Lecture 8: Working with GEOLocation Data

The Art of Analyzing Big Data - The Data Scientist’s Toolbox

By Dr. Michael Fire


0. Package Setup

For this lecture, we are going to use the TuriCreate, spacy, Cartopy, imageio, pymongo, GeoPandas, descartes, Geopy package, and Folium package packages. Let's set them up:

In [37]:
!pip install turicreate
!pip install spaCy
!pip install pymongo
!pip install geopandas
!pip install descartes
!pip install geopy
!pip install folium
Requirement already satisfied: turicreate in /anaconda3/envs/massivedata/lib/python3.6/site-packages (6.1)
Requirement already satisfied: numpy in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (1.17.2)
Requirement already satisfied: pillow>=5.2.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (6.2.0)
Requirement already satisfied: requests>=2.9.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (2.22.0)
Requirement already satisfied: prettytable==0.7.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (0.7.2)
Requirement already satisfied: coremltools==3.3 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (3.3)
Requirement already satisfied: six>=1.10.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (1.12.0)
Requirement already satisfied: pandas>=0.23.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (0.25.1)
Requirement already satisfied: decorator>=4.0.9 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (4.4.0)
Requirement already satisfied: scipy>=1.1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (1.3.1)
Requirement already satisfied: tensorflow>=2.0.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (2.1.0)
Requirement already satisfied: resampy==0.2.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from turicreate) (0.2.1)
Requirement already satisfied: idna<2.9,>=2.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests>=2.9.1->turicreate) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests>=2.9.1->turicreate) (2019.9.11)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests>=2.9.1->turicreate) (1.24.2)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests>=2.9.1->turicreate) (3.0.4)
Requirement already satisfied: protobuf>=3.1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from coremltools==3.3->turicreate) (3.11.3)
Requirement already satisfied: python-dateutil>=2.6.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pandas>=0.23.2->turicreate) (2.8.0)
Requirement already satisfied: pytz>=2017.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pandas>=0.23.2->turicreate) (2019.3)
Requirement already satisfied: opt-einsum>=2.3.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (3.1.0)
Requirement already satisfied: absl-py>=0.7.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (0.9.0)
Requirement already satisfied: astor>=0.6.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (0.8.1)
Requirement already satisfied: keras-preprocessing>=1.1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (1.1.0)
Requirement already satisfied: google-pasta>=0.1.6 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (0.1.8)
Requirement already satisfied: wrapt>=1.11.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (1.11.2)
Requirement already satisfied: termcolor>=1.1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (1.1.0)
Requirement already satisfied: gast==0.2.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (0.2.2)
Requirement already satisfied: tensorboard<2.2.0,>=2.1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (2.1.0)
Requirement already satisfied: wheel>=0.26; python_version >= "3" in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (0.33.6)
Requirement already satisfied: keras-applications>=1.0.8 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (1.0.8)
Requirement already satisfied: grpcio>=1.8.6 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (1.27.2)
Requirement already satisfied: tensorflow-estimator<2.2.0,>=2.1.0rc0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorflow>=2.0.0->turicreate) (2.1.0)
Requirement already satisfied: numba>=0.32 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from resampy==0.2.1->turicreate) (0.45.1)
Requirement already satisfied: setuptools in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from protobuf>=3.1.0->coremltools==3.3->turicreate) (41.4.0)
Requirement already satisfied: google-auth<2,>=1.6.3 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (1.11.2)
Requirement already satisfied: markdown>=2.6.8 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (3.2.1)
Requirement already satisfied: werkzeug>=0.11.15 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (0.16.0)
Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (0.4.1)
Requirement already satisfied: h5py in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from keras-applications>=1.0.8->tensorflow>=2.0.0->turicreate) (2.9.0)
Requirement already satisfied: llvmlite>=0.29.0dev0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from numba>=0.32->resampy==0.2.1->turicreate) (0.29.0)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (0.2.8)
Requirement already satisfied: rsa<4.1,>=3.1.4 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (4.0)
Requirement already satisfied: cachetools<5.0,>=2.0.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (4.0.0)
Requirement already satisfied: requests-oauthlib>=0.7.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (1.3.0)
Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (0.4.8)
Requirement already satisfied: oauthlib>=3.0.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow>=2.0.0->turicreate) (3.1.0)
Requirement already satisfied: spaCy in /anaconda3/envs/massivedata/lib/python3.6/site-packages (2.2.4)
Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (1.0.2)
Requirement already satisfied: setuptools in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (41.4.0)
Requirement already satisfied: blis<0.5.0,>=0.4.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (0.4.1)
Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (0.6.0)
Requirement already satisfied: numpy>=1.15.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (1.17.2)
Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (1.0.0)
Requirement already satisfied: requests<3.0.0,>=2.13.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (2.22.0)
Requirement already satisfied: thinc==7.4.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (7.4.0)
Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (4.46.0)
Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (1.0.2)
Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (2.0.3)
Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (3.0.2)
Requirement already satisfied: plac<1.2.0,>=0.9.6 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from spaCy) (1.1.3)
Requirement already satisfied: importlib-metadata>=0.20; python_version < "3.8" in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from catalogue<1.1.0,>=0.0.7->spaCy) (0.23)
Requirement already satisfied: idna<2.9,>=2.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests<3.0.0,>=2.13.0->spaCy) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests<3.0.0,>=2.13.0->spaCy) (2019.9.11)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests<3.0.0,>=2.13.0->spaCy) (1.24.2)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests<3.0.0,>=2.13.0->spaCy) (3.0.4)
Requirement already satisfied: zipp>=0.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from importlib-metadata>=0.20; python_version < "3.8"->catalogue<1.1.0,>=0.0.7->spaCy) (0.6.0)
Requirement already satisfied: more-itertools in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from zipp>=0.5->importlib-metadata>=0.20; python_version < "3.8"->catalogue<1.1.0,>=0.0.7->spaCy) (7.2.0)
Requirement already satisfied: pymongo in /anaconda3/envs/massivedata/lib/python3.6/site-packages (3.10.1)
Requirement already satisfied: geopandas in /anaconda3/envs/massivedata/lib/python3.6/site-packages (0.7.0)
Requirement already satisfied: fiona in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from geopandas) (1.8.13.post1)
Requirement already satisfied: pandas>=0.23.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from geopandas) (0.25.1)
Requirement already satisfied: pyproj>=2.2.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from geopandas) (2.3.1)
Requirement already satisfied: shapely in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from geopandas) (1.6.4.post2)
Requirement already satisfied: click-plugins>=1.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (1.1.1)
Requirement already satisfied: attrs>=17 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (19.2.0)
Requirement already satisfied: munch in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (2.5.0)
Requirement already satisfied: cligj>=0.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (0.5.0)
Requirement already satisfied: click<8,>=4.0 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (7.0)
Requirement already satisfied: six>=1.7 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from fiona->geopandas) (1.12.0)
Requirement already satisfied: pytz>=2017.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pandas>=0.23.0->geopandas) (2019.3)
Requirement already satisfied: python-dateutil>=2.6.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pandas>=0.23.0->geopandas) (2.8.0)
Requirement already satisfied: numpy>=1.13.3 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from pandas>=0.23.0->geopandas) (1.17.2)
Requirement already satisfied: descartes in /anaconda3/envs/massivedata/lib/python3.6/site-packages (1.1.0)
Requirement already satisfied: matplotlib in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from descartes) (3.1.1)
Requirement already satisfied: cycler>=0.10 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from matplotlib->descartes) (0.10.0)
Requirement already satisfied: kiwisolver>=1.0.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from matplotlib->descartes) (1.1.0)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from matplotlib->descartes) (2.4.2)
Requirement already satisfied: python-dateutil>=2.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from matplotlib->descartes) (2.8.0)
Requirement already satisfied: numpy>=1.11 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from matplotlib->descartes) (1.17.2)
Requirement already satisfied: six in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from cycler>=0.10->matplotlib->descartes) (1.12.0)
Requirement already satisfied: setuptools in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kiwisolver>=1.0.1->matplotlib->descartes) (41.4.0)
Requirement already satisfied: geopy in /anaconda3/envs/massivedata/lib/python3.6/site-packages (1.21.0)
Requirement already satisfied: geographiclib<2,>=1.49 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from geopy) (1.50)
Collecting folium
  Downloading https://files.pythonhosted.org/packages/a4/f0/44e69d50519880287cc41e7c8a6acc58daa9a9acf5f6afc52bcc70f69a6d/folium-0.11.0-py2.py3-none-any.whl (93kB)
     |████████████████████████████████| 102kB 615kB/s ta 0:00:01
Collecting branca>=0.3.0 (from folium)
  Downloading https://files.pythonhosted.org/packages/13/fb/9eacc24ba3216510c6b59a4ea1cd53d87f25ba76237d7f4393abeaf4c94e/branca-0.4.1-py3-none-any.whl
Requirement already satisfied: jinja2>=2.9 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from folium) (2.10.3)
Requirement already satisfied: requests in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from folium) (2.22.0)
Requirement already satisfied: numpy in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from folium) (1.17.2)
Requirement already satisfied: MarkupSafe>=0.23 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from jinja2>=2.9->folium) (1.1.1)
Requirement already satisfied: certifi>=2017.4.17 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->folium) (2019.9.11)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->folium) (3.0.4)
Requirement already satisfied: idna<2.9,>=2.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->folium) (2.8)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->folium) (1.24.2)
Installing collected packages: branca, folium
Successfully installed branca-0.4.1 folium-0.11.0
In [66]:
!conda install -y -c conda-forge imageio
!conda install -y -c conda-forge cartopy
Collecting package metadata (repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
  current version: 4.8.2
  latest version: 4.8.3

Please update conda by running

    $ conda update -n base conda



# All requested packages already installed.

Collecting package metadata (repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
  current version: 4.8.2
  latest version: 4.8.3

Please update conda by running

    $ conda update -n base conda



# All requested packages already installed.

Let's install and setup the Kaggle package:

In [10]:
# Installing the Kaggle package
import json
!pip install kaggle 

#Important Note: complete this with your own key - after running this for the first time remmember to **remove** your API_KEY
api_token = {"username":"<Insert Your Kaggle User Name>","key":"<Insert Your Kaggle API key>"}

# creating kaggle.json file with the personal API-Key details 
# You can also put this file on your Google Drive
with open('~/.kaggle/kaggle.json', 'w') as file:
  json.dump(api_token, file)
!chmod 600 ~/.kaggle/kaggle.json
Requirement already satisfied: kaggle in /anaconda3/envs/massivedata/lib/python3.6/site-packages (1.5.6)
Requirement already satisfied: python-dateutil in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (2.8.0)
Requirement already satisfied: python-slugify in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (4.0.0)
Requirement already satisfied: requests in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (2.22.0)
Requirement already satisfied: tqdm in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (4.46.0)
Requirement already satisfied: urllib3<1.25,>=1.21.1 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (1.24.2)
Requirement already satisfied: certifi in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (2019.9.11)
Requirement already satisfied: six>=1.10 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from kaggle) (1.12.0)
Requirement already satisfied: text-unidecode>=1.3 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from python-slugify->kaggle) (1.3)
Requirement already satisfied: idna<2.9,>=2.5 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->kaggle) (2.8)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /anaconda3/envs/massivedata/lib/python3.6/site-packages (from requests->kaggle) (3.0.4)

1. Working with PyMongo

To work with MongoDB first we need to download and install it. In this notebook, we will be working with MongoDB. Therefore, I prefer to run the notebook locally on my laptop. Another option is to work with MongoDB Atlas.

Now let's run MongoDB and test the connection to it:

In [5]:
import pymongo
client = pymongo.MongoClient("mongodb://localhost:27017/")
client.list_database_names()
Out[5]:
['admin', 'config', 'local', 'locations']

Now let's create a new collection and load the US baby names dataset to the collection:

In [13]:
#!mkdir ./datasets
!mkdir ./datasets/us-baby-name

# download the dataset from Kaggle and unzip it
!kaggle datasets download kaggle/us-baby-names -f StateNames.csv -p ./datasets/

!unzip ./datasets/StateNames.csv.zip  -d ./datasets/us-baby-name/
Downloading StateNames.csv.zip to ./datasets
 98%|█████████████████████████████████████▍| 30.0M/30.5M [00:04<00:00, 6.79MB/s]
100%|██████████████████████████████████████| 30.5M/30.5M [00:04<00:00, 6.42MB/s]
Archive:  ./datasets/StateNames.csv.zip
  inflating: ./datasets/us-baby-name/StateNames.csv  
In [15]:
import turicreate as tc
import turicreate.aggregate as agg


sf = tc.SFrame.read_csv("./datasets/us-baby-name/StateNames.csv")
sf
Finished parsing file /Users/michael/Dropbox (BGU)/massive data mining/ 2020/notebooks/datasets/us-baby-name/StateNames.csv
Parsing completed. Parsed 100 lines in 1.31749 secs.
------------------------------------------------------
Inferred types from first 100 line(s) of file as 
column_type_hints=[int,str,int,str,str,int]
If parsing fails due to incorrect types, you can correct
the inferred type list above and pass it to read_csv in
the column_type_hints argument
------------------------------------------------------
Read 1940415 lines. Lines per second: 1.30741e+06
Finished parsing file /Users/michael/Dropbox (BGU)/massive data mining/ 2020/notebooks/datasets/us-baby-name/StateNames.csv
Parsing completed. Parsed 5647426 lines in 2.93838 secs.
Out[15]:
Id Name Year Gender State Count
1 Mary 1910 F AK 14
2 Annie 1910 F AK 12
3 Anna 1910 F AK 10
4 Margaret 1910 F AK 8
5 Helen 1910 F AK 7
6 Elsie 1910 F AK 6
7 Lucy 1910 F AK 6
8 Dorothy 1910 F AK 5
9 Mary 1911 F AK 12
10 Margaret 1911 F AK 7
[5647426 rows x 6 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.
In [16]:
sf['Year_Count'] =  sf.apply(lambda r: (r['Year'], r['Count']))
g = sf.groupby(["State", "Name", "Gender"], {"years_list" : agg.CONCAT("Year_Count")})
g
Out[16]:
Gender Name State years_list
M Ferman LA [[1926.0, 5.0]]
M Holton NC [[2013.0, 5.0]]
F Faiga NJ [[1995.0, 5.0], [1999.0,
5.0], [2007.0, 17.0], ...
F Carlie MD [[1990.0, 6.0], [1997.0,
7.0], [1998.0, 10.0], ...
M Beau SC [[2014.0, 16.0], [1981.0,
6.0], [2012.0, 7.0], ...
F Kaitlynn WA [[1995.0, 19.0], [1996.0,
26.0], [2003.0, 15.0], ...
F Tiny NC [[1917.0, 5.0], [1936.0,
5.0], [1920.0, 5.0], ...
F Cayla NJ [[1993.0, 6.0], [1998.0,
12.0], [1999.0, 14.0], ...
M Renardo NC [[1983.0, 6.0]]
M Auther SC [[1936.0, 5.0], [1937.0,
5.0], [1920.0, 6.0], ...
[304918 rows x 4 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.
In [17]:
g['YearsCountDict'] = g['years_list'].apply(lambda l: {str(int(y)): int(c) for y,c in l})
g = g.remove_column("years_list")
g
Out[17]:
Gender Name State YearsCountDict
M Ferman LA {'1926': 5}
M Holton NC {'2013': 5}
F Faiga NJ {'1995': 5, '1999': 5,
'2007': 17, '2008': 8, ...
F Carlie MD {'1990': 6, '1997': 7,
'1998': 10, '1992': 12, ...
M Beau SC {'2014': 16, '1981': 6,
'2012': 7, '2008': 7, ...
F Kaitlynn WA {'1995': 19, '1996': 26,
'2003': 15, '2008': 18, ...
F Tiny NC {'1917': 5, '1936': 5,
'1920': 5, '1932': 5, ...
F Cayla NJ {'1993': 6, '1998': 12,
'1999': 14, '2003': 12, ...
M Renardo NC {'1983': 6}
M Auther SC {'1936': 5, '1937': 5,
'1920': 6, '1939': 5, ...
[304918 rows x 4 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.

