Step - 3: Legacy of Slavery Certificate of Freedom - Data Visualization and Analysis¶
Computing the Legacy of Slavery: Applying Computational Thinking to an Archival Dataset¶
- Student Contributors: K. Sarah Ostrach, Natalie Salive, Olivia Isaacs
- Faculty Mentor: Richard Marciano
- Community Mentor: Ryan Cox (Maryland State Archives)
- Source Available: https://github.com/cases-umd/Legacy-of-Slavery
- License: Creative Commons - Attribute 4.0 Intl
- Lesson Plan for Instructors
- Related Publications:
- IEEE Big Data 2019 CAS Workshop: A Case Study in Creating Transparency in Using Cultural Big Data: The Legacy of Slavery Project
- More Information:
- SAA Outlook March/April 2019: Turning Data into People in Maryland's Slave Records
We organized the data preparation step around [David Weintrop’s model of computation thinking] (https://link.springer.com/content/pdf/10.1007%2Fs10956-015-9581-5.pdf) and worked based on a [questionnaire] (TNA_Questionnaire.ipynb) developed by The National Archives, London, UK to document this step as well.
Computational Thinking Practices¶
- Data Practices
- Visualizing Data
- Mainpulating Data
- Systems Thinking Practices
- Thinking in Levels
Ethics and Values Considerations¶
- Historical and Cultural Context Based Exploration and Cleaning
- Understanding the sensitivity of the data
Archival Practices¶
- Digital Records and Access Systems
Learning Goals¶
A step-by-step understanding of using computational thinking practices on a digitally archived Maryland State Archives Legacy of Slavery dataset collection
In [3]:
import pandas as pd
import networkx
import matplotlib.pyplot as plt
import numpy as np
In [2]:
#reimport the csv saved from the previous step 2
#code to import the csv saved from the previous step
df = pd.read_csv("Datasets\LoS_Prep_Output.csv")
print(df.head(10))
DataID DataItem County Owner_FirstName Owner_LastName \
0 AR7-46 1 AA Ann Ailsworth
1 AR7-46 2 AA Ann Ailsworth
2 AR7-46 3 AA Ann Ailsworth
3 AR7-46 4 AA William Alexander
4 AR7-46 5 AA Thomas Allen
5 AR7-46 6 AA Thomas Allen
6 AR7-46 7 AA James Alleson
7 AR7-46 8 AA Mary Alwell
8 AR7-46 9 AA Mary Armiger
9 AR7-46 10 AA Mary Atcock
Witness Date Freed_FirstName Freed_LastName Alias ... \
0 NaN None Keziah Cromwell NaN ...
1 Zachariah Duvall 1811-06-24 Resiah Cromwell NaN ...
2 Jenifer Duvall 1811-06-24 Kesiah Cromwell NaN ...
3 NaN 1815-03-28 Handy McCeomey NaN ...
4 NaN 1837-07-10 Nancy Ennis NaN ...
5 NaN 1837-08-03 Jim Sharpe NaN ...
6 NaN 1826-10-28 Belly NaN NaN ...
7 NaN 1844-11-08 Howard Davis NaN ...
8 NaN 1819-01-27 Abigail NaN NaN ...
9 Jacob Franklin, Jr. 1812-12-30 Ned NaN NaN ...
Page Entry DatasetName \
0 42686.0 12.0 FF
1 24.0 3.0 FF
2 NaN NaN FF
3 50.0 2.0 FF
4 257.0 1.0 FF
5 257.0 2.0 FF
6 242.0 1.0 FF
7 372.0 1.0 FF
8 126.0 2.0 FF
9 31.0 3.0 FF
Notes isWorking isError \
0 NaN 0 0
1 NaN 0 0
2 Freed by will of Mrs. Ann Ailsworth. 0 0
3 Freed by manumission, dated 27 March 1815. Rai... 0 0
4 Freed by petition to Anne Arundel County Court... 0 0
5 Freed by petition to Anne Arundel County Court... 0 0
6 Freed by manumission, dated 28 Oct 1826. Raise... 0 0
7 son of Nelly. Freed by manumission, dated 12 A... 0 0
8 along with Richard G. Stetton. Freed by manumi... 0 0
9 NaN 0 0
ChangeDate CreateDate DateFormatted Height_Inches
0 39:20.3 39:20.3 NaN 63.00
1 39:20.3 39:20.3 1811-06-24 63.00
2 39:20.3 39:20.3 1811-06-24 63.00
3 39:20.3 39:20.3 1815-03-28 67.75
4 39:20.3 39:20.3 1837-07-10 57.50
5 39:20.3 39:20.3 1837-08-03 61.50
6 39:20.3 39:20.3 1826-10-28 61.50
7 39:20.3 39:20.3 1844-11-08 66.50
8 39:20.3 39:20.3 1819-01-27 61.00
9 39:20.3 39:20.3 1812-12-30 66.25
[10 rows x 30 columns]
In [8]:
from bokeh.io import output_notebook, show, save
In [11]:
# Standard plotly imports
# import plotly.chart-studio as py
import plotly.graph_objs as go
from plotly.offline import iplot, init_notebook_mode
# Using plotly + cufflinks in offline mode
import cufflinks
cufflinks.go_offline(connected=True)
init_notebook_mode(connected=True)
In [25]:
LoS_CoF = networkx.from_pandas_edgelist(df, 'Freed_FirstName', 'Owner_FirstName')
In [26]:
from bokeh.io import output_notebook, show, save
from bokeh.models import Range1d, Circle, ColumnDataSource, MultiLine
from bokeh.plotting import figure
from bokeh.plotting import from_networkx
In [27]:
#Choose a title!
title = 'Legacy Of Slavery Certificates of Freedom - Enslaved, Owner, Witness Network'
#Establish which categories will appear when hovering over each node
HOVER_TOOLTIPS = [("Freed_FirstName", "@index")]
#Create a plot — set dimensions, toolbar, and title
plot = figure(tooltips = HOVER_TOOLTIPS,
tools="pan,wheel_zoom,save,reset", active_scroll='wheel_zoom',
x_range=Range1d(-10.1, 10.1), y_range=Range1d(-10.1, 10.1), title=title)
#Create a network graph object with spring layout
# https://networkx.github.io/documentation/networkx-1.9/reference/generated/networkx.drawing.layout.spring_layout.html
network_graph = from_networkx(LoS_CoF, networkx.spring_layout, scale=10, center=(0, 0))
#Set node size and color
network_graph.node_renderer.glyph = Circle(size=15, fill_color='skyblue')
#Set edge opacity and width
network_graph.edge_renderer.glyph = MultiLine(line_alpha=0.5, line_width=1)
#Add network graph to the plot
plot.renderers.append(network_graph)
show(plot)
#save(plot, filename=f"{title}.html")
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-27-6c76067fd9e1> in <module> 12 #Create a network graph object with spring layout 13 # https://networkx.github.io/documentation/networkx-1.9/reference/generated/networkx.drawing.layout.spring_layout.html ---> 14 network_graph = from_networkx(LoS_CoF, networkx.spring_layout, scale=10, center=(0, 0)) 15 16 #Set node size and color ~\Anaconda3\lib\site-packages\bokeh\plotting\graph.py in from_networkx(graph, layout_function, **kwargs) 121 "These nodes may not be displayed correctly.") 122 --> 123 graph_renderer.layout_provider = StaticLayoutProvider(graph_layout=graph_layout) 124 125 return graph_renderer ~\Anaconda3\lib\site-packages\bokeh\model.py in __init__(self, **kwargs) 234 kwargs.pop("id", None) 235 --> 236 super().__init__(**kwargs) 237 default_theme.apply_to_model(self) 238 ~\Anaconda3\lib\site-packages\bokeh\core\has_props.py in __init__(self, **properties) 266 267 for name, value in properties.items(): --> 268 setattr(self, name, value) 269 270 self._initialized = True ~\Anaconda3\lib\site-packages\bokeh\core\has_props.py in __setattr__(self, name, value) 295 296 if name in props or (descriptor is not None and descriptor.fset is not None): --> 297 super().__setattr__(name, value) 298 else: 299 matches, text = difflib.get_close_matches(name.lower(), props), "similar" ~\Anaconda3\lib\site-packages\bokeh\core\property\descriptors.py in __set__(self, obj, value, setter) 550 raise RuntimeError(f"{class_name}.{self.name} is a readonly property") 551 --> 552 self._internal_set(obj, value, setter=setter) 553 554 def __delete__(self, obj): ~\Anaconda3\lib\site-packages\bokeh\core\property\descriptors.py in _internal_set(self, obj, value, hint, setter) 782 783 """ --> 784 value = self.property.prepare_value(obj, self.name, value) 785 old = self._get(obj) 786 self._real_set(obj, old, value, hint=hint, setter=setter) ~\Anaconda3\lib\site-packages\bokeh\core\property\bases.py in prepare_value(self, owner, name, value) 348 else: 349 obj_repr = owner if isinstance(owner, HasProps) else owner.__name__ --> 350 raise ValueError(f"failed to validate {obj_repr}.{name}: {error}") 351 352 if isinstance(owner, HasProps): ValueError: failed to validate StaticLayoutProvider(id='1113', ...).graph_layout: expected an element of Dict(Either(String, Int), Seq(Any)), got {'Keziah': array([0.03661397, 0.13163953]), 'Ann': array([-0.13834807, 0.28673196]), 'Resiah': array([-0.50974619, 0.69437784]), 'Kesiah': array([0.17147774, 0.00352616]), 'Handy': array([ 0.07884091, -0.12858306]), 'William': array([-0.31387836, 0.03430873]), 'Nancy': array([-0.01278237, 0.31437406]), 'Thomas ': array([ 0.06785575, -0.10920505]), 'Jim': array([-0.14808698, 0.39344856]), 'Thomas': array([0.15217856, 0.26357818]), 'Belly': array([-0.99323338, 0.12266438]), 'James': array([-0.34350613, 0.16545576]), 'Howard': array([ 0.06708626, -0.22719283]), 'Mary': array([-0.17944787, 0.27448276]), 'Abigail': array([0.21787925, 0.14515041]), 'Ned': array([-0.18162021, 0.085791 ]), 'Harry': array([-0.03067811, 0.15536124]), 'John': array([0.14021441, 0.38866138]), 'Priscella': array([-0.07512456, 0.51327723]), 'Richard': array([0.01784642, 0.2708095 ]), 'Daniel': array([-0.25974697, 0.3462263 ]), 'Peter': array([-0.21885242, 0.21850243]), 'Belinda': array([-0.53866714, 0.32445344]), 'Phillis': array([-0.0270771 , 0.10002282]), 'Theodore': array([0.2193753 , 0.14498168]), 'Will': array([-0.03833312, 0.31936571]), 'Gustavus': array([-0.01752372, -0.00052639]), 'Benjamin': array([-0.02812307, 0.36895931]), 'George': array([-0.29179639, 0.25744659]), 'Ellick': array([-0.31460705, 0.29288507]), 'Nicholas': array([-0.13685299, 0.25388849]), 'Ellen': array([-0.24177648, 0.00626381]), 'John W.': array([-0.12448673, 0.1364665 ]), 'Emily': array([0.18723163, 0.09478868]), 'Mary Ellen': array([0.04190443, 0.05134451]), 'Henry': array([0.03610972, 0.33337384]), 'Henny': array([-0.16595864, 0.13822255]), 'Jack': array([-0.11242919, 0.18891825]), 'Elizabeth': array([-0.25932351, 0.00653428]), 'Frank': array([-0.17041826, 0.15364791]), 'Lloyd': array([-0.16835777, 0.02372763]), 'Sophia': array([-0.27520952, 0.06120681]), 'Richard H.': array([-0.01858484, -0.06747149]), 'Jenny': array([-0.14309594, 0.19103855]), 'Susan': array([-0.10359471, 0.15871663]), 'Rachel': array([-0.05346432, 0.19301866]), 'Dennis H.': array([0.04072681, 0.54794681]), 'Samuel': array([0.08258871, 0.27626714]), 'Polly': array([-0.27619803, 0.10203652]), 'Greenbury': array([0.14527264, 0.0974806 ]), 'Samuel H.': array([0.25086385, 0.89641738]), 'Susannah': array([-0.00344878, 0.10101423]), 'Eliza Jane': array([-0.04371794, -0.3401252 ]), 'Stephen': array([-0.23176497, 0.09089641]), 'Judy': array([-0.00046115, 0.10138801]), 'Charles': array([-0.05420643, 0.37682712]), 'Kelly': array([-0.12208839, -0.19473596]), 'Charity': array([-0.07914012, 0.29586107]), 'Jacob': array([-0.25770396, 0.16644834]), 'Nellie': array([-0.70879483, -0.03198427]), 'Nelly': array([-0.04844803, 0.21476667]), 'Calvert': array([-0.69193667, -0.08441242]), 'Nick': array([-0.34064597, 0.39046073]), 'Solmon': array([-0.7121529 , -0.06180105]), 'Solomon': array([-0.20888546, 0.1920651 ]), 'Osborn': array([-0.14681558, 0.27534175]), 'David': array([-0.12098241, 0.20622547]), 'Joshua': array([-0.25177422, 0.24721189]), 'Cate': array([0.11379476, 0.27067068]), 'Milly': array([-0.15049513, 0.19026189]), 'Eliza Ann': array([-0.17285602, -0.07643907]), 'Hagar': array([0.001378 , 0.19881997]), 'Sarah': array([-0.0790941 , 0.25433877]), 'Tom': array([-0.01118166, 0.23077278]), 'Anne': array([-0.11905842, 0.11111283]), 'Abraham': array([-0.12192577, 0.25578859]), 'Edmond': array([-0.01458326, -0.16763955]), 'Kitty ': array([0.00468524, 0.10177653]), 'Lucy': array([-0.03361624, 0.17818822]), 'Thener': array([-0.68350154, 0.35433313]), 'Robert': array([-0.12675712, 0.33245969]), 'Davy': array([-0.11116166, -0.12085921]), 'Nathan': array([-0.31841856, 0.1029126 ]), 'Kass': array([-0.70702773, 0.51772988]), 'John ': array([-0.2398722 , 0.16783139]), 'Kisiah': array([-7.25994349e-01, 3.47946334e-04]), 'Ann Marie': array([-0.03708483, -0.37584883]), 'Mat': array([ 0.23746191, -0.03032113]), 'Catherine': array([-0.02658644, 0.15251727]), 'Nat': array([-0.17821065, 0.31776246]), 'Nathaniel': array([-0.31847 , 0.14156221]), 'Edward': array([-0.13894145, 0.19689131]), 'Eleanor': array([0.02371646, 0.1736725 ]), 'John B.': array([ 0.08608623, -0.06701539]), 'Harriet': array([-0.36135575, 0.19604436]), 'Daniel C.': array([-0.23495591, 0.28789869]), 'Charlotte': array([-0.35389647, 0.14456403]), 'Maria': array([-0.17064971, 0.31394729]), 'Lucretia': array([0.04000179, 0.38662031]), 'Nere': array([0.48549521, 0.67721975]), 'Ally': array([0.11782333, 0.05912156]), 'George G.': array([-0.71664429, -0.12859529]), 'Pegg': array([ 0.18990472, -0.16215056]), 'Nell': array([0.03662077, 0.12846762]), 'Julia': array([-0.05009146, 0.08883728]), 'Sally': array([-0.17071135, 0.24938305]), 'Watt': array([-0.35228845, -0.18142945]), 'Harriet ': array([-0.42919141, -0.20953126]), 'Fanny': array([-0.10847896, 0.22626501]), 'Mary Ann': array([-0.34369108, -0.01835941]), 'Araminta': array([-0.19145727, -0.15202129]), 'Margaret': array([-0.07990222, 0.3641302 ]), 'James W.': array([-0.07615258, -0.25157878]), 'Hannah': array([-0.11860348, 0.34269229]), 'Sophia N.': array([-0.96193975, 0.41760132]), 'Sibby': array([0.43610469, 0.01344981]), 'Rebecca': array([-0.14605775, 0.11914239]), 'Pompey': array([0.17629093, 0.14341825]), 'Michael': array([-0.14648908, 0.31490821]), 'John L.': array([-0.14970021, 0.42681763]), 'Napping': array([0.07770038, 0.98211026]), 'Dinah': array([-0.06848873, 0.17906022]), 'Joseph': array([0.11285674, 0.20580705]), 'Teneney': array([-0.43701884, -0.14660889]), 'Nelson': array([-0.08799323, 0.06844087]), 'John M.': array([ 0.46735385, -0.14719139]), 'Adeen': array([-0.46679145, 0.76640874]), 'Harriett': array([-0.05739852, 0.27418062]), 'Horace': array([-0.05280687, 0.28105044]), 'Mary ': array([ 0.0174511 , -0.00291026]), 'William Hall': array([-0.27329823, 0.88645101]), 'Frances': array([-0.08678416, 0.32016936]), 'James Hall': array([-0.22768679, 0.88725311]), 'Cullerham': array([-0.2432707 , 0.88582385]), 'Eleanor Ann': array([0.57533681, 0.46271375]), 'Eliza': array([-0.22726341, 0.28996831]), 'Thomas R.': array([-0.00310239, -0.09484518]), 'Moses': array([0.15813151, 0.3354986 ]), 'Jeremiah Townley': array([0.15196788, 0.63166362]), 'Richard M.': array([-0.56742048, 0.49048519]), 'Dennis': array([-0.19816825, 0.39109796]), 'Jane': array([-0.28101364, 0.04393978]), 'Caesar': array([0.16706103, 0.01861659]), 'Rose': array([-0.07496554, 0.11142292]), 'Andrew': array([-0.05539453, 0.11647397]), 'Stephen ': array([0.56386429, 0.03340751]), 'Isaac': array([-0.23148081, 0.0554322 ]), 'Ritta': array([0.08376478, 0.03313674]), 'Mary Anne': array([-0.108957 , -0.0169285]), 'Francis': array([-0.03915988, 0.22270808]), 'Virginia': array([-0.1768544 , -0.33903649]), 'Francis ': array([ 0.01796215, -0.33916593]), 'Maria Jane': array([ 0.82982713, -0.07979824]), 'Dulcena': array([1.36792219, 0.01253927]), 'Ezekiel': array([-0.20454369, 0.35196587]), 'Minty': array([0.04390822, 0.23281462]), 'Liverpool': array([-0.72876388, 0.48530307]), 'Bob': array([-0.00847925, 0.04579882]), 'William W': array([-0.37380919, 0.03336829]), 'Sina': array([ 0.05836625, -0.2986964 ]), 'Thomas C': array([ 0.15014952, -0.22079796]), 'Terry': array([-0.04012431, -0.22754699]), 'Linah': array([-0.12866665, -0.18557839]), 'Levin': array([-0.04309991, 0.26754093]), 'Hagar ': array([-0.10009933, -0.14807552]), 'Mary Ann ': array([0.18564548, 0.16481034]), 'Nice': array([ 0.10520988, -0.07835501]), 'Reuben': array([0.00115781, 0.05584441]), 'Anthony': array([-0.1158338 , 0.14257149]), 'Jeremiah': array([0.00180245, 0.26875058]), 'Vinson': array([-0.06716451, 0.67877835]), 'Thomas ': array([-0.16857679, 0.1279228 ]), 'Henson': array([ 0.02195751, -0.0037778 ]), nan: array([ 0.33355838, -0.49539003]), 'Kitturah ': array([0.81237662, 0.75200105]), 'Levin L': array([1.22080719, 1.07316756]), 'Kitty': array([-0.17434333, 0.28078347]), 'Tilly': array([-0.29231024, -0.05975988]), 'Affie': array([-0.17424616, 0.79604518]), 'Amelia ': array([-0.44763654, 0.31402633]), 'Dido': array([-0.49089459, 0.3079091 ]), 'Capewell': array([0.44590157, 0.96413237]), 'Susanna': array([0.22875626, 0.25770834]), 'Peg': array([-0.16461997, 0.28652263]), 'Murray': array([0.29230267, 0.0170583 ]), 'Adam': array([-0.1628183 , 0.09284798]), 'Levin ': array([-0.13601974, -0.16009113]), 'Esther': array([-0.21135089, -0.0047829 ]), 'James W': array([-0.77168143, -0.21625456]), 'James ': array([-0.274059 , 0.1728071]), 'John W': array([-0.19997321, -0.63310874]), 'Alice': array([-0.17901509, 0.12586793]), 'Emory': array([0.05400313, 0.15785646]), 'Affy': array([-0.50254261, 0.60336584]), 'Lott': array([-0.06851776, -0.11524004]), 'Isarel': array([-0.82700461, 0.3706342 ]), 'Lotty': array([-0.1357448 , 0.78449422]), 'Affey': array([0.07041467, 0.64730763]), 'Violet': array([-0.06580865, -0.01636027]), 'Drew': array([-7.68517685, 3.24632955]), 'Mo W ': array([-7.8498106 , 3.31733727]), 'Sarah ': array([0.13457543, 0.23832469]), 'Ibby ': array([-0.01949994, 0.85529411]), 'Catharine': array([-0.08844069, 0.28821576]), 'Daniel ': array([0.06953218, 0.10006049]), 'Isaiah': array([0.09194753, 0.09339146]), 'Render': array([-0.1273234 , 0.77200019]), 'Darby': array([-0.42871675, 0.29421765]), 'Rennes': array([1.12445033, 0.165674 ]), 'Phillip': array([0.56200576, 0.0447746 ]), 'Roger': array([0.05671972, 0.44633213]), 'Priscilla': array([-0.02555056, 0.16205901]), 'Celia': array([0.21873106, 0.06906647]), 'Sinah': array([-0.19167872, -0.32065758]), 'Josiah': array([-0.10548861, -0.07725826]), 'Doll': array([-0.05545142, 0.21316208]), 'Ralph': array([0.11812331, 0.11028083]), 'Richard ': array([-0.11316032, -0.00513716]), 'John Henry': array([-0.26778615, -0.1311778 ]), 'Jerry': array([-0.14421666, 0.14291769]), 'Titus': array([-0.23813955, -0.37256992]), 'Elisha': array([0.13079423, 0.24621716]), 'Mary Elizabeth': array([0.67828095, 0.16065966]), 'Alexander': array([0.00120286, 0.22033536]), 'Mary Jane': array([-0.03683416, -0.20016311]), 'Louis': array([-0.16253968, -0.23122984]), 'Louisa': array([-0.10786132, 0.28846234]), 'John M': array([-0.10467029, -0.00894671]), 'Walter': array([-0.0439589 , -0.13532917]), 'Richard Henry': array([ 0.58156741, -0.10562258]), 'Henry Clay': array([ 0.18378691, -1.01990664]), 'Wesley': array([0.08461581, 0.23558384]), 'Mahala': array([0.17865218, 0.25762522]), 'Thomas Allen': array([ 0.66594809, -1.05846608]), 'William Henry': array([-0.15580034, -0.00721804]), 'Francis Ann': array([0.50908256, 0.04939362]), 'Lewis': array([0.16764644, 0.41151923]), 'William Thomas': array([ 0.68950999, -0.89099288]), 'Hester': array([-0.01830699, 0.22580793]), 'Patsy': array([ 0.21303013, -0.24496722]), 'William F.': array([ 0.03298966, -0.39331663]), 'Washington': array([0.00986851, 0.13618691]), 'Abraham ': array([ 0.55909479, -0.01019335]), 'Absalom': array([-0.06512722, -0.05270542]), 'Levi': array([0.15291755, 0.26888978]), 'Lewis ': array([0.29241937, 0.1378445 ]), 'Emmanuel': array([ 0.95890182, -0.35239777]), 'Elias': array([0.05801248, 0.07703002]), 'Dilly': array([ 0.18592547, -0.07744398]), 'Flora': array([-0.21242502, 0.01803088]), 'Betsy': array([-0.06928898, 0.05252028]), 'Rachel A.': array([ 0.86829484, -0.91804582]), 'Jason': array([-0.08757558, -0.22502041]), 'Taratia': array([ 0.83731169, -0.22317456]), 'Lemuel': array([0.07624199, 0.08086897]), 'Jarr': array([ 0.05707174, -1.04950166]), 'John Hanson': array([ 0.74261588, -0.46516365]), 'Dolly': array([-0.27741623, 0.03628331]), 'James Henry': array([-0.09105097, -0.52132261]), 'Basil': array([-0.1448943 , 0.10304561]), 'Teresa': array([0.75139475, 0.20624217]), 'Jesse': array([-0.03415602, 0.0855246 ]), 'Augustine': array([ 0.36550498, -0.00676126]), 'Charles Edward': array([ 0.57600147, -0.6826604 ]), 'Nace': array([-0.12401044, 0.1808019 ]), 'Shaw': array([ 0.44243202, -1.1740011 ]), 'Anshew': array([ 0.27275711, -0.99870378]), 'Levy': array([-0.00066483, 0.03151759]), 'Ailean': array([ 0.87838197, -0.43005088]), 'Henry H.': array([0.21222648, 0.10865663]), 'Rezin': array([-0.2260289 , 0.10630566]), 'Frederick': array([-0.10306939, 0.15505193]), 'Michael ': array([-0.15333909, -0.14612804]), 'Vance': array([0.20307367, 0.88408005]), 'Sidney': array([-0.11185824, -0.11113565]), 'William ': array([-0.13389051, 0.05715902]), 'Josiah J': array([0.29582739, 0.97725028]), 'Pritchett': array([0.30061707, 0.96550238]), 'Manuel': array([ 0.81975979, -1.40562201]), 'Lowder ': array([ 1.04683793, -1.87972605]), 'Shadrack ': array([-0.6816957, 0.8008275]), 'Shadrach': array([0.15959883, 0.07237536]), 'Minjo': array([-0.6406883 , 0.08760471]), 'Mary ': array([-0.28584275, 0.13626593]), 'Shadrach ': array([0.30280998, 0.9628759 ]), 'Reuben ': array([0.2608844 , 0.44673929]), 'Silvah': array([0.51612073, 0.7779215 ]), 'Lydia': array([-0.1930842 , 0.14386678]), 'Bender': array([-0.50705713, -0.55487311]), 'Nehemiah': array([-0.12674402, -0.11045587]), 'Jane ': array([-0.02949117, 0.05813354]), 'Silas': array([0.19480121, 0.04626676]), 'Parris': array([-0.56391728, -0.1952408 ]), 'Betty ': array([0.03899348, 0.46935815]), 'Aaron': array([-0.14730623, 0.25141966]), 'Richd': array([-0.85225368, 0.04315583]), 'Patience': array([-0.21196678, 0.03588973]), 'Samuel ': array([-0.07141957, 0.00232388]), 'Poet': array([-0.98109502, 0.26219648]), 'Ben': array([0.0195681 , 0.26206502]), 'Halla': array([0.20862742, 0.73896605]), 'Sarah B': array([0.34398007, 0.94543552]), 'Kitt': array([0.19922839, 0.08333451]), 'Bill': array([-0.29819116, 0.14000656]), 'Jenkins': array([0.96452582, 0.76996726]), 'Thos J': array([1.34006512, 1.09740412]), 'Levinia ': array([0.43911195, 0.72194618]), 'Nearus': array([0.28147265, 0.7275275 ]), 'Amelia': array([-0.08277016, 0.02637383]), 'Margaret ': array([-0.04086699, 0.02836073]), 'Leah ': array([0.12664877, 0.6641382 ]), 'Jem': array([-0.55917788, 0.00837168]), 'Winnebar S ': array([-0.20988697, 0.89553589]), 'Israel': array([-0.01637969, -0.03560673]), 'Charlotte H': array([1.36451614, 1.06591463]), 'Susan ': array([0.10225331, 0.14035489]), 'Ennalls': array([0.0270637 , 0.06198221]), 'Robert ': array([-0.02420887, 0.07631529]), 'Walter ': array([-0.5081799 , 0.26951501]), 'Litty': array([-0.79157603, 8.96732044]), 'CM ': array([-0.78025883, 8.83425903]), 'CM': array([-0.88575447, 0.16936997]), 'Tilla': array([-0.84066945, -0.09950954]), 'Silena': array([-0.93419838, 0.42140794]), 'Edmund': array([-0.04466742, 0.05784374]), 'Assa': array([0.62029743, 0.45791143]), 'Sarah Elizabeth': array([ 0.46109995, -0.14504322]), 'Delia N': array([0.26758742, 0.57707685]), 'Delia ': array([-0.4922688 , 0.00237621]), 'Brittania': array([-0.85431975, 1.097018 ]), 'James A': array([-0.44653532, 0.67850864]), 'Delia': array([-0.00808296, 0.06506149]), 'David ': array([-0.14559525, 0.0002229 ]), 'Anna M': array([0.1425745 , 0.36588973]), 'Alfred': array([-0.11537051, 0.04217762]), 'Spencer': array([ 0.00608964, -0.01145223]), 'Thomas E ': array([-0.04466023, -0.17426538]), 'Joe': array([-0.11277761, 0.17627433]), 'Job': array([-0.02819433, 0.12054214]), 'Hannahetter': array([-0.4660306, 0.6385476]), 'Noble': array([-0.22476497, -0.79482335]), 'Lydia ': array([-0.12335677, 0.51236093]), 'Saml': array([0.10238903, 0.05356267]), 'Charlotte ': array([-0.32338446, -0.65280926]), 'Martha A': array([-0.69979638, 0.49373379]), 'Rhoda': array([0.09007616, 0.26711005]), 'Anne Maria': array([-0.2555922 , -1.16537559]), 'John R ': array([-0.75211877, -1.65626276]), 'John T ': array([-1.08292782, -1.97706425]), 'Grace': array([-0.13184233, 0.02522892]), 'Oliver ': array([-0.55501205, -0.26754481]), 'Abel': array([0.62082285, 0.21224755]), 'Oliver': array([0.14952761, 0.05161964]), 'London': array([-0.13984607, 0.01532245]), 'Charles ': array([-0.22539932, 0.19968887]), 'Solomon ': array([-0.12277166, -0.42581514]), 'Jasper': array([0.01980906, 0.33348083]), 'Mintea': array([0.60461634, 0.43857771]), 'Joseph ': array([0.10423963, 0.19386251]), 'Amy': array([-0.17807095, 0.04490246]), 'Mark': array([-0.07211848, 0.00515968]), 'Emanuel': array([-0.2413664 , -0.06411406]), 'Mark ': array([-0.7269426 , -0.42799902]), 'Mary A': array([-0.35126522, -0.38569179]), 'Thomas LH': array([-0.81907827, -0.21941763]), 'Leah': array([-0.254161 , 0.34804389]), 'Annes': array([0.62100458, 0.49957997]), 'Christiana': array([-0.13742958, -0.34624386]), 'Philip': array([-0.13290045, 0.24555875]), 'Cuffee': array([-0.57544595, -0.79943502]), 'Thomas H': array([-0.19321778, -0.35262525]), 'Mary Maria': array([ 0.45439345, -0.14967109]), 'Obediah': array([-0.53404343, 0.25458187]), 'Planner': array([-0.14712742, 0.56530589]), 'Edward ': array([-0.15948844, -0.01978828]), 'Gabriel': array([0.11996614, 0.00198846]), 'Bartholomew': array([-0.35942611, 0.23896718]), 'Henry ': array([-0.02523582, 0.08187311]), 'Betty': array([-0.29780954, 0.1408436 ]), 'Kezzy': array([-0.97133607, 0.5214287 ]), 'Jinny': array([0.33109909, 0.14865299]), 'Elijah': array([0.0046565 , 0.24245578]), 'Comfort': array([-0.20628363, -0.04311525]), 'Sylvia': array([ 0.04532564, -0.07524048]), 'Batholomew': array([-0.91068989, 0.35753241]), 'Bartholomew ': array([-0.84691989, 0.52263761]), 'Jemima': array([-0.12503253, -0.03968986]), 'Lazarus': array([0.38221923, 0.11110818]), 'Caroline': array([-0.24193501, 0.19075041]), 'Tamar': array([ 0.00712494, -0.0627517 ]), 'Lydia Ann': array([-0.15161878, -0.43280929]), 'Ellen ': array([ 0.06561235, -0.10642847]), 