAME           Census Tract 517.01, Sussex County, Delaware
DP05_0038PE                                             3.2
DP05_0037PE                                            90.6
state                                                    10
county                                                  005
tract                                                051701
year                                                   2017
Name: 17, dtype: object
NAME           Census Tract 518.02, Sussex County, Delaware
DP05_0038PE                                            41.5
DP05_0037PE                                            50.0
state                                                    10
county                                                  005
tract                                                051802
year                                                   2017
Name: 18, dtype: object
NAME           Census Tract 501.03, Sussex County, Delaware
DP05_0038PE                                             4.8
DP05_0037PE                                            87.0
state                                                    10
county                                                  005
tract                                                050103
year                                                   2017
Name: 19, dtype: object
NAME           Census Tract 502, Sussex County, Delaware
DP05_0038PE                                         29.6
DP05_0037PE                                         68.3
state                                                 10
county                                               005
tract                                             050200
year                                                2017
Name: 20, dtype: object
NAME           Census Tract 510.03, Sussex County, Delaware
DP05_0038PE                                            10.2
DP05_0037PE                                            84.8
state                                                    10
county                                                  005
tract                                                051003
year                                                   2017
Name: 21, dtype: object
NAME           Census Tract 508.02, Sussex County, Delaware
DP05_0038PE                                             6.4
DP05_0037PE                                            87.7
state                                                    10
county                                                  005
tract                                                050802
year                                                   2017
Name: 22, dtype: object
NAME           Census Tract 514, Sussex County, Delaware
DP05_0038PE                                         14.6
DP05_0037PE                                         75.8
state                                                 10
county                                               005
tract                                             051400
year                                                2017
Name: 23, dtype: object
NAME           Census Tract 508.01, Sussex County, Delaware
DP05_0038PE                                            11.4
DP05_0037PE                                            85.8
state                                                    10
county                                                  005
tract                                                050801
year                                                   2017
Name: 24, dtype: object
NAME           Census Tract 507.03, Sussex County, Delaware
DP05_0038PE                                            10.8
DP05_0037PE                                            76.9
state                                                    10
county                                                  005
tract                                                050703
year                                                   2017
Name: 25, dtype: object
NAME           Census Tract 504.08, Sussex County, Delaware
DP05_0038PE                                            27.1
DP05_0037PE                                            69.1
state                                                    10
county                                                  005
tract                                                050408
year                                                   2017
Name: 26, dtype: object
NAME           Census Tract 504.05, Sussex County, Delaware
DP05_0038PE                                            12.7
DP05_0037PE                                            79.6
state                                                    10
county                                                  005
tract                                                050405
year                                                   2017
Name: 27, dtype: object
NAME           Census Tract 513.06, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            94.6
state                                                    10
county                                                  005
tract                                                051306
year                                                   2017
Name: 28, dtype: object
NAME           Census Tract 513.05, Sussex County, Delaware
DP05_0038PE                                             0.7
DP05_0037PE                                            96.4
state                                                    10
county                                                  005
tract                                                051305
year                                                   2017
Name: 29, dtype: object
NAME           Census Tract 512.05, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            98.3
state                                                    10
county                                                  005
tract                                                051205
year                                                   2017
Name: 30, dtype: object
NAME           Census Tract 507.06, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            97.0
state                                                    10
county                                                  005
tract                                                050706
year                                                   2017
Name: 31, dtype: object
NAME           Census Tract 512.01, Sussex County, Delaware
DP05_0038PE                                             0.9
DP05_0037PE                                            95.9
state                                                    10
county                                                  005
tract                                                051201
year                                                   2017
Name: 32, dtype: object
NAME           Census Tract 511.01, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.5
state                                                    10
county                                                  005
tract                                                051101
year                                                   2017
Name: 33, dtype: object
NAME           Census Tract 511.02, Sussex County, Delaware
DP05_0038PE                                             0.8
DP05_0037PE                                            97.1
state                                                    10
county                                                  005
tract                                                051102
year                                                   2017
Name: 34, dtype: object
NAME           Census Tract 510.06, Sussex County, Delaware
DP05_0038PE                                             0.3
DP05_0037PE                                            95.6
state                                                    10
county                                                  005