Let's insert data from the SFrame object into a MongoDB collection:

In [18]:
db = client['baby_names'] # Created a new DB named baby_names 
collection = db['names']  # Created a new collection named names 

# insert each row as a document 
for r in g[:100]:
    collection.insert_one(r) 

print(f"Total documents {collection.count_documents({})}")
Total documents 100

Let's delete all the documents in the collection:

In [19]:
collection.delete_many({}) # delete all documents
print(f"Total documents {collection.count_documents({})}")
Total documents 0
In [20]:
collection.insert_many(g)
print(f"Total documents {collection.count_documents({})}")
Total documents 304918

Let's search for documents:

In [21]:
collection.find_one({ "Name": "Mary", "Gender": "F" })
Out[21]:
{'_id': ObjectId('5eb51b889993d0175fb5f810'),
 'Gender': 'F',
 'Name': 'Mary',
 'State': 'CA',
 'YearsCountDict': {'1910': 295,
  '1915': 998,
  '1918': 1252,
  '1928': 1787,
  '1930': 1851,
  '1964': 2709,
  '1971': 1056,
  '1983': 751,
  '2004': 292,
  '1912': 534,
  '1916': 1091,
  '1921': 1697,
  '1929': 1713,
  '1945': 3019,
  '1947': 3460,
  '1953': 3400,
  '1980': 831,
  '1984': 756,
  '1985': 706,
  '1988': 707,
  '1991': 723,
  '1997': 446,
  '1999': 438,
  '2003': 304,
  '2005': 282,
  '2014': 171,
  '1944': 2975,
  '1946': 3147,
  '1950': 3134,
  '1963': 2608,
  '1965': 2240,
  '1966': 1852,
  '1974': 742,
  '1979': 806,
  '1996': 500,
  '1998': 428,
  '2010': 177,
  '2011': 201,
  '2012': 166,
  '1917': 1149,
  '1925': 1890,
  '1931': 1626,
  '1939': 1699,
  '1941': 1951,
  '1949': 3217,
  '1954': 3718,
  '1961': 2716,
  '1967': 1621,
  '1968': 1447,
  '1970': 1278,
  '1975': 729,
  '1977': 710,
  '1987': 649,
  '1990': 678,
  '1992': 706,
  '1993': 639,
  '1995': 550,
  '2009': 201,
  '1911': 390,
  '1913': 584,
  '1914': 773,
  '1932': 1498,
  '1935': 1484,
  '1940': 1819,
  '1956': 3414,
  '1959': 3192,
  '1960': 3105,
  '2008': 220,
  '1923': 1829,
  '1934': 1590,
  '1936': 1541,
  '1942': 2441,
  '1952': 3422,
  '1958': 3158,
  '1962': 2755,
  '1972': 928,
  '1976': 722,
  '2001': 381,
  '1922': 1732,
  '1924': 1958,
  '1933': 1470,
  '1948': 3426,
  '1981': 845,
  '1982': 837,
  '1994': 567,
  '2000': 416,
  '2007': 239,
  '2013': 190,
  '1919': 1204,
  '1920': 1554,
  '1926': 1719,
  '1927': 1817,
  '1937': 1712,
  '1938': 1876,
  '1943': 2929,
  '1951': 3184,
  '1955': 3389,
  '1957': 3461,
  '1969': 1346,
  '1973': 795,
  '1978': 700,
  '1986': 671,
  '1989': 682,
  '2002': 339,
  '2006': 270}}
In [22]:
c =  list(collection.find({ "Name": "Mary", "Gender": "F" }))
list(c)
Out[22]:
[{'_id': ObjectId('5eb51b889993d0175fb5f810'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'CA',
  'YearsCountDict': {'1910': 295,
   '1915': 998,
   '1918': 1252,
   '1928': 1787,
   '1930': 1851,
   '1964': 2709,
   '1971': 1056,
   '1983': 751,
   '2004': 292,
   '1912': 534,
   '1916': 1091,
   '1921': 1697,
   '1929': 1713,
   '1945': 3019,
   '1947': 3460,
   '1953': 3400,
   '1980': 831,
   '1984': 756,
   '1985': 706,
   '1988': 707,
   '1991': 723,
   '1997': 446,
   '1999': 438,
   '2003': 304,
   '2005': 282,
   '2014': 171,
   '1944': 2975,
   '1946': 3147,
   '1950': 3134,
   '1963': 2608,
   '1965': 2240,
   '1966': 1852,
   '1974': 742,
   '1979': 806,
   '1996': 500,
   '1998': 428,
   '2010': 177,
   '2011': 201,
   '2012': 166,
   '1917': 1149,
   '1925': 1890,
   '1931': 1626,
   '1939': 1699,
   '1941': 1951,
   '1949': 3217,
   '1954': 3718,
   '1961': 2716,
   '1967': 1621,
   '1968': 1447,
   '1970': 1278,
   '1975': 729,
   '1977': 710,
   '1987': 649,
   '1990': 678,
   '1992': 706,
   '1993': 639,
   '1995': 550,
   '2009': 201,
   '1911': 390,
   '1913': 584,
   '1914': 773,
   '1932': 1498,
   '1935': 1484,
   '1940': 1819,
   '1956': 3414,
   '1959': 3192,
   '1960': 3105,
   '2008': 220,
   '1923': 1829,
   '1934': 1590,
   '1936': 1541,
   '1942': 2441,
   '1952': 3422,
   '1958': 3158,
   '1962': 2755,
   '1972': 928,
   '1976': 722,
   '2001': 381,
   '1922': 1732,
   '1924': 1958,
   '1933': 1470,
   '1948': 3426,
   '1981': 845,
   '1982': 837,
   '1994': 567,
   '2000': 416,
   '2007': 239,
   '2013': 190,
   '1919': 1204,
   '1920': 1554,
   '1926': 1719,
   '1927': 1817,
   '1937': 1712,
   '1938': 1876,
   '1943': 2929,
   '1951': 3184,
   '1955': 3389,
   '1957': 3461,
   '1969': 1346,
   '1973': 795,
   '1978': 700,
   '1986': 671,
   '1989': 682,
   '2002': 339,
   '2006': 270}},
 {'_id': ObjectId('5eb51b889993d0175fb60b00'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'LA',
  'YearsCountDict': {'1993': 154,
   '1996': 139,
   '2003': 113,
   '1927': 1379,
   '1944': 1639,
   '1959': 1128,
   '1980': 250,
   '1983': 227,
   '1999': 119,
   '2000': 110,
   '2002': 114,
   '2006': 79,
   '2010': 61,
   '2013': 57,
   '1912': 658,
   '1919': 1164,
   '1926': 1340,
   '1934': 1243,
   '1940': 1412,
   '1942': 1623,
   '1943': 1603,
   '1963': 872,
   '1965': 683,
   '1982': 251,
   '2004': 88,
   '1913': 634,
   '1921': 1195,
   '1925': 1304,
   '1929': 1306,
   '1949': 1557,
   '1969': 411,
   '1970': 448,
   '1976': 236,
   '1988': 169,
   '1995': 146,
   '2008': 75,
   '2011': 57,
   '1910': 586,
   '1914': 747,
   '1931': 1228,
   '1941': 1555,
   '1952': 1510,
   '1953': 1468,
   '1954': 1564,
   '1960': 1087,
   '1967': 535,
   '1978': 228,
   '1984': 236,
   '1985': 219,
   '1986': 195,
   '1989': 153,
   '1990': 170,
   '1916': 881,
   '1918': 1111,
   '1920': 1301,
   '1922': 1269,
   '1924': 1288,
   '1928': 1265,
   '1932': 1312,
   '1938': 1327,
   '1939': 1485,
   '1950': 1582,
   '1957': 1318,
   '1958': 1214,
   '1971': 355,
   '1991': 175,
   '1992': 161,
   '1997': 123,
   '1998': 144,
   '2001': 104,
   '1911': 502,
   '1915': 817,
   '1923': 1263,
   '1930': 1198,
   '1935': 1213,
   '1936': 1250,
   '1948': 1485,
   '1955': 1343,
   '1956': 1348,
   '1964': 936,
   '1966': 622,
   '1975': 240,
   '1977': 225,
   '1994': 184,
   '2007': 62,
   '2009': 64,
   '2012': 63,
   '1962': 963,
   '1968': 441,
   '1973': 262,
   '1979': 230,
   '1987': 164,
   '2005': 97,
   '2014': 65,
   '1917': 957,
   '1933': 1141,
   '1937': 1299,
   '1945': 1467,
   '1946': 1602,
   '1947': 1639,
   '1951': 1511,
   '1961': 1012,
   '1972': 282,
   '1974': 221,
   '1981': 230}},
 {'_id': ObjectId('5eb51b889993d0175fb63fc5'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'SD',
  'YearsCountDict': {'1912': 108,
   '1918': 229,
   '1920': 229,
   '1924': 250,
   '1928': 224,
   '1947': 310,
   '1952': 299,
   '1953': 313,
   '1955': 315,
   '1960': 217,
   '1973': 25,
   '1986': 24,
   '1988': 23,
   '1998': 11,
   '2000': 16,
   '2003': 13,
   '2006': 10,
   '1914': 128,
   '1923': 269,
   '1937': 228,
   '1946': 300,
   '1962': 171,
   '1964': 177,
   '1965': 115,
   '1968': 85,
   '1976': 27,
   '1979': 30,
   '1985': 17,
   '1992': 25,
   '1997': 13,
   '2002': 15,
   '2009': 6,
   '2012': 7,
   '1925': 265,
   '1926': 227,
   '1938': 225,
   '1950': 338,
   '1956': 269,
   '1959': 225,
   '1980': 35,
   '1981': 34,
   '1982': 38,
   '1990': 16,
   '1996': 9,
   '2010': 11,
   '2011': 5,
   '2013': 5,
   '1922': 249,
   '1929': 232,
   '1935': 249,
   '1949': 357,
   '1958': 229,
   '1967': 99,
   '1970': 55,
   '1974': 37,
   '1989': 26,
   '1993': 21,
   '2001': 13,
   '2007': 11,
   '1917': 228,
   '1919': 208,
   '1933': 244,
   '1934': 242,
   '1940': 209,
   '1943': 271,
   '1957': 239,
   '1966': 115,
   '1969': 66,
   '1971': 52,
   '1978': 26,
   '1991': 18,
   '1994': 19,
   '1999': 12,
   '1910': 58,
   '1913': 111,
   '1927': 238,
   '1930': 238,
   '1932': 274,
   '1963': 190,
   '1983': 16,
   '2005': 7,
   '1915': 177,
   '1921': 273,
   '1931': 229,
   '1941': 216,
   '1948': 317,
   '1951': 307,
   '1954': 337,
   '1961': 187,
   '1972': 36,
   '1975': 26,
   '1977': 27,
   '1995': 21,
   '1911': 68,
   '1916': 192,
   '1936': 226,
   '1939': 215,
   '1942': 225,
   '1944': 273,
   '1945': 225,
   '1984': 23,
   '1987': 22,
   '2014': 6}},
 {'_id': ObjectId('5eb51b889993d0175fb64d97'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WV',
  'YearsCountDict': {'1916': 1120,
   '1923': 1522,
   '1924': 1647,
   '1936': 1085,
   '1944': 888,
   '1953': 765,
   '1963': 374,
   '1964': 436,
   '1978': 140,
   '1994': 44,
   '1998': 57,
   '2000': 35,
   '2006': 19,
   '1912': 519,
   '1921': 1494,
   '1925': 1549,
   '1930': 1252,
   '1931': 1185,
   '1942': 1042,
   '1943': 1022,
   '1945': 840,
   '1952': 825,
   '1977': 159,
   '1979': 154,
   '1980': 147,
   '1982': 106,
   '1991': 55,
   '2003': 33,
   '2004': 31,
   '2009': 16,
   '1918': 1220,
   '1919': 1225,
   '1920': 1379,
   '1927': 1467,
   '1937': 1129,
   '1947': 1082,
   '1956': 646,
   '1958': 491,
   '1995': 41,
   '1996': 53,
   '1997': 35,
   '1926': 1436,
   '1934': 1163,
   '1949': 957,
   '1976': 151,
   '1985': 103,
   '1993': 60,
   '2002': 26,
   '2011': 16,
   '1911': 441,
   '1922': 1541,
   '1932': 1184,
   '1933': 1111,
   '1941': 991,
   '1946': 1016,
   '1954': 715,
   '1959': 492,
   '1965': 357,
   '1975': 143,
   '1984': 98,
   '1987': 75,
   '1988': 72,
   '1992': 61,
   '2001': 21,
   '2005': 15,
   '2008': 14,
   '2013': 14,
   '1938': 1087,
   '1951': 843,
   '1955': 626,
   '1957': 559,
   '1962': 422,
   '1966': 285,
   '1967': 228,
   '1968': 248,
   '1969': 229,
   '1970': 224,
   '1981': 127,
   '1986': 78,
   '1914': 790,
   '1928': 1412,
   '1929': 1286,
   '1935': 1149,
   '1940': 1045,
   '1948': 1015,
   '1960': 449,
   '1974': 157,
   '1989': 80,
   '1990': 62,
   '2007': 21,
   '2010': 13,
   '2014': 10,
   '1910': 380,
   '1913': 641,
   '1915': 1054,
   '1917': 1230,
   '1939': 1026,
   '1950': 889,
   '1961': 468,
   '1971': 218,
   '1972': 189,
   '1973': 173,
   '1983': 115,
   '1999': 37}},
 {'_id': ObjectId('5eb51b889993d0175fb64ff9'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'HI',
  'YearsCountDict': {'1938': 63,
   '1949': 87,
   '1965': 60,
   '1967': 57,
   '1982': 19,
   '1984': 16,
   '1987': 14,
   '1990': 15,
   '2004': 5,
   '1915': 92,
   '1916': 86,
   '1930': 122,
   '1937': 69,
   '1962': 82,
   '1976': 26,
   '1979': 22,
   '1981': 22,
   '1992': 12,
   '1998': 12,
   '1925': 100,
   '1926': 113,
   '1957': 85,
   '1958': 114,
   '1960': 82,
   '1969': 53,
   '1970': 43,
   '1975': 25,
   '1977': 22,
   '1991': 17,
   '2013': 9,
   '1922': 101,
   '1923': 103,
   '1924': 119,
   '1928': 111,
   '1929': 108,
   '1933': 92,
   '1934': 71,
   '1940': 66,
   '1944': 82,
   '1945': 89,
   '1950': 96,
   '1953': 81,
   '1959': 89,
   '1963': 92,
   '1983': 21,
   '1917': 88,
   '1935': 81,
   '1941': 52,
   '1946': 76,
   '1951': 85,
   '1961': 102,
   '1973': 31,
   '1974': 30,
   '1986': 18,
   '1993': 16,
   '2000': 6,
   '2008': 7,
   '2010': 8,
   '1910': 47,
   '1911': 56,
   '1912': 62,
   '1913': 60,
   '1920': 102,
   '1927': 95,
   '1931': 114,
   '1932': 102,
   '1943': 73,
   '1947': 96,
   '1954': 85,
   '1966': 63,
   '1968': 39,
   '1978': 31,
   '1980': 29,
   '1988': 15,
   '1989': 15,
   '1995': 16,
   '2001': 12,
   '1918': 103,
   '1921': 121,
   '1936': 59,
   '1939': 90,
   '1952': 80,
   '1955': 69,
   '1971': 36,
   '1972': 37,
   '1985': 13,
   '1914': 79,
   '1919': 100,
   '1942': 69,
   '1948': 98,
   '1956': 95,
   '1964': 99,
   '1994': 14,
   '1996': 9,
   '1999': 9,
   '2005': 7,
   '2012': 5,
   '2014': 7}},
 {'_id': ObjectId('5eb51b889993d0175fb6625a'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NY',
  'YearsCountDict': {'1911': 2322,
   '1917': 5502,
   '1933': 3932,
   '1937': 3805,
   '1951': 4732,
   '1970': 1469,
   '1980': 596,
   '1984': 463,
   '1988': 434,
   '1991': 468,
   '2002': 246,
   '2013': 103,
   '1919': 5061,
   '1926': 4779,
   '1940': 3662,
   '1948': 4720,
   '1959': 4869,
   '1967': 2205,
   '1976': 669,
   '1982': 553,
   '1983': 537,
   '1996': 305,
   '1997': 334,
   '1998': 291,
   '1999': 276,
   '1916': 5496,
   '1923': 5160,