'Atridge': array([ 0.00682767, -0.25024059]), 'Sarah Ann': array([0.05122578, 0.13558325]), 'Justina': array([ 0.62195402, -1.0929358 ]), 'Susan Ann': array([-0.31822923, -0.97077411]), 'Catharine ': array([-0.23094578, -0.49335399]), 'Elizabeth H.': array([-0.04716556, -0.17458905]), 'Elizabeth ': array([0.00154887, 0.15023349]), 'Ann Maria B.': array([ 0.27387899, -1.13273299]), 'Jule': array([ 0.71484137, -0.94005245]), 'Sarah Ann ': array([ 0.42799747, -0.69375855]), 'Ibby': array([-0.15727484, -0.19882093]), 'Rosetta': array([0.18796888, 0.20542862]), 'Gracy Ann': array([ 0.98506576, -0.51338482]), 'Martha': array([-0.29792187, 0.13979608]), 'Lucinda': array([0.53305918, 0.12592638]), 'Alsey': array([ 0.16180688, -0.02770814]), 'Henrietta': array([-0.14426918, 0.31203979]), 'Maria Ann': array([ 0.44798845, -1.17609394]), 'Clara': array([0.23453058, 0.16739257]), 'Clare': array([0.11383165, 0.00570675]), 'Emeline': array([-0.15454602, 0.00218389]), 'Milky': array([ 0.82723129, -0.89138567]), 'Mitchell': array([-0.05119452, -0.40317252]), 'Betsey': array([-0.0665158 , 0.15465777]), 'Julia Ann': array([ 0.15462622, -0.04751545]), 'Nancy ': array([-0.23310307, -0.18148372]), 'Naomi': array([ 0.54521966, -0.12208702]), 'Catherine Malvinia': array([ 0.41714066, -1.04467511]), 'Ann Rachel': array([ 0.14509188, -1.13864267]), 'Voss': array([ 0.55573201, -0.63381958]), 'Ann Maria': array([0.2616331 , 0.21211164]), 'Leonard H.': array([ 0.2359214 , -0.27250013]), 'Prscilla': array([ 0.82350683, -0.71163869]), 'Ann ': array([0.15630731, 0.12123454]), 'Isabella': array([-0.27163714, -0.36552489]), 'Archibald': array([ 0.06028714, -0.01151077]), 'Linda': array([ 0.36636436, -0.10423264]), 'Sofiah': array([ 0.75770128, -0.38828364]), 'Rachel Jane': array([ 0.5693171 , -0.93567234]), 'Josephine': array([ 0.68137306, -0.03302684]), 'John Lewis': array([0.39080837, 0.02234895]), 'Cassandra': array([0.27421957, 0.11526509]), 'George Lewis': array([ 0.78088379, -0.81251502]), 'Cassy': array([-0.20023942, -0.1786081 ]), 'Peggy': array([-0.17791484, 0.09184298]), 'Deborah': array([0.31924251, 0.25408772]), 'Polly ': array([ 0.40528175, -0.3159408 ]), 'Thomas Jefferson': array([ 0.59609342, -0.99470806]), 'Ann Eliza': array([ 0.48344424, -0.16711792]), 'Mint ': array([-0.76787704, 0.40653694]), 'Dick': array([0.03155302, 0.18830876]), 'Frances ': array([-0.19258994, -0.45964456]), 'Harry ': array([0.06599932, 0.01965547]), 'Achsah': array([ 0.19320633, -0.16876037]), 'Brice': array([0.53604627, 0.0768339 ]), 'Moll': array([-0.80119032, -0.29047421]), 'Alce': array([-0.26213357, 0.23539685]), 'Casse': array([-0.52191675, 0.55335861]), 'Such': array([-0.69519168, -0.31193456]), 'Phena': array([-0.88319224, -0.16676317]), 'Sylva': array([-0.68802959, 0.71387643]), 'William W ': array([-0.18901689, 0.97220367]), 'William W.': array([-0.34117517, 0.31712073]), 'Wm S': array([0.29103109, 0.45206547]), 'William S': array([-0.13778296, 0.6800406 ]), 'Frankey ': array([0.6144563 , 0.75802875]), 'Washington Decatur': array([-0.66152245, -0.66355002]), 'William S.': array([-0.24902384, -0.24251752]), 'Diana': array([0.08543461, 0.12876664]), 'Garrison': array([-0.05866294, -0.28119481]), 'Phill': array([-0.09908859, 0.18418331]), 'Harriot ': array([-0.32732457, 0.64537007]), 'Francis J ': array([-0.09040517, 0.77166039]), 'John C': array([ 0.10543686, -0.05720941]), 'Dennis ': array([0.50170654, 0.09318563]), 'Allender': array([0.59497577, 0.62188214]), 'Milkey': array([-0.23714755, 0.39716819]), 'Henry H': array([0.06456385, 0.52685314]), 'Martin': array([-0.10825276, -0.00073638]), 'HC ': array([-0.47730052, -0.36546674]), 'Tamer': array([-0.30256864, 0.31970569]), 'Myhornces H': array([-0.56002831, -0.76209837]), 'Charlesina': array([0.28677961, 0.70967042]), 'Winnebar': array([-0.03048569, 0.31729859]), 'Liner': array([-0.21422543, 0.45326018]), 'Arianna': array([ 1.09937859, -0.82180065]), 'Winnebar ': array([ 1.57931244, -1.02927876]), 'Simon': array([-0.47103456, -0.16568944]), 'John and Margaret': array([-0.97915477, -0.44204599]), 'John H': array([-0.00626925, 0.12869908]), 'Pleasant': array([ 0.24965227, -0.08565518]), 'Esther ': array([-0.05662807, -0.18300821]), 'Noah': array([-0.18294598, -0.26940492]), 'Roger ': array([-0.66522413, 0.3422558 ]), 'Jacob ': array([0.19384532, 0.21772654]), 'Territta': array([0.25611141, 0.86450088]), 'Rosilla': array([-0.39343128, 0.41493928]), 'Joshua ': array([-0.4413473 , 0.39335692]), 'Ephriam': array([ 0.33637866, -0.24972129]), 'Rachel Ann': array([-0.13849904, -0.2689957 ]), 'Ellen Ann': array([ 0.79009503, -0.26346585]), 'Drusey': array([ 0.87197834, -0.8295514 ]), 'Mima': array([-0.16058382, -0.48522562]), 'Patty Malinda': array([ 0.91813892, -0.83334017]), 'Ane': array([ 0.66786957, -0.84527695]), 'Ameial': array([ 0.73150492, -0.85013014]), 'Eveline': array([-0.10501339, -0.0577555 ]), 'Ann Janetta': array([ 0.66510773, -0.55546486]), 'Sarah Jane': array([0.64033365, 0.08575081]), 'Ellizabeth': array([ 0.17985757, -0.88481778]), 'Rachel ': array([0.38752773, 0.09567679]), 'Martha Ann': array([0.57927507, 0.0483759 ]), 'Matilda': array([-0.12464051, 0.01212861]), 'Sucky': array([-0.09552049, -0.05685204]), 'Plina': array([-0.15026534, -0.70168203]), 'Nanny': array([-0.18659174, 0.00627012]), 'Sall': array([0.11615971, 0.14988263]), 'Sally Ann': array([ 0.17742252, -1.02128959]), 'Hester Ann': array([-0.03095596, -0.0965819 ]), 'Martha Eliza': array([-0.02563405, -0.88037175]), 'Barbara': array([-0.07205207, 0.00299395]), 'Bett': array([-0.08120013, 0.13754083]), 'Allen': array([-0.04816882, 0.17340668]), 'Cesar': array([-0.0698709 , 0.00572005]), 'Ceaser': array([-0.13473327, -0.43100134]), 'Hitt': array([-0.1483396 , -0.28850955]), 'Harriott': array([0.11675522, 0.16112624]), 'Emiline': array([ 0.89881098, -0.39667627]), 'Butty': array([ 0.69642293, -0.59442103]), 'June': array([ 0.51217425, -0.0751433 ]), 'Agnes': array([0.65975225, 0.14440714]), 'Elizabeth Ann': array([ 0.08863894, -0.13537742]), 'Julianna': array([ 0.00337597, -0.11835971]), 'Aron': array([0.19426356, 0.01461472]), 'Margaret Isabelle': array([ 0.0932669 , -0.80609155]), 'Eleanora': array([ 0.84901118, -0.78770953]), 'Abby': array([ 0.5368045 , -0.05280726]), 'Memea': array([ 0.6045121 , -0.52900022]), 'Emily Jane': array([ 0.28265008, -1.16394877]), 'Lindy': array([0.67647755, 0.09369765]), 'Adeline': array([-0.24486722, -0.20247729]), 'Sedonia': array([ 0.58946127, -1.11742842]), 'Mary Rebecca': array([ 0.85949129, -0.67057782]), 'July Ann': array([ 0.55019456, -0.9241001 ]), 'Thomas E.': array([ 0.45669994, -0.00236378]), 'Phillis Ann': array([0.56006795, 0.49377689]), 'Clarry': array([-0.51921225, -0.59434831]), 'Skinner ': array([-0.39568797, 0.79905415]), 'Perre': array([ 0.12043622, -0.13511065]), 'Caleb': array([0.08370458, 0.1516915 ]), 'Jefferson': array([0.44206038, 0.01926199]), 'Stansbury': array([ 0.46494523, -0.22288233]), 'Wilson': array([ 0.17433839, -0.01690209]), 'Warner': array([0.48077679, 0.00727173]), 'Minta': array([0.15262456, 0.30971795]), 'Perry': array([0.0581513 , 0.25279087]), 'Adaline': array([0.52387786, 0.08505628]), 'Abner': array([0.34578797, 0.10562278]), 'Phebe': array([0.25582519, 0.48599258]), 'Clarissa': array([-0.30181432, -0.18841711]), 'Patty': array([0.10429497, 0.14475529]), 'Harrison': array([ 0.27279574, -0.0239847 ]), 'Larey': array([ 0.76218379, -0.35149491]), 'Lear': array([ 0.92957062, -0.76090813]), 'Anna': array([-0.15485485, 0.35008109]), 'Tilley': array([-0.07912003, -0.89382052]), 'Amos': array([-0.28913254, -0.07675236]), 'Meliscent': array([0.83236253, 0.5569942 ]), 'Sappo': array([-0.8239125 , -0.27023575]), 'Ruth': array([-0.04141687, 0.13362411]), 'Leonard': array([-0.20447846, -0.03173059]), 'Rebeccah': array([-0.74116749, -0.19713897]), 'Samuel Patterson': array([-0.64673394, 0.214469 ]), 'Peregrine': array([-0.32184228, -0.25512028]), 'Rhody ': array([0.62897938, 0.28083006]), 'Wm. D.': array([-0.47582737, 0.74679953]), 'Cupid': array([0.22959894, 0.06317779]), 'Brooke': array([-1.32063651, 0.11676016]), 'Sarah S.': array([-0.71824682, 0.06138321]), 'Robin': array([0.8439213 , 0.57932782]), 'Notley': array([0.31182164, 0.26826614]), 'Barton': array([ 0.26304081, -0.08378284]), 'Clem ': array([0.48902673, 0.53813499]), 'Wat': array([0.57104808, 0.55767691]), 'Kiah Ann': array([-0.40066233, 0.79384023]), 'Granderson': array([-0.37294236, 0.78806996]), 'Mathew': array([ 0.00180827, -0.05794073]), 'Mary Jane ': array([ 0.58006418, -0.12459041]), 'Susan B.': array([0.48026785, 0.16866863]), 'Laura Ann': array([1.01470685, 0.37584621]), 'Cecilia Anne': array([1.01483285, 0.37719157]), 'Galen': array([ 0.07563153, -0.21671259]), 'Isuck': array([-0.50113428, 0.82472026]), 'William S. ': array([-0.84083503, 0.59753907]), 'Sam': array([-0.19006403, 0.23351926]), 'Levina': array([-0.28522658, -0.46763763]), 'Alexander J. ': array([-0.67446482, -0.90180522]), 'Stacy': array([-0.67172891, 0.17758922]), 'William F. ': array([-0.18678048, 0.35343879]), 'Thomas B. ': array([-0.12306514, 1.01029527]), 'Cealy': array([1.04353476, 0.23709077]), 'Ignatius ': array([0.48029348, 0.08905882]), 'Igns.': array([-0.86619967, 0.12281854]), 'Madison': array([-0.8118543 , 0.31884378]), 'Cecily': array([1.04533112, 0.24490169]), 'Monica': array([0.14150329, 0.05531822]), "Rosanna'": array([1.04442012, 0.24384911]), 'Charles S. ': array([-0.40556735, 0.48677409]), 'John ': array([-0.53997058, 0.69397032]), 'Billy': array([-0.24776894, -0.13025677]), 'Cecelia': array([-0.22060078, -0.44650212]), 'Josias': array([0.35351521, 0.05466427]), 'Minos': array([-0.64913756, 0.85748738]), 'Frank ': array([0.3503767 , 0.13885263]), 'Minas ': array([0.88364774, 0.33783442]), 'Nan': array([-0.27319115, 0.47701102]), 'Thomas H.': array([-0.02906594, 0.16394398]), 'Thomas Hill': array([-0.93658352, 0.06598126]), 'Medford ': array([-0.19260508, 0.38086793]), 'Thomas Hall': array([-0.8038469 , 0.56884593]), 'Milley': array([0.11290295, 0.16422202]), 'Jonah': array([ 0.10992812, -0.4409678 ]), 'Riah': array([0.82904893, 0.30293572]), 'Robert Elzey': array([8.04162502, 0.88189143]), 'Alexander H ': array([8.15711021, 0.89484233]), 'Roseanna ': array([ 0.01757246, -0.33873039]), 'Arthur ': array([ 0.47628862, -0.27550495]), 'Major': array([0.00617546, 0.02087445]), 'Traverse': array([0.61730105, 0.57862258]), 'Hicks': array([-0.69244164, 0.26952919]), 'Burnteyed James': array([0.35316026, 0.80716139]), 'Edmund ': array([0.38076571, 0.9238562 ]), 'Juda': array([0.22626355, 0.08765597]), 'Lilley': array([ 0.03624273, -0.33335751]), 'Thos': array([-0.00860274, -0.14475557]), 'Ketterah': array([-0.15039136, 0.51429313]), 'Ketturah': array([-0.32120097, -0.37577629]), 'Rebecca ': array([0.01801768, 0.01186318]), 'Catey': array([-0.13516948, -0.67406058]), 'Kitturah': array([ 0.25064057, -0.24880783]), 'Harriot': array([-0.17431071, 0.00058561]), 'Charles K.': array([-0.65219986, -0.35609713]), 'Juliann': array([-0.2777198 , -0.64290327]), 'Charles R': array([-0.63457525, -1.10294008]), 'Wiley': array([-1.11618853, 0.162026 ]), 'George W.': array([-0.04394725, 0.08294539]), 'George Jr.': array([0.39378455, 0.3524276 ]), 'Hezekiah': array([0.2473411 , 0.23676981]), 'Joseph G.': array([-0.0428005 , 0.56248271]), 'Alec': array([ 0.28298366, -0.50764662]), 'William M.': array([ 0.20441575, -0.1731396 ]), 'Mariella': array([-0.77261782, -0.58106369]), 'William Jr.': array([-0.8260628 , -0.04392347]), 'Janet': array([-0.18658826, 0.64719892]), 'Arel': array([-0.85122424, -0.38151684]), 'Benjamin ': array([-0.30704895, -0.03634126]), 'Batchelor': array([-1.10007167, 0.44189814]), 'Horatio': array([ 4.62116222e-05, -1.51050061e-01]), 'John H.': array([0.31847864, 0.10792889]), 'Ephraim': array([-0.12417927, 0.12888043]), 'Lucey': array([-0.56076479, 0.65167093]), 'Susan F.': array([-0.52868873, 0.43425071]), 'George ': array([-0.01852271, 0.21104042]), 'Juliet': array([-0.27443731, 0.23717852]), 'Eben': array([ 0.33581325, -0.1307686 ]), 'Prince': array([ 0.0250766 , -0.14565456]), 'Gittings': array([-0.60875762, 0.76331455]), 'Mayor': array([-0.89251649, -0.08475182]), 'Richard A.': array([-0.12325183, 0.99100268]), 'Jim ': array([ 0.07475138, -0.11277373]), 'Lloyd ': array([ 0.21299091, -0.04021994]), 'John Thomas': array([0.7077238 , 0.07308261]), 'Letty': array([0.10889477, 0.08614341]), 'John Jr.': array([ 0.15807752, -0.15236981]), 'Gerrard': array([-0.51732278, 0.19745362]), 'R': array([-4.51102018, -6.93352461]), 'Jno. of Jno.': array([-4.5787816 , -7.03698587]), 'Beckey': array([ 0.42599541, -0.01778351]), 'Dorcas': array([0.25060833, 0.12468662]), 'Chloe': array([-0.07181635, 0.11540139]), 'Ann J.': array([1.20721376, 0.26216134]), 'Rebecca Senior': array([-0.03519151, 0.83353639]), 'Frisby': array([-0.11864542, -0.07362841]), 'Susannah Maria': array([ 0.90034509, -0.86398304]), 'Angelina': array([ 0.5012483 , -0.12471808]), 'Sydney': array([-0.09724663, -0.13672048]), 'Daphney': array([ 0.0051159 , -0.09276789]), 'Emely': array([-0.08525772, -0.96194875]), 'Elizabeth Jane': array([ 0.002037 , -0.62262529]), 'Judah': array([0.11116477, 0.01498781]), 'Deliah': array([ 0.51868951, -1.12579834]), 'Temperance': array([ 0.30380878, -0.15215953]), 'Ruthy': array([-0.11892425, -0.14534923]), 'Alla': array([ 0.89771241, -0.7870397 ]), 'Hebsey': array([ 0.91791368, -0.64842272]), 'Elmina': array([ 0.74393159, -0.64041775]), 'Phoebe': array([ 0.02438847, -0.02569502]), 'Phililis': array([ 0.29706985, -1.03378439]), 'Celestia': array([ 1.00467932, -0.59408271]), 'Hetty': array([0.08237591, 0.11236463]), 'Cecilia': array([ 0.80352455, -0.03415019]), 'Adelaide': array([ 0.51320994, -0.98412114]), 'Eli': array([0.24389465, 0.14865647]), 'William H.': array([-0.14349388, -0.07122764]), 'Idolit': array([ 0.01298411, -0.84627897]), 'Ephrim': array([ 0.72244668, -0.31965423]), 'Peter Ennalls': array([ 0.4645367 , -0.82468057]), 'Littlton': array([ 0.34075344, -1.15869141]), 'Littleton': array([-0.22674072, -0.16673853]), 'Hanson': array([0.07236293, 0.01044713]), 'Luther M.': array([ 0.74806225, -0.3208597 ]), 'Asbury': array([ 0.15111162, -0.20844771]), 'Huett': array([ 0.59187841, -0.58104986]), 'SImon ': array([ 0.5600431 , -1.14058983]), 'John F.': array([ 0.22002013, -1.12185705]), 'Boon': array([-0.01473957, -0.97043395]), 'Curtis': array([-0.01764371, -0.78110212]), 'Hawkins': array([ 0.96922624, -0.74661142]), 'Cato': array([0.08833157, 0.25701147]), 'Montgomery': array([ 0.21147233, -1.00674701]), 'Ritta Ann': array([ 1.00978351, -0.61400539]), 'McKinsey': array([ 0.15105297, -0.94649786]), 'Aboane': array([ 0.34361738, -0.8819626 ]), 'George Alfred': array([ 0.89161015, -0.58906859]), 'William Adam': array([ 0.77165812, -0.7200284 ]), 'Vachel': array([0.26358566, 0.27976507]), 'Anthony ': array([ 0.44905812, -1.07267022]), 'Cadwallace': array([ 0.78872985, -0.87843716]), 'Rachael': array([-0.05180459, 0.01694656]), 'Nase': array([ 0.93084943, -0.59370011]), 'Lewis Edward': array([ 0.46943921, -1.10071647]), 'John William': array([ 0.52824777, -0.9683013 ]), 'Hector': array([ 0.14792845, -0.13754675]), 'Sophy': array([-0.02321338, -0.03672931]), 'Evans': array([ 0.2527793 , -0.98926991]), 'Joseph H.': array([ 0.07640626, -0.26916754]), 'James J.': array([ 0.62098771, -0.9502756 ]), 'Gideon': array([ 0.07034108, -0.05548763]), 'Cobb': array([ 0.72224492, -0.55346483]), 'Duval': array([ 0.89250118, -0.33836886]), 'Aquila': array([-0.10060231, 0.07131191]), 'Lamuel': array([ 0.54769623, -0.71844828]), 'Dover': array([ 0.3595202, -0.0872025]), 'Hanar': array([ 0.09286846, -0.91707039]), 'George Washington': array([-0.1055387 , -0.21959433]), 'John Wesley': array([ 0.01597912, -0.26844466]), 'James Boon': array([-0.92434132, -0.05594926]), 'Ritty': array([0.15568346, 0.02945738]), 'Tower': array([-0.14848007, -0.33689862]), 'Sylas': array([ 0.80577785, -0.36512899]), 'Leander': array([-0.18291803, -0.31061792]), 'Eccleston': array([ 0.95997983, -0.42015305]), 'Luke': array([0.1138699 , 0.00536288]), 'Matthew': array([0.19083381, 0.18599468]), 'Marcellus': array([-0.08059375, -0.09480518]), 'Wilmer': array([ 0.89821857, -0.27249596]), 'Griffin': array([-0.1755098 , -0.75089544]), 'Jonathan': array([-0.12821162, 0.10353121]), 'George Anthony': array([ 0.89901137, -0.79057276]), 'Susan Jane ': array([ 0.94463134, -0.31235531]), 'Ann E': array([ 0.91310418, -0.14357388]), 'William G': array([ 0.11428367, -0.18898825]), 'Debby': array([ 0.68113309, -0.02871285]), 'William C': array([ 0.80853271, -0.22710302]), 'Jeremiah H': array([-0.01033878, -0.8888877 ]), 'Samuel C': array([ 0.09870647, -1.09548247]), 'John T': array([0.27557212, 0.09217073]), 'George T': array([ 0.88105661, -0.53622246]), 'James E ': array([ 0.84637707, -0.459218 ]), 'James Frisby': array([ 0.40316901, -0.93241262]), 'Ellen E': array([ 0.90035558, -0.86883461]), 'George H ': array([ 0.28966221, -0.8811059 ]), 'Richard F': array([-0.26371846, -0.79130548]), 'Sarah E': array([ 0.26387611, -0.32021323]), 'Harriet Ann': array([0.23697378, 0.0010453 ]), 'Joseph CH': array([ 0.81666476, -0.92359215]), 'Julia A': array([ 0.72191095, -0.98480594]), 'Franklin': array([ 0.26825711, -0.1586377 ]), 'Sydney Ann': array([ 0.18378265, -1.11773849]), 'Jacob H': array([ 0.78488344, -0.76760358]), 'Theresa ': array([ 0.07843724, -1.00805295]), 'William A': array([ 0.08424048, -0.34121662]), 'Perry B': array([ 0.53486127, -0.62107795]), 'Richard B': array([-0.01898832, -0.09391493]), 'James E': array([ 0.39364591, -0.86676615]), 'J. Richard': array([ 0.78681612, -0.76432735]), 'William H': array([ 0.21188843, -0.01495528]), 'Lethper': array([ 0.65650988, -0.42209461]), 'Colbert': array([ 0.30504736, -1.08219039]), 'John Alexander': array([ 0.77398932, -0.96737546]), 'Sarah R': array([ 0.02308096, -0.77453899]), 'Aquilla ': array([-0.17418063, -0.57415694]), 'Caleb ': array([ 0.35513923, -0.1691189 ]), 'Jonas J ': array([ 0.57291418, -0.71802479]), 'Reverdy ': array([ 0.06171542, -0.95761448]), 'Barton S': array([ 0.42023781, -0.97804469]), 'Perry Thomas': array([ 0.74509287, -0.28131849]), 'Samuel Wesley': array([ 0.81280667, -0.36591604]), 'Charlotte C': array([ 0.34010628, -0.09814174]), 'Andrew ': array([ 0.12883431, -0.00918776]), 'Francis June': array([ 0.74409485, -0.95470804]), 'William A ': array([-0.20636226, -0.56243491]), 'Charles S ': array([ 0.72880578, -0.85130155]), 'Thomas Henry': array([0.08535558, 0.03434339]), 'Causman': array([-0.06014578, -0.86069864]), 'William James': array([ 0.63595343, -1.10042477]), 'John Lafayette': array([ 0.99966705, -0.56241667]), 'William J': array([ 0.09629783, -0.03251269]), 'Richard R': array([ 0.78518862, -0.96149629]), 'Adeline ': array([ 0.84173167, -0.49517819]), 'Joseph Henry': array([0.4551464 , 0.00415652]), 'James H': array([ 1.04647708, -0.96693373]), 'Alexander G': array([ 0.61643469, -0.92262578]), 'George L': array([-0.12035292, -0.90660077]), 'Joseph A': array([ 0.36730918, -0.90226763]), 'Kinsey': array([-0.11147049, -0.41563714]), 'George H': array([ 0.21239948, -1.16063869]), 'George W': array([-0.08771209, -0.26581419]), 'Robert Thomas': array([ 0.59928471, -1.12242508]), 'Samuel S': array([-0.0759689 , -0.40844423]), 'Janett': array([ 0.65078974, -0.5109852 ]), 'Charles B': array([ 0.00985997, -0.14184812]), 'John Jr': array([ 0.10679855, -0.85618776]), 'Hiram': array([ 0.06084032, -0.09177269]), 'William F': array([ 0.50706089, -1.32945883]), 'Samuel T': array([ 0.0171482 , -0.28597635]), 'Jacobs': array([ 0.48284581, -1.09951305]), 'Princess': array([ 0.48569578, -1.16850686]), 'Lane': array([ 0.67500925, -0.98182112]), 'Wappin': array([ 0.24883056, -0.19128941]), 'Augustus': array([0.04643219, 0.16296984]), 'Samuel B.': array([ 0.39448375, -0.14440277]), 'Juru': array([ 0.41596186, -0.9882617 ]), 'Darius': array([ 0.07867432, -0.53454661]), 'Garraway': array([ 0.77988964, -0.77269745]), 'Benj': array([ 0.25566444, -0.22372851]), 'Plato': array([0.68330753, 0.08564926]), 'Kensey': array([-0.29074079, -0.24406794]), 'Bennett': array([-0.15996589, -0.03532247]), 'Lewis Henry': array([ 0.09097243, -0.9125728 ]), 'John T.': array([-0.20913263, 0.11840282]), 'Louis W.': array([ 0.34316012, -1.11636806]), 'Harriett Ann': array([ 0.84550488, -0.54124874]), 'Lavinia': array([0.14617959, 0.10717533]), 'Juliet & Anne': array([-0.55351728, -0.2700575 ]), 'Vossi': array([1.33262086, 0.63559902]), 'Charles C.': array([0.85637844, 0.41179866]), 'Tibby': array([-0.93995196, 0.3272776 ]), 'Garrettson': array([ 0.17262079, -0.31593847]), 'Suzette': array([-0.46893185, 0.84794724]), 'Benjamin H': array([-1.42586708, 0.26505423]), 'Providence': array([-0.68802238, 0.19350135]), 'Ethalinda': array([-0.01605757, -1.05312324]), 'Ann Emily': array([ 0.75554717, -0.99969292]), 'Alsa': array([ 0.68649793, -0.69651788]), 'Sarah A.': array([ 0.99372655, -0.45542368]), 'Easter': array([-0.16436502, 0.07270447]), 'Sarah Augusta': array([ 0.53902107, -0.87871808]), 'Luvice': array([ 0.32657617, -1.07076442]), 'Siney': array([ 0.96816319, -0.72503412]), 'Ann Geline': array([ 0.72294879, -0.36230144]), 'Emily Ann': array([-0.14865705, -0.48341995]), 'WIlliam': array([ 0.03787508, -0.1980034 ]), 'Arian': array([ 0.71850955, -0.93572444]), 'Elizabth': array([ 0.34862378, -0.17246993]), 'Harriet A. ': array([ 0.04904839, -0.93444288]), 'Delia Ann': array([-0.05413303, -0.97776955]), 'Mary E.': array([ 0.48944649, -0.96074146]), 'Susan Elizabeth': array([ 0.76251894, -0.37470469]), 'Leeah': array([ 0.26429552, -0.99199528]), 'Sinai': array([ 0.6921435 , -0.51314056]), 'Margaretta': array([ 0.08683785, -0.00116451]), 'Jinnet': array([ 0.78904539, -0.62422055]), 'Charity Ann': array([ 0.24291973, -1.02264071]), 'Sampson': array([0.00294143, 0.09400871]), 'Sarah E.': array([-0.16359875, -0.11427998]), 'Absolom': array([ 0.36935726, -1.1382885 ]), 'Louiza': array([0.43488029, 0.01050412]), 'Asberry': array([ 0.94175166, -0.44140816]), 'Enoch': array([-0.06192717, -0.1534922 ]), 'John Westley': array([ 0.65083224, -0.95639932]), 'Charles H.': array([ 1.0950675 , -0.83349437]), 'Wing Jefferson': array([-0.12840171, -0.8903361 ]), 'Judith': array([ 0.05296473, -0.27014974]), 'John Elbert': array([ 0.62129873, -1.07855964]), 'Alford': array([ 0.7202757 , -0.81968504]), 'Celia Ann': array([ 0.25683254, -0.86330444]), 'Frances Susan': array([ 0.75136697, -0.50048661]), 'Tabitha': array([ 0.6785534 , -0.83727205]), 'Susan Ann ': array([ 0.45990601, -1.10960138]), 'Ara Eliza': array([ 0.77706552, -0.30410102]), 'Celena': array([ 0.62891746, -0.45582628]), 'John Wilson': array([-0.62571555, 0.21885251]), 'Emma': array([-0.3353053 , -0.25200769]), 'Mary Susannah': array([ 0.69334984, -0.85016471]), 'Darkey': array([0.04734594, 0.03530549]), 'Deborah Ann': array([ 0.64063442, -0.72124183]), 'Priscilla Caroline': array([ 0.82482809, -0.27200636]), 'Susanna ': array([ 0.21163 , -1.00795472]), 'Mary Ann Maria': array([ 0.86210364, -0.33934057]), 'Gracy': array([ 0.43934008, -0.89864129]), 'Lucy Ann': array([ 0.4206838 , -1.32101655]), 'Frances Ann': array([-0.26467872, -0.84420222]), 'Casar': array([ 0.35912624, -0.94206798]), 'Barbar Ann': array([ 0.21394601, -0.95016801]), 'Julian': array([-0.10075386, -0.00429186]), 'Caroline ': array([ 0.72348273, -0.44088283]), 'Jane Rebecca': array([ 0.15346996, -0.38587236]), 'Maryann ': array([ 0.76963669, -1.01944065]), 'Helena': array([ 0.92594033, -0.75189686]), 'David Fairfax': array([ 0.30382472, -0.89750093]), 'Ridgaway': array([ 0.17683692, -0.77710748]), 'Lourena': array([ 0.78895777, -0.88042945]), 'James H.': array([0.06054072, 0.04517846]), 'Meinta': array([ 0.94323647, -0.43809402]), 'John A.': array([0.47291866, 0.10939349]), 'Pere': array([-0.18109888, 0.04048876]), 'Charles W.': array([ 0.07810793, -0.18303801]), 'Christopher': array([0.29563534, 0.18899436]), 'Warren': array([ 0.37578979, -0.07031729]), 'Samuel Henry': array([ 0.89141303, -0.70633918]), 'Arbaua': array([ 0.17509525, -0.78098184]), 'Phil': array([-0.29648715, -0.20983639]), 'Henry Margaret': array([-0.49920687, 0.7361728 ]), 'Owen': array([0.12206178, 0.10019 ]), 'Thomas C.': array([0.25434178, 0.15087774]), 'Poll': array([-0.15130393, 0.34666181]), 'Christine': array([0.07197072, 0.73952544]), 'Silvey': array([-0.16732645, 0.51204777]), 'Thomas William Henry': array([ 5.11668253, -7.20250225]), 'John Van Ness': array([ 4.99177599, -7.03112364]), 'Ann R.': array([-0.61023229, 0.05972881]), 'Ana H.': array([-0.81923378, -0.05524735]), 'Ann H.': array([-0.94544935, -0.08694435]), 'Lill': array([0.2941125 , 1.01047695]), 'John G.': array([-0.23226728, -0.14912714]), 'Zachariah': array([0.01093254, 0.12989941]), 'Liley': array([0.72635233, 0.31626293]), 'Ebenezer': array([0.19097088, 0.13278782]), 'Artridge': array([-0.08492181, 0.3712897 ]), 'A': array([-0.68340063, 0.73649102]), 'Ceasar': array([0.16927007, 0.22966622]), 'John R.': array([0.29577476, 0.02374132]), 'Nicholas ': array([0.04025265, 0.0457529 ]), 'Frana Ann': array([0.35368976, 