tract                                                051006
year                                                   2017
Name: 35, dtype: object
NAME           Census Tract 511.03, Sussex County, Delaware
DP05_0038PE                                             0.6
DP05_0037PE                                            95.3
state                                                    10
county                                                  005
tract                                                051103
year                                                   2017
Name: 36, dtype: object
NAME           Census Tract 510.07, Sussex County, Delaware
DP05_0038PE                                             2.5
DP05_0037PE                                            94.6
state                                                    10
county                                                  005
tract                                                051007
year                                                   2017
Name: 37, dtype: object
NAME           Census Tract 507.05, Sussex County, Delaware
DP05_0038PE                                             6.0
DP05_0037PE                                            83.4
state                                                    10
county                                                  005
tract                                                050705
year                                                   2017
Name: 38, dtype: object
NAME           Census Tract 510.05, Sussex County, Delaware
DP05_0038PE                                             3.2
DP05_0037PE                                            92.0
state                                                    10
county                                                  005
tract                                                051005
year                                                   2017
Name: 39, dtype: object
NAME           Census Tract 505.04, Sussex County, Delaware
DP05_0038PE                                            17.5
DP05_0037PE                                            79.1
state                                                    10
county                                                  005
tract                                                050504
year                                                   2017
Name: 40, dtype: object
NAME           Census Tract 504.06, Sussex County, Delaware
DP05_0038PE                                            37.2
DP05_0037PE                                            56.8
state                                                    10
county                                                  005
tract                                                050406
year                                                   2017
Name: 41, dtype: object
NAME           Census Tract 505.03, Sussex County, Delaware
DP05_0038PE                                            15.9
DP05_0037PE                                            65.9
state                                                    10
county                                                  005
tract                                                050503
year                                                   2017
Name: 42, dtype: object
NAME           Census Tract 509.01, Sussex County, Delaware
DP05_0038PE                                             1.5
DP05_0037PE                                            89.9
state                                                    10
county                                                  005
tract                                                050901
year                                                   2017
Name: 43, dtype: object
NAME           Census Tract 510.04, Sussex County, Delaware
DP05_0038PE                                             5.4
DP05_0037PE                                            89.8
state                                                    10
county                                                  005
tract                                                051004
year                                                   2017
Name: 44, dtype: object
NAME           Census Tract 509.02, Sussex County, Delaware
DP05_0038PE                                             5.0
DP05_0037PE                                            89.2
state                                                    10
county                                                  005
tract                                                050902
year                                                   2017
Name: 45, dtype: object
NAME           Census Tract 501.04, Sussex County, Delaware
DP05_0038PE                                             7.8
DP05_0037PE                                            77.5
state                                                    10
county                                                  005
tract                                                050104
year                                                   2017
Name: 46, dtype: object
NAME           Census Tract 504.07, Sussex County, Delaware
DP05_0038PE                                            30.4
DP05_0037PE                                            64.1
state                                                    10
county                                                  005
tract                                                050407
year                                                   2017
Name: 47, dtype: object
NAME           Census Tract 9900, Sussex County, Delaware
DP05_0038PE                                  -666666666.0
DP05_0037PE                                  -666666666.0
state                                                  10
county                                                005
tract                                              990000
year                                                 2017
Name: 48, dtype: object
NAME           Census Tract 512.03, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            96.6
state                                                    10
county                                                  005
tract                                                051203
year                                                   2017
Name: 49, dtype: object
NAME           Census Tract 512.02, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.4
state                                                    10
county                                                  005
tract                                                051202
year                                                   2017
Name: 50, dtype: object
NAME           Census Tract 512.04, Sussex County, Delaware
DP05_0038PE                                             0.0
DP05_0037PE                                            99.3
state                                                    10
county                                                  005
tract                                                051204
year                                                   2017
Name: 51, dtype: object
NAME           Census Tract 507.04, Sussex County, Delaware
DP05_0038PE                                             8.1
DP05_0037PE                                            88.4
state                                                    10
county                                                  005
tract                                                050704
year                                                   2017
Name: 52, dtype: object
NAME           Census Tract 501.05, Sussex County, Delaware
DP05_0038PE                                            26.6
DP05_0037PE                                            65.0
state                                                    10
county                                                  005
tract                                                050105
year                                                   2017
Name: 53, dtype: object