   '1942': 4169,
   '1943': 4449,
   '1946': 4797,
   '1947': 4966,
   '1949': 4597,
   '1950': 4734,
   '1963': 3782,
   '1964': 3623,
   '2010': 146,
   '2011': 92,
   '1918': 5526,
   '1920': 5296,
   '1921': 5413,
   '1922': 5303,
   '1925': 4916,
   '1929': 4765,
   '1935': 3766,
   '1938': 3622,
   '1941': 3879,
   '1961': 4426,
   '1972': 951,
   '1974': 797,
   '1981': 585,
   '2001': 247,
   '2006': 153,
   '1912': 2909,
   '1915': 5342,
   '1927': 5094,
   '1928': 4905,
   '1930': 4854,
   '1934': 3701,
   '1952': 4940,
   '1953': 4920,
   '1957': 5265,
   '1958': 5010,
   '1962': 3823,
   '1975': 689,
   '1989': 461,
   '1993': 444,
   '1994': 380,
   '2007': 149,
   '2008': 141,
   '2009': 128,
   '2012': 100,
   '1910': 1923,
   '1914': 4244,
   '1936': 3689,
   '1939': 3570,
   '1954': 5467,
   '1955': 5114,
   '1956': 5063,
   '1968': 1796,
   '1971': 1141,
   '1979': 570,
   '1986': 418,
   '1995': 373,
   '2004': 214,
   '2014': 121,
   '1931': 4591,
   '1932': 4257,
   '1945': 3907,
   '1965': 3076,
   '1985': 455,
   '2000': 293,
   '2003': 206,
   '1913': 3267,
   '1924': 5144,
   '1944': 4100,
   '1960': 4630,
   '1966': 2546,
   '1969': 1555,
   '1973': 820,
   '1977': 665,
   '1978': 539,
   '1987': 453,
   '1990': 465,
   '1992': 464,
   '2005': 207}},
 {'_id': ObjectId('5eb51b899993d0175fb67cd1'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NM',
  'YearsCountDict': {'1912': 155,
   '1919': 270,
   '1921': 416,
   '1922': 377,
   '1924': 400,
   '1926': 342,
   '1942': 519,
   '1971': 86,
   '2008': 18,
   '1928': 380,
   '1931': 390,
   '1932': 402,
   '1943': 528,
   '1946': 557,
   '1950': 512,
   '1953': 488,
   '1956': 425,
   '1966': 170,
   '1967': 144,
   '1974': 73,
   '1976': 60,
   '1977': 72,
   '1983': 48,
   '1989': 51,
   '1992': 25,
   '1999': 13,
   '2006': 16,
   '2012': 8,
   '2013': 6,
   '1915': 202,
   '1916': 250,
   '1927': 394,
   '1935': 475,
   '1941': 505,
   '1949': 522,
   '1964': 257,
   '1969': 97,
   '1975': 60,
   '1997': 14,
   '2002': 21,
   '1917': 239,
   '1923': 382,
   '1933': 370,
   '1936': 432,
   '1937': 481,
   '1944': 509,
   '1945': 469,
   '1947': 589,
   '1951': 516,
   '1952': 508,
   '1963': 264,
   '1973': 72,
   '1993': 29,
   '2001': 22,
   '2014': 12,
   '1910': 98,
   '1911': 111,
   '1914': 140,
   '1918': 319,
   '1929': 394,
   '1938': 453,
   '1954': 509,
   '1955': 455,
   '1961': 289,
   '1968': 120,
   '1972': 77,
   '1984': 45,
   '1987': 38,
   '1990': 43,
   '2003': 15,
   '2004': 16,
   '1925': 392,
   '1948': 547,
   '1959': 366,
   '1994': 26,
   '1998': 28,
   '2010': 14,
   '1913': 127,
   '1920': 307,
   '1934': 433,
   '1939': 504,
   '1958': 386,
   '1960': 342,
   '1979': 72,
   '1981': 58,
   '1982': 69,
   '1988': 34,
   '1995': 22,
   '2005': 15,
   '2007': 17,
   '2009': 11,
   '1930': 389,
   '1940': 481,
   '1957': 440,
   '1962': 285,
   '1965': 208,
   '1970': 111,
   '1978': 61,
   '1980': 57,
   '1985': 46,
   '1986': 46,
   '1991': 33,
   '1996': 34,
   '2000': 29}},
 {'_id': ObjectId('5eb51b899993d0175fb68908'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'ME',
  'YearsCountDict': {'1910': 92,
   '1916': 261,
   '1941': 211,
   '1942': 265,
   '1943': 245,
   '1947': 282,
   '1953': 233,
   '1957': 275,
   '1968': 112,
   '1969': 89,
   '1970': 74,
   '1976': 40,
   '1979': 40,
   '1985': 32,
   '1990': 34,
   '1997': 28,
   '1915': 237,
   '1917': 249,
   '1927': 261,
   '1938': 208,
   '1952': 219,
   '1961': 217,
   '1963': 160,
   '1977': 42,
   '1986': 35,
   '1988': 33,
   '1992': 34,
   '2002': 16,
   '2005': 11,
   '1934': 219,
   '1936': 223,
   '1940': 223,
   '1950': 264,
   '1954': 249,
   '1971': 69,
   '1973': 38,
   '1980': 47,
   '1987': 32,
   '1989': 24,
   '2001': 19,
   '1911': 83,
   '1914': 182,
   '1918': 262,
   '1920': 311,
   '1945': 226,
   '1967': 105,
   '1978': 37,
   '1983': 38,
   '1993': 26,
   '2010': 6,
   '2012': 7,
   '1913': 140,
   '1922': 296,
   '1924': 289,
   '1931': 256,
   '1939': 211,
   '1946': 263,
   '1994': 28,
   '1998': 20,
   '2000': 14,
   '1925': 286,
   '1928': 217,
   '1935': 230,
   '1948': 262,
   '1955': 256,
   '1964': 191,
   '1965': 148,
   '1982': 49,
   '2004': 12,
   '2014': 6,
   '1912': 131,
   '1926': 260,
   '1929': 220,
   '1930': 213,
   '1932': 248,
   '1933': 224,
   '1937': 236,
   '1944': 223,
   '1956': 239,
   '1958': 227,
   '1966': 133,
   '1972': 63,
   '1974': 46,
   '1975': 47,
   '1981': 41,
   '1984': 31,
   '1999': 15,
   '2003': 18,
   '2006': 9,
   '2007': 11,
   '2008': 8,
   '2013': 9,
   '1919': 281,
   '1921': 293,
   '1923': 257,
   '1949': 275,
   '1951': 225,
   '1959': 214,
   '1960': 210,
   '1962': 201,
   '1991': 26,
   '1995': 21,
   '1996': 16,
   '2009': 9}},
 {'_id': ObjectId('5eb51b899993d0175fb69f9c'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MI',
  'YearsCountDict': {'1915': 1447,
   '1917': 1774,
   '1938': 2118,
   '1962': 2106,
   '1972': 556,
   '1978': 345,
   '1990': 303,
   '1994': 217,
   '1996': 196,
   '2000': 151,
   '1933': 1935,
   '1935': 1847,
   '1944': 2492,
   '1953': 3056,
   '1955': 3143,
   '1965': 1584,
   '1970': 779,
   '1971': 659,
   '1983': 348,
   '1984': 321,
   '1986': 285,
   '1992': 249,
   '1922': 1772,
   '1929': 2208,
   '1936': 2066,
   '1943': 2734,
   '1948': 2933,
   '1949': 2982,
   '1950': 2936,
   '1954': 3435,
   '1957': 3197,
   '1959': 2772,
   '1960': 2518,
   '1964': 1983,
   '1976': 367,
   '1991': 265,
   '1993': 222,
   '1999': 191,
   '2014': 56,
   '1912': 628,
   '1926': 2114,
   '1932': 2002,
   '1941': 2289,
   '1942': 2455,
   '1946': 2811,
   '1951': 3088,
   '1967': 1127,
   '1973': 507,
   '1981': 406,
   '1997': 195,
   '2001': 171,
   '2003': 137,
   '2006': 94,
   '1923': 1962,
   '1927': 2156,
   '1939': 1999,
   '1966': 1384,
   '1968': 949,
   '1977': 389,
   '1979': 379,
   '1980': 431,
   '1995': 222,
   '2008': 87,
   '1911': 456,
   '1916': 1587,
   '1919': 1554,
   '1920': 1809,
   '1924': 1946,
   '1925': 1932,
   '1930': 2291,
   '1934': 2034,
   '1963': 2028,
   '1975': 407,
   '1985': 300,
   '1988': 284,
   '1989': 295,
   '2002': 130,
   '2005': 104,
   '2012': 60,
   '1910': 349,
   '1913': 744,
   '1918': 1787,
   '1921': 1958,
   '1928': 2250,
   '1947': 2961,
   '1952': 2963,
   '1956': 3152,
   '1958': 2744,
   '1969': 843,
   '1982': 369,
   '1987': 287,
   '2007': 105,
   '1914': 885,
   '1931': 2092,
   '1937': 1958,
   '1940': 2017,
   '1945': 2503,
   '1961': 2344,
   '1974': 414,
   '1998': 193,
   '2004': 145,
   '2009': 80,
   '2010': 70,
   '2011': 60,
   '2013': 74}},
 {'_id': ObjectId('5eb51b899993d0175fb6a2e9'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MN',
  'YearsCountDict': {'1912': 379,
   '1923': 893,
   '1928': 889,
   '1937': 962,
   '1950': 1812,
   '1972': 206,
   '1977': 155,
   '1978': 150,
   '1981': 173,
   '1989': 125,
   '1998': 85,
   '2009': 43,
   '1910': 216,
   '1914': 501,
   '1920': 825,
   '1925': 805,
   '1933': 895,
   '1952': 1755,
   '1953': 1680,
   '1954': 1920,
   '1962': 1242,
   '1975': 141,
   '1985': 144,
   '1995': 105,
   '1917': 756,
   '1921': 872,
   '1936': 1024,
   '1943': 1400,
   '1947': 1753,
   '1949': 1641,
   '1960': 1468,
   '1973': 183,
   '1986': 160,
   '2005': 65,
   '1911': 267,
   '1916': 810,
   '1919': 733,
   '1926': 942,
   '1930': 930,
   '1931': 944,
   '1944': 1316,
   '1946': 1692,
   '1948': 1768,
   '1955': 1720,
   '1961': 1327,
   '1965': 821,
   '1970': 342,
   '1971': 242,
   '1974': 182,
   '1991': 124,
   '1993': 141,
   '2000': 86,
   '2001': 113,
   '2003': 82,
   '2008': 56,
   '2010': 52,
   '1913': 430,
   '1918': 754,
   '1922': 850,
   '1924': 855,
   '1927': 913,
   '1934': 931,
   '1940': 1135,
   '1945': 1348,
   '1951': 1855,
   '1956': 1725,
   '1957': 1731,
   '1959': 1634,
   '1964': 1113,
   '1979': 175,
   '1980': 177,
   '1987': 116,
   '1994': 106,
   '1997': 107,
   '2007': 40,
   '2011': 35,
   '2013': 34,
   '1929': 942,
   '1938': 1009,
   '1963': 1141,
   '1967': 533,
   '1976': 157,
   '1982': 224,
   '1983': 140,
   '1988': 129,
   '1999': 92,
   '2012': 44,
   '1932': 980,
   '1939': 1052,
   '1941': 1148,
   '1969': 336,
   '1992': 138,
   '1996': 116,
   '2002': 82,
   '1915': 731,
   '1935': 981,
   '1942': 1293,
   '1958': 1595,
   '1966': 669,
   '1968': 443,
   '1984': 149,
   '1990': 134,
   '2004': 86,
   '2006': 73,
   '2014': 42}},
 {'_id': ObjectId('5eb51b899993d0175fb6b480'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'CT',
  'YearsCountDict': {'1916': 1078,
   '1922': 836,
   '1923': 863,
   '1928': 643,
   '1947': 665,
   '1949': 586,
   '1950': 611,
   '1953': 665,
   '1955': 772,
   '1958': 702,
   '1961': 661,
   '1971': 198,
   '1981': 105,
   '1985': 92,
   '1986': 81,
   '1994': 100,
   '2001': 49,
   '2004': 50,
   '1924': 760,
   '1926': 751,
   '1931': 552,
   '1935': 428,
   '1940': 450,
   '1942': 581,
   '1954': 749,
   '1957': 762,
   '1964': 592,
   '1967': 336,
   '1969': 256,
   '1970': 236,
   '1992': 84,
   '2008': 27,
   '1920': 970,
   '1930': 625,
   '1956': 752,
   '1963': 590,
   '1966': 381,
   '1974': 89,
   '1982': 98,
   '1984': 73,
   '2003': 50,
   '2005': 44,
   '2006': 30,
   '2010': 29,
   '2012': 20,
   '2014': 22,
   '1913': 606,
   '1914': 851,
   '1921': 1010,
   '1933': 493,
   '1934': 459,
   '1939': 419,
   '1946': 643,
   '1965': 519,
   '1976': 103,
   '1999': 68,
   '2007': 38,
   '2011': 22,
   '1918': 1119,
   '1936': 422,
   '1937': 438,
   '1948': 619,
   '1959': 763,
   '1972': 136,
   '1979': 80,
   '1995': 80,
   '1996': 73,
   '1911': 382,
   '1938': 390,
   '1952': 632,
   '1960': 682,
   '1968': 277,
   '1973': 124,
   '1997': 65,
   '2002': 59,
   '2009': 27,
   '1915': 989,
   '1919': 969,
   '1925': 729,
   '1932': 493,
   '1941': 509,
   '1944': 520,
   '1945': 532,
   '1951': 623,
   '1987': 76,
   '1991': 109,
   '1993': 94,
   '1998': 68,
   '2000': 66,
   '2013': 24,
   '1910': 304,
   '1912': 471,
   '1917': 1138,
   '1927': 668,
   '1929': 624,
   '1943': 589,
   '1962': 576,
   '1975': 89,
   '1977': 83,
   '1978': 95,
   '1980': 120,
   '1983': 99,
   '1988': 94,
   '1989': 93,
   '1990': 96}},
 {'_id': ObjectId('5eb51b899993d0175fb7174c'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AL',
  'YearsCountDict': {'1913': 1125,
   '1919': 2223,
   '1925': 2694,
   '1933': 2106,
   '1936': 2017,
   '1952': 1720,
   '1957': 1223,
   '1960': 982,
   '1962': 821,
   '1967': 590,
   '1980': 321,
   '1981': 298,
   '1985': 274,
   '2001': 234,
   '2011': 138,
   '1912': 1041,
   '1916': 1722,
   '1923': 2420,
   '1939': 2073,
   '1955': 1354,
   '1968': 496,
   '1982': 314,
   '1987': 246,
   '1989': 257,
   '2004': 204,
   '1922': 2384,
   '1927': 2610,
   '1928': 2501,
   '1944': 2079,
   '1958': 1044,
   '1965': 715,
   '1991': 266,
   '1998': 243,
   '2002': 265,
   '2008': 183,
   '1917': 1825,
   '1924': 2596,
   '1930': 2397,
   '1943': 2308,
   '1959': 1048,
   '1963': 781,
   '1969': 465,
   '1971': 444,
   '1986': 240,
   '1990': 294,
   '2005': 221,
   '2007': 191,
   '2010': 147,
   '1910': 875,
   '1911': 804,
   '1920': 2357,
   '1921': 2318,
   '1947': 2117,
   '1951': 1704,
   '1954': 1447,
   '1964': 800,
   '1966': 645,
   '1973': 320,
   '1979': 253,
   '1997': 264,
   '2009': 144,
   '1914': 1429,
   '1932': 2339,
   '1935': 2214,
   '1937': 2154,
   '1938': 2193,
   '1942': 2351,
   '1945': 2081,
   '1956': 1247,
   '1972': 361,
   '1975': 254,
   '1976': 290,
   '1977': 268,
   '1983': 283,
   '2012': 123,
   '2013': 126,
   '1926': 2535,
   '1929': 2339,
   '1934': 2287,
   '1941': 2099,
   '1946': 2107,
   '1948': 2074,
   '1949': 1976,
   '1961': 930,
   '1970': 455,
   '1978': 291,
   '1984': 266,
   '1988': 275,
   '1992': 259,
   '1994': 284,
   '1995': 282,
   '1999': 269,
   '2000': 261,
   '2003': 204,
   '2006': 150,
   '2014': 112,
   '1915': 1552,
   '1918': 1914,
   '1931': 2274,
   '1940': 2074,