1.02927256]), 'Philemon D.': array([-0.93933952, 0.05157304]), 'William Pitt': array([0.0447377, 0.5919807]), 'Dr. John': array([0.05307909, 0.37714654]), 'Muarry': array([-0.57438213, 0.68100971]), 'Sameul': array([0.24987264, 1.12230194]), 'Cordelia': array([-0.02036049, 0.52953792]), 'Airy': array([0.19415832, 0.12538989]), 'Nack': array([-0.02800813, 0.45905721]), 'Hampton': array([0.01120477, 0.01387028]), 'Jeffrey': array([0.25077766, 0.02215206]), 'Jackson': array([0.522156 , 0.06201716]), 'Toby': array([ 0.07274602, -0.12157074]), 'Suckey': array([-0.00079298, 0.00985298]), 'Sukey': array([-0.45227847, 0.41086024]), 'Murrhea': array([-0.6357618 , -0.42929411]), 'Rousby': array([-0.63377064, -0.42100573]), 'Bethridge': array([-0.27162901, 0.68165839]), 'WIll': array([0.43661886, 0.49031201]), 'Thomas T.': array([-0.73209268, 0.04268915]), 'John Brown': array([-0.78345484, -0.31594518]), 'Amery': array([-0.76768214, -0.33586413]), 'Jingo': array([-0.88388598, -0.13856758]), 'Rosette': array([-5.51820183, 7.95459604]), 'Honori': array([-5.58873463, 8.05503464]), 'Christian': array([0.17372172, 0.21085712]), 'Jere.': array([-0.52354944, 0.88685685]), 'Henney': array([-0.80837369, -0.09416366]), 'Joseph G. J.': array([0.09865463, 0.74009007]), 'Benjamin F.': array([-0.68353814, 0.22658131]), 'Elisha C.': array([-0.32177725, 0.69806141]), 'Sen': array([-3.95546126, -7.95906687]), 'John & Thomas L.': array([-3.99820542, -8.04624081]), 'Sarah M. A.': array([-0.23881157, 0.99609876]), 'Hannibal': array([ 0.10445341, -0.03293947]), 'Magdelaine ': array([-7.64160967, -2.35365772]), 'M P': array([-7.49649572, -2.30846381]), 'Cassey': array([-0.09850328, 0.33496502]), 'Mary & Johanna': array([-0.46398857, 0.85360485]), 'Jude': array([-0.38473561, 0.45714235]), 'Lunnon': array([0.62340331, 0.10750794]), 'Acoeba': array([-6.53088713, -4.87055397]), 'John Peter': array([-6.69345284, -4.99077654]), 'Hugh': array([-0.04705391, 0.11774459]), 'Urith': array([0.12717167, 0.81191981]), 'David W.': array([-0.35230389, 0.54198223]), 'Hagen': array([-0.22788377, 0.32828939]), 'John C.': array([0.0345129 , 0.02753902]), 'Mabula': array([1.09018791, 0.21957986]), 'Dorsey': array([-0.44343284, 0.34024674]), 'Knight': array([-1.21057963, 0.73590791]), 'George J.': array([-0.71721846, 0.45704624]), 'Jno.': array([-0.1715385 , -0.12947351]), 'Alcey': array([-0.57031149, -0.53929222]), 'Maria ': array([0.4331817, 0.1084244]), 'Charles A.': array([-0.04873967, 0.64550167]), 'William (of Es.)': array([-0.69588923, 0.40481895]), 'Alexaner Pett': array([0.13680911, 0.72230035]), 'Pharo': array([0.47374097, 0.92862725]), 'Robert L.': array([-0.80688483, 0.63149649]), 'M. Simmones': array([-0.39314634, 0.85080361]), 'Robert North': array([0.23138683, 0.73642677]), 'Priscilla ': array([ 0.03782479, -0.15419255]), 'Robert N.': array([-0.22720574, 0.06560623]), 'Charles Sr. ': array([-0.72608387, 0.0261483 ]), 'Crecy': array([-7.16975307, -0.13746248]), 'James Jr.': array([-7.40718842, -0.13997248]), 'Harry D. ': array([-0.23414934, 0.39285576]), 'Harry D. G. ': array([-0.56594199, 0.40591851]), 'Georgiana': array([ 0.36019436, -0.10547676]), 'Nicholas M.': array([-0.04212791, 0.85723615]), 'Hoops': array([-0.740619 , -0.57334107]), 'Gilbert': array([-0.1117631 , -0.16279529]), 'Rose M.': array([-0.72693241, -0.27936488]), 'Hannah Kitty': array([-0.72913259, 0.67665589]), 'Lewis I M ': array([-0.4622027 , 0.84064984]), 'Jonas': array([0.3547973 , 0.13676922]), 'Sanite': array([-2.7702055, -6.6312995]), 'Jno. C. T.': array([-2.72564673, -6.52721071]), 'William E.': array([0.3024067 , 0.57333291]), 'John Brown Dunbar': array([-0.79161447, -0.33524784]), 'Tanner': array([-0.01119525, -0.3115502 ]), 'Philis': array([0.10082133, 0.07126667]), 'Paul': array([-0.17698342, 0.0376381 ]), 'Priss': array([-0.03121401, 0.17962661]), 'Dulcy Bellas': array([-0.40563279, 0.66544628]), 'Rezin H.': array([-0.17260982, 0.1585644 ]), 'Richard P.': array([-0.25317609, 0.29062614]), 'Anna Maria': array([0.0812975 , 0.29142088]), 'Sook': array([-0.56388068, 0.1001432 ]), 'Kate': array([-0.0877746 , 0.23985472]), 'Gerard H. ': array([0.28581789, 0.38032544]), 'Eugene': array([0.40391752, 0.70697129]), 'Rezin H': array([-0.0122088 , 0.98687238]), 'Evan': array([-0.05862002, -0.24172066]), 'Hercules': array([0.01288081, 0.07497545]), 'Gerard H.': array([-0.52491868, 0.17410471]), 'Zadork': array([-0.71730435, 0.6964137 ]), 'R. P. ': array([0.6469419 , 0.84027398]), 'Macky': array([0.1913864 , 0.61762756]), 'Ricarhd P.': array([-0.43159431, 1.00372231]), 'Beale': array([-0.1869826 , 0.51165092]), 'Cyrus': array([0.15644479, 0.10692311]), 'Ismen': array([-0.78608608, 0.56884187]), 'Coster': array([0.99042416, 1.27743304]), 'James T.': array([-0.39310285, 0.31733665]), 'Philemon': array([-0.02061563, 0.12174597]), 'Margeret': array([-0.90229577, -0.14427559]), 'Mint': array([-0.6832968, -0.683182 ]), 'John O.D.': array([-1.06117105, -1.02362692]), 'John O.L.': array([-0.51404285, 0.22398259]), 'Philip Boston': array([-1.0104965 , 0.22962739]), 'Pegg ': array([0.76253563, 0.57335448]), 'Jamina': array([0.76331598, 0.56876731]), 'Daphne ': array([0.73744196, 0.62181997]), 'Bella': array([0.10478038, 0.64087451]), 'Elias R. ': array([-0.52305961, -0.27277312]), 'Elias P.': array([-0.60299921, 0.64660686]), 'George ': array([ 0.61996251, -1.39867008]), 'Sith': array([ 0.76618481, -1.9121474 ]), 'Charles G.': array([0.36166146, 0.03676037]), 'Jonathan N.': array([-0.01925588, 0.66351527]), 'James M.': array([-0.34850019, 0.13773422]), 'Saulsberry': array([-0.72244591, -0.49721509]), 'Beneridge': array([0.49250677, 0.72261703]), 'Hager': array([-0.04030061, 0.00332277]), 'Bettey': array([-0.51796198, -0.10967959]), 'Richard C.': array([ 0.05778841, -0.58578247]), 'Dorcus': array([ 0.42316175, -0.11216813]), 'Juba': array([-0.80409753, 0.28716066]), 'Phebe Ann': array([0.52618903, 0.89670712]), 'Foster': array([-0.07961603, 0.52681237]), 'Bell ': array([-0.82577127, 0.37232789]), 'Forrester': array([-0.18846235, 0.97319895]), 'Agness': array([-0.50043708, 0.27730945]), 'Luce': array([-0.35238156, 0.52995771]), 'Isbella': array([-0.78166538, -0.27935392]), 'Harroll': array([0.31061587, 1.03526628]), 'Ignatius': array([0.10409187, 0.0187926 ]), 'Suck': array([-0.15153266, 0.1250004 ]), 'Murrien': array([0.25808841, 1.02575767]), 'Tolly': array([-0.24146232, 0.54333788]), 'Casper': array([-0.16717783, 0.28745481]), 'Nacy': array([ 0.52795011, -0.04847084]), 'Danl': array([0.85220909, 0.53991026]), 'Sherriel Ann': array([0.55857134, 0.89298433]), 'Emily Adeen ': array([0.59117204, 0.85993159]), 'Jery': array([0.58053952, 0.64002073]), 'I. Nevitt': array([-0.84939253, -0.21079034]), 'Grey': array([-1.7723459, 7.7818265]), 'Mrdecai': array([-1.82606113, 8.00625706]), 'Mordecai': array([ 0.0078051 , -0.03137517]), 'Theodore F.': array([-0.25698757, 0.80556595]), 'Margery': array([ 0.84249377, -0.26245326]), 'Nathanial': array([ 0.90750772, -0.27452645]), 'Thomas James': array([ 0.22505099, -0.05624789]), 'Richard G.': array([-0.13440563, 0.34952539]), 'John Harkin': array([0.14739488, 0.46399546]), 'Edith': array([-0.43932593, -0.55710167]), 'C. K.': array([-0.90666473, -0.9069525 ]), 'Hayer': array([-0.79640758, 0.65342098]), 'Thomas Emory': array([-0.06692996, 0.79130149]), 'Seth': array([-0.32643521, 0.42708519]), 'Jeancy': array([-0.40069553, 0.72929502]), 'Ben ': array([-0.01724198, 0.00795772]), 'Tempe': array([-0.28260016, -0.54826164]), 'John Chew': array([-0.22894733, 0.10851411]), 'Jno Chew': array([-1.00736284, 0.26751083]), 'Camilla': array([0.34300265, 0.94336122]), 'Philip J.': array([-0.8368547 , 0.13659427]), 'Philip W.': array([-0.76357323, 0.65925062]), 'Miers': array([0.07258157, 0.9988513 ]), 'Vache': array([-0.74975586, 0.13435864]), 'Sohpia': array([0.41070074, 9.2138567 ]), 'Washington G.': array([0.40525883, 9.05839729]), 'Thomas W.': array([0.01898307, 0.38062191]), 'Cornelia': array([-0.07983543, -0.07108532]), 'Curtis A.': array([0.76327676, 0.97568119]), 'Bernard': array([-0.34646949, 0.47045946]), 'Heziah': array([ 0.14427269, -0.28650895]), 'Emaline': array([-0.09202598, -0.25460476]), 'Aliy': array([0.34536022, 0.95479977]), 'Diane': array([-0.91896099, -0.13413458]), 'Mr.': array([-0.71246815, -0.19335417]), 'Nathaniel C.': array([-0.79922563, -0.41877368]), 'Jacob G. ': array([-0.80714005, 0.5944398 ]), 'Nathan ': array([-0.03991422, -0.0291439 ]), 'Willis': array([-0.73949701, 0.42842299]), 'Molly': array([-0.40546066, 0.42742497]), 'Robley': array([-0.68147248, 0.31472453]), 'Sarah M.': array([-0.21531694, 0.69164574]), 'Patrick': array([-0.24777895, -0.08688911]), 'Dorothy': array([0.14210889, 0.13162905]), 'Eliza ': array([-0.04366882, -0.0773498 ]), 'George J. ': array([0.06748702, 0.48162615]), 'William T.': array([-0.33093432, 0.02036292]), 'William P. ': array([0.165897 , 0.77348828]), 'Alexander M': array([0.95427758, 0.35306075]), 'Nathaniel C': array([1.25891328, 0.08726434]), 'James Hammond': array([-0.89795297, 0.0062342 ]), 'Phoebe ': array([-0.41040918, 0.95044655]), 'Thomas Cockey': array([-0.70367473, -0.44148827]), 'Malinda': array([-0.77456552, -0.89424825]), 'James L': array([-0.21004754, -0.55321497]), 'Joseph S ': array([-0.36048889, 0.84752256]), 'Richard A': array([ 0.02929506, -0.43972066]), 'Mandy Ann': array([-0.87103409, -0.07766174]), 'Alder Ann ': array([-0.84181827, -0.17059883]), 'Caleb O': array([-0.92178631, -0.29062626]), 'John N': array([-0.63873535, 0.65223151]), 'Hammond': array([1.06925714, 0.2053659 ]), 'Abel S ': array([-0.1191023 , 0.83738363]), 'Francis W': array([-0.88611442, -0.13336499]), 'George James': array([0.34702423, 1.02618217]), 'Sally ': array([0.58617401, 0.29228219]), 'Arthur': array([-0.02396985, 0.10581423]), 'Samuel T ': array([0.17665014, 0.89808375]), 'Jamima': array([0.49747896, 0.43435362]), 'John V': array([0.04348125, 0.88617337]), 'Maria Eliza': array([0.34522158, 0.95349282]), 'Pheobe ': array([-9.21801281, -1.63818526]), 'HM ': array([-9.04453564, -1.60975432]), 'Henry M': array([-0.70951945, -0.18323694]), 'Jeremiach ': array([-0.92259985, 0.24183269]), 'Cary A ': array([0.15947573, 0.7282269 ]), 'Luther': array([0.35387617, 0.02465895]), 'Racheal': array([-0.32690218, 0.15311687]), 'Pamela': array([ 0.00846508, -0.47963011]), 'Marshall F': array([-8.22705746, -1.12403572]), 'Conduce': array([-8.12573624, -1.11170423]), 'Jabez M.': array([-0.87133127, 0.25137228]), 'Carrolton': array([-0.58097899, 0.69678128]), 'Eliza BG': array([-0.4478839 , 0.83496255]), 'Johns M': array([0.7339648 , 0.24605504]), 'Eaney ': array([-1.4850471 , 1.81086254]), 'Harry D': array([-1.2170254 , 1.45894539]), 'Alfred ': array([-0.83108938, 0.92299336]), 'Henry D': array([-0.40574279, 0.71566004]), 'Gerard': array([0.18622507, 0.16470918]), 'Martha E': array([ 0.50794047, -0.2856054 ]), 'Abigall': array([-0.23344538, 0.91687363]), 'Leaven': array([-0.63934809, 0.40179422]), 'Lancelot': array([-0.93793261, 0.2056123 ]), 'Clarisa': array([-0.06115428, -0.22989048]), 'York': array([-0.06117962, -0.0439156 ]), 'Viney': array([-0.0375415 , -0.15028185]), 'Saul': array([0.04607182, 0.0784253 ]), 'N. J.': array([0.33122373, 0.433595 ]), 'Nicholas J.': array([-0.32084826, -0.0899548 ]), 'Nicholas L.': array([0.57485354, 0.85510325]), 'Nicholas S.': array([0.58058786, 0.64236903]), 'Nich L.': array([-1.01085722, 0.22367075]), 'Philip H.': array([-0.15473747, 0.44037569]), 'Richard B.': array([-0.27479547, 0.17164715]), 'Philip K.': array([-0.48108053, 0.44035393]), 'Robbin': array([-0.25322533, 0.76947039]), 'Helen': array([-0.84773415, 0.57261837]), 'Rutha': array([-0.86943048, -0.18615225]), 'Richard ': array([ 0.17517291, -0.08963414]), 'Ana': array([-0.61640108, 1.13627219]), 'James N.': array([-0.30584413, 0.62557727]), 'Olivia': array([ 0.36842602, -0.09341369]), 'Poll ': array([-0.71069103, 0.52009422]), 'Mason L.': array([-0.43773803, 0.73459786]), 'Dr. Richard': array([0.67695773, 0.63761967]), 'Suck ': array([-0.15196934, 0.6790098 ]), 'Hess': array([-0.33866477, 0.91976821]), 'Sam ': array([-0.01170901, 0.07066339]), 'Brister': array([-0.81389385, 0.26895115]), 'Gedeon': array([-0.75168103, -0.49104837]), 'Orlando G.': array([-0.82881695, -0.12655596]), 'Rodah': array([0.4186841 , 0.91214544]), 'Editha': array([-0.48544782, 0.52569008]), 'Bryan': array([0.34287935, 0.06467394]), 'Arminta': array([-0.75277829, 0.1072464 ]), 'Nackah': array([0.61134148, 0.72569436]), 'J': array([-0.28310686, 0.43717813]), 'Peerer': array([0.89147496, 0.2224475 ]), 'Nana': array([-0.07409626, 0.97815782]), 'Pheby': array([-0.13327111, -0.26991916]), 'Elianor': array([0.42102438, 0.53828025]), 'Sue': array([0.00213331, 0.07638218]), 'Amea': array([0.44296518, 0.96990824]), 'Bela': array([0.45408666, 0.89946657]), 'Brice TG': array([0.49426398, 0.71244758]), 'Deannah': array([-0.7501151, 0.3565051]), 'Caroline M': array([-0.17536436, 0.85238218]), 'Mahala ': array([ 0.61239487, -0.05504027]), 'C': array([0.33840597, 0.27969262]), 'S ': array([-0.99863237, 0.18015087]), 'Louis ': array([-0.11444609, -0.19598553]), 'Jean': array([-0.52862501, 0.03484308]), 'Richard D': array([-0.27175084, 0.90113485]), 'Josias Carvel': array([-0.28826478, 0.33348006]), 'Malvina': array([ 0.07820249, -1.39676487]), 'Colonel Josias Carvel': array([-0.05728183, -1.91046417]), 'Martha Ann Elizabeth': array([0.71412021, 0.42064294]), 'Don Carlos': array([ 0.35496446, -0.11214347]), 'Thomas B': array([-0.6863572 , -0.60129523]), 'Edward B': array([-0.72736317, -0.49323615]), 'Emily L ': array([-0.96282381, 0.41948959]), 'Emily L': array([-0.47916073, -0.40464544]), 'Dianna': array([-0.13749316, -0.11428571]), 'CA ': array([-0.51714408, -0.52345115]), 'JM ': array([-0.14229587, 1.03887033]), 'Asa ': array([-0.58196992, -0.15502028]), 'Abarilla': array([0.32035118, 0.61999053]), 'Asenath': array([0.2783953 , 0.39660239]), 'Drusilla': array([-0.49924871, 0.46466008]), 'Belinda E ': array([0.53700119, 0.30411956]), 'Evett': array([0.30484369, 1.02937615]), 'Lucinda A': array([-7.63184547, -2.91763949]), 'Lucinda A ': array([-7.41577673, -2.8328228 ]), 'Sebastian': array([-0.10615935, 0.37149066]), 'Sarah J': array([ 0.06324371, -0.09877948]), 'Rudolph': array([-0.14918567, 0.64684242]), 'John D': array([-0.70937234, 0.52705896]), 'Minny': array([-1.90680194, -8.36048412]), 'Henrietta R.': array([-1.87720513, -8.3185463 ]), 'Mary J ': array([-0.27483079, 0.92089152]), 'Henry W.': array([ 1.08058345, -0.86160052]), 'Dr. Lazarus': array([ 1.57101691, -1.11523509]), 'Prudence': array([-0.16701229, -0.06543313]), 'Clinton': array([ 0.28988045, -1.34452522]), 'Ann R': array([ 0.26040772, -1.89547241]), 'Samuel C.': array([-0.76167166, 0.5958547 ]), 'Cordelia A': array([-0.87226844, -1.08590639]), 'Mary A ': array([-0.43891817, -0.46158147]), 'Pleasant ': array([-0.84848469, -0.20592539]), 'Lucy H.': array([ 8.42082787, -5.01876974]), 'Jeannette H.': array([ 8.27918816, -4.93612957]), 'Henry N': array([-1.01507688, -0.43173119]), 'Charlotte E': array([0.46042249, 0.67300653]), 'Jane Ellen': array([ 0.18811508, -0.33410564]), 'Dumont': array([ 0.61610126, -0.75005859]), 'Cloe': array([ 0.11924579, -0.04828066]), 'Ennals': array([ 0.00883885, -0.96808106]), 'Milcah': array([-0.04431015, -0.10212953]), 'Elijah ': array([ 0.18518996, -0.38708192]), 'Ennall': array([ 0.96020156, -0.35076416]), 'Majir': array([ 0.62533587, -0.97496349]), 'John Rubin': array([ 0.90534449, -0.48948437]), 'Bertha': array([-0.03376885, -0.82112914]), 'Austin': array([-0.35109395, -0.14211947]), 'Dawson': array([ 0.87849629, -0.3798703 ]), 'Perry Wesley': array([ 0.0224105 , -0.99920321]), 'Harry Hopkins': array([ 0.34071946, -1.16656673]), 'Charles Henry': array([ 0.69595653, -0.23318782]), 'Dorothea': array([ 0.11629737, -1.01406944]), 'Jonah H. 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': array([-0.92500007, -0.29851931]), 'Jacob C.': array([0.01124515, 0.67490435]), 'Lovey': array([ 0.26931277, -0.15427099]), 'DeWitt Clinton': array([ 0.72285521, -0.47896519]), 'Vilater': array([ 0.00992307, -1.02697313]), 'Mebrina': array([ 0.95696986, -0.51597565]), 'Mary Eliza': array([0.34208229, 0.03916066]), 'Margaret Ann': array([-0.10493339, -0.23611954]), 'Eva Ann': array([ 0.89261085, -0.62120992]), 'Nicey': array([ 0.42320409, -0.68657565]), 'Leeta Ann': array([-0.1224674 , -0.90352631]), 'Marth': array([-0.12518078, -0.42794904]), 'Ethelinda': array([ 0.91382682, -0.62880141]), 'Hester Jane': array([-0.01732897, -0.84591287]), 'Catherine A.': array([ 0.84804732, -0.61444813]), 'Annett': array([ 0.75781465, -0.26981568]), 'Charles R.': array([ 0.36041337, -0.94409913]), 'Edwin': array([ 1.05656052, -0.926121 ]), 'George H. 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': array([-0.57254791, 0.07848364]), 'Dr. William ': array([-0.87222165, -0.18384828]), 'Anaca': array([1.07590985, 0.13354042]), 'Colemore': array([-0.60118681, -0.10285105]), 'Dr. Colemore': array([-0.98432988, -0.44150874]), 'Belfast': array([-0.65877134, -0.10465427]), 'Doctor William': array([0.35454273, 1.02920711]), 'Doct. William': array([-0.57499856, 0.04997777]), 'James and Rebecca': array([-0.55918789, -0.71039486]), 'Trimly': array([-7.86174011, 0.12771018]), 'Humphrey': array([-7.83213282, 0.08654436]), 'Alexius J.': array([-0.87685752, -0.04738497]), 'Harriet B.': array([ 0.2204473 , -0.12140705]), 'Thomas S.': array([-0.15150723, 0.43303385]), 'Leah H.': array([-0.61537755, 0.50589365]), 'Luke & William': array([-1.37060666, 0.32923245]), 'Neoma': array([-0.70087129, -0.62221879]), 'Sarah J.': array([ 0.01382019, -0.21050733]), 'Dorotha and Rebecca': array([0.22142804, 0.87583071]), 'David B.': array([-0.14789174, 0.5206185 ]), 'Maria Louisa': array([-6.45418882, 6.45249414]), 'Benedict J': array([-6.49215984, 6.41948366]), 'Shadrack': array([ 0.03659494, -0.33323443]), 'Valentine ': array([0.06079682, 0.68250537]), 'Whitby F.': array([-0.60465097, -0.32963303]), 'Bethia': array([-0.06847718, -0.60564899]), 'Joseph R. ': array([-0.23603663, -0.21678735]), 'Henrietta M.': array([-0.24544643, -0.22154774]), 'Abbott': array([1.43690026, 0.87989575]), 'Richard W.': array([1.02243853, 0.61746985]), 'John & Lear': array([-0.80346507, -0.18746948]), 'Candace ': array([0.55908996, 0.37362534]), 'Hannah ': array([-0.01492985, -0.2136638 ]), 'Frederick H.': array([1.12427223, 0.16750965]), 'Lyde': array([-0.63642353, 0.82054508]), 'Beck': array([-0.16993557, 0.0213188 ]), 'Henry D.': array([-0.44859183, 0.15366499]), 'Benjamen': array([-0.45629072, 0.46805975]), 'Peter A.': array([0.44344088, 0.02089765]), 'Jacob Sr.': array([-0.736099 , 0.84577566]), 'Jacob Jr.': array([-1.13823879, 1.21896183]), 'Romullus': array([-0.82288677, 0.34256703]), 'Richmond': array([0.03897504, 0.42792165]), 'Eve': array([-0.00905379, 0.07603578]), 'John S.': array([0.35072386, 0.12767173]), 'Hannah & Caroline': array([0.88847804, 0.30185071]), 'Wm. K.': array([-0.84003222, 0.23001941]), 'Ann E.': array([-1.08034968, -0.59072983]), 'Wm': array([-0.05441826, 0.04852735]), 'B Jack': array([-0.27553037, 0.73184657]), 'Morris': array([ 0.03926532, -0.00222961]), 'Bateman': array([0.33562627, 1.0007813 ]), 'Thomas P.': array([0.14669006, 0.49960655]), 'Elsey ': array([-5.15094471, 6.77913284]), 'Araminta C. and Elizabeth': array([-5.03377342, 6.62635946]), 'Wm Jr.': array([-0.66197032, -0.00515056]), 'Chaney': array([-0.41067812, 0.39631 ]), 'Martha ': array([-0.36969879, 0.23813945]), 'Bristol': array([-0.42211938, 0.08196786]), 'Milla': array([ 1.13707542, -0.70639879]), 'Saro Samuel': array([ 1.6642102 , -0.86393869]), 'Francis W.': array([0.69052005, 0.28356528]), 'Letitia': array([0.2753399, 0.1463393]), 'Zeke': array([0.34641105, 0.36918047]), 'Pinda': array([0.78204644, 7.65897799]), 'Lydia E.': array([0.7693305 , 7.52309895]), 'Benjamin Jr.': array([0.79157048, 0.60806602]), 'David C.': array([-0.86166632, 0.32094893]), 'Hanibal': array([-0.44612205, 0.71221727]), 'William L.': array([-0.59266996, 0.73141664]), 'John E.': array([-0.03753568, -0.05041086]), 'Erasmus': array([-0.23641263, -0.24852289]), 'Cornelius A.': array([-0.71478337, -0.6256429 ]), 'Diana ': array([-0.73997134, -0.43421128]), 'James C. ': array([ 1.59853184, -1.07565475]), 'Zerababel': array([-0.18757045, 0.76257515]), 'Phineas': array([-0.85794234, -0.18800344]), 'Jeannette H & Thomas': array([0.25518349, 0.83966368]), 'Asakel': array([0.29684189, 0.51104546]), 'Bolton': array([-0.4839648 , 0.51411623]), 'Mingo': array([-0.07257584, 0.53619492]), 'George F.': array([-0.01116399, 0.57538563]), 'Alley': array([0.23276678, 0.06582661]), 'Prinnes': array([-0.52500421, -1.29171038]), 'Vincent': array([-0.08249775, -0.05612829]), 'Abijah': array([-0.08283142, 0.53278339]), 'Nicholas S': array([-0.64889807, 0.33204302]), 'Talbot': array([0.23469464, 0.0307815 ]), 'James G.': array([0.49835876, 0.00478533]), 'Samuel G.': array([0.19577068, 0.54766607]), 'Judgement of Court': array([-0.51823568, 0.39349031]), 'Devonshire': array([0.74047542, 0.45065737]), 'Caspar': array([0.08988781, 0.46463892]), 'Judson ': array([-0.46936104, 0.4746612 ]), 'Luke ': array([-0.89491755, 0.14138766]), 'Jno ': array([-0.80781758, 0.5558123 ]), 'Alexander H.': array([-0.08415379, 0.7481901 ]), 'Alexander H. ': array([-0.96991223, 0.10619518]), 'Lina': array([0.36967626, 0.04658258]), 'Vina': array([ 0.48235261, -0.00250368]), 'Meeky M. ': array([0.74472958, 0.25285047]), 'Ennis ': array([-0.88097584, 0.58239275]), 'IT': array([0.49442357, 0.93592054]), 'Overton ': array([-0.1917489 , 0.34233209]), 'Fielder': array([0.34776244, 1.63237 ]), 'Overton': array([0.15124927, 1.14690006]), 'Dolly ': array([0.34846923, 1.02825046]), 'John ': array([0.28080937, 0.15404032]), 'Aquila ': array([-0.53136915, 1.24125099]), 'Nathaniel ': array([-0.27012634, 0.67757392]), 'Ossy': array([-0.97940743, 0.11004647]), 'Jolly': array([0.61251521, 0.43017164]), 'Randall': array([ 0.48398906, -0.12218042]), 'Patrick ': array([0.25180966, 0.54862738]), 'Mason': array([-0.25456321, 0.49097702]), 'Allen ': array([-0.52993989, 0.35573095]), 'Charles Henderson': array([-1.14549327, 0.27060777]), 'John F. ': array([-0.56867129, 0.16253686]), 'Samuel Judson': array([0.74981076, 0.33991957]), 'Martha H. ': array([-0.50469798, 0.08704434]), 'Martha H.': array([-0.2646592 , -0.02280689]), 'Arney': array([ 0.83554709, -0.52601492]), 'Berthia ': array([ 0.83919603, -0.53235126]), 'Martha Ann ': array([ 0.91679043, -0.72736615]), 'Emmeline': array([-0.10141907, -0.36105779]), 'Alice Ann': array([ 0.73879004, -0.77392274]), 'Lousia': array([ 0.6372233 , -0.59988081]), 'Aelse': array([ 0.59455794, -1.01855373]), 'Honor': array([-0.05591296, -0.47483093]), 'Annette': array([ 0.85987943, -0.74374539]), 'Eoney': array([ 0.62499219, -0.76795274]), 'Catharine Ann': array([ 0.45296243, -0.15243787]), 'Joseph D.': array([ 0.8776769 , -0.38047737]), 'Ruth ': array([ 0.07311494, -0.08365653]), 'Frances Ann ': array([ 0.78446031, -0.70174581]), 'Venus': array([ 0.68449759, -0.78138912]), 'Mary E': array([ 0.66284257, -1.11523902]), 'Jonathan ': array([ 0.52121973, -0.14685412]), 'John K. ': array([1.07823968, 0.29962927]), 'Rachel H': array([-0.94878399, -0.25201392]), 'Sarah E ': array([-0.04452354, -0.40385675]), 'Susanna Ann': array([ 0.33532763, -0.87655914]), 'Mary AL': array([ 0.94666427, -0.64583701]), 'Alice Maria': array([ 0.38921118, -1.07109332]), 'Sarah A': array([-0.08094684, -0.34414241]), 'Serena': array([0.27398112, 0.34294412]), 'Sarah A ': array([ 0.0236654 , -0.43003526]), 'Ellenora': array([ 0.32169735, -1.04612803]), 'James P': array([ 0.91524893, -0.65931326]), 'Clara ': array([ 0.29584992, -0.96564609]), 'Phebe ': array([-0.01898016, -0.99248099]), 'John Adam': array([ 0.65326226, -1.05032432]), 'Lucretia Ann': array([ 0.38224271, -0.73730636]), 'Mary Tracey Alvarado ': array([ 0.99029118, -0.64225447]), 'Caroline Virginia': array([ 0.86029536, -0.74441624]), 'Catherine E ': array([ 0.06512848, -1.01712906]), 'Joseph H': array([ 0.09064235, -0.90442693]), 'Martha Jane': array([ 0.77262372, -0.92975122]), 'Mary W ': array([ 0.16147543, -0.97178167]), 'Ann Maria ': array([-0.01280683, -0.88596529]), 'Adelaide Virginia Ann': array([ 0.89682913, -0.29151475]), 'Hanna': array([-0.21129604, -0.77757818]), 'Adell Victoria': array([ 0.12453119, -1.10305738]), 'Sarah Rebecca': array([ 0.34361213, -1.08562374]), 'Rachel A ': array([ 0.27594396, -1.17368579]), 'Mary Olivia': array([ 0.24277197, -1.17267263]), 'Sophia ': array([ 1.00639665, -0.48152986]), 'James Alexander': array([ 0.6713863 , -0.85536218]), 'Flavilla': array([ 0.79629266, -0.89586014]), 'Harriett Jane ': array([ 0.89619052, -0.61367196]), 'Elizabeth P': array([ 0.80845481, -0.57465053]), 'Ann L': array([ 0.8400104 , -0.79376656]), 'Denis, Jr.': array([ 0.36059025, -0.8332262 ]), 'Jenette': array([ 0.50874859, -0.07623626]), 'Philip H': array([ 0.165424 , -0.81784999]), 'David E': array([ 0.93338251, -0.39978498]), 'Levin H': array([ 0.32800874, -0.98777109]), 