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP02"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2017': ["DP02_0151PE", "DP02_0152PE"], '2018': ["DP02_0151PE", "DP02_0152PE"]}

years = ["2017","2018"]                                

# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.


df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctComputerInternet]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctComputerInternet];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctComputerInternet] ( 
        [NAME] VARCHAR(150), 
        [PctWithComputer] float,
        [PctWithBroadband] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctComputerInternet]([NAME],[PctWithComputer],[PctWithBroadband], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP02_0151PE']), float(row['DP02_0152PE']),\
                        row['state'],row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "B19083"

variables = {'2014': ["B19083_001E"],'2015': ["B19083_001E"], \
             '2016': ["B19083_001E"], '2017': ["B19083_001E"], '2018': ["B19083_001E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# 2018 data not available yet for any dataset.
# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblIncomeInequalityGINI]', 'U') IS NOT NULL DROP TABLE [delaware].[tblIncomeInequalityGINI];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblIncomeInequalityGINI] ( 
        [NAME] VARCHAR(150), 
        [GINI] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblIncomeInequalityGINI]([NAME],[GINI], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['B19083_001E']), \
                        row['state'],row['county'], \
                        row['tract'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "B02001"

variables = {'2014': ["B02001_002E", "B02001_003E"],'2015': ["B02001_002E", "B02001_003E"], \
             '2016': ["B02001_002E", "B02001_003E"], '2017': ["B02001_002E", "B02001_003E"], \
             '2018': ["B02001_002E", "B02001_003E"]}

years = ["2014","2015","2016","2017","2018"] 

fn_delaware_tract_data(table, variables, years)

# 2018 data not available yet for any dataset.
# Some datsets do not have 2014 data.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table


### Now put the dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblBlackWhitePopulation]', 'U') IS NOT NULL DROP TABLE [delaware].[tblBlackWhitePopulation];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblBlackWhitePopulation] ( 
        [NAME] VARCHAR(150), 
        [WhitePopulation] int,
        [BlackPopulation] int,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblBlackWhitePopulation]([NAME],[WhitePopulation],[BlackPopulation], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],int(row['B02001_002E']),int(row['B02001_003E']), \
                        row['state'],row['county'], \
                        row['tract'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

### CODE TESTING AREA - can delete
### This verifies that a base url and predicates can be used to bring back census block, total, black and white population.

# Base URL
# Components of the base URL go into variables.
HOST = "https://api.census.gov/data"
year = "2010"
dataset = "dec/sf1"  # SF1 contains the data compiled from the questions asked of all people and about every housing unit              

# Code to join the base url components
base_url = "/".join([HOST, year, dataset])
# This is the base URL: "https://api.census.gov/data/2010/sf1"

# TIP: Add "/groups.html" to the end of the Base URL to view a list of groups (aka tables) in the dataset. 
# https://api.census.gov/data/2010/dec/sf1/groups.html
# Going to this link in an Internet browser will display the available tables that are based on the Summary File 1 (SF1) dataset from the 2010 Decennial Census.
# Each table in the list has a link to a list of variables for the table.

# Form the predicates dictionary
predicates = {}  # initialize empty dictionary
get_vars = ["NAME", "P008001", "P008003", "P008004"]   # Name of geographic area, total population, white pop., black pop.
predicates["get"] = ",".join(get_vars)
predicates["for"] = "block:*"   # Census Blocks are the desired geography. "*" means all blocks.
predicates["in"] = "state:10+county:003"   # Delaware, New Castle County only

# Make the request.  Results get loaded into the variable "myresponse2".
myresponse3 = requests.get(base_url, params = predicates)

# Display the result
print(myresponse3.text)

# Get the census block populations of black and white for Delware.
# This geography level is only available in decennial census years.  In this case, using 2010.