   '1950': 1839,
   '1953': 1503,
   '1974': 339,
   '1993': 243,
   '1996': 276}},
 {'_id': ObjectId('5eb51b899993d0175fb72926'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'TN',
  'YearsCountDict': {'1938': 1827,
   '1942': 1865,
   '1957': 1104,
   '1965': 636,
   '1967': 559,
   '1968': 504,
   '1969': 525,
   '1970': 520,
   '1995': 270,
   '2005': 193,
   '1916': 1723,
   '1923': 2371,
   '1927': 2329,
   '1930': 2102,
   '1932': 2023,
   '1936': 1792,
   '1943': 1927,
   '1953': 1463,
   '1963': 767,
   '1973': 408,
   '1975': 342,
   '1985': 320,
   '1990': 281,
   '1993': 325,
   '2002': 231,
   '2004': 178,
   '1913': 1029,
   '1917': 1744,
   '1948': 1778,
   '1956': 1207,
   '1959': 973,
   '1972': 413,
   '1974': 349,
   '1994': 302,
   '1996': 290,
   '2000': 258,
   '2001': 248,
   '2003': 215,
   '2010': 127,
   '2011': 103,
   '2014': 101,
   '1921': 2254,
   '1926': 2151,
   '1928': 2115,
   '1941': 1926,
   '1946': 1876,
   '1947': 1928,
   '1954': 1321,
   '1960': 907,
   '1971': 469,
   '1977': 327,
   '1986': 287,
   '1998': 257,
   '1911': 721,
   '1922': 2245,
   '1924': 2474,
   '1925': 2442,
   '1934': 1957,
   '1937': 1742,
   '1939': 1734,
   '1958': 1037,
   '1962': 797,
   '1964': 755,
   '1976': 337,
   '1979': 350,
   '1983': 344,
   '1987': 320,
   '1988': 313,
   '1989': 302,
   '1992': 308,
   '1999': 229,
   '2006': 162,
   '1914': 1158,
   '1920': 2076,
   '1944': 1810,
   '1945': 1646,
   '1949': 1670,
   '1950': 1555,
   '1952': 1488,
   '1961': 874,
   '1978': 352,
   '1991': 297,
   '2013': 102,
   '1910': 735,
   '1915': 1515,
   '1929': 2028,
   '1931': 2042,
   '1933': 1844,
   '1935': 1952,
   '1951': 1547,
   '1955': 1284,
   '1966': 563,
   '1981': 365,
   '2007': 173,
   '2008': 169,
   '2012': 111,
   '1912': 869,
   '1918': 1909,
   '1919': 2001,
   '1940': 1780,
   '1980': 363,
   '1982': 364,
   '1984': 314,
   '1997': 268,
   '2009': 165}},
 {'_id': ObjectId('5eb51b899993d0175fb74f71'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MS',
  'YearsCountDict': {'1913': 899,
   '1959': 1010,
   '1977': 232,
   '1985': 171,
   '2000': 153,
   '2004': 114,
   '2013': 78,
   '1910': 762,
   '1914': 970,
   '1922': 1719,
   '1943': 1715,
   '1947': 1742,
   '1950': 1639,
   '1952': 1536,
   '1955': 1312,
   '1961': 833,
   '1962': 817,
   '1964': 721,
   '1967': 512,
   '1970': 406,
   '1973': 284,
   '1980': 231,
   '2001': 148,
   '2002': 124,
   '2007': 83,
   '1912': 806,
   '1932': 1568,
   '1933': 1497,
   '1948': 1714,
   '1956': 1225,
   '1960': 941,
   '1998': 141,
   '2003': 113,
   '1917': 1215,
   '1919': 1520,
   '1923': 1617,
   '1931': 1463,
   '1939': 1565,
   '1942': 1652,
   '1989': 145,
   '1990': 161,
   '1999': 144,
   '2010': 74,
   '2012': 89,
   '1916': 1263,
   '1918': 1348,
   '1928': 1680,
   '1929': 1624,
   '1945': 1500,
   '1951': 1587,
   '1954': 1377,
   '1958': 1002,
   '1971': 353,
   '1975': 237,
   '1978': 192,
   '1988': 179,
   '1995': 194,
   '1996': 145,
   '2008': 104,
   '1915': 1141,
   '1920': 1556,
   '1924': 1734,
   '1927': 1840,
   '1940': 1559,
   '1944': 1545,
   '1965': 617,
   '1974': 254,
   '1976': 213,
   '1987': 160,
   '1992': 153,
   '1994': 159,
   '2006': 88,
   '1911': 606,
   '1921': 1526,
   '1930': 1662,
   '1935': 1504,
   '1937': 1498,
   '1946': 1621,
   '1949': 1765,
   '1953': 1496,
   '1963': 764,
   '1972': 314,
   '1979': 222,
   '1982': 261,
   '1986': 160,
   '1993': 147,
   '2005': 121,
   '2009': 90,
   '2014': 82,
   '1925': 1778,
   '1926': 1713,
   '1934': 1491,
   '1936': 1549,
   '1938': 1538,
   '1941': 1628,
   '1957': 1164,
   '1966': 565,
   '1968': 424,
   '1969': 374,
   '1981': 207,
   '1983': 178,
   '1984': 193,
   '1991': 162,
   '1997': 145,
   '2011': 96}},
 {'_id': ObjectId('5eb51b899993d0175fb769d2'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AK',
  'YearsCountDict': {'1930': 35,
   '1931': 41,
   '1932': 26,
   '1933': 25,
   '1934': 31,
   '1982': 29,
   '1984': 31,
   '2011': 15,
   '1954': 93,
   '1976': 23,
   '1978': 29,
   '1981': 32,
   '1985': 42,
   '1992': 21,
   '1994': 21,
   '1995': 31,
   '2000': 18,
   '2005': 18,
   '1951': 77,
   '1974': 35,
   '2006': 9,
   '2007': 11,
   '1910': 14,
   '1911': 12,
   '1912': 9,
   '1913': 21,
   '1914': 22,
   '1915': 23,
   '1916': 18,
   '1917': 21,
   '1918': 27,
   '1919': 22,
   '1952': 75,
   '1962': 86,
   '1973': 29,
   '1979': 25,
   '1991': 31,
   '1996': 14,
   '2002': 16,
   '1939': 28,
   '1940': 43,
   '1941': 41,
   '1947': 63,
   '1948': 71,
   '1957': 99,
   '1959': 61,
   '1960': 78,
   '1961': 80,
   '1971': 46,
   '1977': 26,
   '1987': 32,
   '1997': 25,
   '2008': 12,
   '1942': 43,
   '1943': 47,
   '1944': 42,
   '1956': 96,
   '1963': 78,
   '1966': 67,
   '1967': 59,
   '1968': 36,
   '1969': 51,
   '1970': 47,
   '1980': 38,
   '1983': 36,
   '1989': 29,
   '1993': 26,
   '1999': 19,
   '2014': 6,
   '1925': 24,
   '1926': 39,
   '1927': 30,
   '1928': 27,
   '1929': 25,
   '1935': 29,
   '1936': 33,
   '1937': 41,
   '1938': 37,
   '1945': 47,
   '1946': 47,
   '1949': 79,
   '1950': 71,
   '1953': 80,
   '1975': 29,
   '1988': 28,
   '2003': 9,
   '2004': 11,
   '1920': 38,
   '1921': 36,
   '1922': 29,
   '1923': 26,
   '1924': 41,
   '1955': 91,
   '1958': 84,
   '1964': 84,
   '1965': 68,
   '1972': 31,
   '1986': 27,
   '1990': 27,
   '1998': 19,
   '2001': 16,
   '2009': 6,
   '2010': 15,
   '2012': 15,
   '2013': 14}},
 {'_id': ObjectId('5eb51b899993d0175fb76eab'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'PA',
  'YearsCountDict': {'1921': 7771,
   '1932': 4536,
   '1934': 4088,
   '1935': 3929,
   '1937': 4037,
   '1938': 4059,
   '1940': 3942,
   '1941': 4085,
   '1953': 4025,
   '1956': 3872,
   '1970': 1051,
   '1972': 739,
   '1982': 497,
   '2002': 264,
   '1911': 3188,
   '1944': 3952,
   '1963': 2577,
   '1964': 2531,
   '1969': 1145,
   '1977': 526,
   '1985': 398,
   '1995': 367,
   '1997': 303,
   '2012': 130,
   '1926': 6004,
   '1939': 3878,
   '1946': 4455,
   '1951': 4208,
   '1958': 3697,
   '1959': 3578,
   '1967': 1418,
   '1987': 365,
   '1991': 415,
   '1992': 430,
   '1910': 2913,
   '1912': 4106,
   '1923': 7034,
   '1924': 7200,
   '1925': 6565,
   '1930': 5186,
   '1949': 4350,
   '1974': 593,
   '1980': 531,
   '1998': 286,
   '2007': 191,
   '1914': 5981,
   '1920': 7651,
   '1931': 4916,
   '1936': 3932,
   '1943': 4471,
   '1950': 4074,
   '1965': 2049,
   '1966': 1695,
   '1973': 611,
   '1976': 476,
   '1981': 502,
   '1984': 430,
   '1999': 319,
   '2001': 299,
   '2008': 165,
   '2014': 124,
   '1915': 7970,
   '1922': 7303,
   '1928': 5739,
   '1955': 4071,
   '1961': 3035,
   '1968': 1275,
   '1983': 455,
   '1993': 437,
   '2004': 223,
   '2005': 199,
   '2006': 183,
   '2010': 158,
   '1913': 4738,
   '1927': 6228,
   '1942': 4474,
   '1947': 4845,
   '1952': 4171,
   '1960': 3295,
   '1962': 2635,
   '1978': 468,
   '1979': 500,
   '1986': 388,
   '2003': 225,
   '2011': 128,
   '1916': 7730,
   '1917': 7987,
   '1918': 8184,
   '1919': 7428,
   '1929': 5303,
   '1933': 4122,
   '1945': 3658,
   '1948': 4440,
   '1954': 4394,
   '1957': 3968,
   '1971': 807,
   '1975': 580,
   '1988': 400,
   '1989': 447,
   '1990': 414,
   '1994': 430,
   '1996': 358,
   '2000': 310,
   '2009': 160,
   '2013': 123}},
 {'_id': ObjectId('5eb51b899993d0175fb7848e'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WA',
  'YearsCountDict': {'1914': 281,
   '1915': 368,
   '1918': 479,
   '1930': 401,
   '1938': 382,
   '1944': 684,
   '1955': 735,
   '1967': 326,
   '1988': 112,
   '1923': 475,
   '1931': 377,
   '1952': 828,
   '1954': 791,
   '1957': 684,
   '1969': 231,
   '1970': 228,
   '1972': 130,
   '1977': 133,
   '1990': 129,
   '1999': 78,
   '2013': 39,
   '2014': 32,
   '1927': 463,
   '1929': 432,
   '1935': 375,
   '1950': 818,
   '1958': 621,
   '1961': 495,
   '1965': 353,
   '1980': 193,
   '1985': 123,
   '1992': 114,
   '1994': 108,
   '2001': 90,
   '2005': 62,
   '2007': 60,
   '2011': 38,
   '1913': 235,
   '1940': 366,
   '1951': 736,
   '1960': 548,
   '1964': 443,
   '1973': 166,
   '1986': 122,
   '1996': 108,
   '1910': 112,
   '1912': 207,
   '1925': 436,
   '1928': 400,
   '1937': 378,
   '1956': 702,
   '1968': 226,
   '1971': 177,
   '1974': 122,
   '1975': 134,
   '1978': 123,
   '1995': 103,
   '2012': 35,
   '1917': 408,
   '1919': 419,
   '1922': 531,
   '1926': 434,
   '1934': 361,
   '1941': 423,
   '1945': 655,
   '1953': 757,
   '1959': 683,
   '1979': 161,
   '1987': 134,
   '2002': 74,
   '2003': 80,
   '2004': 71,
   '2009': 47,
   '1920': 544,
   '1932': 398,
   '1942': 571,
   '1943': 600,
   '1946': 753,
   '1949': 796,
   '1962': 514,
   '1976': 119,
   '1981': 179,
   '1982': 149,
   '1984': 145,
   '1989': 140,
   '1993': 83,
   '1997': 93,
   '2006': 61,
   '2010': 40,
   '1911': 131,
   '1916': 364,
   '1921': 531,
   '1924': 464,
   '1933': 388,
   '1936': 351,
   '1939': 349,
   '1947': 790,
   '1948': 805,
   '1963': 465,
   '1966': 325,
   '1983': 147,
   '1991': 117,
   '1998': 85,
   '2000': 73,
   '2008': 50}},
 {'_id': ObjectId('5eb51b899993d0175fb7aaf5'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NC',
  'YearsCountDict': {'1914': 1581,
   '1921': 2811,
   '1945': 2224,
   '1948': 2402,
   '1954': 1700,
   '1957': 1505,
   '1959': 1256,
   '1978': 358,
   '1979': 381,
   '1997': 292,
   '2008': 161,
   '1917': 2129,
   '1918': 2344,
   '1925': 2915,
   '1931': 2441,
   '1932': 2674,
   '1940': 2281,
   '1962': 1084,
   '1964': 999,
   '1965': 893,
   '1966': 764,
   '1967': 705,
   '1980': 423,
   '1984': 337,
   '1986': 333,
   '2010': 141,
   '1913': 1180,
   '1916': 2056,
   '1919': 2577,
   '1920': 2675,
   '1924': 3126,
   '1929': 2665,
   '1933': 2387,
   '1934': 2442,
   '1937': 2305,
   '1947': 2571,
   '1974': 415,
   '1989': 355,
   '1992': 355,
   '2001': 265,
   '2006': 214,
   '2013': 115,
   '1912': 1086,
   '1915': 1946,
   '1936': 2254,
   '1951': 2115,
   '1953': 1779,
   '1968': 650,
   '1969': 635,
   '1976': 369,
   '1987': 369,
   '1991': 386,
   '1994': 339,
   '2011': 130,
   '1910': 837,
   '1911': 838,
   '1922': 2852,
   '1927': 2967,
   '1949': 2236,
   '1955': 1681,
   '1963': 1062,
   '2000': 280,
   '2005': 221,
   '1935': 2410,
   '1946': 2413,
   '1971': 555,
   '1973': 434,
   '1977': 384,
   '1982': 377,
   '1983': 357,
   '1998': 285,
   '2002': 228,
   '2007': 181,
   '2012': 110,
   '1928': 2898,
   '1942': 2413,
   '1943': 2447,
   '1950': 2032,
   '1952': 1960,
   '1956': 1519,
   '1958': 1353,
   '1970': 647,
   '1988': 336,
   '2004': 262,
   '1923': 2891,
   '1926': 2912,
   '1930': 2483,
   '1938': 2347,
   '1939': 2287,
   '1941': 2250,
   '1944': 2312,
   '1960': 1165,
   '1961': 1176,
   '1972': 471,
   '1975': 383,
   '1981': 417,
   '1985': 369,
   '1990': 358,
   '1993': 346,
   '1995': 285,
   '1996': 291,
   '1999': 312,
   '2003': 244,
   '2009': 145,
   '2014': 114}},
 {'_id': ObjectId('5eb51b899993d0175fb7d408'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'VT',
  'YearsCountDict': {'1918': 139,
   '1921': 154,
   '1935': 99,
   '1939': 106,
   '1949': 173,
   '1968': 42,
   '1973': 18,
   '1988': 14,
   '2008': 8,
   '1920': 132,
   '1926': 114,
   '1929': 141,
   '1936': 112,
   '1953': 173,
   '1954': 187,
   '1957': 156,
   '1969': 39,
   '1974': 20,
   '1975': 20,
   '1978': 20,
   '1980': 32,
   '1986': 19,
   '1999': 13,
   '1910': 45,
   '1911': 62,
   '1912': 95,
   '1914': 106,
   '1922': 129,
   '1927': 114,
   '1930': 126,
   '1937': 104,
   '1940': 123,
   '1947': 183,
   '1951': 147,
   '1959': 126,
   '1960': 101,
   '1961': 98,
   '1962': 81,
   '1964': 96,
   '1976': 23,
   '1977': 22,
   '1982': 13,
   '2002': 11,
   '1915': 120,
   '1916': 144,
   '1928': 123,
   '1952': 155,
   '1965': 73,
   '1967': 56,
   '1970': 35,
   '1983': 18,
   '1990': 22,
   '1991': 13,
   '1917': 126,
   '1919': 121,
   '1931': 114,