'Lorenza': array([ 0.73277456, -0.31711772]), 'Phillip T': array([ 0.52645481, -0.59921181]), 'William H ': array([-0.01112283, -0.18719852]), 'James R': array([ 0.75374067, -0.87540364]), 'Edward J': array([ 0.42823279, -1.09624648]), 'Mary T': array([ 0.34808922, -0.75837481]), 'Ann Rebecca': array([ 0.79722756, -0.66162419]), 'Georgeanna': array([ 0.30968076, -0.81625074]), 'Alex': array([ 0.78056848, -0.82827127]), 'Phebe A': array([ 0.96286029, -0.51762289]), 'John A ': array([-0.02902245, -0.22347221]), 'Sophia Amanda': array([ 0.92383206, -0.75172842]), 'George & John': array([-0.91434777, 0.45876053]), 'Samuel A.': array([-0.53571725, 0.66117364]), 'Emanuel ': array([-0.30628112, 0.40981367]), 'Jerry/Jenny': array([0.16008967, 0.77080977]), 'Derick': array([-0.51033628, -0.79065692]), 'Frederick A ': array([-0.65035313, -1.00737882]), 'Edward K.': array([0.43952784, 1.08304751]), 'Piram': array([3.18133497, 7.09503031]), 'Lewis & Peter': array([3.08224511, 6.88199615]), 'John Francis': array([0.45469615, 0.00684078]), 'William Y': array([-0.67892677, 0.24922481]), 'William A. ': array([-0.14438248, 0.57149708]), 'Mary M.': array([0.13194971, 0.19134863]), 'Miles': array([-0.93388462, -0.08921241]), 'Nance': array([-0.33821625, -0.39185008]), 'Peter ': array([-0.25372851, -0.16755004]), 'Miney': array([0.213374 , 0.76412088]), 'Bigs': array([0.16562594, 0.77084917]), 'Joseph A.': array([-0.90931886, 0.45575076]), 'Edwards': array([0.33729047, 0.99981821]), 'Jad.': array([-0.8455888 , -0.11216629]), 'Rose ': array([-0.8509869 , 0.28848118]), 'William D.': array([ 0.26481938, -0.03346284]), 'Jeffery': array([ 0.14056721, -0.21610272]), 'Omy (Amy?)': array([0.59807175, 1.10749435]), 'Thomas J.': array([0.2526603 , 0.62664229]), 'Juno': array([-0.10248466, 0.70200449]), 'Baptist': array([0.237306 , 0.03112159]), 'Clem': array([-0.08912232, -0.04997933]), 'Jarrett': array([ 0.2384174 , -0.01106574]), 'Matilda H.': array([0.64880824, 0.34931433]), 'Septimus': array([-0.84222031, 0.61233342]), 'Columbus': array([0.5080927 , 0.85317111]), 'Thomas B.': array([ 0.06628843, -0.13170691]), 'Nevi': array([-0.55518484, 0.56199747]), 'William G.': array([-0.36451116, -0.21106119]), 'Alsie': array([0.56804818, 0.86021912]), 'Mary Louisa': array([ 0.01115079, -0.57832241]), 'Jonas ': array([0.0369126 , 0.72612852]), 'Sarah G.': array([-0.41304374, 0.39295051]), 'Ciller': array([-0.93450171, 0.79377049]), 'Penny': array([0.2141062, 0.4961704]), 'Jared': array([-0.10248339, -0.66935331]), 'Amon': array([-0.39716569, 0.65983331]), 'Robert and Fanny ': array([-0.63561976, 0.62696576]), 'William George': array([0.28976744, 0.2935338 ]), 'Hynson': array([-0.07901197, 0.50698602]), 'Tophy': array([0.583179 , 0.87521964]), 'Glorian': array([ 0.68580627, -0.64407748]), 'Daniel J': array([ 0.09975691, -1.05954719]), 'Sarah V': array([ 0.25719485, -1.07187569]), 'Eliza A ': array([ 0.50838745, -0.07663625]), 'George Lee': array([ 0.75880086, -0.68066156]), 'Rosauna': array([ 0.79208738, -0.22963835]), 'Ann Louisa': array([-0.09336951, -0.40802649]), 'James J ': array([ 0.0910068 , -0.89710104]), 'Mary Henretta': array([ 0.9691577 , -0.55500567]), 'James Thomas': array([ 0.78660685, -0.75444013]), 'Harriett ': array([ 0.37640297, -1.06694508]), 'Myers': array([-0.0167756 , -1.05515194]), 'Alphonso': array([-0.0787947 , -0.46265724]), 'Anna ': array([-0.21430522, -0.22884092]), 'Emma Francis': array([ 0.17873101, -1.05921054]), 'Rachel Matilda': array([ 0.30880469, -0.81765777]), 'Eliza Jane ': array([ 0.36716065, -0.90957636]), 'Charlotte E. ': array([ 0.55231702, -0.77477443]), 'George Thomas': array([ 0.05029242, -0.85115582]), 'Ann Augusta ': array([ 0.8915711 , -0.88516301]), 'Kitty Editha': array([ 0.06635037, -1.08050036]), 'Hannah Ann': array([ 0.08747005, -1.12083113]), 'Stansburt': array([ 0.15462467, -0.98543721]), 'Sarah C.': array([ 0.1630379 , -0.17665829]), 'Abe ': array([ 1.00722361, -0.48215652]), 'John Edward': array([0.30006894, 0.00094481]), 'Joseph James': array([ 0.7409426 , -0.74103224]), 'Jervis': array([0.37308565, 0.08714823]), 'C. A. ': array([ 0.76323056, -0.83169794]), 'Moses ': array([0.47048965, 0.12058408]), 'Lewin ': array([-0.12703487, -0.89373946]), 'Jere': array([ 0.39675376, -0.0464519 ]), 'Samuel ': array([-0.03173903, -0.1250003 ]), 'Nancy Anna ': array([ 0.84341413, -0.28437564]), 'Marshall James': array([ 0.01402173, -0.82326907]), 'Mary Matilda': array([-0.1123489 , -0.42204928]), 'Jacob Henry': array([ 0.65343058, -0.89794701]), 'Benjamin Frisby': array([-0.01446521, -1.01462328]), 'Thomas G.': array([ 0.72992146, -0.39965597]), 'Vanderem': array([ 0.79765236, -0.44974723]), 'Melvina': array([ 0.50080192, -0.20418993]), 'Richard Allen': array([ 0.51710844, -0.65646869]), 'David Henry': array([ 0.89662796, -0.46999615]), 'George W. ': array([ 0.51586074, -0.06029258]), 'James H. ': array([ 0.37145677, -1.32122552]), 'Mary Laura': array([ 0.77710277, -0.71657401]), 'Charles H. ': array([ 0.6272707 , -1.09023082]), 'Isaac T.': array([ 0.71015322, -0.32587415]), 'Charles Wesley ': array([ 0.69974858, -0.59207016]), 'Wm. Thomas': array([-0.01410833, -0.96884799]), 'James Edward': array([ 0.880032 , -0.36932725]), 'Richard I.': array([ 0.7222113 , -0.98713869]), 'Jeff': array([ 0.3979972 , -1.14637053]), 'James William': array([ 0.64992666, -0.89757162]), 'Perry James': array([ 0.8066557 , -0.36511111]), 'Perry ': array([ 0.45382529, -0.78435791]), 'William Alfred': array([ 0.78748327, -0.75667459]), 'James W. ': array([ 0.62908912, -1.02109146]), 'William Harris': array([ 0.47943762, -0.9427132 ]), 'Wm. Henry': array([-0.02781551, -0.90155262]), 'Jake ': array([ 0.0554254 , -0.88639212]), 'Albert James': array([ 0.64065987, -0.87123233]), 'Adam ': array([-0.08406515, -0.19740663]), 'Margaret H. ': array([0.11067548, 0.74079567]), 'Ogleton': array([-0.76006144, 0.1309479 ]), 'Philip ': array([-0.00689873, 0.41664892]), 'Colin': array([-0.76864237, 0.50467485]), 'Susannah ': array([0.10220788, 0.57431793]), 'William Newman': array([-0.42779583, -0.48376161]), 'Achsaw': array([-0.64821196, 0.28239736]), 'Delilah ': array([0.74588585, 0.91859722]), 'Richard H. ': array([ 0.29589882, -0.04260993]), 'Delighla': array([-0.24715102, 0.46345413]), 'John W. ': array([-1.66449118, 0.34701034]), 'Joseph P.': array([0.15192556, 0.51832539]), 'Joseph P. ': array([-0.30340084, 0.50868911]), 'Archd.': array([0.45868433, 0.68426836]), 'Liddy ': array([-0.7087428 , 0.99238223]), 'Gramba': array([0.59863991, 0.46099073]), 'Walter T. ': array([-0.97841173, 0.10914496]), 'Gerrard T. ': array([-0.87113583, -0.07491282]), 'Henry L. ': array([-0.17383987, 0.83962333]), 'Henry Lowe': array([-0.05866857, 0.1935433 ]), 'Lucy ': array([-0.16304226, -0.21047199]), 'Francis M.': array([0.24831834, 0.28384858]), 'Peggy ': array([-8.39875126, -2.13386083]), 'Henry L.': array([-8.61068821, -2.18957019]), 'Eleanor ': array([0.11852601, 0.00521046]), 'Richard D. ': array([0.33682039, 0.50585383]), 'William A.': array([-0.0648585 , -0.45197296]), 'Francis M. and Richard L.': array([-0.63456947, 0.82253879]), 'Milton': array([-0.398913 , 0.77391118]), 'William and Grafton': array([-0.27463847, 0.71747297]), 'Sango': array([-2.30680394, -8.95376205]), 'Henry E. ': array([-2.25733423, -8.7642231 ]), 'Trueman': array([0.17599502, 0.0146387 ]), 'Mary Green': array([0.22123678, 0.42015576]), 'Mary G. ': array([-0.09380542, 0.35724914]), 'Felly': array([-0.68771386, -0.43250057]), 'Mary G.': array([-0.22282709, -0.0519338 ]), 'M. G. ': array([0.10137587, 0.37004703]), 'Edward Francis': array([-0.01601407, -0.97104877]), 'Green': array([ 0.24868435, -1.03068769]), 'Richard T ': array([ 0.74739474, -0.95398748]), 'John Draper': array([ 0.93683302, -0.38960367]), 'John Washington ': array([ 0.11683715, -0.85100329]), 'Durham': array([ 0.63291377, -1.14926636]), 'James Harris': array([ 0.64622313, -0.51288199]), 'Samuel Thomas': array([-0.00309268, -0.3583889 ]), 'Henry Augustus': array([-0.70077348, 0.24724548]), 'Mary Catharine': array([-0.08564363, -0.37189764]), 'Thomas W': array([-0.57561553, 0.22118232]), 'Pres': array([-0.01392038, 0.98429304]), 'Bedford ': array([-0.06990177, 1.02173185]), 'Bedford': array([-0.06677637, 0.95334524]), 'William M': array([-0.1186095 , 0.20274329]), 'William Murdock': array([-0.03634719, 0.5818339 ]), 'Draper': array([ 0.22395647, -0.12349842]), 'Algernon ': array([ 0.2229103 , -1.12501478]), 'John Rate': array([ 0.77974153, -0.77428991]), 'Richard James': array([ 0.02307474, -0.77943212]), 'Palestine S': array([ 0.91790414, -0.51943398]), 'Isaac Dennis': array([-0.0362503 , -1.02327096]), 'Sinbad ': array([ 0.51396465, -0.91418839]), 'Affee': array([ 0.38840985, -0.99611306]), 'Lisbon': array([ 0.68866366, -0.94069523]), 'Josiah ': array([-0.10919136, -0.29654637]), 'Nearse': array([ 0.52807575, -1.15870595]), 'Tempey': array([ 0.5607155 , -1.14216566]), 'Charlotte Ann': array([-0.1772868 , -0.28745589]), 'Hugh ': array([ 0.950481 , -0.41144186]), 'Denward': array([ 0.79683322, -0.71001399]), 'Peter H ': array([ 0.39062974, -1.06985843]), 'Evans ': array([ 0.79403353, -0.3069241 ]), 'Risdon': array([ 0.28928748, -0.10101288]), 'Smart': array([ 0.65131861, -1.03817987]), 'Reasan ': array([ 0.9300009 , -0.44783205]), 'Stephen James': array([ 0.71329945, -0.74624759]), 'Isaac Henry K': array([ 0.91085708, -0.79336655]), 'Algernon': array([0.45659682, 0.0085109 ]), 'Jacob J': array([ 0.30907691, -0.72918028]), 'Samuel S ': array([ 0.04173181, -0.99246794]), 'Levin Alonzo': array([ 0.74880517, -0.84881294]), 'Robert Henry': array([ 0.02148413, -1.0575335 ]), 'Hamilton': array([-0.08194242, -0.34707558]), 'Setathiel': array([ 0.68079001, -0.45409423]), 'Toby ': array([ 0.91977841, -0.53414166]), 'Daniel Edward': array([ 0.93664783, -0.69713825]), 'Dennard': array([ 0.89369273, -0.23913611]), 'Derions': array([ 0.82590556, -0.79009873]), 'Charles H': array([ 0.00210807, -0.20283319]), 'Lemuel James': array([ 0.84389663, -0.32012898]), 'William John': array([ 0.20435652, -0.74314553]), 'Ellsbury': array([ 0.90734088, -0.36480454]), 'Jenkins ': array([ 0.89330095, -0.24660365]), 'Marmaduke': array([ 0.62849551, -0.64060062]), 'Spencer Lloyd': array([ 0.47288236, -1.14789283]), 'Eli Emanuel': array([ 0.74465889, -0.75176442]), 'William Murdoch': array([-0.21274209, 0.22705817]), 'Wm M ': array([0.39383912, 0.93789601]), 'Lenox': array([0.12282835, 0.60873061]), 'Sylvester ': array([0.98221362, 0.4113445 ]), 'Tobias': array([0.44549343, 0.15727533]), 'Pilly': array([-0.35151142, 0.79650515]), 'Catherine ': array([-1.57682872, 0.64401555]), 'Tom ': array([-0.32417917, 0.26959869]), 'Silvester': array([0.97695714, 0.39882347]), 'Lawrence J': array([-0.56105483, 0.35456496]), 'Clotilda': array([-0.4461897 , -0.01285829]), 'Oswell': array([-0.62907219, 0.01549604]), 'Tereasa': array([0.76671368, 0.56630117]), 'Lawson': array([-0.61656612, -0.17445858]), 'West': array([-0.04010431, 0.37887675]), 'West ': array([0.42366445, 0.37330785]), 'Avey': array([-0.2375557 , -0.64426118]), 'Ary': array([0.4807857 , 0.02109648]), 'Upton': array([ 0.04400181, -0.1114732 ]), 'Green ': array([ 0.65051651, -0.96098816]), 'Abby ': array([-0.03390826, -0.83242607]), 'Denard': array([ 0.07371549, -0.44530663]), 'John W ': array([ 0.80397928, -0.83362931]), 'Hooper': array([ 0.76225507, -0.826051 ]), 'Augustus ': array([ 0.1715319 , -0.15235399]), 'Stephen L': array([ 0.91342258, -0.7385124 ]), 'Tyser': array([-0.02353181, -0.93508339]), 'Zipporah': array([ 0.73477858, -0.67800283]), 'Thomas H ': array([ 0.90086371, -0.70771068]), 'Ellen Amanda': array([ 0.09301992, -0.74840742]), 'Noel': array([ 1.14958942, -0.64421672]), 'Bond': array([ 0.55796957, -1.10273814]), 'Stewart': array([ 0.28960571, -0.28836158]), 'Cinta Ann': array([ 0.5387947 , -0.99924123]), 'Dafney': array([-0.16630504, 0.74306935]), 'Sintha': array([0.39028743, 1.62751961]), 'Edward B.': array([-0.96670985, -0.21147749]), 'Ebbi': array([-0.0464287 , 0.78178966]), 'Flender': array([-1.43352807, -0.47170687]), 'John K.': array([-0.21043859, 0.43797907]), 'Step': array([-2.7348547, 7.6598587]), 'William Franklin': array([-2.6810801 , 7.51490593]), 'Valentine': array([-0.13450271, 0.15432653]), 'Elizabeth Banning': array([-0.25318754, 0.93256557]), 'Aimy': array([8.38888168, 2.90979576]), 'Betsy Banning': array([8.45307922, 2.93347883]), 'Luranah': array([0.26024133, 1.05063295]), 'Else': array([0.38363877, 0.9231118 ]), 'Pris': array([-0.90656531, 0.11301839]), 'Cenith': array([-0.09103932, 0.99123257]), 'James E.': array([0.07998475, 0.56288987]), 'Priscillia': array([-4.0080471 , 9.09965038]), 'John, of Elijah': array([-3.92395854, 8.91402912]), 'Millissa': array([-0.36148506, 0.81441468]), 'Shelby': array([-0.6521818 , -0.35521564]), 'Isabel': array([-0.01811767, -0.09191055]), 'Marcellus E.': array([-7.16098964e-01, 3.68139648e-04]), 'James Madison': array([-1.31326258, -0.07800997]), 'Memrey': array([-0.72017586, -0.31118768]), 'Thomas Roe': array([-0.47821522, 0.09033353]), 'Paca': array([-0.24498236, 0.25443372]), 'Fan': array([0.20026621, 0.53866488]), 'Ereanna': array([-0.86326861, 0.5343771 ]), 'Mary D.': array([-0.68793106, 0.7136786 ]), 'Nicholas G.': array([-0.21257958, 1.27726722]), 'W. G. ': array([-0.64506286, 0.15086259]), 'Metta': array([-0.48566791, 0.72689998]), 'Godfrey': array([-0.1358643 , 0.75375903]), 'Welton': array([-0.69939405, -0.32601863]), 'Abitha': array([-0.77669746, 0.65374833]), 'Alosois ': array([0.60550702, 0.78718829]), 'Jeffry': array([ 0.12065233, -0.08201291]), 'Elizabeth G.': array([-0.07238147, 0.14879064]), 'Amey': array([-0.0989451 , 0.28230533]), 'Amanda': array([ 0.02805337, -0.08595711]), 'Cephas': array([-0.33709514, 0.32982332]), 'Mable': array([-0.42668462, 0.25054029]), 'Bill of William': array([-2.93637228, 8.19690704]), 'Rodney': array([-2.97908521, 8.31602955]), 'Maynart': array([0.44350886, 0.0214454 ]), 'Nackey': array([-0.50375718, 0.32464665]), 'Anna S. F.': array([-0.96111184, 0.41310656]), 'Elizabeth A.': array([0.82258314, 0.32775253]), 'William and Margaret': array([0.02153792, 1.00529838]), 'Pamelia': array([0.12453527, 0.6734345 ]), 'Jeney': array([-0.44551003, -0.55090678]), 'Henry Stokes': array([0.56848198, 0.3266516 ]), 'Roger B.': array([-0.63886148, -0.17528962]), 'Teany': array([-0.59602284, -0.36088654]), 'Joseph L.': array([-0.66479182, 0.45490381]), 'Richard S': array([-0.61727345, 0.74707174]), 'Alfred W.': array([-0.51998889, 0.41790092]), 'Kiturah': array([0.72277963, 0.36932454]), 'Loner': array([0.71160537, 0.37082642]), 'Ann Elizabeth': array([0.23303181, 0.06467181]), 'Eady': array([0.39205512, 1.00133073]), 'Indiana': array([-0.01453977, 0.77334422]), 'Chanee': array([0.52546614, 0.70733011]), 'Labastile': array([0.5988993 , 0.56091678]), 'Thomas Jr.': array([-0.57429004, 0.70669347]), 'Adrian ': array([-0.39234987, 0.63372183]), 'Adrian': array([0.29375932, 0.54150999]), 'Joel': array([0.17820852, 0.05355072]), 'Nic': array([-0.76217854, -0.32489023]), 'Briston': array([-0.3074328 , 0.90511429]), 'Ann S.': array([-0.16321576, -0.34393311]), 'Arch': array([0.25931457, 1.18798995]), 'Mintah': array([0.32175791, 0.82526547]), 'Roviour': array([-0.93203366, 0.24694471]), 'Bonaparte': array([ 1.13625681, -0.78290552]), 'Zapdiel W.': array([ 1.63401186, -0.96023691]), 'Nathaniel and William': array([0.48648295, 1.06583679]), 'Timothy L.': array([-0.68835169, 0.79778433]), 'Jamison': array([-0.67980498, 0.52960777]), 'Parrott': array([0.44752848, 0.69264024]), 'Diner': array([-0.43171257, 0.53757948]), 'Lorice': array([-0.97148407, 0.1853718 ]), 'Claudia': array([-0.98853582, 0.15515172]), 'William Meeds': array([-0.98279339, 0.18131411]), 'Scarborough': array([-0.23851652, 0.75603408]), 'Rhody': array([0.20487981, 0.02286019]), 'Loadman': array([-0.44067684, 0.25231865]), 'George A': array([-0.85900801, -0.47846329]), 'George and William': array([0.25264943, 1.00805986]), 'Nero': array([-0.82497704, 0.30724058]), 'Dr. Robert': array([-1.38440168, 0.33001533]), 'Sall ': array([-0.41453087, -0.01657056]), 'Sanner': array([-0.63550037, -0.42578757]), 'Jub': array([-0.17213771, 0.84270418]), 'Tubb': array([-0.03506705, 0.8932845 ]), 'Susanah': array([-0.68558192, 0.05962115]), 'Will ': array([0.32755184, 0.70100534]), 'Stevens': array([-0.62210494, 0.12969048]), 'Steven': array([-0.90469295, -0.44218144]), 'Tack': array([-1.22897089, 0.25731203]), 'Horatio S.': array([0.43953699, 1.06713724]), 'Patty ': array([0.68786812, 1.52131963]), 'Anne E.': array([-0.97388303, 0.1927008 ]), 'William J.': array([ 0.13564256, -0.08627146]), 'William T. ': array([ 0.33136898, -0.10077502]), 'Pheebe': array([0.08224542, 0.7826364 ]), 'Greenberry': array([ 0.12483604, -0.07074281]), 'Wm. L.': array([-0.8608526 , 0.30888847]), 'Priscilla Jane': array([-0.78546369, -0.1483759 ]), 'George Christopher': array([-0.46144304, -0.14581883]), 'Charles Greenbury': array([0.81037825, 0.58989531]), 'Theaner': array([-0.5959534 , 0.88121843]), 'Col. Rezin': array([-0.36022416, 0.22419636]), 'Easther': array([-0.30488613, -0.10635401]), 'Hellen': array([-0.16554663, -0.28907251]), 'Miner': array([-0.77052021, 0.14833182]), 'Britton': array([-0.77168614, 0.16853523]), 'Bay': array([-0.9533515 , 0.47301641]), 'Teney': array([-0.55070019, 0.18583877]), 'Thomas F.': array([-0.90901297, -0.03659087]), 'Boy': array([-0.93526572, 0.50234467]), 'Beall': array([-0.93984747, 0.46136972]), 'Ely': array([-0.29034653, 0.4655346 ]), 'Zack': array([-0.10322288, 0.99181741]), 'Baz': array([-0.93110687, 0.51839447]), 'Boz': array([-0.94751054, 0.46173477]), 'Lile': array([-0.94505155, 0.50703382]), 'Ellie': array([-0.93765932, 0.52369833]), 'Britain': array([-0.93059069, 0.5199455 ]), 'Markey': array([-0.77827805, 0.13282491]), 'Pole': array([-0.90458131, -0.08332693]), 'Addy': array([-0.95418298, 0.4999679 ]), 'Lily': array([-0.94927269, 0.50539231]), 'Pol': array([-0.93832213, 0.46163768]), 'Catharine C.': array([-0.97943103, 0.7746979 ]), 'Mary A.': array([-0.1148719 , -0.23543327]), 'Parker': array([ 0.62457901, -0.1263852 ]), 'Martha P.': array([0.33760017, 0.18843012]), 'Samuel W,': array([0.30580366, 1.03047609]), 'Elvira': array([0.08349586, 0.7821852 ]), 'Elenaor': array([0.23994045, 1.00292623]), 'Damon': array([ 0.30887225, -0.14795601]), 'Meria': array([0.15639411, 0.76522958]), 'Cloey': array([-2.68152595, 8.87730122]), 'Oneal': array([-2.70426512, 8.94902039]), 'Sib': array([-0.23985074, 0.71987385]), 'Hesther': array([ 0.31604904, -0.14154784]), 'Ariana': array([-0.16208959, -0.2542479 ]), 'Linny': array([0.69977522, 0.5542075 ]), 'William Ross': array([-0.38422129, -0.55664837]), 'John Andrew Jackson': array([-0.7392112 , -0.42924947]), 'Tolley': array([-0.57104969, -0.3902286 ]), 'Elinor': array([-0.57025957, -0.38733757]), 'Henry Lyon': array([0.29000103, 0.99345267]), 'Tamen': array([-0.47964916, 0.77185261]), 'Amelia M.': array([0.26794392, 0.56926417]), 'Rosetta ': array([0.07959175, 0.97699922]), 'Jerringham': array([-0.15180877, 0.16585457]), 'Henry C. ': array([0.02875858, 0.37003422]), 'Henry C.': array([-0.1875952 , 0.07351317]), 'Rhode': array([0.21272121, 0.38526988]), 'Jerningham': array([-0.10678156, 0.44575119]), 'Parry More': array([0.34745353, 0.81027585]), 'Harvy': array([0.4409515 , 0.42187959]), 'Nessy': array([0.61307889, 0.59184808]), 'WIlliam ': array([-0.86457932, 0.00312132]), 'Lender': array([-0.435 , 0.10523678]), 'Vincent ': array([-0.20088086, 0.56889272]), 'Clementine': array([-0.15434556, -0.48454449]), 'Martin L': array([0.17422791, 0.11795914]), 'Rosey': array([ 0.717143 , -0.55472374]), 'Mariah': array([-0.10585937, 0.0502964 ]), 'James I': array([-0.06660745, -0.97724861]), 'William R': array([ 0.05553375, -0.75765401]), 'Wm Elsey': array([-0.11750644, -0.86041826]), 'Leonard Wesley': array([ 0.50975513, -0.81209821]), 'James Lake': array([ 0.68599111, -1.01803529]), 'Milley ': array([ 0.92998809, -0.76131022]), 'Emiry George Ann': array([ 0.57641655, -0.98117584]), 'Nevitt': array([ 0.46442446, -0.82463688]), 'Stephen Henry': array([ 0.5645231 , -0.97265035]), 'Lloyd U': array([ 0.8909362 , -0.77885234]), 'Frederick ': array([ 0.46837479, -1.33194578]), 'Briton': array([-0.95607203, 0.46776596]), 'Hazel': array([-0.0921518 , -0.59401739]), 'William P.': array([ 0.04393055, -0.14909995]), 'Charles William': array([0.61641175, 0.58687741]), 'Josesph': array([1.18174529, 0.25357783]), 'Rachel M.': array([0.03342945, 0.88240695]), 'Jaha': array([-4.20289564, 7.91010237]), 'Lacy': array([-4.17228127, 7.85631943]), 'Pluto': array([-0.04019032, 0.69061917]), 'Asbury Frances': array([-0.49398649, 0.79536909]), 'Bell': array([-0.34813777, 0.68172866]), 'Mina': array([1.15217042, 0.46588624]), 'Toney': array([1.14830208, 0.46797645]), 'Hillary': array([1.24964786, 0.61241144]), 'Abeb': array([1.6510402 , 0.88556075]), 'Dewry C.': array([-0.80697584, -0.15796801]), 'Osborne': array([0.23831411, 0.01094633]), 'Nally': array([0.20067629, 0.71134841]), 'Norry': array([0.19680908, 0.71725589]), 'Samson': array([0.2100421 , 0.70355415]), 'Nachey': array([-0.16540022, 1.03932762]), 'Joseph J.': array([0.58945912, 0.74312353]), 'James L.': array([0.73660916, 0.2980305 ]), 'Philip Hammond': array([0.63929099, 0.43272766]), 'Joseph R.': array([0.00485979, 0.55844891]), 'Hessy': array([ 0.26998383, -0.03044181]), 'Samuel S.': array([-0.0670053 , 0.35335648]), 'Nan ': array([0.18104762, 0.63231951]), 'Johns': array([-0.90424794, 1.01018322]), 'Amia': array([-0.25718319, 0.98313117]), 'Candas': array([-0.58569908, 0.67110664]), 'Davey': array([0.39855599, 0.52312225]), 'Hilliry': array([-1.01132154, 0.1536217 ]), 'Leley': array([-0.57459211, 0.68062407]), 'Dow Maden': array([-0.54989719, 0.6424222 ]), 'Daniel of St. Thomas': array([-0.29267985, -0.13022678]), 'Chloe ': array([0.34710947, 0.27569494]), 'Thos.': array([-0.01013568, 0.4269011 ]), 'Tercey': array([-0.65600669, -0.4377721 ]), 'Cassie': array([-0.16680774, 0.99316198]), 'Tarlton': array([0.4137243 , 1.19327796]), 'Gusty': array([-0.38061455, 0.16476938]), 'Ishmael': array([0.17710604, 0.61977971]), 'Clement': array([-0.15198439, -0.07300329]), 'Augustin': array([0.62354642, 0.91711748]), 'Mary G ': array([0.49511713, 1.69929099]), 'Sharlott': array([-0.16965121, 0.99639177]), 'Theresa': array([-0.09423579, -0.50780416]), 'Dr. Robt. W. ': array([-0.86082309, -0.11919035]), 'Dennis Hall': array([-0.72134465, -0.34513119]), 'Jno. T.': array([-0.82074302, 0.54912019]), 'Urban': array([0.69018263, 0.52356184]), 'Samuel E. ': array([-0.59170699, -0.59798914]), 'Rinaldo': array([-0.4775604, 0.1888701]), 'Ester': array([-0.37614337, -0.07644033]), 'Thomas Randolph': array([ 0.77515531, -1.89341724]), 'Ezekial': array([ 0.62567759, -0.10701282]), 'Shaderack': array([0.900581 , 0.52080721]), 'George R. ': array([-0.28161711, -0.13635777]), 'Lucinda ': array([-0.11048558, -0.56461668]), 'Jane Maria ': array([-0.11113283, -0.54688483]), 'Charlotte Matilda': array([-0.71712506, -0.53167176]), 'George Robert': array([-0.22296952, 0.66345936]), 'John O. ': array([-0.71300685, -0.53657001]), 'Silvia': array([ 0.4366408 , -0.09241518]), 'Lloyd M.': array([0.34141144, 1.69339228]), 'Edward J.': array([-0.13663417, -0.20760289]), 'Ned ': array([0.23793723, 0.06360428]), 'Freeman': array([-0.88566476, -0.13878797]), 'James K.': array([-0.92873871, 0.22376783]), 'Samuel G. ': array([1.14850247, 0.15481795]), 'George W. T. ': array([ 0.40389305, -1.8546772 ]), 'Eben ': array([-0.2784794 , 0.89852625]), 'Ebben': array([0.33283532, 0.33889148]), 'Ezekial ': array([-0.64575565, 0.10449836]), 'Lewis ': array([0.46144167, 0.58492833]), 'James B. ': array([-0.01547254, 0.55405551]), 'Casparas M.': array([-0.56802619, -0.3407546 ]), 'Thomas C. ': array([-0.20959815, 0.93370199]), 'Henretta': array([-0.0575525 , -1.91038549]), 'Chas.': array([-0.49833825, 0.72722536]), 'Mahaley': array([-0.30598482, 1.49165642]), 'Wm. ': array([-0.20319803, 0.96388441]), 'Richard Snowden': array([-0.50284624, -0.30829462]), 'Jenney': array([-0.43914777, 0.60978264]), 'Richard S.': array([-0.52515996, 0.03626855]), 'Revd. Francis': array([0.86776513, 0.30454943]), 'Chester': array([-1.08350158, 0.17217585]), 'Percy ': array([-1.63236785, 0.23621836]), 'George H.': array([ 0.31201348, -0.03894426]), 'George Albert': array([6.95811272, 3.22843194]), 'Catherine H.': array([7.05531359, 3.2745049 ]), 'Mary Rosetta': array([ 0.60139549, -0.5285064 ]), 'Ann Eliza ': array([ 0.08164137, -1.28985369]), 'Eliza Catharine': array([ 0.02308853, -0.77903795]), 'Sally Maria': array([ 0.01829262, -1.07988155]), 'Sarah Ann Elizabeth Adeline': array([ 0.66849053, -0.44186068]), 'Rosa Ann': array([ 0.98555017, -0.62472743]), 'Jane ': array([-0.22998844, -0.3262561 ]), 'Lydia Jane': array([ 0.86139882, -0.96655935]), 'Clenus': array([ 0.71571761, -0.40359464]), 'Mary Ellinor': array([-0.02249263, -1.00604951]), 'Rachel Francis': array([ 0.25121704, -0.98913896]), 'Calina': array([ 0.62264431, -0.92467201]), 'Jane Louisa': array([ 