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "P8"  ## SF1 table containing Race data for the Decennial Census

# Put the variable codes into a dictionary using one key per year. 
variables = {'2010': ["P008001", "P008003", "P008004"]}

years = ["2010"]                                

# Call the function that retrieves the data from the census bureau.
# Note the use of 'block' for the 4th parameter to get census block level data.
fn_delaware_tract_data(table, variables, years, 'block')  # This will populate dfs.

df_detractdata = pd.concat(dfs) ## This is the dataframe that needs to be saved as a SQL table

# See how many rows and columns are in the result
print (df_detractdata.shape)

### Now put the dataframe into a SQl table ###

(24115, 9)

# Save result in SQl Server Table
# About 5 minutes for dataframes containing all Delaware census blocks (24,000 of them)

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblBlackWhiteByBlock2010]', 'U') IS NOT NULL DROP TABLE [delaware].[tblBlackWhiteByBlock2010];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblBlackWhiteByBlock2010] ( 
        [NAME] VARCHAR(150), 
        [TotalPopulation] int,
        [WhitePopulation] int,
        [BlackPopulation] int,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Block] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time. This can take a while for dataframes that are 10k+ long.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblBlackWhiteByBlock2010]([NAME],[TotalPopulation], [WhitePopulation], \
                        [BlackPopulation],[State],[County],[Tract],[Block],[Year]) \
                        values(?,?,?,?,?,?,?,?,?)", \
                        row['NAME'],int(row['P008001']),int(row['P008003']),int(row['P008004']), \
                        row['state'],row['county'], \
                        row['tract'],row['block'],row['year'])                   

# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP05"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
# variables = {'2014': ["DP05_0066PE", "DP05_0071PE"], '2015': ["DP05_0066PE", "DP05_0071PE"], 
#              '2016': ["DP05_0066PE", "DP05_0071PE"], '2017': ["DP05_0071PE", "DP05_0076PE"]}

# years = ["2014","2015","2016","2017"]   



## Because the variable DP05_0071PE means Latino for year 2017 but non-Latino for years 2014, 2015, 2016 the concat
## will throw an error:
## ValueError: Plan shapes are not aligned.  To get around this you will needed to do separate batches of output
## by year and merge them in another step.
## The only way around this is to run two separate batches of output and merge the data manually into one SQL table


#### Get the data for 2014-2016
variables = {'2014': ["DP05_0066PE", "DP05_0071PE"], '2015': ["DP05_0066PE", "DP05_0071PE"], 
             '2016': ["DP05_0066PE", "DP05_0071PE"]}

years = ["2014","2015","2016"] 

# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.

# Concatenate all the years data into one long dataframe
df_detractdata = pd.concat(dfs, sort = False) ## This is the dataframe for years 2014 to 2016

# Change the column headings for the data frame so they can be aligned with the next batch of data for 2017
df_detractdata = df_detractdata.rename(columns = {'DP05_0066PE':'DP05_0071PE', 'DP05_0071PE':'DP05_0076PE'})


#### Get the data for 2017
dfs = [df_detractdata]  # Initialize dfs list of data frames with the 2014-2016 data

# Set variable IDs and year for 2017 and later
variables = {'2017': ["DP05_0071PE", "DP05_0076PE"], '2018': ["DP05_0071PE", "DP05_0076PE"]}
years = ["2017","2018"] 

# Call function to retrieve 2017 data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs.

# Merge the 2017 data with the 2014-2016 data
df_detractdata = pd.concat(dfs, sort = False)  

#### Now put the combined dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctLatino]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctLatino];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctLatino] ( 
        [NAME] VARCHAR(150), 
        [PctLatino] float,
        [PctNonLatino] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctLatino]([NAME],[PctLatino], \
                        [PctNonLatino],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP05_0071PE']),float(row['DP05_0076PE']), \
                        row['state'], \
                        row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP02"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2014': ["DP02_0092PE"], '2015': ["DP02_0092PE"], 
             '2016': ["DP02_0092PE"], '2017': ["DP02_0092PE"], '2018': ["DP02_0092PE"]}

years = ["2014","2015","2016","2017","2018"]   


# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs[].