   '1945': 120,
   '1946': 132,
   '1950': 155,
   '1956': 123,
   '1963': 84,
   '1971': 44,
   '1972': 31,
   '1987': 9,
   '1995': 9,
   '2000': 13,
   '2001': 10,
   '1913': 80,
   '1923': 119,
   '1932': 127,
   '1943': 121,
   '1944': 118,
   '1948': 146,
   '1955': 144,
   '1966': 61,
   '1989': 13,
   '1992': 17,
   '1997': 6,
   '1998': 10,
   '2003': 15,
   '1925': 141,
   '1933': 117,
   '1938': 105,
   '1942': 128,
   '1958': 117,
   '1981': 23,
   '1984': 18,
   '1985': 20,
   '1996': 15,
   '1924': 124,
   '1934': 114,
   '1941': 111,
   '1979': 27,
   '1993': 11,
   '1994': 14,
   '2004': 5}},
 {'_id': ObjectId('5eb51b8a9993d0175fb828f7'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'OR',
  'YearsCountDict': {'1910': 54,
   '1931': 217,
   '1950': 429,
   '1951': 450,
   '1954': 459,
   '1957': 383,
   '1961': 305,
   '1962': 233,
   '1969': 132,
   '1972': 98,
   '1984': 87,
   '1992': 63,
   '1997': 62,
   '1999': 66,
   '2004': 41,
   '2006': 44,
   '1912': 129,
   '1919': 256,
   '1928': 252,
   '1932': 198,
   '1933': 188,
   '1978': 97,
   '1985': 82,
   '1987': 63,
   '1998': 54,
   '1918': 230,
   '1921': 326,
   '1936': 210,
   '1939': 235,
   '1944': 368,
   '1947': 504,
   '1949': 435,
   '1952': 439,
   '1955': 417,
   '1971': 112,
   '1974': 83,
   '1976': 94,
   '1981': 109,
   '1993': 74,
   '2001': 39,
   '2014': 20,
   '1914': 149,
   '1915': 248,
   '1922': 271,
   '1935': 190,
   '1938': 253,
   '1942': 351,
   '1946': 421,
   '1948': 442,
   '1956': 373,
   '1966': 160,
   '1979': 99,
   '2003': 44,
   '2010': 22,
   '1911': 73,
   '1913': 136,
   '1923': 321,
   '1925': 274,
   '1926': 238,
   '1958': 362,
   '1968': 144,
   '1975': 94,
   '1983': 80,
   '1988': 68,
   '1996': 60,
   '1916': 198,
   '1917': 249,
   '1927': 259,
   '1943': 395,
   '1960': 323,
   '1967': 165,
   '1973': 90,
   '1980': 118,
   '1989': 69,
   '1991': 80,
   '2009': 32,
   '2013': 20,
   '1920': 271,
   '1924': 291,
   '1929': 244,
   '1930': 268,
   '1937': 238,
   '1953': 486,
   '1959': 295,
   '1963': 222,
   '1965': 229,
   '1970': 122,
   '1982': 121,
   '1990': 85,
   '1995': 49,
   '2000': 60,
   '2005': 27,
   '2007': 31,
   '2011': 20,
   '1934': 206,
   '1940': 250,
   '1941': 255,
   '1945': 371,
   '1964': 252,
   '1977': 84,
   '1986': 68,
   '1994': 56,
   '2002': 39,
   '2008': 40,
   '2012': 14}},
 {'_id': ObjectId('5eb51b8a9993d0175fb85300'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'SC',
  'YearsCountDict': {'1911': 508,
   '1912': 711,
   '1918': 1412,
   '1923': 1646,
   '1939': 1483,
   '1946': 1570,
   '1954': 1300,
   '1977': 237,
   '1982': 225,
   '1986': 162,
   '1999': 162,
   '2001': 174,
   '2002': 159,
   '1920': 1615,
   '1921': 1687,
   '1924': 1742,
   '1976': 240,
   '1979': 243,
   '1994': 168,
   '1996': 197,
   '1914': 908,
   '1941': 1626,
   '1949': 1595,
   '1953': 1357,
   '1957': 995,
   '1978': 228,
   '1990': 188,
   '1991': 207,
   '1992': 209,
   '2009': 95,
   '1925': 1670,
   '1929': 1419,
   '1934': 1528,
   '1935': 1463,
   '1947': 1710,
   '1948': 1639,
   '1951': 1458,
   '1952': 1402,
   '1981': 225,
   '1987': 178,
   '1995': 188,
   '1997': 171,
   '2005': 141,
   '2006': 123,
   '2008': 98,
   '2014': 92,
   '1915': 1098,
   '1919': 1616,
   '1922': 1634,
   '1926': 1628,
   '1933': 1465,
   '1937': 1548,
   '1938': 1478,
   '1944': 1603,
   '1956': 1097,
   '1959': 877,
   '1966': 469,
   '1967': 475,
   '2003': 142,
   '2007': 103,
   '1916': 1243,
   '1936': 1435,
   '1942': 1635,
   '1960': 805,
   '1963': 644,
   '1969': 365,
   '1972': 277,
   '1985': 214,
   '2000': 167,
   '2013': 93,
   '1928': 1539,
   '1930': 1450,
   '1932': 1565,
   '1940': 1570,
   '1958': 897,
   '1962': 715,
   '1964': 617,
   '1968': 422,
   '1971': 338,
   '1973': 273,
   '1974': 245,
   '1975': 233,
   '1988': 189,
   '1989': 196,
   '1910': 602,
   '1913': 725,
   '1917': 1263,
   '1927': 1638,
   '1931': 1365,
   '1943': 1699,
   '1945': 1548,
   '1950': 1455,
   '1955': 1144,
   '1961': 750,
   '1965': 531,
   '1970': 364,
   '1980': 235,
   '1983': 203,
   '1984': 202,
   '1993': 179,
   '1998': 175,
   '2004': 124,
   '2010': 72,
   '2011': 97,
   '2012': 79}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8564f'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'IA',
  'YearsCountDict': {'1987': 58,
   '2009': 27,
   '2012': 21,
   '1957': 966,
   '1962': 729,
   '2001': 48,
   '2002': 43,
   '2008': 31,
   '2013': 27,
   '2014': 16,
   '1936': 1072,
   '1945': 1079,
   '1953': 1216,
   '1968': 309,
   '1996': 59,
   '2000': 54,
   '2006': 36,
   '1911': 279,
   '1913': 480,
   '1918': 1070,
   '1927': 1170,
   '1929': 1025,
   '1933': 1059,
   '1937': 1100,
   '1943': 1242,
   '1967': 344,
   '1969': 270,
   '1991': 80,
   '1998': 53,
   '1999': 52,
   '2005': 34,
   '2010': 26,
   '1910': 239,
   '1914': 624,
   '1915': 867,
   '1920': 1213,
   '1921': 1215,
   '1926': 1051,
   '1934': 1091,
   '1935': 1025,
   '1940': 1098,
   '1944': 1173,
   '1952': 1220,
   '1956': 1082,
   '1960': 789,
   '1977': 112,
   '1980': 134,
   '1982': 117,
   '1984': 94,
   '1990': 62,
   '2004': 40,
   '1928': 1100,
   '1939': 1028,
   '1941': 1091,
   '1949': 1290,
   '1954': 1275,
   '1955': 1153,
   '1963': 685,
   '1979': 112,
   '1995': 65,
   '1997': 54,
   '2003': 31,
   '2011': 21,
   '1922': 1144,
   '1923': 1204,
   '1950': 1312,
   '1958': 831,
   '1961': 780,
   '1965': 495,
   '1973': 121,
   '1974': 119,
   '1976': 116,
   '1983': 110,
   '1989': 64,
   '1992': 64,
   '2007': 22,
   '1917': 1077,
   '1919': 1076,
   '1931': 1118,
   '1932': 1077,
   '1938': 1087,
   '1942': 1192,
   '1947': 1397,
   '1948': 1354,
   '1951': 1362,
   '1964': 615,
   '1966': 449,
   '1972': 156,
   '1975': 129,
   '1981': 118,
   '1986': 72,
   '1988': 73,
   '1993': 73,
   '1994': 53,
   '1912': 403,
   '1916': 982,
   '1924': 1158,
   '1925': 1123,
   '1930': 1140,
   '1946': 1296,
   '1959': 832,
   '1970': 246,
   '1971': 217,
   '1978': 133,
   '1985': 91}},
 {'_id': ObjectId('5eb51b8a9993d0175fb85e6a'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'OK',
  'YearsCountDict': {'1911': 348,
   '1925': 1452,
   '1941': 1056,
   '2000': 78,
   '2002': 57,
   '2004': 55,
   '1910': 326,
   '1921': 1338,
   '1922': 1358,
   '1950': 814,
   '1955': 607,
   '1956': 546,
   '1957': 541,
   '1963': 358,
   '1977': 155,
   '1982': 168,
   '1990': 97,
   '1994': 83,
   '2001': 63,
   '2003': 51,
   '2006': 42,
   '2014': 32,
   '1920': 1313,
   '1923': 1446,
   '1933': 1254,
   '1937': 1094,
   '1939': 1082,
   '1945': 851,
   '1948': 819,
   '1949': 809,
   '1951': 746,
   '1953': 660,
   '1962': 364,
   '1965': 298,
   '1967': 227,
   '1972': 171,
   '1978': 126,
   '1980': 167,
   '1986': 127,
   '1989': 94,
   '2005': 51,
   '2012': 22,
   '1917': 931,
   '1919': 1051,
   '1931': 1237,
   '1932': 1224,
   '1934': 1223,
   '1935': 1154,
   '1943': 1047,
   '1947': 914,
   '1966': 254,
   '1968': 210,
   '1976': 126,
   '1988': 94,
   '1913': 525,
   '1918': 1036,
   '1926': 1410,
   '1928': 1341,
   '1930': 1318,
   '1946': 877,
   '1954': 669,
   '1961': 413,
   '1981': 166,
   '1983': 169,
   '1992': 102,
   '1915': 763,
   '1916': 815,
   '1940': 1042,
   '1942': 1067,
   '1944': 997,
   '1952': 710,
   '1959': 460,
   '1969': 204,
   '1971': 192,
   '1975': 126,
   '1984': 144,
   '1987': 97,
   '1996': 70,
   '1998': 70,
   '2007': 39,
   '2009': 39,
   '2010': 29,
   '2011': 29,
   '1912': 431,
   '1914': 572,
   '1924': 1461,
   '1929': 1350,
   '1960': 470,
   '1974': 138,
   '1979': 162,
   '1985': 136,
   '1991': 92,
   '1993': 91,
   '1995': 82,
   '1997': 65,
   '2008': 46,
   '2013': 29,
   '1927': 1502,
   '1936': 1097,
   '1938': 1115,
   '1958': 468,
   '1964': 347,
   '1970': 193,
   '1973': 129,
   '1999': 58}},
 {'_id': ObjectId('5eb51b8a9993d0175fb85f05'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'FL',
  'YearsCountDict': {'1910': 239,
   '1911': 223,
   '1922': 706,
   '1929': 823,
   '1932': 837,
   '1935': 781,
   '1942': 1066,
   '1947': 1237,
   '1955': 1256,
   '1962': 1003,
   '1977': 348,
   '1979': 341,
   '1994': 327,
   '1995': 291,
   '1999': 234,
   '2001': 219,
   '1934': 788,
   '1954': 1244,
   '1965': 849,
   '1971': 546,
   '1973': 445,
   '2002': 195,
   '2006': 146,
   '2011': 75,
   '1920': 626,
   '1923': 794,
   '1931': 782,
   '1933': 679,
   '1938': 803,
   '1948': 1224,
   '1953': 1222,
   '1956': 1348,
   '1963': 966,
   '1964': 1052,
   '1968': 640,
   '1970': 577,
   '1984': 321,
   '1988': 340,
   '1992': 328,
   '2007': 153,
   '2013': 84,
   '1913': 326,
   '1914': 427,
   '1918': 585,
   '1930': 801,
   '1950': 1157,
   '1958': 1256,
   '1967': 704,
   '1978': 363,
   '1982': 418,
   '1985': 356,
   '1993': 322,
   '1998': 232,
   '2003': 175,
   '2009': 93,
   '2010': 100,
   '2012': 80,
   '2014': 83,
   '1912': 290,
   '1921': 717,
   '1927': 1042,
   '1936': 783,
   '1943': 1215,
   '1949': 1107,
   '1951': 1222,
   '1959': 1195,
   '1961': 1133,
   '1972': 455,
   '1976': 386,
   '1987': 349,
   '2000': 223,
   '2005': 166,
   '2008': 114,
   '1916': 537,
   '1917': 581,
   '1919': 620,
   '1926': 1068,
   '1928': 916,
   '1937': 816,
   '1946': 1123,
   '1952': 1229,
   '1969': 549,
   '1981': 422,
   '1991': 371,
   '1997': 221,
   '1915': 482,
   '1924': 846,
   '1940': 902,
   '1941': 907,
   '1944': 1175,
   '1960': 1201,
   '1966': 779,
   '1974': 417,
   '1975': 379,
   '1980': 407,
   '1989': 361,
   '1990': 357,
   '2004': 200,
   '1925': 972,
   '1939': 888,
   '1945': 1216,
   '1957': 1239,
   '1983': 360,
   '1986': 326,
   '1996': 253}},
 {'_id': ObjectId('5eb51b8a9993d0175fb861bc'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'IL',
  'YearsCountDict': {'1910': 1076,
   '1918': 3381,
   '1919': 3396,
   '1921': 3674,
   '1926': 3336,
   '1931': 3118,
   '1933': 2753,
   '1935': 2570,
   '1936': 2680,
   '1946': 3492,
   '1963': 2658,
   '1969': 1169,
   '1975': 577,
   '1978': 491,
   '1980': 621,
   '1991': 439,
   '1999': 278,
   '2006': 172,
   '2007': 157,
   '1916': 3287,
   '1942': 3205,
   '1949': 3728,
   '1951': 3778,
   '1959': 3700,
   '1982': 519,
   '1983': 523,
   '1987': 457,
   '2000': 293,
   '2001': 246,
   '2005': 196,
   '1914': 2332,
   '1924': 3553,
   '1927': 3575,
   '1955': 4100,
   '1966': 1706,
   '1970': 1046,
   '1971': 884,
   '1974': 629,
   '1985': 448,
   '1988': 392,
   '1989': 415,
   '1998': 292,
   '2002': 261,
   '1923': 3607,
   '1950': 3810,
   '1952': 3871,
   '1954': 4341,
   '1960': 3571,
   '1964': 2556,
   '1965': 2102,
   '1967': 1439,
   '1973': 637,
   '1976': 504,
   '1981': 598,
   '1984': 426,
   '1995': 356,
   '1996': 314,
   '2008': 127,
   '2010': 96,
   '1911': 1207,
   '1930': 3444,
   '1945': 2931,
   '1962': 2780,
   '1968': 1319,
   '1972': 692,
   '1992': 395,
   '2003': 238,
   '1912': 1594,
   '1928': 3415,
   '1943': 3352,
   '1958': 3659,
   '1961': 3157,
   '1979': 536,
   '1986': 394,
   '1994': 347,
   '2004': 205,
   '2009': 106,
   '2013': 105,
   '2014': 85,
   '1922': 3519,
   '1929': 3274,
   '1938': 2733,
   '1940': 2770,
   '1944': 3109,
   '1948': 3646,
   '1956': 4008,
   '1977': 546,
   '1990': 393,
   '1993': 420,
   '1913': 1956,
   '1915': 3043,
   '1917': 3474,
   '1920': 3472,
   '1925': 3498,
   '1932': 2903,
   '1934': 2670,
   '1937': 2772,
   '1939': 2634,
   '1941': 2797,
   '1947': 3938,
   '1953': 3806,
   '1957': 3993,
   '1997': 320,
   '2011': 92,
   '2012': 84}},
 {'_id': ObjectId('5eb51b8a9993d0175fb87b99'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MD',
  'YearsCountDict': {'1912': 562,
   '1915': 963,
   '1923': 1226,
   '1926': 1146,
   '1942': 1064,
   '1950': 1028,
   '1961': 849,
   '1963': 827,
   '1968': 441,
   '1972': 267,
   '1979': 169,
   '1928': 1132,
   '1938': 890,
   '1953': 1125,
   '1965': 713,
   '1966': 540,
   '1980': 193,
   '1986': 180,
   '1990': 215,
   '1996': 146,