0.72168434, -0.74787307]), 'Jane Elizabeth': array([ 0.78743243, -0.76253504]), 'Rosa': array([ 0.32964322, -0.03137866]), 'Marshall ': array([ 0.04147085, -1.0138886 ]), 'Geo': array([ 0.86648381, -1.12631297]), 'Jack ': array([ 0.57359123, -1.06669843]), 'Simon ': array([ 0.94298053, -0.30149025]), 'Simon ': array([ 0.25475264, -1.11593628]), 'Edwin ': array([ 0.6608755 , -1.01289976]), 'Robert Alexander': array([ 0.79361469, -0.32752088]), 'Letitia Rosetta': array([ 0.42752972, -0.76044863]), 'Salina': array([ 0.73646373, -0.77490103]), 'Simon Joseph': array([ 0.71497357, -0.51881331]), 'Annie': array([0.16180339, 0.01270208]), 'Ede Maria': array([ 0.01401668, -0.82328588]), 'Sabina': array([ 0.88710684, -0.3399983 ]), 'Alexina': array([ 0.41655621, -1.0772078 ]), 'Jubilla': array([ 0.53915489, -0.87905687]), 'George Handy': array([ 0.68659204, -0.78908235]), 'Hosea': array([ 0.5485003 , -0.88038778]), 'Banicker': array([ 0.62697285, -1.04624367]), 'Felix': array([ 0.02513815, -1.04686403]), 'John P.': array([ 0.88416076, -0.58675641]), 'Richarn': array([ 0.33747861, -0.9982475 ]), 'Meshack': array([ 0.49237764, -0.11123963]), 'Roxy Ann': array([ 0.48882458, -0.96102977]), 'Pendon': array([ 0.40672246, -0.93538398]), 'Salethial': array([-0.93994749, 0.32842821]), 'WH': array([-0.79135257, 0.71249145]), 'Louisa M': array([1.5719527 , 8.34734249]), 'AN': array([1.60430479, 8.5099411 ]), 'Corbin': array([-0.8146975 , -0.19013976]), 'Charlotte Waltham "Charlotonares"': array([-0.89771664, -0.14441141]), 'Mary S ': array([-0.69108462, -1.11593711]), 'Matilda C ': array([-0.00517143, 0.72686809]), 'Dolley': array([1.93136621, 7.25260115]), 'Catherine F': array([1.95302033, 7.33191967]), 'Amzi': array([-0.02510281, 0.97338885]), 'Henry E': array([0.23085539, 0.17917149]), 'Richard H': array([0.60126269, 0.64599508]), 'S. Louisa': array([0.55059749, 1.03123558]), 'Rosanna': array([-0.101062 , -0.53613108]), 'Benjamin F': array([ 0.07692254, -0.17292359]), 'Sampson ': array([0.40129822, 0.62198287]), 'EW': array([-0.80268526, 0.61227691]), 'Nicodemus': array([-0.22488905, 0.98892725]), 'Adele': array([0.34723702, 0.63381928]), 'Paul Louis': array([0.34744808, 0.63413477]), 'Rhetillah': array([-0.53718883, 0.79037243]), 'Josias ': array([-0.54234493, 0.12929827]), 'Bet ': array([0.91554892, 0.18692377]), 'Hannah A': array([-0.75006527, -0.3186132 ]), 'Albert': array([-0.28729832, 0.86044997]), 'Hannah H': array([-0.40375978, 1.42478395]), 'Robert T ': array([-0.63689828, -0.65373278]), 'Robert J': array([-0.46210319, 0.7701084 ]), 'N': array([0.28263533, 0.6403116 ]), 'Isabella C.': array([0.04091068, 0.87789798]), 'Victoria': array([-0.691854 , 0.34040889]), 'Anna M.M.': array([-0.5239355 , 0.53741407]), 'Mabel': array([-0.34030256, 0.616368 ]), 'Richard G': array([-0.38357392, 0.58128947]), 'Butler': array([-0.53296238, -1.08860886]), 'Bets ': array([-0.80207431, -0.10857731]), 'Prov': array([-1.2803427 , -1.22628427]), 'Billey D.': array([-0.90327585, -0.8940081 ]), 'Emeline ': array([ 0.85747993, -0.530873 ]), 'Betty Ann': array([ 0.89608216, -0.57676655]), 'George P ': array([-0.54288954, -1.2614392 ]), 'Harry DG': array([-0.6362474 , 0.18740939]), 'Henry GD': array([-0.75553399, 0.38149315]), 'Susanna CL': array([-0.95034528, 0.14962828]), 'Ermine Marie': array([-0.59923834, -0.26146951]), 'Nathan M. ': array([-0.15875342, 0.43089452]), 'Mary Catherine': array([ 0.51333463, -0.37562525]), 'Levi ': array([ 0.25187799, -0.18429224]), 'Galloway': array([-0.2465623 , 0.35860208]), 'Elie': array([0.39468044, 0.143187 ]), 'Sopha': array([0.95497888, 0.36633438]), 'Sophia D': array([0.43549249, 0.68869054]), 'Lee': array([-0.72591048, -0.28365916]), 'John Paul': array([-0.88454044, 0.5582093 ]), 'Lewis R ': array([-0.73775035, 0.68544793]), 'Louisa Emily': array([-1.29120803, -0.3946583 ]), 'Columbus L': array([1.2162776 , 0.06956917]), 'Stephen H': array([-0.91060114, 0.02023409]), 'Urath': array([-0.79222012, 0.61849564]), 'Carlisle': array([ 0.13246308, -0.92081082]), 'Ann Adeline': array([ 0.56818545, -0.84628451]), 'Lucretia ': array([ 0.22637908, -1.06796861]), 'Emeriah Ezekiah Jane': array([-0.07968223, -1.00652981]), 'Hager ': array([ 0.52786195, -1.15840781]), 'Eliza Anne': array([ 0.00530968, -0.9741227 ]), 'Leah Ann': array([ 0.74552333, -0.3489686 ]), 'Augerine': array([ 0.14600892, -1.0557344 ]), 'Luia': array([-0.12725662, -0.89323062]), 'Marietta': array([ 0.3123129 , -0.06244899]), 'Tamley Ann': array([ 0.77502501, -0.95158166]), 'Susan Ellen': array([0.46064889, 0.00706436]), 'Black mould on the back of his left hand opposite the first finger': array([-0.30636102, 0.89723617]), 'Olivia Ann': array([ 0.68814403, -0.98872161]), 'Betsey Ann': array([ 0.44762924, -0.94930243]), 'Lilly ': array([ 0.84838593, -0.46118313]), 'Rose Ann': array([-0.14592329, -0.43268871]), 'Sinta': array([ 1.00016689, -0.42059836]), 'Band ': array([ 0.02155248, -0.89345628]), 'Lovey Ann': array([ 0.47406268, -1.00241816]), 'George Levin': array([ 0.31661621, -0.78616542]), 'Robinson': array([ 0.29908568, -0.96866721]), 'Ann M ': array([ 0.39978623, -1.14444745]), 'Cloe Ann': array([ 0.88322932, -0.59199941]), 'Lilly': array([-0.12259526, -0.59587371]), 'Hudson': array([ 0.11509587, -0.83897471]), 'Tina': array([ 0.91887963, -0.33201224]), 'Affa': array([ 0.12852694, -0.81011605]), 'Hagar Ann Jane': array([ 0.42703208, -0.74385476]), 'Willey': array([ 0.71003205, -0.40939456]), 'Williamina': array([ 0.14778864, -0.94308668]), 'Violet ': array([-0.01632396, -1.05367315]), 'Letherian A ': array([ 0.16077682, -0.83691382]), 'Stanford ': array([-0.02626975, -0.77082837]), 'Priscilla Virginia': array([ 0.63774133, -0.47398648]), 'Lewis Wilson': array([ 0.26111722, -1.12877822]), 'Saml J': array([ 1.01340318, -0.43427536]), 'Katy': array([ 0.97367728, -0.71944147]), 'Julia Rebecca': array([ 0.26616827, -0.80737644]), 'Arianne': array([ 0.09541962, -1.12172377]), 'Geo Washington': array([ 0.83325535, -0.22307894]), 'Tasker Jane': array([ 0.96700537, -0.74138087]), 'Hetly': array([ 0.79008651, -0.88181245]), 'Liddy': array([ 0.7569741 , -0.50160152]), 'Letha': array([ 0.39149222, -0.86323929]), 'Daniel Rudolph ': array([ 0.79181707, -0.30543697]), 'Charles Grafton': array([ 0.02129385, -0.89198446]), 'William Leander': array([ 0.16056228, -1.07926691]), 'Charles G ': array([ 0.69648951, -0.83298194]), 'Juliet Elizabeth': array([ 0.82650357, -0.4275009 ]), 'Harriet Elizabeth': array([ 0.16345206, -1.10437965]), 'Teresia': array([ 0.42481139, -1.15418231]), 'Zacheria ': array([ 0.39963284, -0.87643331]), 'Lycurgus': array([ 0.91440839, -0.66256458]), 'William D': array([-0.20836557, -0.65069848]), 'Joseph Edward': array([ 0.78646469, -0.62233746]), 'Mary Margaret': array([ 0.78561389, -0.96097821]), 'Otho Lewis': array([ 0.48957542, -1.05261528]), 'Jeremiah ': array([-0.01759867, -0.7834323 ]), 'Eli ': array([ 0.79863721, -0.49704385]), 'Richard W': array([-0.18210748, 0.36080608]), 'Leonard ': array([ 0.15007943, -0.20094483]), 'Pulaskie': array([-0.2797007 , 0.80230492]), 'Serrena': array([-0.4736065 , 0.60206783]), 'Saml H ': array([0.41682377, 0.91333121]), 'Argyle': array([-0.09937459, 0.7918632 ]), 'Polaski': array([-0.33211952, 0.76833373]), 'P': array([0.66861534, 0.32976449]), 'Sereana ': array([-0.59827167, -0.26142991]), 'Barsheba': array([0.04281934, 0.97295123]), 'John B': array([0.08853214, 0.54435533]), 'John S': array([-0.144811 , 0.84975803]), 'WB ': array([-0.4646166 , 0.76415974]), 'George M.': array([-0.75868189, 0.16626018]), 'John Frisby': array([0.07682429, 0.80149502]), 'Henry Franklin': array([0.52267402, 0.68646789]), 'Massy': array([-0.89967579, 0.00809014]), 'Alse': array([0.05108267, 0.96120763]), 'Elisha H': array([-0.49444416, 0.06194348]), 'Gabe': array([0.09694965, 0.43500134]), 'Elisha H ': array([-0.91325229, -0.09046371]), 'Wm M B': array([-0.156804 , 0.85227931]), 'Martha L': array([0.51725328, 0.67991674]), 'Zachariah T': array([-0.58971649, 1.00562882]), 'Ruth H': array([0.3609741 , 0.57366085]), 'Comfort B.': array([ 0.48739532, -0.88938671]), 'Alexander ': array([-0.28398392, -0.58663595]), 'Caty': array([ 0.06644862, -0.06486354]), 'Mileah': array([ 0.62176067, -0.04435636]), 'Pricsilla': array([ 0.11858194, -1.01420951]), 'Cathey': array([ 0.82491434, -1.00385821]), 'Rosella': array([ 0.67061704, -1.06091964]), 'Penelope': array([ 0.56616092, -1.15126562]), 'Emily B.': array([ 0.21161719, -1.00633788]), 'Benson': array([ 0.25448838, -1.00439799]), 'Daniel Peter': array([ 0.92585021, -0.7537809 ]), 'Joseph Elias': array([ 0.75556833, -0.58996737]), 'Betsy ': array([ 0.68422908, -0.7793439 ]), 'Arbury': array([ 0.05609372, -0.81310111]), 'Rebecca Ann': array([ 0.0938527 , -1.08836031]), 'Sewell': array([0.69341296, 0.0149948 ]), 'Kinzey': array([ 0.45429966, -0.78874826]), 'Permelia': array([ 0.6788497, -0.3927013]), 'Sarah Ellen': array([-0.28484076, -0.84598875]), 'Thomas Hy': array([ 0.98200917, -0.41558188]), 'Rosann': array([ 0.82109469, -0.83897161]), 'Maria Rose': array([ 0.5525642 , -0.88041568]), 'Cecila ': array([ 0.43146664, -0.85359216]), 'Ritson': array([ 0.25229332, -0.936665 ]), 'Hester ': array([ 1.02279091, -1.00996757]), 'Elizaeth': array([ 0.61514932, -0.92298841]), 'Melly': array([ 0.40598327, -0.81080091]), 'Martha Ellen': array([ 0.3403146 , -0.02875149]), 'Sarah Eliza': array([ 0.81936294, -0.93183947]), 'Elizabeth Ellen': array([ 0.82002735, -0.91689587]), 'William Jones': array([ 0.57243812, -0.78428215]), 'Wy': array([ 0.2157506 , -0.86217874]), 'Benjamin P.': array([-0.04632268, -0.30397421]), 'Crissy': array([ 0.0593332 , -1.10714388]), 'Ladimia': array([ 0.98322815, -0.41580752]), 'Elizabeth M.': array([ 0.80977732, -0.7094636 ]), 'Jannetta': array([ 0.49915561, -1.08420777]), 'Willy': array([ 0.8969804, -0.7045275]), 'Melina': array([ 0.31655446, -0.71606022]), 'Flavilly': array([ 0.2594969 , -0.82471132]), 'Aalisah': array([ 0.84542608, -0.322844 ]), 'Angeline': array([ 0.23781043, -1.31188357]), 'Newark': array([ 0.61257738, -0.61443323]), 'Starreet': array([ 0.20535241, -1.06269872]), 'Asseneth': array([ 0.76680166, -0.55316079]), 'Ary Ann': array([ 0.80741197, -0.36514693]), 'Jane R.': array([ 0.74954844, -0.99747723]), 'Tempe ': array([ 0.40225896, -1.14393878]), 'Imanuel': array([ 0.00832761, -0.86636752]), 'Susey': array([ 0.01378213, -0.81927049]), 'Teresa ': array([-0.01803127, -0.93037331]), 'Rachel Maria': array([ 0.45168597, -1.13961744]), 'Elizah': array([ 0.21698453, -1.107113 ]), 'George T.': array([ 0.66441518, -1.01328254]), 'Thomas Tenderson': array([ 0.68772465, -0.89108604]), 'Nancy Ann': array([-0.16427979, -0.34431472]), 'Richard Savoy': array([ 0.74887079, -0.64669627]), 'Harriett A.': array([ 0.63078028, -0.93440032]), 'Garistson': array([ 0.25684673, -0.8600229 ]), 'Moses Henry': array([ 0.80100697, -0.57764077]), 'Keessa': array([ 0.22803241, -1.0639807 ]), 'Denniss': array([ 0.82167095, -0.26237619]), 'Fillace': array([ 0.72068501, -0.44311857]), 'Arlene': array([ 0.135768 , -0.89947307]), 'Wappen': array([ 0.62897551, -0.6801976 ]), 'Kizzey': array([ 0.89206314, -0.62379146]), 'John Nicholas': array([-7.97862196, -0.44467667]), ' ': array([-7.75033903, -0.43331966]), 'Welbum': array([ 0.64137149, -0.90195578]), 'Richard ': array([-0.04291972, -1.04779351]), 'Seymore': array([ 0.92037356, -0.32154086]), 'Harriett K.': array([-0.07600084, -0.89744413]), 'Sarah Louisa': array([ 0.07096319, -0.96622849]), 'Roannea': array([ 0.55561823, -1.10329938]), 'Mackey': array([ 0.93268293, -0.76303631]), 'Dehlah': array([ 0.19141708, -0.84533483]), 'Dareen': array([ 0.72584343, -0.61203623]), 'Dinah Sophia': array([ 0.15155295, -1.12047565]), 'Ann Catharine': array([ 0.10754842, -1.06037903]), 'Alesah': array([ 0.04720478, -1.00007534]), 'Becky': array([ 0.3388207 , -0.05360917]), 'Libby': array([ 0.51673192, -0.81304592]), 'Fanny A.': array([ 0.39562467, -0.86984593]), 'Freeborn G.': array([ 0.99028182, -0.64233446]), 'Jarret': array([ 0.33829004, -0.03354362]), 'Winney': array([ 0.73714489, -0.808321 ]), 'Lybia Ann': array([ 0.90901834, -0.39986303]), 'Tony': array([ 0.82104695, -0.5719654 ]), 'Julie': array([ 0.16135448, -0.97138166]), 'Ragis': array([ 0.63730681, -0.68764418]), 'Vine': array([ 0.32631269, -0.91526657]), 'Dole': array([ 0.5369994 , -1.06520915]), 'Landry': array([ 0.92116457, -0.8354075 ]), 'Scebro': array([ 0.7917068 , -0.22966738]), 'Hillery': array([ 0.56077355, -0.15541142]), 'Levinia': array([ 0.71949553, -0.1062144 ]), 'George W. R.': array([ 0.77280861, -0.42843959]), 'Livia': array([ 0.84462631, -0.93014789]), 'Isiah ': array([ 0.44497442, -1.09389317]), 'Juracy Ann': array([ 0.5009858 , -1.02630985]), 'Elizabeth C': array([-0.60553145, 0.28031689]), 'Henry C': array([-0.41263676, 0.32581085]), 'Jesse ': array([-0.35378015, 0.08909047]), 'Mary Isabella': array([-0.08957336, -0.80673921]), 'Arabella': array([ 0.72883087, -0.91281736]), 'Martha Emily': array([ 0.51654631, -1.13711536]), 'Rachel A': array([ 0.87416601, -0.82625371]), 'Rebecca Jane': array([ 0.46739793, -0.99361122]), 'Mary C': array([-0.1595532 , -0.34272355]), 'Ann M': array([ 0.64056897, -1.02739429]), 'Lauretta': array([ 0.88237208, -0.43244243]), 'Ellen Catharine': array([ 0.84488553, -0.92945629]), 'Margaret E ': array([ 0.47707149, -0.83213073]), 'Ruanna': array([ 0.84894556, -0.30938748]), 'Lewis Hamilton': array([ 0.89190412, -0.60712296]), 'Lote': array([ 0.71888548, -0.55452633]), 'Isaac Jr.': array([ 0.05597179, -0.81371295]), 'Dennis B': array([ 0.75357991, -0.39037606]), 'Charles J. ': array([ 0.77932674, -0.26201105]), 'Henry Nelson': array([ 0.31530461, -1.07196212]), 'Henry Coats': array([ 0.14757855, -1.13950443]), 'Erasmus ': array([ 0.67108905, -1.06100178]), 'Ann Levina': array([ 0.68651634, -0.98793697]), 'Otho': array([ 0.27498379, -1.13470948]), 'Lewis H': array([ 0.54829448, -0.98085231]), 'John C ': array([-0.0662796 , -0.45390967]), 'John F': array([ 0.23726134, -0.71943885]), 'Marion': array([-0.00467592, -0.99102336]), 'Julet': array([ 0.62570339, -0.463817 ]), 'Mary Francis': array([ 0.05670807, -0.94673949]), 'Jame': array([-0.09034284, -0.9357636 ]), 'Cahterine': array([ 0.8238703 , -0.94589865]), 'Mahlda': array([ 0.41734239, -0.83902848]), 'Roannah': array([ 0.90982568, -0.51122159]), 'Ann McDaniel': array([ 0.49183533, -1.17497051]), 'Monaca': array([ 0.73282391, -0.81062281]), 'Susan Rebecca': array([ 0.32881162, -0.92559451]), 'Margaret Jane': array([ 0.45242032, -0.8605305 ]), 'Liber': array([ 0.49695995, -1.01789308]), 'Smith': array([-0.03256793, -0.40788415]), 'Lot': array([-0.13354954, -0.53973681]), 'Janee': array([ 0.40591085, -0.81084484]), 'Violettee': array([ 0.10529628, -0.9586482 ]), 'Carol': array([ 0.55993068, -1.11397302]), 'Suddy': array([ 0.83821183, -0.64017397]), 'Miranda': array([ 1.22790587, -0.79062504]), 'Cinderella Ann': array([-0.08045705, -0.95831138]), 'Louisa Ann': array([ 0.48871139, -0.89175284]), 'Delila': array([ 0.48416963, -0.64962065]), 'Kelly Ann': array([ 0.77532285, -0.34590206]), 'Daniel S.': array([ 0.71295482, -1.01105964]), 'Cressy': array([ 0.60340494, -0.85978681]), 'Robert Ann': array([ 0.7845071, -0.5443638]), 'Chevis H.': array([-0.05382431, -0.92912841]), 'Lavinia A': array([0.2501674 , 0.65788895]), 'Precilla': array([1.01301587, 0.02263777]), 'Philip B.': array([0.56535298, 0.73371851]), 'Elizabeth G': array([-0.50728184, 0.26538643]), 'Elizabeth G ': array([1.19086206, 0.39837882]), 'William G. ': array([-0.63676578, 0.26828128]), 'Sterret': array([-0.9042148 , -0.54595089]), 'Anna Maria ': array([-0.87411982, -0.60866678]), 'Harriet A': array([ 6.70150232, -4.84673405]), 'John S ': array([ 6.57046938, -4.75324297]), 'Jobe': array([-0.73126066, 0.39725539]), 'J Spear': array([-0.33776355, 0.92775351]), 'Parson': array([0.60323095, 0.61033696]), 'Sommerset': array([-0.8885417, -0.5633617]), 'Tracey': array([-4.63950014, -7.98504972]), 'Wm. C. ': array([-4.53842783, -7.81256056]), 'Marenda': array([-0.48065281, -0.47634163]), 'D': array([0.55948836, 0.86965293]), 'Arkansas': array([-0.81921649, -0.2140796 ]), 'Tobias E.': array([-0.37552068, 0.07067136]), 'Sarah ': array([ 0.1308915 , -0.09610066]), 'General Tobias E.': array([-0.30072019, 0.88923675]), 'Phoeby': array([-0.97822767, 0.27798903]), 'Georgianna': array([-0.08174127, -0.75882953]), 'Seth ': array([-0.06079284, 0.97261125]), 'Thomas Watkins': array([0.56197137, 0.57453191]), 'J Hanson': array([-0.58627391, 0.87861776]), 'Othello': array([ 0.18805936, -1.31448233]), 'Joseph B': array([ 0.1093565 , -1.86049926]), 'Maria CN': array([-0.92561024, -0.75968373]), 'Maurice': array([-0.46406204, -0.40535018]), 'William C.': array([-0.33220845, 0.56882435]), 'Sibyl': array([-0.53967327, 1.13949668]), 'Francis A': array([-0.5244922 , -0.28456593]), 'Charlotonares': array([0.76627195, 0.37876278]), 'Charlton': array([-0.51638448, 0.87925833]), 'Ailsey': array([5.95601368, 5.92239332]), 'Elizabeth I': array([5.838274 , 5.80724239]), 'JV': array([-0.46455941, -0.71795988]), 'Kitt ': array([-0.11100507, 0.98818612]), 'Jane W': array([-0.95575863, 0.15366811]), 'Nicholas J': array([ 1.44473624, -1.31922174]), 'Nicholas P': array([-0.07269011, 0.82653707]), 'Fann ': array([0.65670949, 0.67626327]), 'Leida': array([-0.41443679, 0.77556044]), 'Thomas P': array([0.96683586, 0.37685704]), 'James R.A.': array([0.09666656, 0.79849184]), 'Edward F': array([-0.33766919, 0.84656435]), 'John E': array([-0.4796308 , 0.76904303]), 'Lavinia ': array([-0.86529171, -0.056354 ]), 'Henry ': array([-0.96562898, -0.27733749]), 'Carolina P': array([-0.28637663, 0.92566526]), 'Henrietta B': array([-0.56676495, -0.39706227]), 'Cas': array([0.22135366, 0.87991226]), 'Ann B.': array([-0.33862042, -0.33159781]), 'Amelia Ann': array([ 0.22161753, -0.03529956]), 'Mary F': array([1.29642975, 0.42314768]), 'Wm H DC': array([0.56796259, 0.86016554]), 'Celia Ann Catherine ': array([ 0.82794583, -0.43295881]), 'Aaron James': array([ 1.00532413, -0.48080358]), 'Stephen Wesley': array([ 0.12993523, -1.01608253]), 'Thomas H S': array([-0.10481417, -0.85305917]), 'Eliza Elizabeth': array([ 0.82508129, -0.9478246 ]), 'Herman Henry': array([ 0.67168629, -0.67972827]), 'Nancy Jane ': array([ 0.75707817, -0.59047323]), 'Eleanora Anne': array([ 0.31383866, -1.16598868]), 'Lilly Ann': array([ 0.58681244, -1.09265149]), 'Caleb Washington': array([ 0.50666189, -0.86456448]), 'Levicy': array([ 0.62293673, -0.76795626]), 'Matilda F': array([ 0.76793265, -0.80906671]), 'Anne ': array([ 0.03244716, -0.34108022]), 'Harriet Virginia': array([ 0.89863157, -0.78912181]), 'Harriett Jane': array([-0.03379409, -0.82087111]), 'Harriet Jane': array([ 0.43980047, -0.03516054]), 'Mary Emeline': array([ 0.01861571, -1.07250822]), 'John Washington': array([ 0.44603884, -0.02152481]), 'America': array([ 0.87152028, -0.4897497 ]), 'Voilett Ann': array([ 0.79024631, -0.66555995]), 'Jospeh': array([-0.15572102, 0.98670888]), 'Mary B': array([-0.24901161, 0.19381998]), 'Rosbery': array([-0.27484798, 0.68772048]), 'Polodore': array([0.64221883, 0.55139697]), 'Korah': array([-0.83388144, -0.11389456]), 'Rumford': array([-0.94014573, 0.29714859]), 'Dore': array([-0.83994871, 0.61095595]), 'Silbey ': array([-0.49540508, -1.01025224]), 'Henry A.': array([ 0.11813962, -0.38747919]), 'Dublin': array([-0.02160646, 1.02577055]), 'Bershaba': array([-0.13452163, 0.94814992]), 'Kennedy': array([-0.02186839, 0.99122697]), 'Glasgow': array([0.20938972, 0.58893788]), 'Paris': array([0.02605112, 0.00673738]), 'Anise': array([-1.24550998, -0.44143903]), 'Hesse': array([ 0.28850147, -0.05753211]), 'Dark': array([-0.09799689, -0.27051333]), 'Martin ': array([0.39639395, 0.61395216]), 'Sicpis': array([-0.70899701, 0.1748872 ]), 'VIna': array([-0.82953513, -0.38692942]), 'Constant': array([0.56602305, 0.73316938]), 'Jamy': array([-0.71342033, -0.18566091]), 'Batchelder': array([-0.31431359, 0.34678531]), 'Gravesend': array([0.35048971, 1.67345595]), 'Edward O.': array([0.18242989, 1.15357769]), 'Faun': array([-0.90625864, 0.34589368]), 'Cloudsberry': array([-0.52233112, 1.07544649]), 'Solomon D.': array([-0.92248571, 0.34825516]), 'Daphne': array([-0.10895972, 0.38927552]), 'Emme': array([0.25505707, 0.84629565]), 'Silvy': array([-0.64297569, 0.84755445]), 'Cilas': array([0.29539672, 0.80478632]), 'Sullivane': array([0.30254924, 0.83879244]), 'Christopher ': array([-0.52690828, 0.45592454]), 'Metus': array([0.22227654, 1.04106092]), 'Bishop': array([-0.41665921, 0.83625162]), 'Villey': array([-1.40101814, -0.17915983]), 'Narma': array([-0.49928802, 0.82705373]), 'Sally F.': array([-0.01632396, 0.92243046]), 'Terner': array([-0.00431069, 0.87326521]), 'Benjaman ': array([-6.45050955, -6.06829548]), 'Elizabeth A': array([-6.51135254, -6.12396193]), 'Joseph Shrieves': array([0.29000354, 0.71808732]), 'Howard D.': array([-0.57746214, 0.99680245]), 'Adazilla': array([-0.88161504, -0.91984582]), 'Nathan H': array([-0.49162766, -0.53160548]), 'Nursilla': array([-0.88224816, -0.91649622]), 'NH': array([-0.84440011, 0.37324747]), 'Grafton': array([0.84814072, 0.45769474]), 'Lloyd N': array([-1.35362804, 0.55314487]), 'Nathn H': array([0.52268469, 0.89639294]), 'Scogins': array([-0.20599325, 0.73978639]), 'John B ': array([0.66205621, 0.32636422]), 'Wye': array([-1.20216441, -0.0553922 ]), 'E': array([-1.72781444, -0.08513462]), 'Elizabeth Christian': array([-0.5733279 , 0.13748045]), 'Elizabeth Christian ': array([-0.66211563, -0.26329023]), 'Milly Grace': array([-1.19109428, 0.13982558]), 'Elias ': array([0.9417367 , 0.53195506]), 'Samuel P ': array([0.51256317, 0.86176234]), 'Cora Frances': array([-0.28058687, 0.58351076]), 'Caroline H': array([0.46384197, 0.93730575]), 'William N': array([-0.84321588, 0.28114092]), 'Sharlot': array([0.39818883, 1.01032579]), 'William I': array([-0.16270034, 0.49567217]), 'Ava Elizabeth ': array([-7.35036612, -3.68327355]), 'Greenbury R ': array([-7.32041454, -3.64175916]), 'Francis B': array([-0.49391991, -0.5446552 ]), 'Beal': array([-0.77689958, 0.25877625]), 'Leny': array([-6.57544756, 4.2932806 ]), 'Frederick William': array([-6.6184845 , 4.33001566]), 'Amos ': array([-0.66661495, 0.47875404]), 'John F ': array([0.2211325 , 0.88021088]), 'Thomasin': array([-0.60455817, 0.6165002 ]), 'Arrey': array([-0.0478533 , 0.83516234]), 'Minty Ann': array([-0.43177286, -0.3292678 ]), 'John H ': array([-0.61730146, 0.99160981]), 'Loveless': array([0.56418389, 0.47082272]), 'John HM': array([0.69095808, 0.27540854]), 'Hary': array([-0.13390642, 0.5725984 ]), 'Anne Elizabeth': array([-0.40268409, 0.78017962]), 'Neal Cornelius': array([-9.10070992, 0.85884053]), 'Elizabeth L': array([-9.25945282, 0.87637764]), 'Charles Abraham': array([-0.57233751, 0.39189425]), 'Abelard': array([0.36396641, 0.41497755]), 'Mahlon': array([-0.57196105, -0.17823075]), 'Jno': array([-0.25197527, 0.23954561]), 'Philbena': array([-0.252251 , 0.92705512]), 'Melchor': array([0.18220329, 0.71164548]), 'Philepena': array([-0.20789045, 0.93438566]), 'Roger B': array([-0.79262871, -0.55612648]), 'Verlinda': array([0.61962968, 0.12270185]), 'Tracy': array([-0.54051459, 0.19903393]), 'Samuel H': array([-0.29797915, 0.34652531]), 'Mable ': array([ 0.98855531, -0.67891735]), 'Sarak': array([ 0.28846809, -1.02077413]), 'Margaretha': array([ 0.98296916, -0.38243651]), 'Anderson': array([ 0.92735964, -0.33165208]), 'Antoine': array([ 0.83935893, -0.53252089]), '170, 271': array([ 0.78655887, -0.6691162 ]), 'Purnell': array([ 0.33100221, -1.31662345]), 'John Bennet': array([ 0.44359934, -1.15607917]), 'Woolman': array([-0.24979429, 0.01001384]), 'William Wesley': array([ 1.15808725, -0.68836898]), 'Joshua William': array([ 0.29528701, -0.93463761]), 'Arietta': array([ 0.7092678, -1.0260464]), 'Melinda': array([ 0.3872565 , -0.99660563]), 'Willey Ann': array([ 0.66349596, -1.11506879]), 'Ruthetta': array([ 0.22144589, -0.91717678]), 'Ebe': array([ 0.77671909, -0.46761978]), 'Ephraim T.': array([ 0.9432928 , -0.60774803]), 'Benjamin Tyson': array([ 0.88805902, -0.71335489]), 'Jemmia': array([ 0.92344004, -0.83375627]), 'Sarah Catharine': array([ 0.26252258, -1.07501566]), 'Margaret J.': array([ 0.70420879, -1.01079047]), 'Benjamin A.': array([ 0.31492677, -1.13408303]), 'Clora': array([ 0.63272893, -0.69046324]), 'Harriet Leanna': array([ 0.11887085, -0.83055329]), 'Smigleton': array([ 0.33434439, -1.1578424 ]), 'Hetty Ann': array([ 0.99102646, -0.59539974]), 'Flubella': array([ 0.60904783, -0.89902061]), 'Ellen Augustus': array([ 0.85932958, -0.74091434]), 'Branson': array([ 0.57682627, -1.0923816 ]), 'Isaac Thomas': array([ 0.44463074, -1.17185307]), 'John N.': array([ 0.92113471, -0.6317206 ]), 'John William Henry': array([ 0.45850277, -0.66974902]), 'Clemuel': array([ 0.36252046, -0.80664802]), 'Samuel I.': array([ 0.74800187, -0.52880782]), 'Plummer': array([ 0.2484265 , -1.17744744]), 'Thomas Ephraim': array([ 0.66486096, -0.67784131]), 'Gustavaus': array([ 0.53960472, -1.11027908]), 'Jacob Fenn': array([ 0.09096699, -0.75514525]), 'Joseph F.': array([ 