# Concatenate all the years data into one long dataframe
df_detractdata = pd.concat(dfs, sort = False) ## This is the dataframe for years 2014 to 2016

#### Now put the combined dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctForeignBorn]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctForeignBorn];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctForeignBorn] ( 
        [NAME] VARCHAR(150), 
        [PctForeignBorn] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctForeignBorn]([NAME],[PctForeignBorn], \
                        [State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP02_0092PE']), \
                        row['state'], \
                        row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

dfs = []  # Initialize an empty list that will contain the data frames for all the years

### Get the census data and put it into dataframe ###

table = "DP02"

# Put the variable codes into a dictionary using one key per year. Note the codes changed over the years.
variables = {'2014': ["DP02_0073PE","DP02_0075PE","DP02_0077PE"], '2015': ["DP02_0073PE","DP02_0075PE","DP02_0077PE"], 
             '2016': ["DP02_0073PE","DP02_0075PE","DP02_0077PE"], '2017': ["DP02_0073PE","DP02_0075PE","DP02_0077PE"], \
             '2018': ["DP02_0073PE","DP02_0075PE","DP02_0077PE"]}

years = ["2014","2015","2016","2017","2018"]   


# Call the function that retrieves the data from the census bureau.
fn_delaware_tract_data(table, variables, years)  # This will populate dfs[].

# Concatenate all the years data into one long dataframe
df_detractdata = pd.concat(dfs, sort = False) ## This is the dataframe for years 2014 to 2016

#### Now put the combined dataframe into a SQl table ###

# Get a connection object
sql_conn = get_sql_conn()

# Get a cursor object
cursor = sql_conn.cursor()

# Delete the table if it already exists
cursor.execute("""IF OBJECT_ID('[delaware].[tblPctDisabled]', 'U') IS NOT NULL DROP TABLE [delaware].[tblPctDisabled];""")

# Build a command string that can create the table structure.
sql_command = """
CREATE TABLE [delaware].[tblPctDisabled] ( 
        [NAME] VARCHAR(150), 
        [PctDisabledAgeUnder18] float,
        [PctDisabledAge18to64] float,
        [PctDisabledAgeOver64] float,
        [State] CHAR(2),
        [County] CHAR(3),
        [Tract] CHAR(6),
        [Year] CHAR(4)
    );"""

cursor.execute(sql_command) # Create the table

# Insert the dataframe into the table one row at a time.
for index, row in df_detractdata.iterrows():
    if row['tract'][:2] not in ('98', '99'):  # Census tracts starting 98 or 99 are areas of water.
        cursor.execute("INSERT INTO [delaware].[tblPctDisabled]([NAME],[PctDisabledAgeUnder18], \
                        [PctDisabledAge18to64],[PctDisabledAgeOver64],[State],[County],[Tract],[Year]) \
                        values(?,?,?,?,?,?,?,?)", \
                        row['NAME'],float(row['DP02_0073PE']),float(row['DP02_0075PE']), \
                        float(row['DP02_0077PE']),row['state'], \
                        row['county'],row['tract'],row['year'])
                   
# Do not forget these next steps or your changes will not be saved and the database will appear LOCKED and you will need to 
# close this Notebook, exit Anaconda, exit Chrome & restart SQL Management Studio to unlock the database.
sql_conn.commit()
cursor.close()
sql_conn.close()

	Name	MedianIncome	StateCode	CountyCode	CensusTractCode
0	Census Tract 4, New Castle County, Delaware	26147	10	003	000400
1	Census Tract 13, New Castle County, Delaware	56786	10	003	001300
2	Census Tract 26, New Castle County, Delaware	21633	10	003	002600
3	Census Tract 102, New Castle County, Delaware	32436	10	003	010200
4	Census Tract 103, New Castle County, Delaware	36946	10	003	010300