   '2013': 41,
   '1919': 1069,
   '1922': 1189,
   '1927': 1200,
   '1937': 877,
   '1946': 1184,
   '1958': 1015,
   '1960': 920,
   '1974': 218,
   '1982': 199,
   '1985': 166,
   '1993': 149,
   '2002': 92,
   '1913': 617,
   '1930': 1043,
   '1931': 931,
   '1932': 995,
   '1943': 1191,
   '1949': 1023,
   '1951': 1063,
   '1952': 1087,
   '1988': 167,
   '1997': 149,
   '2004': 85,
   '2010': 54,
   '2012': 55,
   '1914': 718,
   '1916': 961,
   '1929': 1050,
   '1933': 903,
   '1941': 988,
   '1945': 965,
   '1956': 1108,
   '1962': 815,
   '1970': 371,
   '1975': 166,
   '1976': 181,
   '1978': 151,
   '1983': 168,
   '1984': 159,
   '1989': 168,
   '1994': 185,
   '2006': 76,
   '2008': 82,
   '1918': 1076,
   '1921': 1302,
   '1924': 1248,
   '1940': 906,
   '1955': 1103,
   '1957': 1013,
   '1959': 1001,
   '1969': 385,
   '1973': 223,
   '1992': 190,
   '1995': 149,
   '2000': 141,
   '2001': 123,
   '2003': 96,
   '2011': 52,
   '2014': 49,
   '1910': 393,
   '1911': 425,
   '1917': 1031,
   '1934': 886,
   '1939': 846,
   '1964': 729,
   '1967': 528,
   '1971': 317,
   '1977': 177,
   '1981': 191,
   '1987': 144,
   '1991': 202,
   '1998': 149,
   '1920': 1208,
   '1925': 1181,
   '1935': 882,
   '1936': 875,
   '1944': 1083,
   '1947': 1255,
   '1948': 1042,
   '1954': 1207,
   '1999': 97,
   '2005': 90,
   '2007': 61,
   '2009': 62}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8a0e4'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'RI',
  'YearsCountDict': {'1916': 414,
   '1919': 410,
   '1923': 426,
   '1924': 414,
   '1929': 269,
   '1931': 216,
   '1937': 144,
   '1945': 215,
   '1946': 253,
   '1948': 243,
   '1960': 241,
   '1971': 66,
   '1972': 37,
   '1974': 29,
   '1979': 31,
   '1992': 29,
   '1996': 14,
   '2000': 16,
   '1914': 350,
   '1922': 461,
   '1925': 382,
   '1930': 278,
   '1936': 167,
   '1941': 171,
   '1956': 292,
   '1957': 267,
   '2002': 14,
   '2007': 7,
   '2014': 6,
   '1921': 485,
   '1935': 172,
   '1938': 163,
   '1939': 180,
   '1949': 226,
   '1952': 249,
   '1953': 259,
   '1958': 268,
   '1964': 188,
   '1976': 29,
   '1984': 30,
   '1991': 21,
   '1993': 24,
   '1995': 19,
   '1999': 12,
   '2009': 6,
   '2011': 8,
   '1928': 319,
   '1951': 256,
   '1954': 300,
   '1961': 227,
   '1962': 235,
   '1968': 79,
   '1982': 21,
   '1985': 23,
   '1986': 27,
   '1989': 24,
   '2001': 11,
   '2003': 17,
   '1911': 168,
   '1913': 269,
   '1926': 309,
   '1942': 173,
   '1944': 195,
   '1950': 226,
   '1980': 33,
   '1981': 26,
   '1988': 23,
   '1997': 12,
   '2010': 5,
   '1918': 458,
   '1932': 225,
   '1940': 177,
   '1943': 234,
   '1955': 278,
   '1959': 258,
   '1963': 203,
   '1966': 116,
   '1967': 101,
   '1969': 66,
   '1983': 31,
   '1987': 25,
   '2004': 13,
   '2006': 12,
   '2008': 8,
   '1910': 141,
   '1915': 415,
   '1970': 77,
   '1973': 34,
   '1975': 23,
   '2013': 8,
   '1912': 266,
   '1917': 442,
   '1920': 452,
   '1927': 338,
   '1933': 187,
   '1934': 164,
   '1947': 281,
   '1965': 150,
   '1977': 31,
   '1978': 24,
   '1990': 31,
   '1994': 21,
   '1998': 20,
   '2005': 14}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8ae1e'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WI',
  'YearsCountDict': {'1921': 950,
   '1933': 1042,
   '1945': 1780,
   '1946': 1972,
   '1947': 2255,
   '1952': 2246,
   '1955': 2198,
   '1958': 1864,
   '1975': 174,
   '1983': 172,
   '1992': 113,
   '1994': 132,
   '2004': 64,
   '2009': 36,
   '1914': 541,
   '1928': 1130,
   '1931': 1089,
   '1957': 2128,
   '1965': 1065,
   '1969': 450,
   '1991': 135,
   '1995': 108,
   '1996': 100,
   '1997': 91,
   '2005': 57,
   '1910': 260,
   '1918': 873,
   '1924': 975,
   '1925': 1010,
   '1934': 1178,
   '1950': 2061,
   '1981': 186,
   '1982': 150,
   '1984': 141,
   '2007': 53,
   '1917': 838,
   '1920': 920,
   '1922': 970,
   '1929': 1130,
   '1932': 1118,
   '1942': 1583,
   '1943': 1723,
   '1960': 1791,
   '1966': 877,
   '1970': 399,
   '1972': 278,
   '1976': 172,
   '1985': 136,
   '1988': 113,
   '1999': 79,
   '2006': 57,
   '1923': 928,
   '1938': 1308,
   '1951': 2247,
   '1954': 2399,
   '1959': 1775,
   '1961': 1669,
   '1968': 571,
   '1973': 213,
   '1989': 130,
   '1990': 129,
   '1998': 80,
   '2000': 68,
   '2002': 63,
   '2003': 70,
   '1913': 458,
   '1926': 960,
   '1930': 1128,
   '1935': 1115,
   '1949': 2069,
   '1953': 2126,
   '1967': 683,
   '1974': 217,
   '1980': 195,
   '1912': 394,
   '1915': 759,
   '1927': 1120,
   '1936': 1189,
   '1937': 1274,
   '1940': 1461,
   '1962': 1464,
   '1963': 1363,
   '1971': 333,
   '1978': 154,
   '1979': 178,
   '2001': 78,
   '2013': 36,
   '2014': 36,
   '1911': 278,
   '1916': 838,
   '1919': 771,
   '1939': 1288,
   '1941': 1313,
   '1944': 1699,
   '1948': 2170,
   '1956': 2013,
   '1964': 1309,
   '1977': 183,
   '1986': 136,
   '1987': 110,
   '1993': 123,
   '2008': 52,
   '2010': 41,
   '2011': 34,
   '2012': 28}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8affe'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'UT',
  'YearsCountDict': {'1921': 235,
   '1942': 189,
   '1950': 240,
   '1954': 230,
   '1955': 181,
   '1973': 83,
   '1978': 101,
   '2008': 54,
   '2013': 25,
   '1910': 57,
   '1911': 71,
   '1925': 189,
   '1929': 177,
   '1939': 179,
   '1941': 168,
   '1945': 195,
   '1946': 220,
   '1952': 230,
   '1967': 89,
   '1970': 97,
   '1991': 71,
   '1992': 64,
   '1994': 53,
   '2011': 40,
   '1931': 187,
   '1932': 164,
   '1944': 218,
   '1947': 240,
   '1949': 233,
   '1953': 230,
   '1956': 205,
   '1993': 62,
   '1997': 60,
   '1999': 62,
   '2009': 47,
   '1914': 123,
   '1915': 183,
   '1938': 165,
   '1961': 145,
   '1964': 129,
   '1965': 125,
   '1966': 110,
   '1971': 77,
   '1981': 112,
   '1987': 56,
   '1990': 68,
   '1995': 56,
   '2003': 64,
   '2005': 51,
   '2006': 52,
   '1913': 82,
   '1927': 200,
   '1936': 185,
   '1960': 148,
   '1963': 137,
   '1972': 77,
   '1977': 98,
   '1986': 53,
   '2001': 57,
   '2007': 48,
   '1912': 86,
   '1923': 219,
   '1924': 187,
   '1926': 202,
   '1930': 161,
   '1934': 158,
   '1958': 183,
   '1962': 171,
   '1979': 113,
   '1982': 104,
   '2002': 60,
   '1916': 172,
   '1917': 203,
   '1918': 206,
   '1943': 240,
   '1957': 207,
   '1968': 81,
   '1969': 79,
   '1974': 70,
   '1983': 79,
   '1985': 83,
   '1998': 86,
   '2000': 58,
   '2004': 50,
   '2012': 36,
   '1919': 195,
   '1920': 222,
   '1922': 223,
   '1928': 179,
   '1933': 164,
   '1935': 160,
   '1937': 161,
   '1940': 168,
   '1948': 256,
   '1951': 234,
   '1959': 164,
   '1975': 89,
   '1976': 88,
   '1980': 109,
   '1984': 84,
   '1988': 61,
   '1989': 60,
   '1996': 65,
   '2010': 30,
   '2014': 32}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8e1e2'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'CO',
  'YearsCountDict': {'1920': 576,
   '1929': 522,
   '1948': 583,
   '1954': 557,
   '1960': 438,
   '1985': 117,
   '1997': 89,
   '1998': 79,
   '2001': 70,
   '2003': 74,
   '2004': 82,
   '2005': 49,
   '1910': 193,
   '1919': 472,
   '1934': 509,
   '1938': 458,
   '1951': 575,
   '1952': 562,
   '1957': 474,
   '1959': 448,
   '1967': 219,
   '1970': 173,
   '1971': 156,
   '1977': 96,
   '1980': 106,
   '1992': 76,
   '2000': 90,
   '1941': 474,
   '1943': 534,
   '1947': 618,
   '1961': 418,
   '1983': 114,
   '1994': 76,
   '2009': 44,
   '1912': 234,
   '1916': 457,
   '1917': 462,
   '1928': 539,
   '1936': 487,
   '1939': 476,
   '1953': 574,
   '1956': 567,
   '1964': 355,
   '1965': 292,
   '1976': 122,
   '1984': 119,
   '1990': 75,
   '1991': 91,
   '1995': 79,
   '1996': 92,
   '2007': 39,
   '2011': 34,
   '1915': 387,
   '1918': 539,
   '1922': 612,
   '1937': 528,
   '1942': 500,
   '1944': 522,
   '1945': 476,
   '1950': 549,
   '1963': 347,
   '1969': 171,
   '1974': 111,
   '1982': 127,
   '1989': 102,
   '2002': 57,
   '1911': 169,
   '1925': 533,
   '1926': 542,
   '1927': 512,
   '1932': 496,
   '1946': 553,
   '1949': 559,
   '1968': 161,
   '1972': 119,
   '1978': 110,
   '1986': 98,
   '1999': 87,
   '2008': 50,
   '2010': 30,
   '2013': 40,
   '1913': 258,
   '1921': 627,
   '1923': 626,
   '1924': 551,
   '1930': 515,
   '1935': 472,
   '1966': 241,
   '1973': 105,
   '1979': 113,
   '1981': 125,
   '1987': 111,
   '1988': 97,
   '1993': 75,
   '2006': 61,
   '2014': 38,
   '1914': 338,
   '1931': 511,
   '1933': 469,
   '1940': 486,
   '1955': 498,
   '1958': 462,
   '1962': 343,
   '1975': 112,
   '2012': 32}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8ef3d'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'IN',
  'YearsCountDict': {'1917': 2231,
   '1935': 1406,
   '1939': 1278,
   '1963': 975,
   '1969': 504,
   '1978': 300,
   '1983': 250,
   '1986': 198,
   '1992': 185,
   '1995': 177,
   '2003': 125,
   '2005': 115,
   '1911': 612,
   '1912': 935,
   '1922': 2376,
   '1925': 2220,
   '1936': 1370,
   '1949': 1559,
   '1954': 1601,
   '1964': 956,
   '1974': 313,
   '1977': 300,
   '1980': 288,
   '1984': 208,
   '1996': 195,
   '2010': 69,
   '1915': 1977,
   '1943': 1586,
   '1947': 1611,
   '1948': 1664,
   '1960': 1257,
   '1962': 1016,
   '1966': 684,
   '1973': 320,
   '1979': 282,
   '2000': 157,
   '2002': 127,
   '1913': 1105,
   '1921': 2633,
   '1928': 2050,
   '1929': 1795,
   '1932': 1616,
   '1933': 1497,
   '1937': 1437,
   '1944': 1408,
   '1946': 1610,
   '1950': 1517,
   '1968': 536,
   '1989': 206,
   '1993': 181,
   '1997': 165,
   '1998': 160,
   '2001': 137,
   '2009': 75,
   '2011': 81,
   '1910': 619,
   '1926': 2063,
   '1938': 1459,
   '1941': 1360,
   '1961': 1151,
   '1967': 647,
   '1976': 273,
   '1919': 2209,
   '1920': 2394,
   '1924': 2400,
   '1942': 1547,
   '1953': 1525,
   '1957': 1476,
   '1965': 844,
   '1970': 516,
   '1971': 422,
   '1981': 277,
   '1987': 186,
   '1991': 204,
   '1999': 154,
   '2014': 72,
   '1914': 1349,
   '1916': 2223,
   '1923': 2397,
   '1930': 1884,
   '1931': 1581,
   '1951': 1621,
   '1952': 1540,
   '1956': 1489,
   '1959': 1284,
   '1975': 284,
   '1982': 291,
   '1988': 193,
   '1994': 200,
   '2006': 102,
   '2012': 63,
   '2013': 59,
   '1918': 2316,
   '1927': 2186,
   '1934': 1466,
   '1940': 1286,
   '1945': 1331,
   '1955': 1471,
   '1958': 1354,
   '1972': 358,
   '1985': 210,
   '1990': 215,
   '2004': 145,
   '2007': 92,
   '2008': 90}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8f475'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MO',
  'YearsCountDict': {'1911': 626,
   '1917': 1882,
   '1918': 1950,
   '1923': 2115,
   '1924': 2261,
   '1925': 2154,
   '1927': 2315,
   '1945': 1682,
   '1947': 2062,
   '1956': 1724,
   '1963': 1060,
   '1968': 492,
   '1971': 440,
   '1981': 269,
   '1996': 164,
   '1910': 611,
   '1931': 1884,
   '1972': 357,
   '1975': 295,
   '1986': 215,
   '2010': 69,
   '1932': 1972,
   '1946': 1946,
   '1951': 1783,
   '1954': 1814,
   '1965': 913,
   '1970': 468,
   '1976': 277,
   '1982': 259,
   '1989': 224,
   '1993': 203,
   '2004': 98,
   '2012': 62,
   '1912': 834,
   '1920': 2022,
   '1921': 2122,
   '1930': 1990,
   '1935': 1668,
   '1937': 1680,
   '1943': 1850,
   '1953': 1666,
   '1958': 1536,
   '1959': 1409,
   '1974': 291,
   '1978': 243,
   '1980': 278,
   '1987': 195,
   '2001': 138,
   '2002': 114,
   '2003': 130,
   '2007': 94,
   '2011': 74,
   '1914': 1126,
   '1929': 1872,
   '1936': 1681,
   '1940': 1707,
   '1950': 1816,
   '1952': 1794,
   '1957': 1609,
   '1967': 628,
   '1991': 233,
   '1992': 232,
   '2006': 117,
   '1916': 1735,
   '1933': 1724,
   '1941': 1743,
   '1948': 1933,
   '1960': 1350,
   '1964': 1043,
   '1969': 518,
   '1985': 239,
   '2000': 163,
   '1913': 971,
   '1915': 1562,
   '1919': 1817,
   '1928': 2088,
   '1934': 1797,
   '1938': 1688,
   '1942': 1853,
   '1944': 1794,
   '1955': 1692,
   '1962': 1133,
   '1988': 227,
   '1994': 199,
   '1995': 208,
   '1999': 138,
   '1922': 2107,
   '1926': 2097,
   '1939': 1618,