0.93468457, -0.65803593]), 'Nicholas Henry': array([ 0.74430007, -0.64074391]), 'Fortune': array([0.40150774, 0.507779 ]), 'Jeremiah C': array([-0.73046178, 0.0138596 ]), 'Scipio': array([-0.13231902, 0.52259701]), 'Jeremiah G': array([0.02322561, 1.02199924]), 'Sis': array([ 2.62915492, -7.38275671]), 'Darbey': array([ 2.59325337, -7.27913809]), 'Darsey': array([-0.39750567, 0.80417877]), 'Philip S': array([-0.09398317, 0.60505253]), 'Elira': array([ 0.94211435, -0.57066131]), 'Mary Ann Maria Agnes': array([ 0.71845555, -0.74721408]), 'Arinda Jane': array([ 0.29963285, -0.89452398]), 'Amelia A': array([ 0.77615756, -0.30415323]), 'Sina Ann': array([ 0.99598879, -0.45497021]), 'Louisa Jane': array([ 0.61218709, -0.6506781 ]), 'Anna Maria Jane': array([ 0.12503971, -1.08421648]), 'Litha ': array([ 0.7436009 , -1.03633118]), 'Mary Williamina ': array([ 0.3653217, -0.9513458]), 'Mary L': array([ 0.75096989, -0.94639516]), 'Eliza Ann Jane': array([ 0.47596726, -1.09434712]), 'Elender': array([ 0.36833537, -0.83067834]), 'Norcess': array([ 0.89675474, -0.90914577]), 'Virginia ': array([ 0.44885075, -1.14073682]), 'Ellen Jane': array([-0.10580917, -0.41941911]), 'Narcissa': array([ 0.78762251, -0.99927175]), 'Mary Ann Elizabeth': array([ 0.91809523, -0.52120382]), 'Daniel Francis': array([ 0.71920758, -1.05516362]), 'Sarah Pane': array([ 0.8461439 , -0.28471386]), 'Kitty Ann': array([-0.08552713, -0.46348497]), 'Antoinette ': array([ 0.25282282, -1.04453969]), 'Soloman': array([-0.06071984, -0.91669285]), 'Hennietta': array([ 0.96569532, -0.67574817]), 'Casey ': array([ 0.70673645, -1.08814228]), 'Leah Hester': array([ 0.86520565, -0.86843896]), 'Crease': array([ 0.91718614, -0.63177919]), 'Enilese': array([ 0.64175087, -0.81107229]), 'Dorothy Ann': array([ 0.819067 , -0.91551465]), 'Lu Emma': array([ 0.37036148, -1.02755308]), 'James T': array([ 0.36558363, -1.06418586]), 'Lacey': array([ 0.45525455, -0.91134959]), 'Milcuh': array([ 0.68841392, -0.69910949]), 'Elenor': array([ 0.55856258, -0.59480268]), 'Lidia': array([0.12046399, 0.50040925]), 'Sir Pratby': array([-0.26922512, 0.31047636]), 'Sir Pratty': array([-0.64848059, 0.16568778]), 'Doratha': array([0.1033119 , 0.77706772]), 'Lucy Jane': array([ 0.85676169, -7.82090902]), 'Cassandra ': array([ 0.84009719, -7.76827431]), 'Worthington': array([-0.7286157, -0.3484067]), 'Violetta': array([ 0.36665252, -0.10399537]), 'Catherine M': array([-0.82388163, 0.10887273]), 'George F': array([-0.46846506, 0.98758262]), 'Ephraim ': array([-0.16061412, 1.3606801 ]), 'Wm B': array([-0.68967205, -0.57434213]), 'Timothy': array([-0.04751195, -0.09104048]), 'Timothy ': array([0.28129131, 0.55322933]), 'Thomas Sim ': array([0.22032109, 1.0386554 ]), 'House Charles': array([0.15986405, 1.72931027]), 'Thomas Sim': array([0.15507707, 1.21060455]), 'Dennisson': array([0.25387928, 0.85310179]), 'E. Louis ': array([0.2408039, 0.6501314]), 'Fannie': array([0.74949384, 0.75127196]), 'MB': array([0.73829705, 0.43104306]), 'Henson E': array([-0.85824126, -0.00245892]), 'Biddy': array([ 0.42035723, -0.07223925]), 'Winny': array([ 0.05932776, -0.15681593]), 'Rachael G. ': array([ 1.72515476, -0.95353931]), 'Netty': array([0.63551366, 0.49608845]), 'Dick ': array([-0.41441825, -0.31305248]), 'Jane Williams ': array([-0.5436101 , 0.74642766]), 'William Edward': array([0.85436279, 0.44719985]), 'Eleonora': array([-0.79426253, -0.15245476]), 'Joseph G ': array([-0.70165318, 0.3968119 ]), 'Monica ': array([ 0.30966833, -0.15421964]), 'Daniel M': array([-0.88563251, -0.05632702]), 'Serina': array([0.37830541, 0.55014849]), 'Loyd': array([ 7.88865471, -3.47739339]), 'Captain Thomas Guest': array([ 7.6823082 , -3.39010811]), 'Charles A ': array([3.10987234, 9.31189823]), 'Greenberry ': array([3.0597856 , 9.16692734]), 'Abe': array([ 0.72155696, -0.48303571]), 'Sarah Maria': array([0.34502083, 0.93840939]), 'George Anna': array([-0.68172598, 0.53306103]), 'Morgan': array([-0.88063109, -0.28073084]), 'Wm. H. ': array([ 0.5424512 , -0.06421629]), 'Jos. M.': array([0.33741978, 0.6865254 ]), 'H. W. ': array([0.45349348, 0.74001455]), 'Henry W. ': array([-0.96153915, 0.25599015]), 'Saml. ': array([-0.0346195 , 0.39947566]), 'J. S. ': array([0.43223339, 0.36341643]), 'Benjn.': array([0.31221774, 1.03666055]), 'George B.': array([-0.93003237, -0.10722154]), 'James Laws': array([-0.58502585, -0.56785637]), 'Lewis G. ': array([-0.5868302, -0.5527283]), 'Richd.': array([-0.24107602, 0.24439685]), 'George D. S.': array([-0.64914763, -0.74200255]), 'Sarah R.': array([0.34382203, 0.30649012]), 'Mary A. E. ': array([-0.42383096, 0.85335261]), 'Geo. S. ': array([0.61588711, 0.24127796]), 'George S.': array([-0.42817408, 0.56446671]), 'Geo. S.': array([0.27131113, 1.05258822]), 'R. ': array([0.05515357, 1.01494598]), 'R.': array([1.02085876, 0.31596836]), 'Sarah A. ': array([0.41490385, 0.72946566]), 'Jene': array([0.55033791, 0.26966414]), 'Henry T.': array([0.29415911, 0.03144215]), 'Mat ': array([0.51059628, 0.3891767 ]), 'Saml.': array([-0.05163566, -0.05378004]), 'S. H. ': array([0.56111431, 0.49603507]), 'Hettie': array([-0.59125704, -0.13497725]), 'Michael M.': array([0.1274202 , 0.81187224]), 'Hensley ': array([-7.44217348, -2.08753204]), 'Ebenezer T.': array([-7.21724224, -2.02673459]), 'Victorine P': array([ 0.91822648, -0.54319632]), 'Damaris': array([-0.60313672, 0.51491213]), 'Barney': array([-0.0501633 , -0.02567347]), 'Susana': array([ 0.04337252, -0.12117182]), 'Ajax': array([0.64787412, 0.54612207]), 'Doctor Thomas': array([-0.12364686, 0.99118364]), 'John Young': array([0.49973518, 0.73431575]), 'Lidd': array([-0.66980475, 0.27617648]), 'Mentor': array([-0.89471942, 0.04424054]), 'Peregrine [?]': array([0.31867009, 1.23716867]), 'James Annes': array([0.27574551, 1.24655104]), 'Greenbury [?]': array([-0.58295482, 0.78953087]), 'Pauline': array([-0.47168416, 0.98225605]), 'Friday': array([-0.64174563, 0.10400692]), 'Abrilla': array([0.50741661, 0.9101966 ]), 'Asanath': array([0.00442117, 0.67277509]), 'Rachel Lyde': array([-0.65492409, 0.78895152]), 'Desire': array([-0.40366346, 0.95352876]), 'Airy [?]': array([-0.45573902, 0.81102824]), 'Madelenne': array([-0.67932308, -0.57001609]), 'Basit': array([-0.78231865, 0.23349072]), 'Pall': array([0.93699229, 0.26031831]), 'Pery': array([ 0.54212427, -0.06765779]), 'Shade': array([0.38356888, 0.99142712]), 'Hortense': array([1.29588139, 0.42343059]), 'Rosalie': array([1.28713107, 0.43459398]), 'William E ': array([0.24933791, 0.98038369]), 'Kesiah ': array([-0.12079058, 0.97722834]), 'Annthony': array([-0.07097018, 0.95220804]), 'Villa': array([ 0.70381522, -0.94465953]), 'Isaiah ': array([ 0.30087164, -1.03790081]), 'Louis M': array([ 0.24793059, -0.75367486]), 'Evan ': array([ 0.62824041, -1.01999605]), 'William C. ': array([ 0.72882098, -0.81463009]), 'Issac': array([ 0.70223838, -1.02372134]), 'Benedict': array([-0.01729053, -0.25065523]), 'Towerhill': array([ 0.96626812, -0.35141444]), 'Nicholas Cato': array([-0.00797112, -0.86000645]), 'Watty': array([ 0.56578696, -0.74724936]), 'Neph': array([ 0.85832691, -0.86004311]), 'John Adams': array([ 0.74139965, -0.74492615]), 'Matilda ': array([ 0.70964217, -0.17041536]), 'Isme': array([ 0.46331325, -0.82422173]), 'Edward H.': array([-0.06706384, -0.90810728]), 'Marshall': array([ 0.88122261, -0.43172014]), 'Elizabeth Hellen': array([-0.56448638, -0.47783145]), 'Bennit': array([-0.08202641, 0.54599875]), 'Elia': array([0.52292526, 1.04719484]), 'Eliz. K. ': array([-0.83322853, -0.35956746]), 'S. alias E.': array([-0.27281836, -0.00984298]), 'Eliztt.': array([-0.40275759, -0.12336852]), 'Ambrose': array([-0.47866386, 0.1225704 ]), 'Athanasius': array([-0.2923556 , 0.67394108]), 'Primus': array([0.14692578, 0.45789611]), 'Henny ': array([ 0.41145644, -0.18730375]), 'Jere ': array([0.39722809, 0.61434323]), 'Ruth H.': array([-0.52371317, -0.27635667]), 'John Israel': array([-0.44731218, 0.8016426 ]), 'Samuel J': array([0.01813437, 0.4135811 ]), 'Benjamin W.': array([-0.20131753, 0.80570769]), 'Washington B': array([-0.96238625, 0.41934708]), 'Mary J.': array([-0.91857839, 0.61462688]), 'Lizzie': array([-1.41306365, 0.81069952]), 'Sarah F': array([-0.36081266, 0.5569014 ]), 'Sarah T': array([0.36683249, 0.79547685]), 'Louisa J.N. "Widow King"': array([ 0.48518339, -1.87597954]), 'Frederick A': array([-0.93218637, -0.5285427 ]), 'Josh ': array([-0.98849338, 0.14405163]), 'Rolwick': array([ 1.08281207, -1.87718832]), 'Clara S': array([-0.70130903, 0.48076406]), 'Singleton': array([ 0.14645298, -0.01873794]), 'Mary Ellen ': array([-0.87155914, 0.15301725]), 'Micajah': array([-0.22106086, 0.37747371]), 'Margaret C': array([-0.71114463, 0.42763078]), 'Emily N': array([ 4.80487585, -7.64616776]), 'Gerard E': array([ 4.76751471, -7.5869236 ]), 'Francaise': array([-0.81678689, -0.21050267]), 'Richard D.': array([-0.72788447, 0.40812445]), 'Rebecca F': array([ 0.62549293, -1.8625046 ]), 'Wilmer S': array([-6.23371649, -6.56748629]), 'Joseph E': array([-6.25441694, -6.52167368]), 'Charlotte ': array([0.08833449, 0.67435074]), 'John M ': array([0.70950001, 0.43735075]), 'Dennis N': array([0.60430336, 0.59982324]), 'Charles E': array([-0.8255707 , 0.37480372]), 'George C.': array([-0.55592597, -0.20184217]), 'Mary E ': array([-0.74031484, -0.25680253]), 'Wm. E. ': array([0.51230574, 0.86110008]), 'Mickey': array([0.27477196, 1.15955448]), 'Carolina': array([-0.83457655, 0.53053379]), 'Ann S': array([-0.61587501, 0.61868536]), 'James F': array([0.71707755, 0.11470646]), 'Enoch ': array([ 1.50241578, -1.2749182 ]), 'Setinard G ': array([-0.58936673, -0.3434276 ]), 'Absalom ': array([0.80633104, 0.47842863]), 'John L': array([-0.84932166, 0.23015164]), 'North': array([-0.78335845, 0.46607557]), 'Sylph': array([-0.66150224, 1.55052304]), 'Melta': array([-0.47390434, 1.0615977 ]), 'Matilda L': array([-0.51005095, 0.69075429]), 'Resin': array([-0.05518134, 1.01804519]), 'Maria Joice': array([-0.07390413, 0.99099994]), 'Aaron ': array([-0.34204677, 0.64948618]), 'Sipio': array([-0.05535434, 0.76923698]), 'Rosana': array([-0.3628847 , 0.73509789]), 'P.': array([-0.61499804, 0.60929316]), 'Bill ': array([-0.12717506, 0.32645413]), 'Ezel.': array([-0.50814801, -0.47073826]), 'Hezakeah': array([-0.39682716, 0.71046495]), 'Holly': array([-0.75329566, 0.05721775]), 'Jacob Massey': array([-0.76054192, 0.08579391]), 'Anna L.': array([-0.15122762, 0.9583472 ]), 'Christo.': array([-0.56868261, 0.4264555 ]), 'Richard B.F.': array([-0.33712941, 0.46499714]), 'Jno. 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': array([0.60231316, 0.52487791]), 'Vernon': array([0.05338588, 0.67790651]), 'Jacob Arthur': array([-1.32126153, 1.05900216]), 'Jessee': array([-0.8876825 , 0.72039986]), 'Chas. ': array([-5.51258206e-01, 4.29593318e-04]), 'William T': array([0.43156821, 0.6253866 ]), 'William M ': array([-0.38533589, 0.84547257]), 'Hetta': array([0.31230843, 1.03695369]), 'Minty ': array([-0.701217 , 0.49503219]), 'Lees': array([-0.82113165, -0.1043703 ]), 'Noah ': array([-0.73986465, -0.35313398]), 'Robert B': array([-0.29014248, 0.80712783]), 'Terry ': array([0.6358614 , 0.42570484]), 'Jinn': array([-0.10287552, 0.79491705]), 'Binah': array([-0.12602288, 0.43948758]), 'Barzilla': array([-0.41977987, -0.19818145]), 'Casey': array([-1.17449868, 0.44080809]), 'Mary S': array([-0.16676599, 0.76019061]), 'Elisha ': array([2.83875418, 7.78070402]), 'Elizabeth O': array([2.91805148, 7.98642349]), 'Jany': array([-0.82403904, 0.33651778]), 'Mile': array([-0.16098711, 0.80751169]), 'Anthony C': array([-0.63080418, -0.16173814]), 'Lucilla': array([-0.98441976, 0.19631425]), 'Dr. Anthony C.': array([-0.89492631, 0.13247114]), 'AC': array([0.62828678, 0.76600587]), 'Phebe Ann ': array([-8.90013313, -1.97399235]), 'Dr. Anthony C': array([-9.03183365, -2.00417113]), 'Silla': array([-0.82350546, 0.11696443]), 'William K ': array([-0.42656589, 1.00526345]), 'John A': array([0.64164466, 0.76346868]), 'Matthias ': array([-0.75444502, 0.35156199]), 'Levi D': array([0.30065456, 0.43240574]), 'William K': array([-0.34561944, 0.99875903]), 'Rennis': array([1.02081084, 0.28665757]), 'Wriner': array([0.18402554, 0.89355654]), 'Dorie': array([-0.54128391, -0.45574608]), 'Ichabod': array([-0.82932794, 0.36204699]), 'Elza': array([-0.03154623, 0.70177132]), 'Ann PS': array([0.44452143, 0.90438461]), 'Ezekiel ': array([-0.40213478, 0.99590033]), 'Sarah and Eliza': array([-0.72866076, 0.02792755]), 'Southy': array([-0.38636613, 0.1838872 ]), 'Charlie': array([-0.63569504, -0.06767925]), 'Bevus': array([-0.56240076, 0.53779888]), 'Zippa': array([0.53656971, 0.76197267]), 'Fountain': array([0.61608422, 0.42826065]), 'Serana': array([-0.80425698, 0.61108005]), 'Isaac William': array([-0.87079471, -0.07192314]), 'China': array([-0.8148464, -0.1381609]), 'Daniel, Sr.': array([-0.88264197, -0.17956807]), 'Melia': array([-0.62290156, 0.62289584]), 'Israel P': array([-0.87240493, -0.0480229 ]), 'Warfuls': array([-0.87429506, 0.57337236]), 'Nelson ': array([-0.44965509, 0.71714836]), 'Thomas John': array([-0.7292909 , -0.11656629]), 'Pat': array([-0.43549308, 0.24087487]), 'Armand': array([-0.76623982, 0.34076887]), 'NW ': array([-1.63000429, 0.0651711 ]), 'Reverston': array([-0.30786279, 0.66300654]), 'Eli P': array([-0.88068485, 0.05158576]), 'Flora ': array([-0.62372863, -0.00907554]), 'Joseph G': array([-0.60108107, 1.20067143]), 'James L ': array([-0.70295566, -0.15854129]), 'James L. ': array([1.28453302, 0.21622893]), 'George Anna ': array([0.20259368, 0.76338422]), 'Outerbridge': array([0.49128991, 0.91227514]), 'Harriet R': array([0.3396323 , 0.97652352]), 'Otho ': array([0.38336113, 0.96696526]), 'Dennis D': array([-0.40463954, 0.34989101]), 'William Devan': array([-0.91095793, 0.69369245]), 'Matthew ': array([2.99739528, 8.34836674]), 'Darkes, Mrs.': array([2.99881077, 8.39963055]), 'William Anthony': array([-0.70711684, 0.81318539]), 'Het': array([ 0.06460152, -0.96893197]), 'Preston': array([ 1.0994848 , -0.80636597]), 'Herbert': array([ 0.60195726, -0.9455989 ]), 'Laertes ': array([ 0.8972528 , -0.72083414]), 'Santy': array([ 0.05122345, -0.67786407]), 'Sci': array([ 0.78999311, -0.30301377]), 'Enos': array([ 0.02367045, -0.49596089]), 'Isaac C.': array([-0.30774346, 0.91544801]), 'Cynthia': array([-0.93767148, 0.3272537 ]), 'Thaddeus S.': array([0.43190351, 0.99152869]), 'Cain': array([ 0.51400119, -0.14979866]), 'Eliza S.': array([-0.58203536, -0.05686786]), 'Robert E.': array([-0.90834463, 0.45587599]), 'Cora F.': array([0.58459544, 0.38089085]), 'Anna M.': array([-0.13394196, 0.64289367]), 'Nicholas E.': array([-0.84501755, -0.04979225]), 'Slingsberry': array([-0.41738948, 1.00795281]), 'Slingsby': array([-0.57410467, -0.47818214]), 'James Monroe': array([-0.94079542, 0.1882876 ]), 'Ann L.': array([-0.49109283, -0.44711208]), 'J. Henry': array([-0.9771257 , 0.33944738]), 'Charles Thomas': array([-0.9611721, 0.3017109]), 'William R.': array([ 0.15923612, -0.04907713]), 'Abolina': array([-0.85361952, 0.2345268 ]), 'Larkin': array([0.0719247 , 0.60028362]), 'LaFayette': array([-0.74476588, 0.46695668]), 'Eleanor B.': array([0.11974286, 0.57096565]), 'Brice J. G.': array([0.11855572, 0.51653904]), 'Elizann': array([ 0.55002004, -0.77487737]), 'Mary Susan': array([ 0.97419107, -0.50432312]), 'Prescilla': array([ 0.4315078 , -1.11632252]), 'Elizbeth': array([ 0.29699141, -0.94569129]), 'Margaret V. A.': array([ 0.37155521, -0.69437331]), 'Emlz': array([ 0.86325407, -0.42245683]), 'Andrew Edward': array([ 0.34106079, -0.87637895]), 'William Geo.': array([ 0.95498741, -0.64126956]), 'Sallie R.': array([ 0.02559017, -0.99565148]), 'Mary I.': array([ 0.92038888, -0.37575155]), 'Cassy Ann': array([ 0.19309428, -1.01941168]), 'Francis R.': array([1.24923158, 0.11517809]), 'Bennet': array([0.39894027, 0.72101456]), 'Milicent ': array([0.64829236, 0.48222709]), 'Richard E.': array([-0.37239131, -0.15843587]), 'Richard E. ': array([0.58188331, 0.7105372 ]), 'James S.': array([1.20499575, 0.3382909 ]), 'Joseph K.': array([-0.28740105, 0.80197597]), 'Caoline': array([0.6551466 , 0.63839811]), 'Masey': array([-0.65381861, 0.39966401]), 'David H.': array([-0.10597567, 0.58783406]), 'Seba': array([-0.76480836, 0.28439245]), 'Mary W.': array([0.10811752, 0.50428325]), 'Samuel W.': array([-0.03873271, -0.18632177]), 'Till': array([-0.75881004, 0.51224893]), 'Feney': array([0.39306381, 0.93909711]), 'Bazil': array([0.25408024, 0.8554945 ]), 'Edwd.': array([-0.17266428, -0.30120763]), 'William H. ': array([-0.18016289, -0.35364375]), 'Cuff': array([-0.32769185, -0.49410951]), 'Malissa': array([-1.04108059, -0.23426943]), 'Lodoman': array([-0.33628002, 0.6432218 ]), 'Benjamin S.': array([-0.28409457, 0.51791137]), 'Benjamin P. ': array([-0.60451597, -0.24865076]), 'Saml. R.': array([-0.786156 , -0.14687781]), 'Oliver E.': array([0.48533833, 0.59634554]), 'Vern': array([-0.01558846, 1.0048126 ]), 'Elfred': array([ 7.47387457, -5.32747459]), 'Benjamin J.': array([ 7.49863768, -5.37211084]), 'Samuel R. ': array([ 1.67327654, -0.8096081 ]), 'Benjamin S. ': array([-0.94722629, 0.30638352]), 'Selva': array([2.17092538, 9.48984623]), 'William Willson': array([2.13616204, 9.33830738]), 'Doctor John D.': array([-0.64856046, 0.16536567]), 'Daniel C.H.': array([-0.92651987, -0.28455922]), 'John King Beck': array([0.06770934, 0.87502217]), 'Saml T.': array([-0.93837762, -0.05015932]), 'John K.B.': array([-0.12012643, 0.90575117]), 'John D.': array([0.1703572 , 0.14083448]), 'W.W.': array([-0.4106847 , 0.50780368]), 'Lody': array([-0.18913455, 1.45643759]), 'Wells': array([-0.56785947, -0.91180724]), 'William Wilson': array([0.19114855, 0.5935567 ]), 'Samuel T.': array([-0.4546015 , -0.72223365]), 'John D. ': array([0.01537041, 1.02700543]), 'Collie Arthur': array([-0.73787415, -0.90965909]), 'John Davidge': array([-0.84085208, 0.24973722]), 'Dr. John D.': array([-0.39832038, 0.97936863]), 'John Wells': array([-0.78325224, 0.22363211]), 'Soph': array([-0.26881689, 0.87833077]), 'Augusta ': array([-1.01958632, 0.21348925]), 'Jas': array([ 0.73117208, -0.01415221]), 'Murrow': array([-0.94352955, 0.2909306 ]), 'Philemon B.': array([-0.25958884, 0.07187014]), 'Phil B.': array([-0.27143404, 0.99378586]), 'P.B.': array([-0.5936507 , -0.34483597]), 'Maria Ellen': array([-0.84208244, -0.14975983]), 'Tho. W. ': array([-1.01521111, 0.24540846]), 'Col. William': array([-0.11880124, 0.79523647]), 'Honorable J.B.': array([-0.61984736, 0.15478534]), 'Daniel C. ': array([-0.82911724, -0.26832691]), 'Henry G. S. ': array([0.34728014, 0.40337357]), 'H. G. S. 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C.': array([-0.05634731, 0.48655546]), 'Drayden': array([-1.21735811, 0.0572495 ]), 'Davie': array([-0.13786431, 1.15012777]), 'Micl.': array([-0.20089707, 0.87821198]), 'Thomas M.': array([-0.72068179, 0.10067911]), 'Evalina': array([0.14435112, 0.98962587]), 'Vinsent': array([-0.80652577, 0.57966006]), 'Elbert`': array([-0.06263568, 1.27982903]), 'Ferdinand': array([0.06649911, 0.58265543]), 'L.H.': array([-0.93786818, -0.01463248]), 'Julius': array([-0.54479587, 0.57152677]), 'S': array([1.29770195, 0.08118217]), 'Rachell': array([-0.47583154, 0.62358904]), 'Juliana': array([0.43214661, 0.08913396]), 'Alphonso J.A.': array([-0.44985169, 0.2671825 ]), 'Distin': array([0.59722543, 0.46121675]), 'Benj,': array([0.44615203, 0.96480107]), 'Benjn. ': array([0.38396439, 0.92301822]), 'Lid': array([-0.59515858, 0.30770621]), 'Jno W.': array([-0.82639563, 0.30243379]), 'Memory': array([-0.03954763, 0.28185195]), 'Chas. E. ': array([ 1.07802176, -1.87474155]), 'Dowdall': array([-0.89565909, 1.19907939]), 'Senah': array([-0.56813461, -0.00446127]), 'Seney': array([-0.29399824, 0.36040783]), 'Chamberlaine': array([-0.32603094, 0.87508392]), 'Christopher W.': array([0.52119988, 0.45384327]), 'Eliza Beth': array([-0.42284119, 0.85339224]), 'Richard B.H.': array([-0.42593542, -0.10070609]), 'Rich. B.C.': array([-0.93604475, -0.01337351]), 'Michael B.': array([-0.60853046, 0.76374459]), 'Richard B.H. ': array([1.19081712, 0.39859882]), 'Candis': array([-0.08276463, -0.40393966]), 'Richd. 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': array([ 0.46168807, -1.14063442]), 'Job Washington': array([ 0.82369518, -0.57081091]), 'Stansberry': array([ 0.64953679, -0.41451824]), 'Raymond': array([ 0.84786654, -0.65265876]), 'Thomas Alexander': array([-0.06419367, -0.8033911 ]), 'Pere H.': array([ 0.34012026, -0.99315238]), 'Denden Nelson': array([ 0.85425854, -0.61029243]), 'Clements Ann': array([ 0.07553659, -1.03306365]), 'Pere Henry': array([-0.10890593, -0.84049582]), 'Ann ': array([ 0.90800416, -0.8037439 ]), 'Hannah Ruth': array([ 0.85236073, -0.87015492]), 'Racel': array([-0.07052 , -0.98409969]), 'Lucritia': array([ 0.58848035, -0.85338318]), 'Artemesia': array([ 0.31958985, -1.13623285]), 'William Hemsley': array([ 0.31516463, -0.77955008]), 'Clayton': array([ 0.36257076, -0.94623983]), 'Gerald': array([ 0.11052946, -1.06663311]), 'Aquilla': array([ 0.39185065, -0.23877282]), 'Elias John': array([ 0.08635884, -1.00604463]), 'Perre Dawson': array([ 0.49886066, -1.02246177]), 'July': array([ 0.57334119, -0.81642836]), 'Julian ': array([-0.05357733, -0.9971866 ]), 'Hessey': array([ 0.14480081, -0.20879371]), 'Raney ': array([ 0.53027099, -0.69652289]), 'Scinta Ann': array([ 0.27406171, -0.91168469]), 'Plater': array([ 0.38973212, -1.02776897]), 'Elizabeth ': array([ 0.91793311, -0.67474377]), 'Jarrot': array([ 0.20053571, -1.0773946 ]), 'Judson Waring': array([ 0.88301301, -0.88140959]), 'Maria ': array([ 0.16540439, -0.81763774]), 'Charles Boston': array([ 0.05541569, -0.88620949]), 'James D.': array([ 0.74420279, -0.64065063]), 'Gregory': array([ 0.14550506, -0.3376292 ]), 'George Clinton': array([ 0.21350428, -1.02206707]), 'Nathan ': array([ 0.21361166, -0.94299608]), 'Nathan D. ': array([ 0.36045453, -1.1360327 ]), 'John Elson': array([ 0.33259183, -0.98632395]), 'Richard Rousby': array([-0.04882627, -0.87147641]), 'Elizabeth Marjery': array([ 0.32864928, -0.92355448]), 'Levi Franklin': array([ 0.50569028, -0.71441048]), 'Rousbury': array([-0.05068832, -0.86987591]), 'Mary Ann Phillis': array([ 0.40722457, -0.80006546]), 'Dicandia': array([ 0.56055474, -0.74292964]), 'Crisey': array([ 0.92611504, -0.65307087]), 'Adolphus': array([ 0.13969676, -1.10383523]), 'Basill': array([ 0.67767966, -0.50277019]), 'Benjamin Thomas': array([-0.04270789, -1.04785538]), 'James ': array([ 0.29958528, -1.0917027 ]), 'Christina': array([ 0.06479452, -0.21611612]), 'Lawrence': array([-0.04124232, -0.87496144]), 'Unknown': array([ 0.44307294, -1.02476382]), 'Deana': array([ 0.87656748, -0.7127468 ]), 'John Richard': array([ 0.5215525 , -0.92408407]), 'Aray': array([ 0.96860683, -0.72637302]), 'Willson': array([-0.86477077, -0.05150042]), 'Tenery': array([-0.76577103, 0.35162276]), 'Samuel J.': array([-0.92598826, 0.07684517]), 'Deala': array([-0.10818218, 1.26820755]), 'Charles E.': array([ 0.44916666, -1.02479935]), 'Daniel Richard': array([ 0.87672961, -0.82015657]), 'Anamas': array([-0.02305805, -0.93306488]), 'Caesar Asbury': array([ 0.71683294, -0.55475509]), 'Major Jno.': array([ 0.70381194, -1.10737467]), 'Loue': array([ 0.79913348, -0.4969559 ]), 'Elliott': array([ 0.19040683, -0.72712791]), 'Tempy': array([ 0.59683239, -0.82373047]), 'Burton': array([ 0.47577465, -1.09600198]), 'Hynson Thomas': array([-0.01426269, 0.99908894]), 'Samuel James': array([ 0.44163126, -0.90052831]), 'Jcaob': array([ 0.88240391, -0.93910187]), 'Edward Levi': array([ 0.42237985, -0.98708957]), 'James Bradford': array([-0.00872099, -0.96881807]), 'Lambert': array([ 0.06626941, -0.21771362]), 'Gezar': array([ 0.4020116 , -0.93119001]), 'John Wesley Ewings': array([ 0.30758747, -0.8196559 ]), 'Sinty': array([-0.64428812, -0.79746324]), 'Thomas I': array([0.6194936 , 0.78005147]), 'Levin W': array([-0.06190716, 1.15987706]), 'Tabby': array([-0.17533864, 0.62536275]), 'Clowey': array([-0.32046565, 0.65049934]), 'Patt': array([-0.615861 , 0.17745952]), 'Anna ': array([ 1.15247166, -0.53698605]), 'Elizabewth': array([ 0.78035116, -0.71377778]), 'Dorithy': array([ 0.62231541, -0.76793391]), 'Sarah Jane ': array([ 0.05790394, -0.80584389]), 'Hennry': array([ 0.40564153, -0.93460321]), 'Selina': array([-0.21390699, -0.68024457]), 'Sarah Catherine': array([ 0.90009499, -0.32243392]), 'Sarah Henrietta': array([ 0.2854622 , -0.92075181]), 'Elizal': array([ 0.78853101, -0.46023628]), 'Charlotte Pat': array([ 0.58922553, -1.02922714]), 'Sherry': array([ 0.63893253, -0.6718691 ]), 'George Pere': array([ 0.91493046, -0.6524213 ]), 'Pompy': array([ 0.34386903, -1.10784578]), 'Elen': array([ 0.88784134, -0.5196262 ]), 'Gracey': array([ 0.4863041, -0.8879534]), 'Catherine Ann': array([ 0.55214983, -1.10527003]), 'Harriett Rebecca': array([ 1.00619709, -0.50660229]), 'Juliett': array([ 0.17911468, -0.92067415]), 'Jane Catherine': array([ 0.78354055, -0.77034122]), 'Treacy': array([0.62465936, 0.68182945]), 'Elexious': array([0.60124248, 0.64858139]), 'Dominic K.': array([0.60956854, 