	OBJECTID	NAME10	NAMELSAD10	POPULATION	HOUSING_UN	geometry	Name	MedianIncome	StateCode	CountyCode	CensusTractCode	TractName
0	5	402.01	Census Tract 402.01	5041	2023	POLYGON ((-75.6232639990541 39.30802900070178,...	Census Tract 402.01, Kent County, Delaware	31026	10	001	040201	Census Tract 402.01
1	6	402.03	Census Tract 402.03	5017	2022	POLYGON ((-75.55809300026225 39.33895600007091...	Census Tract 402.03, Kent County, Delaware	26617	10	001	040203	Census Tract 402.03
2	7	402.02	Census Tract 402.02	12763	4751	POLYGON ((-75.62572299970213 39.2901000000436,...	Census Tract 402.02, Kent County, Delaware	36676	10	001	040202	Census Tract 402.02
3	8	418.02	Census Tract 418.02	5203	2054	POLYGON ((-75.63280100009888 39.12490199993345...	Census Tract 418.02, Kent County, Delaware	38162	10	001	041802	Census Tract 418.02
4	9	425	Census Tract 425	3455	1490	POLYGON ((-75.43310600022431 38.9112519994632,...	Census Tract 425, Kent County, Delaware	30613	10	001	042500	Census Tract 425

	NAME	DP05_0065PE	DP05_0065PEA	state	county	tract	year
0	Census Tract 401, Kent County, Delaware	9.1	None	10	001	040100	2014
1	Census Tract 402.01, Kent County, Delaware	25.3	None	10	001	040201	2014
2	Census Tract 402.02, Kent County, Delaware	28.5	None	10	001	040202	2014
3	Census Tract 402.03, Kent County, Delaware	27.2	None	10	001	040203	2014
4	Census Tract 405.01, Kent County, Delaware	47.1	None	10	001	040501	2014
5	Census Tract 405.02, Kent County, Delaware	35.3	None	10	001	040502	2014
6	Census Tract 407, Kent County, Delaware	50.5	None	10	001	040700	2014
7	Census Tract 409, Kent County, Delaware	35.6	None	10	001	040900	2014
8	Census Tract 410, Kent County, Delaware	36.9	None	10	001	041000	2014
9	Census Tract 411, Kent County, Delaware	13.7	None	10	001	041100	2014
10	Census Tract 412, Kent County, Delaware	35.4	None	10	001	041200	2014
11	Census Tract 413, Kent County, Delaware	60.1	None	10	001	041300	2014
12	Census Tract 414, Kent County, Delaware	46.2	None	10	001	041400	2014
13	Census Tract 415, Kent County, Delaware	39.6	None	10	001	041500	2014
14	Census Tract 416, Kent County, Delaware	20.7	None	10	001	041600	2014
15	Census Tract 417.01, Kent County, Delaware	17.2	None	10	001	041701	2014
16	Census Tract 417.02, Kent County, Delaware	32.0	None	10	001	041702	2014
17	Census Tract 418.01, Kent County, Delaware	27.4	None	10	001	041801	2014
18	Census Tract 418.02, Kent County, Delaware	20.3	None	10	001	041802	2014
19	Census Tract 419, Kent County, Delaware	13.6	None	10	001	041900	2014
20	Census Tract 420, Kent County, Delaware	2.6	None	10	001	042000	2014
21	Census Tract 421, Kent County, Delaware	11.5	None	10	001	042100	2014
22	Census Tract 422.01, Kent County, Delaware	29.3	None	10	001	042201	2014
23	Census Tract 422.02, Kent County, Delaware	18.8	None	10	001	042202	2014
24	Census Tract 425, Kent County, Delaware	35.0	None	10	001	042500	2014
25	Census Tract 428, Kent County, Delaware	21.3	None	10	001	042800	2014
26	Census Tract 429, Kent County, Delaware	13.8	None	10	001	042900	2014
27	Census Tract 430, Kent County, Delaware	22.5	None	10	001	043000	2014
28	Census Tract 431, Kent County, Delaware	7.5	None	10	001	043100	2014
29	Census Tract 432.02, Kent County, Delaware	9.0	None	10	001	043202	2014
...	...	...	...	...	...	...	...
24	Census Tract 519, Sussex County, Delaware	14.3	None	10	005	051900	2018
25	Census Tract 506.02, Sussex County, Delaware	20.9	None	10	005	050602	2018
26	Census Tract 518.01, Sussex County, Delaware	14.7	None	10	005	051801	2018
27	Census Tract 503.02, Sussex County, Delaware	12.6	None	10	005	050302	2018
28	Census Tract 507.01, Sussex County, Delaware	18.9	None	10	005	050701	2018
29	Census Tract 513.01, Sussex County, Delaware	4.6	None	10	005	051301	2018
30	Census Tract 513.02, Sussex County, Delaware	7.8	None	10	005	051302	2018
31	Census Tract 517.01, Sussex County, Delaware	3.7	None	10	005	051701	2018
32	Census Tract 518.02, Sussex County, Delaware	47.3	None	10	005	051802	2018
33	Census Tract 501.03, Sussex County, Delaware	5.2	None	10	005	050103	2018
34	Census Tract 502, Sussex County, Delaware	32.6	None	10	005	050200	2018
35	Census Tract 510.03, Sussex County, Delaware	8.2	None	10	005	051003	2018
36	Census Tract 508.02, Sussex County, Delaware	8.8	None	10	005	050802	2018
37	Census Tract 514, Sussex County, Delaware	17.2	None	10	005	051400	2018
38	Census Tract 508.01, Sussex County, Delaware	12.8	None	10	005	050801	2018
39	Census Tract 501.04, Sussex County, Delaware	17.5	None	10	005	050104	2018
40	Census Tract 501.05, Sussex County, Delaware	22.2	None	10	005	050105	2018
41	Census Tract 504.05, Sussex County, Delaware	18.5	None	10	005	050405	2018
42	Census Tract 504.06, Sussex County, Delaware	37.8	None	10	005	050406	2018
43	Census Tract 504.07, Sussex County, Delaware	32.2	None	10	005	050407	2018
44	Census Tract 504.08, Sussex County, Delaware	32.3	None	10	005	050408	2018
45	Census Tract 505.03, Sussex County, Delaware	12.6	None	10	005	050503	2018
46	Census Tract 505.04, Sussex County, Delaware	17.5	None	10	005	050504	2018
47	Census Tract 507.06, Sussex County, Delaware	0.0	None	10	005	050706	2018
48	Census Tract 507.03, Sussex County, Delaware	13.1	None	10	005	050703	2018
49	Census Tract 507.04, Sussex County, Delaware	6.9	None	10	005	050704	2018
50	Census Tract 507.05, Sussex County, Delaware	7.8	None	10	005	050705	2018
51	Census Tract 509.01, Sussex County, Delaware	1.9	None	10	005	050901	2018
52	Census Tract 509.02, Sussex County, Delaware	5.7	None	10	005	050902	2018
53	Census Tract 510.04, Sussex County, Delaware	6.7	None	10	005	051004	2018