   '1949': 1862,
   '1961': 1278,
   '1966': 710,
   '1973': 296,
   '1977': 290,
   '1979': 246,
   '1983': 282,
   '1984': 238,
   '1990': 218,
   '1997': 173,
   '1998': 164,
   '2005': 107,
   '2008': 77,
   '2009': 103,
   '2013': 70,
   '2014': 73}},
 {'_id': ObjectId('5eb51b8a9993d0175fb8fd77'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'GA',
  'YearsCountDict': {'1933': 2113,
   '1943': 2382,
   '1946': 2253,
   '1950': 2062,
   '1955': 1625,
   '1964': 978,
   '1983': 342,
   '1999': 377,
   '2001': 315,
   '1915': 1683,
   '1918': 2203,
   '1938': 2183,
   '1940': 2173,
   '1949': 2251,
   '1956': 1507,
   '1960': 1169,
   '1962': 1020,
   '1970': 609,
   '1978': 342,
   '1982': 372,
   '1984': 364,
   '2004': 297,
   '2007': 195,
   '2010': 175,
   '1911': 893,
   '1912': 1170,
   '1913': 1223,
   '1928': 2213,
   '1945': 2100,
   '1967': 690,
   '1972': 452,
   '1974': 427,
   '1980': 404,
   '1989': 365,
   '1990': 358,
   '1997': 348,
   '2002': 348,
   '2013': 142,
   '1919': 2386,
   '1929': 2153,
   '1930': 2171,
   '1939': 2197,
   '1941': 2175,
   '1965': 843,
   '2006': 243,
   '1921': 2474,
   '1923': 2401,
   '1924': 2502,
   '1931': 2133,
   '1947': 2350,
   '1952': 1969,
   '1953': 1823,
   '1963': 897,
   '1996': 341,
   '2000': 364,
   '2003': 296,
   '2005': 244,
   '2011': 148,
   '1917': 2025,
   '1932': 2212,
   '1936': 1923,
   '1942': 2314,
   '1957': 1456,
   '1958': 1319,
   '1977': 383,
   '1979': 367,
   '1985': 369,
   '2008': 199,
   '1916': 1947,
   '1920': 2538,
   '1922': 2614,
   '1926': 2377,
   '1934': 2219,
   '1937': 2096,
   '1951': 1988,
   '1954': 1777,
   '1959': 1277,
   '1973': 399,
   '1975': 341,
   '1976': 363,
   '1991': 378,
   '1992': 358,
   '1993': 366,
   '1994': 352,
   '2014': 147,
   '1910': 841,
   '1914': 1471,
   '1925': 2558,
   '1927': 2354,
   '1935': 2086,
   '1944': 2314,
   '1948': 2285,
   '1961': 1103,
   '1966': 791,
   '1968': 591,
   '1969': 585,
   '1971': 583,
   '1981': 380,
   '1986': 366,
   '1987': 395,
   '1988': 346,
   '1995': 344,
   '1998': 351,
   '2009': 194,
   '2012': 133}},
 {'_id': ObjectId('5eb51b8a9993d0175fb9046e'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'DE',
  'YearsCountDict': {'1917': 161,
   '1918': 178,
   '1925': 101,
   '1928': 116,
   '1945': 139,
   '1948': 145,
   '1958': 158,
   '1960': 131,
   '1963': 130,
   '1971': 46,
   '1979': 24,
   '1980': 32,
   '1983': 27,
   '1985': 18,
   '1987': 39,
   '1989': 32,
   '2001': 24,
   '2003': 14,
   '2006': 5,
   '1922': 162,
   '1923': 149,
   '1933': 71,
   '1934': 93,
   '1935': 92,
   '1939': 98,
   '1961': 142,
   '1962': 139,
   '1965': 98,
   '1968': 62,
   '1986': 31,
   '1992': 21,
   '1919': 181,
   '1920': 165,
   '1929': 115,
   '1930': 105,
   '1931': 100,
   '1936': 102,
   '1937': 98,
   '1944': 135,
   '1946': 124,
   '1956': 165,
   '1974': 44,
   '1978': 34,
   '1981': 30,
   '1990': 34,
   '1997': 21,
   '2000': 24,
   '1921': 141,
   '1924': 132,
   '1940': 115,
   '1941': 111,
   '1949': 135,
   '1952': 135,
   '1977': 23,
   '1984': 24,
   '1999': 11,
   '2002': 18,
   '2004': 13,
   '2008': 10,
   '1926': 115,
   '1927': 120,
   '1932': 97,
   '1938': 96,
   '1951': 132,
   '1953': 162,
   '1954': 166,
   '1959': 166,
   '1988': 24,
   '1993': 28,
   '1994': 35,
   '1995': 21,
   '1912': 77,
   '1913': 80,
   '1914': 101,
   '1942': 123,
   '1947': 139,
   '1955': 189,
   '1957': 166,
   '1966': 93,
   '1972': 55,
   '1975': 42,
   '1976': 39,
   '1982': 28,
   '1991': 33,
   '1996': 16,
   '2005': 8,
   '2009': 5,
   '1915': 141,
   '1916': 114,
   '1950': 149,
   '1964': 128,
   '1970': 55,
   '1973': 30,
   '2010': 6,
   '2011': 7,
   '1910': 59,
   '1911': 49,
   '1943': 133,
   '1967': 66,
   '1969': 56,
   '1998': 25,
   '2007': 5,
   '2014': 5}},
 {'_id': ObjectId('5eb51b8a9993d0175fb90946'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AR',
  'YearsCountDict': {'1911': 386,
   '1927': 1340,
   '1944': 1114,
   '1954': 718,
   '1965': 339,
   '1991': 119,
   '1996': 69,
   '1998': 86,
   '1999': 87,
   '2012': 34,
   '2014': 34,
   '1913': 527,
   '1921': 1190,
   '1930': 1322,
   '1938': 1159,
   '1952': 842,
   '1953': 762,
   '1955': 682,
   '1956': 642,
   '1961': 441,
   '1972': 183,
   '1973': 139,
   '1992': 89,
   '1993': 92,
   '1995': 96,
   '1997': 97,
   '2003': 79,
   '1916': 904,
   '1924': 1363,
   '1932': 1249,
   '1943': 1227,
   '1945': 971,
   '1948': 1131,
   '1949': 1017,
   '1958': 551,
   '1959': 502,
   '1968': 210,
   '1976': 120,
   '1977': 145,
   '1989': 112,
   '1990': 95,
   '2005': 68,
   '2007': 54,
   '1912': 491,
   '1915': 837,
   '1920': 1206,
   '1928': 1172,
   '1931': 1172,
   '1935': 1227,
   '1939': 1111,
   '1940': 1189,
   '1942': 1208,
   '1966': 295,
   '1974': 165,
   '1975': 149,
   '1979': 120,
   '1982': 123,
   '1983': 130,
   '1987': 97,
   '1917': 957,
   '1922': 1283,
   '1923': 1257,
   '1951': 893,
   '1964': 379,
   '1969': 195,
   '1970': 228,
   '1981': 133,
   '1984': 121,
   '1986': 119,
   '2000': 85,
   '2013': 46,
   '1914': 645,
   '1937': 1148,
   '1950': 975,
   '1957': 669,
   '1962': 438,
   '1963': 389,
   '1978': 132,
   '2002': 100,
   '1918': 1048,
   '1919': 1101,
   '1933': 1149,
   '1934': 1211,
   '1941': 1223,
   '1946': 1074,
   '1947': 1188,
   '1971': 177,
   '1980': 139,
   '1988': 128,
   '1994': 95,
   '2001': 88,
   '2010': 45,
   '1910': 408,
   '1925': 1403,
   '1926': 1321,
   '1929': 1240,
   '1936': 1088,
   '1960': 478,
   '1967': 255,
   '1985': 131,
   '2004': 86,
   '2006': 57,
   '2008': 39,
   '2009': 44,
   '2011': 33}},
 {'_id': ObjectId('5eb51b8a9993d0175fb92004'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NH',
  'YearsCountDict': {'1913': 98,
   '1915': 186,
   '1919': 181,
   '1922': 171,
   '1924': 167,
   '1926': 137,
   '1937': 101,
   '1953': 128,
   '1970': 56,
   '1977': 27,
   '1978': 25,
   '1981': 37,
   '1991': 27,
   '1998': 23,
   '1999': 27,
   '2002': 27,
   '2010': 10,
   '2014': 16,
   '1932': 124,
   '1936': 90,
   '1943': 117,
   '1949': 146,
   '1951': 136,
   '1954': 121,
   '1956': 135,
   '1963': 103,
   '1982': 37,
   '1988': 25,
   '1917': 139,
   '1928': 151,
   '1933': 113,
   '1941': 121,
   '1948': 158,
   '1962': 102,
   '1964': 104,
   '1980': 39,
   '1983': 22,
   '1987': 31,
   '1989': 37,
   '1993': 26,
   '1995': 32,
   '2004': 15,
   '1910': 50,
   '1925': 154,
   '1931': 110,
   '1935': 96,
   '1939': 104,
   '1947': 160,
   '1950': 135,
   '1992': 31,
   '1916': 157,
   '1927': 136,
   '1930': 124,
   '1934': 100,
   '1940': 112,
   '1957': 153,
   '1959': 127,
   '1967': 77,
   '1969': 35,
   '1976': 24,
   '2000': 16,
   '2001': 25,
   '2008': 5,
   '2012': 5,
   '1942': 119,
   '1944': 113,
   '1952': 110,
   '1965': 99,
   '1966': 63,
   '1972': 35,
   '1973': 33,
   '1985': 32,
   '1990': 31,
   '1994': 29,
   '2003': 22,
   '2006': 14,
   '2007': 7,
   '1911': 68,
   '1912': 95,
   '1920': 156,
   '1923': 148,
   '1938': 107,
   '1945': 125,
   '1946': 146,
   '1955': 131,
   '1958': 120,
   '1961': 107,
   '1971': 37,
   '1975': 34,
   '1979': 34,
   '1986': 30,
   '1996': 12,
   '2009': 10,
   '1914': 138,
   '1918': 158,
   '1921': 182,
   '1929': 107,
   '1960': 119,
   '1968': 54,
   '1974': 44,
   '1984': 27,
   '1997': 25,
   '2005': 26}},
 {'_id': ObjectId('5eb51b8a9993d0175fb92d0d'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NV',
  'YearsCountDict': {'1959': 46,
   '1962': 51,
   '1983': 28,
   '1997': 22,
   '2008': 11,
   '2014': 9,
   '1910': 10,
   '1911': 6,
   '1912': 5,
   '1913': 21,
   '1914': 12,
   '1915': 27,
   '1925': 36,
   '1926': 33,
   '1927': 34,
   '1928': 25,
   '1934': 23,
   '1935': 29,
   '1936': 32,
   '1937': 35,
   '1950': 49,
   '1952': 60,
   '1953': 61,
   '1956': 59,
   '1967': 52,
   '1973': 24,
   '1982': 29,
   '1992': 25,
   '2004': 15,
   '2010': 13,
   '1920': 28,
   '1921': 33,
   '1922': 30,
   '1923': 29,
   '1924': 29,
   '1947': 61,
   '1954': 65,
   '1957': 69,
   '1965': 69,
   '1976': 20,
   '1977': 19,
   '1978': 19,
   '1980': 28,
   '1985': 21,
   '1987': 22,
   '1990': 24,
   '2002': 24,
   '2012': 17,
   '2013': 19,
   '1938': 14,
   '1939': 30,
   '1940': 22,
   '1993': 24,
   '1995': 33,
   '1999': 29,
   '2000': 18,
   '2003': 17,
   '2007': 16,
   '1929': 22,
   '1930': 25,
   '1931': 21,
   '1932': 23,
   '1933': 21,
   '1945': 55,
   '1946': 45,
   '1963': 53,
   '1964': 58,
   '1966': 40,
   '1968': 32,
   '1970': 32,
   '1971': 36,
   '1943': 50,
   '1944': 50,
   '1951': 54,
   '1975': 25,
   '1981': 28,
   '1994': 29,
   '1998': 21,
   '2001': 22,
   '1955': 67,
   '1984': 27,
   '1991': 33,
   '1996': 27,
   '2005': 20,
   '2006': 23,
   '2009': 13,
   '1916': 40,
   '1917': 31,
   '1918': 31,
   '1919': 37,
   '1941': 23,
   '1942': 48,
   '1948': 48,
   '1949': 57,
   '1958': 40,
   '1960': 50,
   '1961': 46,
   '1969': 41,
   '1972': 36,
   '1974': 16,
   '1979': 28,
   '1986': 21,
   '1988': 25,
   '1989': 26,
   '2011': 10}},
 {'_id': ObjectId('5eb51b8b9993d0175fb99714'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'OH',
  'YearsCountDict': {'1918': 4202,
   '1927': 4026,
   '1929': 3554,
   '1931': 3265,
   '1952': 3561,
   '1957': 3459,
   '1962': 2434,
   '1987': 377,
   '1991': 388,
   '1993': 358,
   '1996': 327,
   '2007': 153,
   '1911': 1277,
   '1933': 2917,
   '1946': 3333,
   '1949': 3377,
   '1966': 1638,
   '1992': 406,
   '2000': 237,
   '2001': 234,
   '2013': 96,
   '2014': 99,
   '1912': 1868,
   '1916': 3736,
   '1941': 2722,
   '1944': 2885,
   '1958': 3088,
   '1964': 2247,
   '1980': 565,
   '1995': 348,
   '1999': 319,
   '2010': 113,
   '1914': 2731,
   '1922': 4384,
   '1935': 2753,
   '1939': 2721,
   '1940': 2692,
   '1945': 2680,
   '1953': 3374,
   '1959': 3053,
   '1961': 2568,
   '1969': 1126,
   '1973': 679,
   '1977': 559,
   '1979': 525,
   '1982': 504,
   '2005': 186,
   '1913': 2181,
   '1924': 4200,
   '1936': 2767,
   '1951': 3522,
   '1963': 2285,
   '1967': 1403,
   '1978': 553,
   '1994': 349,
   '2004': 174,
   '2006': 180,
   '1919': 3814,
   '1921': 4386,
   '1928': 4003,
   '1942': 3035,
   '1950': 3318,
   '1985': 428,
   '2012': 112,
   '1917': 3948,
   '1925': 3812,
   '1930': 3585,
   '1932': 3090,
   '1934': 2901,
   '1955': 3557,
   '1970': 1097,
   '1972': 758,
   '1975': 627,
   '1986': 399,
   '1989': 371,
   '1990': 388,
   '1998': 294,
   '2003': 204,
   '2009': 119,
   '1910': 1099,
   '1915': 3653,
   '1920': 4232,
   '1923': 4128,
   '1926': 3806,
   '1937': 2759,
   '1938': 2788,
   '1943': 3166,
   '1947': 3563,
   '1948': 3463,
   '1954': 3754,
   '1956': 3467,
   '1960': 2904,
   '1965': 1881,
   '1968': 1177,
   '1971': 963,
   '1974': 701,
   '1976': 547,
   '1981': 591,
   '1983': 487,
   '1984': 445,
   '1988': 373,
   '1997': 323,
   '2002': 225,
   '2008': 114,
   '2011': 125}},
 {'_id': ObjectId('5eb51b8b9993d0175fb9a6fc'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'TX',
  'YearsCountDict': {'1911': 906,
   '1929': 3421,
   '1932': 3181,
   '1935': 3180,
   '1938': 3382,
   '1941': 3619,
   '1945': 3778,
   '1947': 4211,
   '1958': 3261,
   '1959': 3078,
   '1962': 2435,
   '1964': 2333,
   '1969': 1352,
   '1980': 905,
   '1993': 551,
   '1915': 2051,
   '1923': 3247,
   '1924': 3529,
   '1933': 2996,
   '1942': 3772,
   '1954': 4081,
   '1960': 2769,
   '1961': 2614,
   '1971': 1257,
   '1992': 615,
   '1998': 425,
   '2002': 381,
   '2009': 248,
   '1925': 3535,
   '1928': 3422,
   '1934': 3254,
   '1937': 3122,
   '1955': 3726,
   '1972': 968,
   '1975': 875,
   '1995': 557,
   '1910': 895,
   '1916': 2328,
   '1920': 3192,
   '1931': 3302,
   '2011': 211,
   '1927': 3607,
   '1949': 4141,
   '1950': 4061,
   '1952': 4153,
   '1957': 3617,
   '1963': 2342,
   '1968': 1423,
   '1977': 794,
   '1979': 867,
   '1984': 748,
   '1985': 803,
   '1986': 728,
   '1988': 659,
   '1991': 595,
   '2006': 315,
   '2013': 203,