0.59361345]), 'Hariet': array([0.15601762, 1.00660551]), 'Sabery': array([-0.75051326, -0.27827445]), 'Hendley': array([0.43176293, 0.99113411]), 'Mary Victorine': array([-0.08818702, -0.87998724]), 'Cecelia Maria': array([ 0.68080223, -0.60382456]), 'Formsey': array([ 0.20834588, -1.15858281]), 'Dennis W': array([ 0.75424957, -1.0448947 ]), 'James Washington': array([-0.01755964, -0.7838636 ]), 'Charles James': array([ 0.9198404 , -0.27042875]), 'Robert H ': array([0.30096853, 0.84003377]), 'Tobey': array([0.5105322 , 0.52234578]), 'Zacheus Onion': array([-0.87043995, 0.25305375]), 'Prushia': array([-0.6424123, 0.376632 ]), 'Buckler': array([-0.7487095 , 0.03553198]), 'William R ': array([-0.70120341, 0.66216332]), 'Skipwith': array([-0.3489652 , 0.08063695]), 'Skipwith H.': array([-0.81210238, -0.30288407]), 'Skipwith ': array([-0.72953725, -0.28339761]), 'Riller': array([-0.53434247, 1.14223135]), 'Josias W': array([-0.24467908, 0.60874265]), 'Emelia': array([0.30579141, 0.52613705]), 'Josias William': array([0.23638661, 0.57793641]), 'Richard B ': array([0.28878886, 0.51986605]), 'Betse': array([0.21730898, 1.03370321]), 'Tip': array([-0.69321537, 0.51822323]), 'Sarah H ': array([-0.33952522, 0.83019245]), 'Joseph P': array([-0.70988703, -0.18359013]), 'Phillip ': array([1.09878922, 0.30992609]), 'Joanna': array([-0.51732326, 0.13877359]), 'Jacob W': array([0.47150376, 0.69186085]), 'Russell': array([ 0.44886786, -0.02357249]), 'George William ': array([-0.77558738, 1.12681031]), 'Esau': array([-0.70189744, -0.85164863]), 'Effy': array([-0.86045337, 0.57556915]), 'Shem': array([-0.54410845, -1.13205254]), 'Neomi ': array([-1.51063037, -0.48138306]), 'Santy ': array([0.02107988, 0.75901568]), 'Inall': array([-0.54153639, -0.08257638]), 'Rhesa': array([-0.51932347, -0.16490762]), 'George G': array([0.16762896, 0.90139174]), 'Kiziah': array([-0.7366482 , 0.92976004]), 'Barnet': array([0.04387153, 1.02045321]), 'Juliott': array([-0.52146715, 0.593593 ]), 'Martin Asbury': array([ 0.85233527, -0.87008929]), 'Joshua Henry': array([ 0.51157451, -0.81269914]), 'Calvin': array([ 0.78854406, -1.04139459]), 'Bess': array([ 0.34382281, -0.21229006]), 'David ': array([ 0.53771377, -0.05730921]), 'Whitty': array([-0.76658535, 0.74336821]), 'Whitty ': array([-0.39455879, 0.87473446]), 'Barnard': array([1.16454601, 8.99342918]), 'Zacha.': array([1.19078553, 9.20763779]), 'Rd.': array([-0.06823466, 0.09481566]), 'Nelly ': array([0.18377391, 0.42804223]), 'Mockey': array([-0.52219635, -0.11380068]), 'Col. Richard': array([-0.40093678, 0.46348578]), 'Reubin': array([-0.51669729, -0.04883996]), 'Franky': array([1.79073715, 8.23920727]), 'Ricd. ': array([1.77166617, 8.16738605]), 'Daphny': array([ 0.19801757, -0.3224979 ]), 'Page': array([-0.5156849 , -0.07011779]), 'Livers': array([0.2960726 , 0.72963655]), 'Mike': array([-0.52035761, -0.08625089]), 'Lige': array([-0.48068824, -0.12552941]), 'Jarrott': array([0.18731317, 0.50069523]), 'Sarah, Samuel, and John': array([-0.20754853, 0.57048702]), 'Trecey ': array([-5.17588902, -7.12860775]), 'Gabriel P. ': array([-5.16432667, -7.07865953]), 'Virletta': array([0.04597998, 0.63195312]), 'Rochester': array([0.06317265, 0.74253947]), 'Jerre': array([-0.34313798, 0.89356256]), 'Geo. W. ': array([0.24125805, 0.33289832]), 'Seymour': array([1.08951724, 0.05217282]), 'Verlinder': array([-9.06246567, 0.57773155]), 'George WC ': array([-9.2706728 , 0.58934367]), 'General Stephen': array([-1.01241159, 0.29433784]), 'Rd. W. ': array([0.33519793, 0.49957645]), 'General ': array([-0.55496728, 0.73676884]), 'Milburn': array([0.75601375, 0.6068241 ]), 'Althia': array([0.7632255 , 0.59068072]), 'Hezekiah ': array([-0.41267774, -0.00537074]), 'Basil ': array([0.74160504, 0.63744164]), 'Colly': array([0.76556385, 0.58413982]), 'Ailey': array([-0.99030989, -0.28178158]), 'Cassey ': array([1.15007114, 0.33791113]), 'Marlborough': array([0.80387115, 0.4018845 ]), 'John and Mary': array([-0.49314934, 0.0135901 ]), 'John & Mary': array([-0.06776187, 0.95915741]), 'Anthoney': array([0.44403562, 0.89459473]), 'Sebrit': array([0.63768715, 0.44480073]), 'Maria B.': array([ 0.70384824, -0.58938223]), 'Leathea Ann': array([ 0.53424537, -1.02675509]), 'Mimy': array([ 0.37381181, -1.0201087 ]), 'Patsey': array([ 0.91173667, -0.573358 ]), 'Rosetter': array([ 0.7791056 , -0.96113592]), 'Treasy': array([ 0.26778507, -1.12946427]), 'Lethea Ann': array([ 0.25916427, -0.94662875]), 'Telitha': array([ 0.57271326, -0.68213302]), 'Judson': array([ 0.6685043 , -1.06330514]), 'John Fendall': array([ 0.64601344, -0.55907267]), 'Betty ': array([0.56144673, 0.50076962]), 'Cissly': array([0.56657583, 0.5087285 ]), 'Sabra': array([-8.12795258, 2.41293931]), 'Wm. B. ': array([-7.94018459, 2.35670996]), 'Wm. H.': array([-0.91185111, -0.90015441]), 'Hester ': array([0.22142337, 0.87469524]), 'G.T.': array([0.62231773, 0.65012968]), 'Joseph W.': array([-0.20889021, 0.49365652]), 'Prissy': array([-0.80456585, 0.6086114 ]), 'Joseph W. ': array([-0.61767489, 0.67788303]), 'Sil': array([0.56165701, 0.64404935]), 'Tristram': array([-0.70335716, 0.16770673]), 'Tristram ': array([0.24280304, 0.66920495]), 'Alsy': array([0.44475636, 0.96733826]), 'Pere ': array([-0.01553429, 0.59183174]), 'Retty': array([0.03164331, 0.96269435]), 'John Lambert ': array([0.37526593, 0.6536355 ]), 'Primers': array([0.87363261, 0.28844625]), 'John L. ': array([-0.21409951, 1.17116356]), 'Phalton': array([-0.33290425, 1.67604351]), 'Alcy': array([ 0.90996468, -0.28541005]), 'Elenora': array([ 1.01426816, -0.52588493]), 'Matilda Ann': array([ 0.0994342 , -0.92396641]), 'Airanna': array([ 0.84692019, -0.77594423]), 'Henrietta Maria': array([ 0.27367744, -0.15758522]), 'Charles ': array([-0.07535154, -0.40017837]), 'Julian ': array([ 0.86973476, -0.48779872]), 'Mararet': array([ 0.84695727, -0.45967263]), 'Febie': array([ 0.53685033, -0.74661011]), 'Charles Anna': array([ 0.70212013, -0.65629637]), 'Rebecca ': array([ 0.48962921, -0.12441576]), 'Mary Ley': array([ 0.59017289, -1.02859938]), 'Darker': array([ 0.4452484 , -1.02388346]), 'Debby Ann': array([ 0.77836311, -0.26181048]), 'Anna Matilda': array([ 0.32487509, -1.11806726]), 'Elizabeth Lucretia': array([ 0.927508 , -0.38294503]), 'Mary D. ': array([ 0.92706805, -0.30085269]), 'Sarah Martha Ann': array([ 0.73730677, -0.31669921]), 'Ann Priscilla': array([ 0.91722846, -0.73429596]), 'Letty Caroline': array([ 0.70643902, -0.78325641]), 'Teresa Ann': array([ 0.76550907, -0.36660078]), 'Catharine Suiter': array([ 0.79436904, -0.26418117]), 'Jane Sophia': array([ 0.89634854, -0.23876467]), 'Benjamiin Columbus': array([ 0.79198891, -0.88710779]), 'Catharine Leanna': array([ 0.49435407, -1.17704606]), 'Ann P. ': array([ 0.51858932, -0.97833961]), 'Tomsey': array([ 0.8859849 , -0.32929468]), 'Sarah J. C. ': array([ 0.51769269, -1.14200151]), 'Jane Maria': array([ 0.76712805, -0.42375502]), 'Elizabeth E.': array([ 0.27372444, -0.9114778 ]), 'Fanny ': array([ 0.94740289, -0.69122612]), 'Jane Delila': array([ 0.79526222, -0.95449638]), 'Mary Louisia Estelle': array([ 0.1573997 , -1.06621766]), 'Mary Lucinda': array([ 0.96593124, -0.35091329]), 'Henry Leonard': array([ 0.04756904, -0.91394937]), 'Robert H..': array([ 0.47106981, -1.13517582]), 'Drady Ann': array([ 0.72559428, -1.03910267]), 'Henrietta ': array([ 0.941908 , -0.80148566]), 'Allaway': array([ 0.71958697, -0.61845565]), 'Sallie C. ': array([ 0.56795537, -0.81274754]), 'Jane Emily': array([ 0.15722319, -1.05356967]), 'Rosa Joanna': array([ 0.31719384, -0.97631758]), 'Ann Elizabeth ': array([ 0.17976476, -0.88231206]), 'Velinda': array([ 0.94096822, -0.32619986]), 'Catharine Lucretia': array([ 5.24443632e-04, -9.90162790e-01]), 'John V. ': array([ 0.88991195, -0.37970391]), 'Charles H. H.': array([ 0.62890989, -1.05959225]), 'Ignatius Thomas Benedict': array([ 0.75367814, -1.00105655]), 'Robt. ': array([ 0.34078079, -0.73139834]), 'Reason': array([ 0.50042915, -0.76051962]), 'John Henry Martin': array([ 0.06681269, -0.96096134]), 'Joseph Benedict': array([ 0.72066188, -0.48370722]), 'William Suter': array([ 0.68354988, -0.4529205 ]), 'Nancy Bounder': array([ 0.16471317, -1.10614216]), 'Robert Wilfred': array([ 0.83322138, -0.87830603]), 'Terese Ann Elizabeth': array([ 0.47295091, -0.94523072]), 'Thomsa Francis': array([ 0.46281987, -0.86331445]), 'Levin Henry': array([ 0.73052692, -0.60728109]), 'Wingate': array([ 0.45328337, -0.15182421]), 'Milcah Ann': array([ 0.99432671, -0.5604533 ]), 'Marcillus': array([ 0.05717348, -0.94757724]), 'Julia Anne': array([ 0.86047977, -0.82543856]), 'Fosset': array([ 0.46777034, -0.73250717]), 'Benjamin C.': array([ 0.3905777 , -0.90673113]), 'Helah': array([ 0.1873724 , -1.12498248]), 'Milcah Ellen': array([ 0.27866811, -0.73090398]), 'Adilla': array([ 0.78009349, -0.41560575]), 'David James': array([ 0.80831617, -0.36523443]), 'Frost': array([ 0.29715452, -1.03387499]), 'Isaac H.': array([ 0.17738485, -0.90944141]), 'Zebedee': array([ 0.7896201 , -0.87690932]), 'Major James': array([ 0.02183965, -1.04968119]), 'Elzey': array([ 0.78489757, -0.61987609]), 'Prieson': array([ 0.31121662, -1.15759456]), 'Lonis': array([ 0.80944139, -0.49361369]), 'Martin ': array([ 0.86555004, -0.34236985]), 'Rachael Ann': array([ 0.4119935, -0.9875046]), 'Wm. Leonard': array([ 0.59631765, -0.75416923]), 'Ariminta': array([ 0.55323911, -0.84159088]), 'Benja.': array([-0.32937148, 0.9807272 ]), 'Dennis M. ': array([-0.45750389, 0.42222849]), 'Henderson': array([0.01781555, 0.33956775]), 'Amy ': array([0.11194124, 0.90518248]), 'Nanny ': array([0.09177841, 1.12508225]), 'Capt. Henderson': array([0.16720355, 1.64983094]), 'Louisa ': array([3.27851266e-01, 6.99970115e-05]), 'Saurina': array([0.11034403, 0.90372407]), 'Benj. ': array([-0.20326978, 0.83639801]), 'Nat ': array([0.17594045, 0.8788535 ]), 'Benja. ': array([0.31120148, 0.80305499]), 'Theodore ': array([-1.44029295, 0.91039735]), 'Elizth.': array([-1.02390313, 0.59793651]), 'Chs.': array([-0.90722013, -0.12546358]), 'Dr. Spencer': array([-0.7217434 , 0.05273775]), 'Thomas S. ': array([0.3118467 , 0.01859581]), 'Arthelia': array([-0.25506359, 0.58581257]), 'Arthelia ': array([-0.40876442, 1.42389643]), 'Fanny Ann': array([-0.21221726, 0.99916059]), 'Happe': array([-0.78247446, -0.27823278]), 'Candice': array([-0.51122838, 0.23363517]), 'Statia': array([-0.42884025, 0.46556529]), 'Addsel ': array([-1.69606042, -0.37239093]), 'Mercy ': array([-1.15784347, -0.2413633 ]), 'Addrel': array([-0.90707821, 0.34816059]), 'Alexius': array([0.57400912, 0.55337048]), 'William ': array([0.38227281, 0.5427146 ]), 'Lethe': array([-9.15975034e-01, -5.97353152e-04]), 'J. C. ': array([ 0.99180061, -0.568358 ]), 'Pricey': array([-0.62271088, -0.3253096 ]), 'William J. ': array([-0.52987748, 0.79369265]), 'Milkah': array([-0.76346576, 0.31364614]), 'Robert D. ': array([-0.3638308 , 0.80596608]), 'Col. Patrick ': array([-0.61125171, -0.93735731]), 'Dr. Clement': array([-0.1105148 , 0.62323892]), 'Monacy': array([-0.03154759, 1.24732316]), 'Mrs. E. W. ': array([-0.84500676, -0.01156077]), 'Osbourn': array([0.62710667, 0.36855116]), 'Osborn ': array([-0.06041897, 0.29833379]), 'Chamont': array([-0.32613096, 0.82692969]), 'Goldsborough': array([0.26324022, 0.03640175]), 'Alizzra': array([ 4.60996103, -5.39343166]), 'E.C.': array([ 4.61655951, -5.34226561]), 'Leml. J.': array([-0.68511271, -0.60410297]), 'Tho. B.': array([-0.7061882 , -0.35603657]), 'Cere': array([-0.95451343, 0.22638559]), 'Piphney': array([0.63452828, 0.68105865]), 'E.': array([-0.18791966, 0.97271103]), 'Aigalos': array([-0.76378143, -0.27709255]), 'Wm. ': array([0.55934411, 0.49557331]), 'Elenor M.': array([-0.64837176, 0.53490973]), 'Tobitha Ann': array([0.38224271, 0.9885698 ]), 'Saml. S. ': array([-0.83791113, 0.91349393]), 'Francis H.': array([0.18594334, 0.31834245]), 'Rachael Maria': array([0.07530106, 0.98785913]), 'Col. James': array([-0.79041189, 0.64511085]), 'Jno. S.': array([-0.98669231, 0.1428175 ]), 'Thomas D.C.': array([-0.74729639, 0.07182228]), 'Sibinah': array([-0.81330824, -0.30384317]), 'Horation': array([-0.38501844, 0.99976987]), 'Henry D. ': array([-0.36976102, 0.31406727]), 'Ann M.': array([-0.64203697, 0.27225393]), 'Richd. ': array([-0.49197999, -0.3955203 ]), 'Yeadmant': array([-0.86360627, -0.56744939]), 'Hariett': array([0.44213414, 0.01868503]), 'Julia ': array([-0.64755762, 1.03170109]), 'Joseph M.': array([-0.32228091, 0.47833931]), 'Sarah B.': array([-0.34042829, 0.39726743]), 'John C. ': array([-0.05433923, 1.0344069 ]), 'Risden': array([1.4134593 , 8.70218372]), 'Joseph B.': array([1.42776477, 8.76556587]), 'Joseph B. ': array([0.16308761, 0.76786155]), 'Westley': array([ 0.30025923, -0.04504109]), 'Philamon': array([-0.74527335, 0.48916933]), 'Zekiah': array([-8.58071387e-01, -3.87070875e-04]), 'Lorrion A.': array([-0.50691187, 0.44751635]), 'Henry F. ': array([0.44539848, 0.94415945]), 'Sally B.': array([0.39264441, 0.46197322]), 'John W.E.': array([-1.7322824 , -0.06252665]), 'Susan C.': array([-0.64010125, 0.116952 ]), 'Kellester': array([0.20246573, 0.89883649]), 'Martha S.': array([ 1.69942963, -0.58059055]), 'Arthur E.': array([-1.00859559, 0.27806473]), 'Samuel P.': array([-0.49822515, -0.18033105]), 'Saml. U.': array([-0.95808381, 0.29284197]), 'Margaret ': array([-0.5343765 , 1.61735988]), 'Saml. W.': array([-0.36266503, 1.12869501]), 'Conor': array([-0.52891892, 0.66977036]), 'Hines': array([0.44847894, 0.47670248]), 'Mrs. Elizabeth': array([-0.73080075, 0.77816767]), 'Rich': array([0.23077753, 0.3908079 ]), 'Honorable William': array([0.38253146, 0.9902159 ]), 'Wilks': array([-0.09512944, 0.77130139]), 'Benja. B.': array([0.62834406, 0.49616826]), 'Wiliams': array([ 0.923967 , -0.63317543]), 'Esther Anne': array([ 0.81096601, -0.32468742]), 'Elizabeth Francis': array([ 0.57950151, -1.10629272]), 'Augusta': array([ 1.00785542, -0.59550393]), 'Seale': array([ 0.82843494, -0.43221185]), 'Betsy Jane': array([ 0.5279606 , -0.77734256]), 'Hester Anne': array([ 0.1511219 , -0.94667989]), 'Martha Anne': array([ 0.21392952, -1.0010736 ]), 'William Snead': array([-0.07432227, -0.81282979]), 'Kitty Anne ': array([ 0.24824378, -1.1576128 ]), 'Comfort Anne': array([-0.07541601, -0.89518726]), 'Augustay': array([ 0.55500388, -0.84207726]), 'Gatty': array([ 0.92264974, -0.49354178]), 'Smith ': array([ 0.15479495, -0.85761553]), 'Arely': array([ 0.73122412, -0.89684689]), 'Wafe': array([ 0.10554384, -0.95428151]), 'Esther Ann ': array([ 0.38090318, -1.15305936]), 'Norris': array([ 0.96803635, -0.73321009]), 'Lizzy': array([ 0.51212883, -0.96421772]), 'Sylvia Ann': array([ 0.85736263, -0.95418864]), 'Milcah Anne': array([ 0.1383539, -0.7420665]), 'Teakle Francis': array([ 0.05382081, -0.87689066]), 'Zadock': array([ 0.39038044, -0.71129626]), 'Nancy Eleanor': array([ 0.30307892, -0.9730379 ]), 'Hugh WH': array([ 0.8960138, -0.6489104]), 'Gilly': array([ 0.5402447 , -1.00885606]), 'Sarah Smith': array([ 0.70592445, -0.74430686]), 'Airie': array([ 0.13614836, -0.89579809]), 'Mary Hester': array([ 0.14617804, -0.87431347]), 'Stephen Henry Benjamin': array([ 0.69483232, -0.98138821]), 'Isabella Thamer': array([ 0.97424835, -0.71791792]), 'Summer': array([ 0.34324634, -1.10674584]), 'Danl. P.': array([0.44014859, 0.73545164]), 'Sives': array([-0.60844868, 0.84677851]), 'Joseph S.': array([-1.08414662, -0.14044605]), 'May': array([0.28482881, 0.28125703]), 'Jacob B.': array([-0.79439533, 0.64147818]), 'Thoams': array([0.50068718, 0.91119444]), 'Phipe': array([-8.5977478, 3.7471509]), 'Col. Josiah': array([-8.41502571, 3.66720247]), 'Theodocia': array([-8.43004036, 3.71753073]), 'Jenine': array([-1.9988122 , 0.43552676]), 'Susan E.': array([-1.53167737, 0.38554773]), 'Maria E.': array([0.67842138, 0.59500694]), 'Earl Saml.': array([-0.32283041, 0.24230587]), 'Maria Antoinette': array([-0.51471901, -0.2542944 ]), 'Col. Nathaniel': array([-0.3835817 , 0.07184198]), 'Isaac B.': array([0.70711684, 0.62576795]), 'Mary A. ': array([-0.13606206, -0.34563613]), 'Catharone': array([-0.08234455, 0.86629748]), 'John V.': array([-0.08274967, -1.80890143]), 'J. Clay': array([-0.37641075, 0.84971941]), 'W. Catharin': array([0.29837078, 0.96892363]), 'Otho H.W.': array([-0.21236648, 0.98758495]), 'HIllery': array([-1.33302116, 9.08328915]), 'Juliet ': array([-1.33671868, 9.13946152]), 'Van S.': array([-0.00731212, 0.53755969]), 'Terry Cooper': array([0.42047662, 1.45086944]), 'Cath.': array([-0.48238155, 0.65895528]), 'Samuel L. ': array([-0.12413917, 0.7459209 ]), 'Samuel L.': array([-0.86036468, 0.58200324]), 'John Beall': array([-0.78278524, 0.21710151]), 'Posthumous': array([-0.06859319, 0.78730381]), 'Doct. Zachariah': array([-0.24926208, 0.92814612]), 'Mazy': array([5.49043036, 7.17269039]), 'Porthumeous': array([5.54658794, 7.24363661]), 'Posthemous': array([0.25134948, 0.529149 ]), 'Doctr. Zachariah': array([-0.30206236, 0.59135407]), 'Doct. Horatio': array([0.39511344, 0.93390393]), 'Lynus': array([-1.55192733, -0.84637845]), 'James B.': array([0.13489909, 0.80548632]), 'Doctr. Frederick': array([0.01375126, 0.72500706]), 'Jemimah': array([-0.89191979, 0.04591542]), 'Isaac D.': array([-0.36914822, -0.63266498]), 'Abraham Valentine': array([0.70786923, 0.45713127]), 'Col. William H.': array([-0.01899395, 0.88303328]), 'Wim. H.': array([-0.04685878, 0.95914751]), 'Theophilius': array([-0.76288724, 0.37719119]), 'Hon. Philemon B.': array([-0.16059208, 0.78543162]), 'Thomas W. ': array([ 1.50210392, -1.18843091]), 'Pere ': array([-0.68858701, -0.20508553]), 'Debly': array([-0.91756493, -0.04128979]), 'Omy': array([-2.11739135, 9.19156551]), 'Samuel Y.': array([-2.10285187, 9.13267612]), 'Cezar': array([-1.00218439, 0.29863921]), 'Lid [?]': array([0.39403135, 1.00502789]), 'Rebecca S.': array([-0.95765626, 0.1587743 ]), 'Joshua W.': array([-0.1928509 , 0.52233064]), 'Hettee': array([-0.9426887 , 0.15215807]), 'Harris': array([-1.15038466, 0.2207668 ]), 'AAron': array([-0.77981943, 0.48087978]), 'Clarissa E.': array([0.14610115, 0.65114045]), 'Linus': array([-0.65927422, 0.81258798]), 'Geo.': array([0.23684369, 0.49093276]), 'Charlotte`': array([-0.94825083, 0.31688833]), 'Edward ': array([-0.60013866, 0.60621464]), 'Clenis': array([-0.55048078, -0.53381342]), 'T. Jefferson': array([-0.13313869, 0.74831128]), 'George N.': array([0.7292124 , 0.24148223]), 'Joshua H.': array([-0.60731798, 0.71975583]), 'Edward D.': array([-0.62064546, 0.55887294]), 'Sophia Roe': array([-0.7269097 , 1.57083523]), 'Edward T.': array([0.75284475, 0.74648225]), 'Jones': array([-0.18546733, 1.0062778 ]), 'Ephihanz': array([0.48868498, 0.643507 ]), 'Serenna': array([-0.11288829, 0.79961145]), 'Jane A.': array([-5.36180973, 5.5721302 ]), 'Charles L.D.': array([-5.36363411, 5.62308073]), 'General Daniel': array([-0.99551386, -0.4025507 ]), 'Genl. Daniel': array([0.64748442, 0.54609603]), 'Samuel M.': array([-0.01021219, 0.67197859]), 'Samuel M': array([0.57502866, 0.85496986]), 'Otho W.B.': array([-0.88610786, 0.04952119]), 'Jonathan J.': array([0.8272146 , 0.16070683]), 'Margaret Elizabeth': array([0.49718404, 0.90332776]), 'Mary F.': array([0.03432611, 0.9558292 ]), 'Greenbery': array([0.56304026, 0.86553794]), 'Abraham ': array([0.65658092, 0.65858966]), 'Charity Ellen': array([0.49306422, 0.64829999]), 'Gitty': array([0.66257948, 0.56326908]), 'Tome': array([6.51828337, 5.16697073]), 'Major Henry ': array([6.54169846, 5.1221242 ]), 'James A. ': array([-0.29211667, 0.80575407]), 'James A.': array([-0.40473351, 0.82005543]), 'Warford': array([0.48602355, 0.8566488 ]), 'Lewis R.': array([-0.78707916, 0.62228346]), 'J. Thompson': array([1.09372032, 0.19322817]), 'Virginia W.': array([-0.66512328, 0.77122313]), 'V.W.': array([-0.41979462, 0.96782774]), 'Yorick': array([-0.58741045, -0.77130479]), 'John Thompson': array([0.46982968, 0.47050703]), 'Seala': array([-0.73920709, 0.22520079]), 'Regis': array([0.4316583 , 0.99148303]), 'Richard E': array([-0.32194373, 0.21289878]), 'Peregrine L': array([-0.99971068, -0.39899015]), 'Joyce': array([5.30693054, 5.99806929]), 'Sonthy': array([5.22091866, 5.90135193]), 'Leah Jane': array([ 0.21737422, -0.79619688]), 'Levin Thomas': array([ 0.0611438 , -0.77422273]), 'Fender': array([-0.01189114, -0.29432783]), 'Casey Ellen': array([ 0.30858645, -1.08302367]), 'Francis G': array([ 0.83496106, -0.87422776]), 'Joice': array([ 0.79983151, -0.57823628]), 'Sally Anne': array([ 0.53685731, -1.05148256]), 'Ritty Anne': array([ 0.28166041, -0.91693431]), 'Martha Elizabeth': array([ 0.58173925, -1.09194529]), 'Rhoda ': array([ 0.39775819, -1.03069401]), 'Revell': array([ 1.01318169, -0.52609986]), 'Gillip': array([ 0.4454942 , -1.03868544]), 'Robert James': array([ 0.17750797, -1.10686731]), 'Savoy': array([ 0.73112941, -0.43818024]), 'Cecilia Ann': array([ 0.05011398, -0.85128444]), 'Kitty Cathron': array([ 0.44052491, -0.89960736]), 'Drucilla': array([ 0.71507162, -0.74660611]), 'Loveday': array([ 0.99304986, -0.45560998]), 'Meleha': array([ 0.84222174, -0.64662659]), 'Sharick': array([ 0.7930246 , -0.98065835]), 'Florah': array([-0.14777389, -0.43227699]), 'Dobsin': array([ 0.57092845, -0.93117261]), 'Prudy': array([ 0.13108256, -0.22092135]), 'Nearo': array([ 0.97426039, -0.59242678]), 'Haskins': array([ 0.24399348, -1.04776192]), 'Tiley': array([ 0.48843217, -1.07202363]), 'Dianah': array([ 0.67544556, -0.39494938]), 'Demby': array([ 0.34408844, -0.09848697]), 'Cub': array([ 0.78227091, -0.8123166 ]), 'Rozetta': array([ 0.49977577, -0.7860589 ]), 'Nobb': array([ 0.63927698, -0.87365013]), 'Tean': array([ 5.1159296 , -8.21343327]), 'John M. G.': array([ 5.01468992, -8.05054855]), 'Clairenda': array([-0.01286644, 1.0126946 ]), 'Hennaretta': array([-0.53508204, 0.78739953]), 'Walter L.': array([0.0795436 , 0.78316474]), 'Obadiah': array([-0.37454733, 0.61533421]), 'Thaddeus': array([-0.25151479, 0.75678259]), 'Travis': array([-0.91983283, 0.21349585]), 'Sal': array([-0.45274875, 0.47645608]), 'Mille': array([-0.5486393 , 0.71921641]), 'Mrs. Catharine': array([-0.92185622, 0.24389844]), 'Mrs. Rachel': array([ 1.60604525, -1.02379572]), 'Edward P.': array([-0.032752 , 0.50461257]), 'Jake': array([0.45313078, 0.73095417]), 'Aemey': array([-0.59475142, 0.88134676]), 'Thomas L.': array([0.60841501, 0.65711224]), 'Edward N.': array([0.14529866, 0.9888286 ]), 'Mazey': array([-0.44325584, 0.43280998]), 'Dr. Nicholas': array([-0.11419668, 0.44671717]), 'Gen. Perry': array([0.06181581, 0.66526955]), 'Catherine M.': array([-1.02560854, 0.57019949]), 'Passey': array([-1.54573917, 0.65281224]), 'Pemby': array([-0.52202356, 0.80980825]), 'Sikes': array([0.42677772, 0.53278941]), 'Abednego': array([-0.41288286, 0.06458948]), 'Abedriego': array([0.01458035, 0.76157928]), 'Charlotte E.': array([-1.35066617, 0.41838071]), 'Casandra': array([-0.99413043, 0.32815289]), 'Dolsh': array([0.67750394, 0.6345309 ]), 'Creesy': array([-0.53303272, 0.05182458]), 'Minter': array([-0.34051558, 0.21149962]), 'Bryon': array([0.27000111, 1.05198479]), 'Jopseh': array([0.26236919, 0.61184722]), 'Sena': array([-0.53736657, 0.96188509]), 'Impey': array([-0.24179153, 0.39065605]), 'George I.': array([-0.03638738, 0.42018917]), 'Standley': array([0.00854896, 0.45597056]), 'George Impey': array([0.38793549, 0.46509269]), 'Prisse': array([0.30707389, 0.81690776]), 'Spindlow': array([0.19007093, 0.89088404]), 'Spry': array([-0.36341751, 0.00618333]), 'Mumory': array([0.48640761, 0.86306369]), 'Maj. James': array([-0.16306645, 0.76802868]), 'Ebby': array([-0.75991654, 0.34820661]), 'Patience ': array([-0.63535386, -0.19735022]), 'Minto': array([-0.84942669, -0.01122263]), 'Sinny': array([-0.81167346, -0.07113066]), 'Allin': array([-0.94542509, -0.03784072]), 'Alexander B.': array([0.48969504, 0.68811834]), 'Aunton': array([0.64247435, 0.60783571]), 'Evelina': array([-0.27157384, 0.53584093]), 'Pollydore': array([-0.10968493, -8.09234333]), 'Colonel William': array([-0.11321041, -8.26645374]), 'Menta': array([0.42766351, 0.92339975]), 'Boston': array([-1.40593016, 8.29998016]), 'Ellinor': array([-1.36821198, 8.2659359 ]), 'Margret': array([-0.84972358, -0.17990485]), 'Polydore': array([-0.85403222, 0.0450173 ]), 'Leigh': array([ 0.94732988, -0.71125209]), 'Thomas Wellington': array([ 0.60102385, -0.79757911]), 'John Merrit': array([ 0.74675417, -0.75172901]), 'Joseph Lewis McHenry': array([ 0.61890197, -0.72213006]), 'Shadrick': array([ 0.01455996, -0.32698196]), 'Henry Alexander': array([ 0.63808966, -0.80856997]), 'Walter A. ': array([ 0.76327676, -0.55383801]), 'John Franklin': array([ 0.05048231, -0.91049045]), 'John Meret': array([ 0.1948579 , -1.06612945]), 'Jess': array([ 0.10487203, -0.85830766]), 'John Collins': array([ 0.33379781, -1.06607664]), 'Heny': array([ 0.0639732 , -1.05345702]), 'Thom': array([ 0.35395324, -0.79286212]), 'John Barton ': array([ 0.78480709, -0.61820477]), 'Thomas Alex': array([ 0.39861697, -1.03559208]), 'Wilfred': array([ 0.02196275, -0.88499826]), 'Thomas Washington': array([ 0.70667511, -0.9462086 ]), 'Samuel Randolph': array([ 0.84251356, -0.80763686]), 