Gathering United States Census Data (2014 to 2018) Using Python¶

M. Fawcett - March 20, 2020¶

Structuring a Request¶

Determining Table and Variable Codes¶

Topics in the Decennial Census¶

Topics in the Annual American Community Survey¶

Walkthrough of Finding a Desired Dataset Name and Variable ID¶

Get the data¶

Use Case #1: Population in 2018 by Delaware Census Tract¶

Margins of Error¶

Use Case #2: 2018 Median Income by Census Tract for Delaware, New Jersey, Maryland and Pennsylvania¶

Use Case #3: Display a Chloropleth Map of Delaware Census Tract Relative Household Size¶

Use Case #4: Display a Chloropleth Map of Delaware Census Tract 2018 Median Income¶

Get Additional Selected Data from the Census Website¶

Define a Function to Retrieve Delaware Census Data¶

Saving the Results in s SQL Server Database¶

A Note About Cursors¶

Percent adults age 25 yrs or older with less than high school graduation¶

Percent males who are unemployed¶

Percent households with income below the poverty level¶

Percent households receiving public Assistance¶

Percent households with children in which the head of household is female¶

Median household income¶

Percent unemployed individual (unemployment rate)¶

Percent households with no cars¶

Percent crowded housing¶

Percent renters¶

Percent males not in management & professional occupations¶

Percent households in poverty¶

Percent female headed households with dependents¶

Percent on public assistance¶

Percent earning less than 30K per year¶

Percent less than high school education¶

Percent of residents under the age of 16 yrs¶

Percent Black, White & Other residents¶

COMPUTERS AND INTERNET USE¶

GINI Index of income Inequality¶

Black and White Populations¶

Percent Latino Population¶

Percent Foreign Born¶

Percent Disabled¶