'William Amos': array([ 1.0010289 , -0.57711536]), 'John T. ': array([ 0.6253714 , -1.05016351]), 'John Perry': array([ 0.56424159, -0.93673444]), 'Henny ': array([ 0.85055751, -0.74300629]), 'Leelez': array([ 0.60421753, -1.07945526]), 'Dr. Moses': array([-0.54753035, 0.41682291]), 'Norway': array([-0.99092966, 0.82071269]), 'Truloo': array([-0.48389333, 0.67455095]), 'Col. Jeremiah': array([-0.29708073, 0.10585092]), 'Christianna': array([0.35868722, 0.80381495]), 'Passa': array([-0.87032455, 0.10443021]), 'Collin': array([0.27346444, 0.73329443]), 'Edmun': array([0.32694235, 0.70145988]), 'Pariss': array([-0.57530111, 0.37560621]), 'Hemsley': array([-0.904881 , 0.34954208]), 'Calista': array([-0.96941555, 0.23498309]), 'Minor': array([-0.98535293, 0.22910547]), 'Samuel A': array([-0.47422627, -0.4882012 ]), 'Sol': array([-0.33776268, 0.88601142]), 'Simon Crucifer': array([-1.58398592, -0.27119231]), 'James C.': array([-0.42220268, -0.53855431]), 'James C': array([-0.72732502, 0.78414118]), 'Hance ': array([0.05576617, 0.7234329 ]), 'Mariam': array([0.01634649, 0.99528563]), 'Littleton P': array([0.47544459, 0.75062382]), 'Jesse B': array([-0.53268719, 0.74588072]), 'John Elzey': array([-0.93925798, 0.26543304]), 'Grase': array([-0.69464523, -0.36557645]), 'Grase ': array([-0.74578345, 0.76588839]), 'Nelly A.': array([1.24931157, 0.22873966]), 'Jefry': array([1.09676659, 1.28715837]), 'Ebin': array([-0.79986423, -0.33757678]), 'Stephen T.': array([0.46341383, 0.88445711]), 'Cornelius R.': array([-0.77822596, 0.65409124]), 'Peggy K': array([0.40463263, 0.24273711]), 'Hale': array([0.05810762, 0.99497473]), 'Spence': array([0.59450316, 0.65069586]), 'Barbary': array([0.67220724, 0.58981687]), 'Charles, Esq.': array([-0.61881119, -0.03087528]), 'Robert JH': array([-0.0041239, 0.8626864]), 'Titus ': array([-7.87550545, -1.95319128]), 'Lova ': array([-7.8257041 , -1.96303022]), 'Staughton': array([-0.68318242, -0.36846954]), 'Bridget': array([0.55137259, 0.4305726 ]), 'Marcey': array([-0.65816069, -0.89267379]), 'Lenor': array([-9.51451492, 2.53844357]), 'Esther F': array([-9.44653606, 2.51991415]), 'Esther F.': array([-0.57937646, 0.35784349]), 'David G': array([0.49444202, 0.71279103]), 'Sally R.': array([-0.45425704, -0.34890375]), 'Sookey': array([0.48605946, 0.86695653]), 'Cresey': array([1.42250597, 0.81239593]), 'Nerron': array([0.30408955, 0.83782262]), 'Vilet': array([-0.87442213, -0.1385636 ]), 'Feddy': array([-0.75395733, 0.04101641]), 'Ebeen': array([0.843404 , 0.6996842]), 'Matthias C.': array([ 0.32679811, -1.84882545]), 'Henry Dennis': array([-0.66849595, -0.56893271]), 'Adar': array([-0.69213367, -0.55712867]), 'Lanta': array([-0.38969144, 0.61904341]), 'Ibbey': array([-6.60935307, 6.03845358]), 'Arnold ': array([-6.63416815, 5.99474716]), 'Francis H': array([-0.18487814, -0.3837916 ]), 'Mich;. ': array([ 8.08492279, -3.56047535]), 'Caled': array([-0.57945335, 0.79338706]), 'Jessie': array([-0.6071105 , 0.84774917]), 'Col. Frisby': array([-0.64103907, -0.69281888]), 'Ann C.': array([ 0.01243869, -0.5042941 ]), 'Henry Brown': array([-1.06094599, -1.0415895 ]), 'Mary Jane Watson': array([-0.67197716, -0.78490543]), 'Caspaer W.': array([-0.74786431, 0.53740746]), 'Caspar W.': array([0.1826392 , 0.17934099]), 'Casper W.': array([0.76733834, 0.29072052]), 'J. Campbell': array([-0.55541134, -0.66504872]), 'Edward G.': array([-0.4873594 , 0.35634023]), 'Benj.': array([-0.1640829 , 0.74311268]), 'Chargo': array([-6.20613813, -3.62071705]), 'Doct. Samuel': array([-6.0339365 , -3.52020788]), 'Martha Linnette': array([ 0.60217565, -0.79773134]), 'Paulender': array([ 0.82650745, -0.4274309 ]), 'Lavinia Susan': array([ 0.54030722, -1.07785833]), 'Ann Rebecca ': array([ 0.79774576, -0.49702734]), 'Louias': array([ 0.95201182, -0.7197023 ]), 'Lethea Ellen': array([ 0.42581484, -1.10924888]), 'Evaline': array([ 0.63557327, -0.56236833]), 'Eve Ann': array([ 0.01863027, -1.07158089]), 'Diana Dorothy Jane': array([ 0.45252088, -1.05137277]), 'Thomas Green': array([ 0.72967315, -0.99296713]), 'Hillery D. ': array([ 0.06368583, -1.07009363]), 'Jane C. ': array([ 0.86900467, -0.48917097]), 'Caleb Henry': array([-0.07550921, -0.82114422]), 'Susan Anne': array([ 0.19728285, -1.09550917]), 'William N. ': array([ 0.70847929, -0.89890826]), 'Barburg': array([ 0.77595794, -0.46761936]), 'John Francis Alexander': array([ 0.56324023, -0.93673265]), 'Abagail ': array([ 0.4339644 , -1.05059671]), 'Ann Celestia': array([ 0.83359456, -0.23355402]), 'James French': array([-0.07316319, -0.82733577]), 'Joseph Francis': array([ 0.5744679 , -0.97883463]), 'Olivia A.': array([ 0.76793307, -0.82962501]), 'John A. ': array([ 0.7121799, -1.0114454]), 'Richard Mason': array([ 0.2227639 , -0.90805507]), 'Levar': array([ 0.727341 , -0.97575122]), 'Charlotte Elizabeth': array([ 0.02038534, -1.0848968 ]), 'John Rousby': array([ 0.98595661, -0.47824687]), 'John T. J. ': array([ 0.9597016 , -0.72639269]), 'John E. ': array([ 0.26043335, -1.07977426]), 'Charles John': array([ 0.66010273, -0.88496786]), 'Richard Barns': array([ 0.64078295, -0.51457328]), 'Hopewell': array([ 0.40004468, -1.18154907]), 'Jessey': array([ 0.66914737, -1.0660913 ]), 'Zachariah ': array([ 0.21672338, -0.80685675]), 'John Curtis': array([ 0.74981695, -0.59143621]), 'John Alloysius': array([ 0.93138355, -0.76382971]), 'John Michael': array([-0.06357185, -0.97792876]), 'William Francis': array([ 0.0647883 , -1.06969571]), 'Marzillia': array([ 0.20281018, -1.15389049]), 'Causin ': array([ 0.31211075, -1.12892079]), 'Mary Elizabeth Celestia': array([ 0.28167847, -1.14259434]), 'Benedict ': array([ 0.75432181, -0.86865062]), 'Hensy': array([ 0.93943548, -0.58642292]), 'Geo. H. ': array([-0.08755714, -0.88212025]), 'Mariott': array([ 0.50814921, -0.86652398]), ' George ': array([ 0.43297356, -1.02897489]), 'George C. ': array([ 0.60139185, -0.82483453]), 'Henry Josias': array([ 0.08163729, -1.0762316 ]), 'Enoch Samuel': array([ 0.87559021, -0.3808625 ]), 'James Franklin': array([ 0.06583059, -1.08201444]), 'James Robert': array([ 0.88806933, -0.72082818]), 'James Aloysius': array([ 0.63641948, -0.63601774]), 'Susan Sophia': array([ 0.6895504 , -1.10157073]), 'Athel': array([0.54040337, 0.2184834 ]), 'Cacy': array([-0.86173636, 0.53176713]), 'Dr. William H.': array([-0.74632484, 0.46156624]), 'Mrs. Rachel L.': array([-0.79306686, -0.16928366]), 'Pomy': array([-0.95855737, 0.29413086]), 'Margarete': array([-0.27964884, 1.22738695]), 'Stanly': array([0.3957307 , 0.73628342]), 'Hanrietta': array([-0.59871507, 0.64523005]), 'Hannable': array([0.452537 , 0.02925147]), 'Buster': array([-0.86623615, 0.05622168]), 'Dr. James': array([-0.72833997, 0.68537414]), 'Deborah H. M.': array([-0.56625378, 1.0357945 ]), 'James G. W.': array([-0.78038907, 1.50946128]), 'Kalirty': array([ 0.4533793 , -0.86082268]), 'Pembleton': array([ 0.33044454, -1.1672188 ]), 'Lovy': array([ 0.13684076, -0.89179718]), 'Heajer': array([ 0.41005358, -1.11212885]), 'Mahaly': array([ 0.79549831, -0.80785441]), 'Calesta': array([ 0.86179489, -0.57653522]), 'Harno H.': array([-0.05452758, -1.03898346]), 'Murry': array([ 0.9148944 , -0.27508566]), 'Aley': array([ 0.95344591, -0.51714832]), 'Petty': array([ 0.40776008, -0.93614453]), 'Souranch': array([ 0.49888784, -1.02974689]), 'Maryann': array([ 0.28095928, -0.78242356]), 'Sylvy': array([ 0.84104723, -0.81520075]), 'Joseph Thomas': array([ 0.6941663 , -0.36150527]), 'Attaway': array([ 0.66168791, -0.55575067]), 'Sarah Caroline ': array([ 0.33203614, -1.07798707]), 'Mary Ruth Jane': array([ 0.78488654, -0.75592989]), 'June Ellen': array([ 0.73525697, -0.99373549]), 'Catharine Magdalean': array([ 0.12205169, -1.06040347]), 'Richard Thomas': array([ 0.92526287, -0.75558084]), 'Mashack': array([ 0.25948718, -0.81005478]), 'John F. A. ': array([ 0.87680882, -0.52297908]), 'Henrietta Catharine': array([ 0.12810929, -1.02807629]), 'Decandra': array([ 0.52611929, -0.81849205]), 'Mesheck': array([ 0.35530776, -1.12100816]), 'Bednego': array([ 0.779432 , -0.96099627]), 'Elsarah': array([ 0.49651629, -1.01445127]), 'Henny Rebecca': array([ 0.73172551, -0.96564192]), 'Jno. S. ': array([ 0.63249052, -0.72002095]), 'John Heny.': array([ 0.60826743, -0.65286446]), 'Appalonia Ursula': array([ 0.090694 , -0.90782708]), 'Susan ': array([ 0.72540343, -0.68288958]), 'William Ignatius': array([ 0.58583909, -0.91898704]), 'Teresa Emily': array([ 0.39886028, -1.17501903]), 'Juliet Asabelle': array([ 0.10793695, -1.10334456]), 'Nathan Alexander ': array([ 0.59226871, -1.11355174]), 'George Frederick': array([ 0.04885908, -1.072541 ]), 'Charles Joseph': array([ 0.93362194, -0.4964661 ]), 'Raphael': array([ 0.35915226, -1.06959283]), 'Julian Thomas': array([ 0.78855842, -0.87800282]), 'Elizabeth Alloway': array([ 0.59895676, -1.12590301]), 'Nealey': array([ 0.89615613, -0.64910728]), 'Leanna': array([ 0.20528387, -1.06246126]), 'Appalonia': array([-0.11989848, -0.90713704]), 'Mary Eleana': array([-0.11078605, -0.91581082]), 'Marion Celestia': array([ 0.88883257, -0.43710825]), 'James Mitchell': array([ 1.00959349, -0.4247646 ]), 'George Alexander': array([-0.02731223, -0.84164155]), 'Elsey': array([ 0.85225064, -0.85368633]), 'Geo. A. H, ': array([ 0.21990557, -1.12476468]), 'Drady ': array([ 0.19125243, -0.93315941]), 'Horrace': array([-0.66114509, 0.8054747 ]), 'Perth': array([-0.50604445, 0.30290076]), 'Leeds': array([0.16925783, 0.90253109]), 'Judeth': array([-0.7294485 , -0.45882547]), 'Henry James': array([-0.69055706, -0.46760783]), 'Haley': array([-0.70912278, -0.03034783]), 'Thomas D.': array([-0.65488607, 0.24331923]), 'Mace': array([8.80551338, 2.36685014]), 'Spedden': array([8.84061432, 2.40347266]), 'Juddy': array([0.89792114, 0.285678 ]), 'Gabrail': array([0.05265096, 1.01518571]), 'Littier': array([0.37707323, 0.65525329]), 'Gulielna M.': array([-0.54839867, 0.713898 ]), 'Pembroke': array([-0.69169331, -0.47842687]), 'Levcin': array([-0.70063293, -0.4519617 ]), 'Howell': array([-0.29693577, -0.24200726]), 'Archelus': array([-0.79282939, -0.16921161]), 'Ala': array([-0.98875338, -0.40892276]), 'Phanny': array([0.45495108, 0.7366277 ]), 'Charles L.': array([0.71572268, 0.11706074]), 'Diannah': array([-0.29242364, 0.769795 ]), 'Jethro': array([-0.82008004, -0.30997288]), 'Ledia': array([-0.60722888, 0.17957903]), 'Wilmott': array([-0.83018947, -0.27377599]), 'Hopkins': array([-1.06364417, 0.2071231 ]), 'Leney': array([-0.82568032, -0.27124056]), 'Col. Perry': array([-0.66954511, -0.3705734 ]), 'Williams': array([0.01247889, 0.98717332]), 'Govert': array([-0.37773371, 0.82057303]), 'Herny': array([0.25692612, 1.01758587]), 'Denny': array([-0.49429929, 0.45470846]), 'Rigby': array([0.49812168, 0.63607997]), 'Kinsy': array([-0.88316971, -0.00711659]), 'Sidny': array([-0.57270491, 0.6817221 ]), 'Matthew Lewis': array([-0.6435867 , 0.29849592]), 'Matthew L.': array([-0.69043493, 0.42946547]), 'Magdaline': array([-0.78198111, 0.24106088]), 'Daph': array([0.48618743, 0.86726797]), 'Wrightson': array([-0.41466755, 0.1282521 ]), 'Lavina': array([-1.04651833, 0.05108549]), 'Betey': array([-0.70670015, 0.7942794 ]), 'Hartley': array([-0.74939251, 1.06810546]), 'Scilla': array([-0.82151729, -0.21472569]), 'Triff': array([-0.27297613, 0.98794806]), 'Susan M.': array([-0.42992303, 0.67821544]), 'Adon': array([-0.63932407, 0.86439526]), 'Dr. Ennalls': array([-0.74720687, 0.48451108]), 'Manchester': array([-0.45910567, 0.71408534]), 'Tench': array([-0.49466211, 0.58948523]), 'Dr. William': array([0.09768457, 0.18542714]), 'Hieney': array([-0.17601541, 1.13430536]), 'Robert ': array([ 0.62336469, -1.0195868 ]), 'Alexandrice': array([ 0.8524248 , -0.22413093]), 'Henry Joseph': array([ 0.74548489, -0.28142634]), 'Cecelia Elizabeth': array([ 0.54653728, -1.03212881]), 'John Dawson': array([ 0.16433862, -1.14521027]), 'William Camfield': array([ 0.25217739, -0.93646431]), 'Louisa Ellen': array([ 0.58919019, -0.68888545]), 'Ann Sophia': array([ 0.281854 , -1.16638291]), 'Martha ': array([ 0.75501865, -0.92284876]), 'Mary Ann Eliza': array([ 0.61562401, -0.75569808]), 'Ceclia': array([ 0.52520651, -0.81101948]), 'Elisabeth': array([ 0.85565013, -0.6091677 ]), 'Eliza Ellen': array([ 0.77335751, -0.41993889]), 'Adelia': array([ 0.50004178, -0.74918497]), 'Thomas Asbury': array([ 0.56852722, -0.64476365]), 'Hilliary': array([ 0.7549175 , -0.92320079]), 'Sealy': array([ 0.68324542, -0.84788829]), 'Joseph Young': array([ 0.8446902 , -0.80710429]), 'Margaret Eliza Jane': array([ 0.98548651, -0.6550681 ]), 'Gertrude': array([ 0.39276966, -1.07631564]), 'Samuel Overton': array([ 0.12509097, -1.1006037 ]), 'Mormut Joy William': array([ 0.10529454, -0.94916707]), 'Ann Matilda': array([ 0.95241916, -0.50882274]), 'Corban': array([ 0.7343834 , -0.67842901]), 'Sivilla': array([ 0.60490233, -0.88141698]), 'Frisby T.': array([-0.06963684, -0.99872106]), 'Mathias': array([ 0.73782486, -0.9242596 ]), 'Lewis ': array([ 0.8983013 , -0.56439251]), 'Somerset': array([ 0.53887141, -1.00150347]), 'John Robert': array([ 0.95640719, -0.67539179]), 'Jonathan Hager': array([ 0.74624139, -1.08634627]), 'Samuel Benjamin': array([ 0.82950348, -0.97450143]), 'Bartley': array([ 0.98177248, -0.64105177]), 'Henry J.': array([ 0.74302149, -0.95702803]), 'Lewis P.F.': array([ 0.69451678, -0.65135133]), 'John Wm.': array([-0.08563673, -0.96120125]), 'Dr. Samuel': array([-0.4899396 , 0.78650731]), 'Dorcus A.': array([-0.57459527, -0.09557447]), 'Hamlet': array([ 0.21811652, -0.79473782]), 'Waltham L.': array([ 0.26422155, -1.1190536 ]), 'Waltham': array([0.85260344, 0.53723097]), 'J. McHenry': array([-0.2723141 , 0.87310904]), 'Marinette': array([-7.67183256, 1.24148166]), 'Marinette E.': array([-7.84734821, 1.2713387 ]), 'Anne Tully': array([0.49396166, 0.71744931]), 'George Y.': array([-0.37358406, 0.80858094]), 'Garland': array([-0.59176338, 0.37010199]), 'Stephen H.': array([-0.35058904, -0.50440615]), 'John J.': array([0.6999591 , 0.55510479]), 'Robert T.P.': array([-0.50034577, -0.31206232]), 'Jane H.': array([ 0.36139312, -1.05822706]), 'Edney': array([ 0.25348881, -0.87921238]), 'Washington ': array([ 0.33855489, -0.99622869]), 'Eliha': array([ 0.79158914, -0.22967729]), 'Boles': array([0.46909127, 0.92774963]), 'Benedict W.': array([-0.69280541, -0.25142887]), 'Upton S.': array([-0.53834492, -0.67847484]), 'Honrble. Upton S.': array([-0.89890707, 0.00806208]), 'wm.': array([ 0.26563254, -1.06490123]), 'Edward W.': array([ 0.08064801, -0.83437198]), 'Boyd': array([ 0.61644536, -0.90774167]), 'City': array([ 0.06592398, -0.96860063]), 'C.E.': array([-0.53659129, 0.45104164]), 'Mari': array([-0.10859624, -0.84435505]), 'Hez': array([-0.93559349, 0.18816431]), 'matilda': array([ 1.15595007, -0.0204266 ]), 'Rich B.': array([-0.09919868, 0.98970276]), 'Jno. Skinner': array([-0.66251194, 0.58615762]), 'Alexr.': array([0.67456597, 0.59144557]), 'B.H.': array([-0.85097766, 0.01738489]), 'Letina': array([ 0.5873996 , -1.03554225]), 'Elizabeth C.': array([-0.20898332, 0.89816356]), 'James Mason': array([0.5982933 , 0.46108529]), 'Mrs. Mary H.': array([-0.81369454, -0.06817369]), 'Eleen': array([ 0.11682725, -1.01404655]), 'Levina ': array([ 0.73527992, -0.67719239]), 'Philip Roger': array([-0.12934186, 0.94366413]), 'Robt.': array([0.44441754, 0.3972249 ]), 'An': array([-0.75667328, -0.35618198]), 'Eliza G.': array([-0.94174021, 0.05710252]), 'Benjamin M.': array([0.95871443, 0.33322665]), 'Sebina': array([0.68826365, 0.7978884 ]), 'William Geo. ': array([-0.56822991, 0.76196432]), 'Edy': array([-0.19206695, 0.74085915]), 'Dr. Jas. H.': array([0.7767092 , 0.61602664]), 'Mrs. Sophia': array([0.19630618, 0.7457372 ]), 'Eleana': array([-6.45717525, 7.13357067]), 'Geo. Gordon': array([-6.58948898, 7.27813292]), 'Mulatto Lucy': array([2.48166585, 8.62998295]), 'Jno. Spear': array([2.51927972, 8.7581358 ]), 'Mrs. Micha': array([-0.51386291, 0.71176606]), 'Mingo K.': array([-0.04033032, 0.78144485]), 'Jas. W.': array([ 0.17920692, -1.85772371]), 'Chas': array([ 0.20462176, -1.06344044]), 'Henry V.': array([-0.69704366, 0.68119335]), 'Wm. Augustus': array([0.60519105, 0.99874544]), 'Archb.': array([-7.0273571 , 2.43725753]), 'Basil D.': array([-7.14992857, 2.48079085]), 'Matt': array([-1.55328119, -0.37412521]), 'Jno. P.': array([-1.06167078, -0.21499461]), 'Durhan': array([-0.44809294, 8.16655254]), 'Saml. K.': array([-0.44378397, 8.08629417]), 'Mullatto Mary Ann': array([-3.31829262, 8.33893585]), 'Geo. W.': array([-3.35279822, 8.30220795]), 'Nathl. C.': array([-0.63137937, -1.03719556]), 'Grafton S.': array([-0.42242789, 0.76738036]), 'Wm. F.': array([-0.25600839, 0.68552756]), 'Mary P.': array([ 0.9138127 , -0.84379721]), 'Elijah J. ': array([ 0.74374437, -0.86552888]), 'Ellen K.': array([ 0.46557918, -0.74190629]), 'Eliza J.': array([ 0.66218746, -0.88524729]), 'Wm H.': array([ 0.21403787, -0.95049518]), 'Henry nathaniel': array([ 0.62645578, -1.07296467]), 'Stephen B.': array([ 1.01342201, -0.52628028]), 'Louis R.': array([ 0.86797422, -0.30180624]), 'James Jarrett': array([ 0.12571619, -0.77291167]), 'George Reed Holland': array([ 0.13352227, -0.91407907]), 'Asburry': array([ 0.83138746, -1.00394964]), 'henrietta': array([ 0.36753637, -0.90338933]), 'Wm. Francis': array([ 0.20086794, -1.14422548]), 'Louis Wilson': array([ 0.60708517, -1.12478042]), 'James Perry': array([ 0.50331289, -0.85567349]), 'Elisha B.': array([-0.0524733 , -0.93920481]), 'Francis Jane': array([ 0.87100887, -0.48949388]), 'Francis Matilda': array([ 1.00240386, -0.45323649]), 'Ariene': array([ 0.46437341, -0.9860729 ]), 'Henry J.C.': array([ 0.58862185, -1.03662515]), 'Francis Rebecca': array([ 0.32884151, -0.93560088]), 'Samuel George': array([ 0.98511547, -0.41579995]), 'Ibbe': array([ 0.27570978, -1.00076842]), 'George Hy.': array([-0.05614964, -0.79222608]), 'Catharine Jolly': array([ 0.60052836, -1.00599682]), 'Charles Hy': array([ 0.50083065, -1.0263865 ]), 'Maria Zeal': array([ 0.12707439, -1.01598179]), 'Herriet': array([ 0.84151906, -0.45432839]), 'Ann Jane': array([ 0.82387573, -0.69152242]), 'John H.S.': array([ 0.92001593, -0.49046412]), 'Edward H.D.': array([ 0.76158345, -1.03524005]), 'Sythia': array([ 0.17753825, -0.91234088]), 'Spears': array([ 0.67437124, -0.63507193]), 'Mary Sylvina': array([ 0.89748132, -0.23957686]), 'Eliza Adere': array([ 0.59118527, -0.5721454 ]), 'henrietta ': array([ 0.37282389, -1.00244582]), 'Basil James': array([ 0.01746469, -0.91253048]), 'Harriet Ann ': array([ 0.04959206, -0.91170657]), 'Archibald George': array([ 0.90297973, -0.83260566]), 'Francis Victoria': array([ 0.10031417, -1.12610221]), 'Samuel Morgan': array([ 0.78235263, -0.54570073]), 'William henry': array([ 0.25214049, -0.93640006]), 'Nelson L. ': array([ 0.93235695, -0.79704177]), 'hester': array([-0.02921293, -1.05135036]), 'Benjamin G.': array([ 0.79251027, -1.0045166 ]), 'Lydia Augusta': array([ 0.6269657 , -1.08983421]), 'Charlotte McKim': array([ 0.34706151, -1.16973472]), 'Henry B.': array([ 0.22260895, -0.90386593]), 'Louis H. ': array([ 0.90982914, -0.44147244]), 'Rebecca W.': array([ 0.44891968, -1.13692427]), 'William Jackson': array([ 0.3416532 , -0.87870407]), 'John Henry ': array([ 0.85000801, -0.63808715]), 'Elizan Ann': array([ 0.61894351, -0.47789931]), 'John Cutter': array([ 0.78293866, -0.54533267]), 'Hannah Jane': array([ 0.6457532 , -0.81459421]), 'Eliza J. ': array([ 0.55258614, -0.96991748]), 'Emily Justine': array([ 0.82612127, -0.42753351]), 'Charlotte M.': array([ 0.42969176, -1.0965569 ]), 'William Hy': array([ 0.35041746, -1.11359215]), 'George R.': array([ 0.95538509, -0.5134505 ]), 'Charles Wesley': array([ 0.43396887, -0.89613992]), 'Flarilla': array([ 0.64633089, -0.72199452]), 'Richard Alexander': array([ 0.47613776, -0.94672573]), 'Mrs. henrietta P.': array([-0.41200554, -0.47425124]), 'Samuel E.': array([ 0.3868266 , -0.75553292]), 'Henry Nathl.': array([ 0.99443603, -0.67986685]), 'Annastasia': array([ 0.62218744, -0.97637272]), 'Liddy Ann': array([ 0.58856964, -0.72033608]), 'Columbia': array([ 0.26949084, -1.17128956]), 'Jan': array([ 1.72674882, -0.94725978]), 'Modecai': array([-0.78892344, 0.44834021]), 'Leon': array([-0.51262832, 0.16428551]), 'Robert R.': array([-0.55647159, 0.51374418]), 'Tamberlain': array([0.59478337, 0.62208909]), 'Jacob G.': array([-1.65517819, 0.27827114]), 'Dally': array([0.35124075, 0.8087551 ]), 'Hy': array([0.68524283, 0.52368569]), 'Philip T.': array([0.76532501, 0.73085511]), 'Gustav W.': array([-0.07368957, 0.98981398]), 'Wilton': array([-0.84549725, 0.52156913]), 'Roger C.': array([-0.13667369, 0.43955475]), 'Wm. T.': array([0.70940101, 0.43761986]), 'Harry D.G. ': array([-0.1428012 , 0.82828051]), 'Hon. Nichs.': array([-0.5340845 , 0.79686671]), 'Amelia Jane': array([0.26926017, 0.56307548]), 'Levian': array([0.21904813, 1.01846266]), 'Jarvis': array([-0.97011608, 0.0885736 ]), 'Adrien': array([ 1.65363204, -0.7517463 ]), 'Wm. jesse': array([-7.23161554, -6.31609631]), 'Mauldin': array([-7.24298668, -6.26695061]), 'Jefferson ': array([ 0.15403129, -0.75146079]), 'Angelo': array([0.45920256, 0.74697757]), 'Harry D.G.': array([-0.60160762, 0.60530514]), 'Jeremiah W.': array([ 1.23095155, -1.56169498]), 'Philip Henry': array([0.80678791, 0.47806165]), 'Elizth. ': array([-0.60081202, 0.50292057]), 'Jos. R.': array([-0.56523395, 0.29166746]), 'Dorcas A.': array([-0.91534811, 0.07684235]), 'Hy. A.': array([0.02259457, 0.89277911]), 'Eric': array([-0.91361541, -0.09380347]), 'Harriet Eliza': array([0.45208323, 0.88576174]), 'Joal': array([-0.97292405, 0.39581797]), 'Robert Nth. ': array([-0.61362976, -1.43956792]), 'Miss Marcellina': array([-0.97210252, 0.39541876]), 'Annet': array([-0.2978467 , 0.77488858]), 'John Adolphus': array([ 0.22654529, -0.90085137]), 'Silvey Ann': array([ 0.71336472, -0.36206901]), 'Robert J.': array([ 0.7891432, -0.8799116]), 'Samuel T. ': array([ 0.92755944, -0.29865241]), 'Frances A.': array([ 0.64723259, -0.83345115]), 'samuel': array([ 0.6930759 , -0.78948683]), 'Wm. Quinn': array([ 0.12566513, -0.77202475]), 'Martha M.': array([-0.05597955, -0.86617994]), 'Haddason': array([ 0.5323301 , -0.96376956]), 'Polly W. ': array([ 0.29929325, -1.09622681]), 'Mary Phylistia': array([ 0.17986709, -0.92762828]), 'Robert Eli': array([ 0.41819227, -0.98137695]), 'Frances Anne': array([ 1.01035941, -0.62258595]), 'Mrs. Rebecca': array([-0.8442561 , 0.76323724]), 'Sophinia': array([-1.31451309, 0.99895769]), 'Rias': array([ 0.24976934, -0.76481926]), 'Hon. US.': array([-0.85315275, -0.58248925]), 'priscilla': array([-0.11323439, -0.85460091]), 'Stephen A.': array([ 0.73261631, -0.8988927 ]), 'Peter Henry': array([ 0.50604075, -0.65405589]), 'Frisby J.': array([ 0.00955901, -0.90748167]), 'James Macedonia': array([ 0.58767354, -0.59243745]), 'Francis Asbury': array([ 0.15225177, -1.07196748]), 'Josina': array([ 0.92401397, -0.33625498]), 'Lives': array([ 0.31627291, -1.13631749]), 'Hezekiah C.': array([ 0.31347439, -1.16533625]), 'Edward Tower': array([ 0.70894551, -0.51846981]), 'Farro': array([ 0.04997864, -1.05571079]), 'James Renshaw': array([ 0.21732724, -0.84740967]), 'Amey Anne': array([ 0.82356447, -0.71224314]), 'Edward James': array([ 0.56217951, -0.88275921]), 'Severn': array([-0.48607588, 0.8281675 ]), 'Hance': array([-0.80103129, 0.70115465]), 'Lemuel Rush': array([0.44701898, 0.90312976]), 'Cressina': array([ 0.64361644, -0.59963095]), 'Parmelia': array([ 0.51535279, -0.91473049])}
In [18]:
df['Sex'].iplot(kind='hist')
In [3]:
# save the output file
dfo = pd.DataFrame(df)
dfo.to_csv('Datasets\LoS_Viz_Output.csv', index=False)
Future Steps:¶
As next steps, we have plans to understand more about linking the data collections so we could create networks of connected data elements that could create insights not seen or understood before. We would like to do more natural language processing analysis on certain features like notes and comments as the transcribers had entered valuable information into this feature. Also, more in-depth research on the reasons and rationale behind using different words to determine “Prior Status” and “Complexion”.
Questions to ponder about and resources:¶
Questions from the discussion related to the collection: Were the scars used for identification purposes in terms of determining which slave belongs to which owner? There was a spike in the number of Certificates of Freedom (CoF) from 1831 to 1832, then COF issues ceased around the year 1860. Is this because slavery was coming to an end? What is the significance of the differences in the prior status column? There are many records, including “Born Free”, “Free Born”, “Slave”, “Enslaved”, and “Descendant of a white female woman”. Are there differences between these statuses? Skin complexion is very subjective, so how should we divide and classify the multiple different skin tones recorded? Resources to read: A Guide to the History of Slavery in Maryland (MSA) (Read sections below) III. Africans to African Americans VI. Slavery and Freedom in the New Nation
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