   '1912': 1179,
   '1917': 2504,
   '1919': 2740,
   '1936': 3110,
   '1939': 3254,
   '1940': 3375,
   '1946': 4203,
   '1951': 3992,
   '1956': 3621,
   '1973': 973,
   '1974': 915,
   '1976': 770,
   '1978': 755,
   '1997': 445,
   '1999': 477,
   '2001': 370,
   '2004': 332,
   '2007': 270,
   '2012': 204,
   '1918': 2589,
   '1922': 3370,
   '1926': 3442,
   '1930': 3395,
   '1944': 4139,
   '1948': 4177,
   '1953': 4154,
   '1966': 1720,
   '1967': 1562,
   '1970': 1352,
   '1981': 820,
   '1987': 650,
   '1996': 463,
   '2005': 314,
   '2008': 263,
   '1913': 1425,
   '1914': 1707,
   '1921': 3413,
   '1943': 4065,
   '1965': 1891,
   '1982': 902,
   '1983': 783,
   '1989': 665,
   '1990': 663,
   '1994': 526,
   '2000': 428,
   '2003': 346,
   '2010': 196,
   '2014': 220}},
 {'_id': ObjectId('5eb51b8b9993d0175fb9d386'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NE',
  'YearsCountDict': {'1911': 142,
   '1915': 371,
   '1925': 485,
   '1928': 513,
   '1933': 476,
   '1940': 460,
   '1963': 399,
   '1973': 87,
   '1981': 74,
   '1999': 40,
   '2008': 21,
   '1920': 516,
   '1932': 514,
   '1934': 561,
   '1948': 658,
   '1949': 644,
   '1952': 639,
   '1985': 56,
   '1988': 52,
   '1991': 51,
   '2003': 38,
   '1910': 161,
   '1926': 483,
   '1931': 546,
   '1936': 503,
   '1958': 478,
   '1962': 326,
   '1968': 152,
   '1998': 50,
   '2006': 37,
   '1913': 255,
   '1938': 510,
   '1946': 563,
   '1953': 630,
   '1972': 108,
   '1975': 64,
   '1994': 43,
   '2001': 33,
   '2004': 31,
   '2011': 16,
   '2014': 13,
   '1914': 288,
   '1947': 624,
   '1950': 665,
   '1957': 512,
   '1966': 197,
   '1967': 177,
   '1982': 81,
   '1987': 67,
   '1990': 46,
   '1992': 44,
   '1993': 58,
   '2000': 38,
   '2007': 16,
   '2012': 22,
   '1921': 575,
   '1924': 580,
   '1941': 421,
   '1942': 454,
   '1955': 552,
   '1956': 618,
   '1969': 133,
   '1979': 64,
   '1980': 78,
   '1986': 47,
   '1989': 54,
   '1995': 47,
   '1996': 40,
   '1997': 47,
   '1916': 413,
   '1919': 435,
   '1922': 531,
   '1923': 533,
   '1929': 545,
   '1935': 480,
   '1939': 458,
   '1960': 452,
   '1964': 395,
   '1965': 284,
   '1970': 145,
   '1971': 120,
   '1976': 72,
   '1977': 64,
   '1984': 53,
   '2005': 22,
   '2010': 12,
   '1912': 215,
   '1917': 439,
   '1918': 486,
   '1927': 577,
   '1930': 535,
   '1937': 466,
   '1943': 506,
   '1944': 530,
   '1945': 498,
   '1951': 619,
   '1954': 620,
   '1959': 493,
   '1961': 433,
   '1974': 78,
   '1978': 56,
   '1983': 68,
   '2002': 28,
   '2009': 26,
   '2013': 19}},
 {'_id': ObjectId('5eb51b8b9993d0175fba06b3'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NJ',
  'YearsCountDict': {'1910': 593,
   '1919': 1869,
   '1923': 1786,
   '1929': 1399,
   '1933': 1141,
   '1936': 964,
   '1938': 1001,
   '1949': 1324,
   '1953': 1557,
   '1965': 1073,
   '2012': 42,
   '2013': 44,
   '1911': 733,
   '1922': 1801,
   '1928': 1521,
   '1937': 1057,
   '1966': 868,
   '1983': 200,
   '1984': 202,
   '2004': 103,
   '1915': 1923,
   '1921': 1922,
   '1927': 1567,
   '1931': 1272,
   '1932': 1265,
   '1947': 1448,
   '1960': 1620,
   '1964': 1242,
   '1975': 262,
   '1988': 189,
   '1999': 148,
   '2002': 127,
   '2005': 82,
   '2007': 70,
   '1914': 1449,
   '1917': 2014,
   '1920': 1885,
   '1939': 1011,
   '1943': 1324,
   '1944': 1240,
   '1951': 1407,
   '1955': 1709,
   '1958': 1725,
   '1961': 1462,
   '1970': 491,
   '1976': 229,
   '1978': 210,
   '1987': 193,
   '1996': 163,
   '1997': 156,
   '1998': 135,
   '2006': 81,
   '1916': 1882,
   '1935': 1038,
   '1942': 1331,
   '1959': 1567,
   '1962': 1273,
   '1968': 608,
   '1971': 473,
   '1973': 301,
   '1974': 263,
   '1981': 210,
   '1992': 214,
   '1994': 169,
   '2000': 120,
   '2009': 44,
   '2011': 47,
   '2014': 44,
   '1918': 1990,
   '1930': 1388,
   '1940': 1013,
   '1941': 1128,
   '1945': 1203,
   '1950': 1331,
   '1956': 1772,
   '1972': 367,
   '1977': 272,
   '1985': 199,
   '1986': 187,
   '2001': 118,
   '1912': 1024,
   '1925': 1617,
   '1934': 1062,
   '1946': 1420,
   '1980': 225,
   '1989': 203,
   '1990': 202,
   '2008': 63,
   '2010': 49,
   '1913': 1078,
   '1924': 1771,
   '1926': 1466,
   '1948': 1398,
   '1952': 1467,
   '1954': 1823,
   '1957': 1779,
   '1963': 1300,
   '1967': 776,
   '1969': 566,
   '1979': 225,
   '1982': 221,
   '1991': 233,
   '1993': 190,
   '1995': 134,
   '2003': 112}},
 {'_id': ObjectId('5eb51b8b9993d0175fba2674'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MT',
  'YearsCountDict': {'1912': 108,
   '1919': 287,
   '1927': 201,
   '1931': 184,
   '1944': 192,
   '1950': 265,
   '1952': 252,
   '1953': 237,
   '1955': 252,
   '1959': 211,
   '1966': 79,
   '1970': 49,
   '1976': 33,
   '1997': 11,
   '1998': 12,
   '2010': 8,
   '1916': 257,
   '1932': 192,
   '1943': 204,
   '1949': 248,
   '1961': 170,
   '1962': 135,
   '1989': 26,
   '1991': 22,
   '1917': 289,
   '1918': 342,
   '1930': 208,
   '1942': 209,
   '1958': 187,
   '1964': 107,
   '1969': 48,
   '1978': 33,
   '1979': 40,
   '1984': 35,
   '1995': 16,
   '2000': 21,
   '2005': 10,
   '2012': 9,
   '2013': 6,
   '1929': 211,
   '1935': 184,
   '1940': 185,
   '1945': 169,
   '1947': 221,
   '1963': 126,
   '1981': 41,
   '1999': 16,
   '2003': 15,
   '2009': 7,
   '1913': 140,
   '1920': 311,
   '1922': 281,
   '1923': 256,
   '1926': 216,
   '1928': 200,
   '1936': 184,
   '1941': 186,
   '1975': 30,
   '1977': 29,
   '1987': 19,
   '1990': 24,
   '1996': 17,
   '2001': 11,
   '2014': 8,
   '1910': 81,
   '1911': 72,
   '1921': 326,
   '1924': 261,
   '1933': 170,
   '1948': 228,
   '1965': 121,
   '1973': 38,
   '1974': 31,
   '1994': 23,
   '2002': 7,
   '2004': 5,
   '2007': 10,
   '1925': 213,
   '1934': 232,
   '1937': 177,
   '1938': 177,
   '1946': 240,
   '1951': 238,
   '1954': 254,
   '1957': 239,
   '1967': 62,
   '1968': 68,
   '1980': 31,
   '1983': 29,
   '1988': 27,
   '2008': 10,
   '1914': 187,
   '1915': 244,
   '1939': 164,
   '1956': 235,
   '1960': 191,
   '1971': 51,
   '1972': 35,
   '1982': 32,
   '1985': 16,
   '1986': 27,
   '1992': 23,
   '1993': 18,
   '2006': 9,
   '2011': 5}},
 {'_id': ObjectId('5eb51b8b9993d0175fba4219'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'KY',
  'YearsCountDict': {'1911': 827,
   '1914': 1322,
   '1918': 2139,
   '1920': 2338,
   '1934': 1881,
   '1945': 1434,
   '1947': 1814,
   '1979': 310,
   '1980': 352,
   '1985': 221,
   '1990': 188,
   '1991': 187,
   '1996': 151,
   '1917': 1913,
   '1922': 2442,
   '1923': 2345,
   '1925': 2341,
   '1932': 1950,
   '1948': 1673,
   '1959': 1131,
   '1964': 862,
   '1966': 596,
   '1972': 369,
   '1973': 338,
   '1999': 132,
   '2002': 119,
   '2008': 71,
   '2014': 40,
   '1913': 1189,
   '1930': 2001,
   '1939': 1731,
   '1954': 1464,
   '1968': 511,
   '1970': 462,
   '1981': 302,
   '1983': 247,
   '2007': 85,
   '2009': 72,
   '1924': 2537,
   '1926': 2312,
   '1933': 1852,
   '1937': 1725,
   '1940': 1787,
   '1944': 1599,
   '1949': 1593,
   '1952': 1385,
   '1953': 1409,
   '1958': 1127,
   '1974': 344,
   '1975': 339,
   '1978': 305,
   '1986': 212,
   '2000': 143,
   '2011': 62,
   '1916': 1834,
   '1921': 2511,
   '1936': 1690,
   '1941': 1697,
   '1946': 1734,
   '1957': 1198,
   '1965': 742,
   '1967': 586,
   '1971': 461,
   '1976': 310,
   '1977': 318,
   '1992': 185,
   '2003': 100,
   '2010': 50,
   '1928': 2165,
   '1956': 1245,
   '1961': 966,
   '1962': 945,
   '1969': 446,
   '1984': 261,
   '1987': 202,
   '1997': 160,
   '1998': 149,
   '2001': 120,
   '1915': 1807,
   '1931': 1875,
   '1963': 841,
   '1988': 174,
   '1989': 211,
   '1993': 182,
   '1994': 179,
   '1995': 162,
   '2004': 80,
   '2006': 105,
   '1910': 793,
   '1912': 984,
   '1919': 2161,
   '1927': 2352,
   '1929': 1994,
   '1935': 1811,
   '1938': 1783,
   '1942': 1747,
   '1943': 1678,
   '1950': 1560,
   '1951': 1464,
   '1955': 1311,
   '1960': 997,
   '1982': 256,
   '2005': 97,
   '2012': 59,
   '2013': 71}},
 {'_id': ObjectId('5eb51b8b9993d0175fba45e4'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'ID',
  'YearsCountDict': {'1924': 180,
   '1927': 142,
   '1970': 46,
   '1974': 43,
   '1979': 49,
   '1980': 56,
   '1995': 30,
   '1996': 22,
   '1915': 149,
   '1918': 214,
   '1928': 147,
   '1939': 144,
   '1940': 144,
   '1947': 188,
   '1952': 186,
   '1958': 154,
   '1972': 42,
   '1982': 45,
   '1987': 21,
   '2001': 18,
   '2003': 18,
   '1916': 171,
   '1933': 135,
   '1937': 158,
   '1941': 126,
   '1944': 174,
   '1945': 169,
   '1946': 180,
   '1951': 170,
   '1959': 134,
   '1965': 98,
   '1973': 34,
   '1975': 51,
   '1992': 24,
   '1999': 24,
   '2000': 28,
   '2013': 9,
   '1912': 77,
   '1913': 91,
   '1938': 156,
   '1943': 162,
   '1953': 184,
   '1955': 167,
   '1961': 110,
   '1962': 94,
   '1964': 101,
   '1967': 54,
   '1990': 29,
   '1991': 21,
   '1993': 33,
   '2002': 22,
   '2008': 11,
   '1910': 53,
   '1911': 50,
   '1922': 223,
   '1926': 135,
   '1954': 159,
   '1957': 149,
   '1963': 99,
   '1981': 47,
   '1994': 23,
   '1997': 16,
   '1998': 15,
   '2005': 17,
   '1919': 185,
   '1920': 209,
   '1921': 207,
   '1929': 151,
   '1932': 145,
   '1948': 177,
   '1950': 186,
   '1960': 121,
   '1976': 37,
   '1978': 42,
   '1983': 36,
   '1985': 37,
   '1989': 23,
   '2009': 12,
   '2010': 7,
   '2011': 10,
   '1917': 199,
   '1931': 159,
   '1934': 120,
   '1935': 136,
   '1936': 145,
   '1942': 150,
   '1984': 35,
   '1988': 32,
   '2006': 17,
   '2007': 13,
   '2012': 11,
   '2014': 17,
   '1914': 93,
   '1923': 195,
   '1925': 169,
   '1930': 125,
   '1949': 198,
   '1956': 156,
   '1966': 66,
   '1968': 56,
   '1969': 44,
   '1971': 49,
   '1977': 54,
   '1986': 24,
   '2004': 25}},
 {'_id': ObjectId('5eb51b8b9993d0175fba5735'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'KS',
  'YearsCountDict': {'1925': 926,
   '1926': 905,
   '1928': 860,
   '1936': 711,
   '1948': 727,
   '1950': 681,
   '1959': 537,
   '1970': 153,
   '1971': 138,
   '1975': 107,
   '1976': 83,
   '1982': 119,
   '1983': 86,
   '1991': 64,
   '1994': 81,
   '2001': 49,
   '1920': 890,
   '1943': 746,
   '1974': 90,
   '2003': 56,
   '2006': 29,
   '2013': 32,
   '1912': 369,
   '1927': 987,
   '1929': 845,
   '1931': 838,
   '1934': 814,
   '1937': 649,
   '1940': 662,
   '1952': 724,
   '1954': 655,
   '1961': 427,
   '1962': 425,
   '1964': 358,
   '1973': 110,
   '1989': 85,
   '1999': 50,
   '2000': 67,
   '2005': 39,
   '2014': 33,
   '1911': 278,
   '1922': 979,
   '1933': 771,
   '1935': 673,
   '1942': 688,
   '1946': 739,
   '1951': 744,
   '1955': 718,
   '1958': 552,
   '1977': 93,
   '1981': 118,
   '1990': 62,
   '1993': 84,
   '2008': 45,
   '2009': 27,
   '1910': 251,
   '1916': 757,
   '1919': 828,
   '1921': 1058,
   '1923': 982,
   '1968': 198,
   '1972': 105,
   '1986': 83,
   '1992': 63,
   '1914': 527,
   '1917': 856,
   '1932': 792,
   '1939': 712,
   '1944': 745,
   '1957': 617,
   '1960': 514,
   '1965': 273,
   '1967': 212,
   '1969': 188,
   '1978': 110,
   '1987': 64,
   '1995': 53,
   '1996': 73,
   '1998': 60,
   '2004': 51,
   '2010': 25,
   '1915': 671,
   '1918': 884,
   '1924': 952,
   '1930': 860,
   '1941': 642,
   '1945': 644,
   '1947': 812,
   '1953': 733,
   '1963': 396,
   '1966': 235,
   '1984': 98,
   '1985': 87,
   '1988': 73,
   '2011': 23,
   '1913': 437,
   '1938': 737,
   '1949': 796,
   '1956': 631,
   '1979': 89,
   '1980': 98,
   '1997': 66,
   '2002': 44,
   '2007': 31,
   '2012': 34}},
 {'_id': ObjectId('5eb51b8c9993d0175fba7430'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MA',
  'YearsCountDict': {'1916': 2754,
   '1925': 2505,
   '1938': 1275,
   '1939': 1303,
   '1941': 1439,
   '1972': 305,
   '1973': 232,
   '1974': 214,
   '1975': 208,
   '1981': 179,
   '1983': 193,
   '1995': 188,
   '1996': 164,
   '1999': 152,
   '2012': 49,
   '1914': 2497,
   '1927': 2260,
   '1945': 1418,
   '1949': 1732,
   '1969': 508,
   '1982': 196,
   '1987': 176,
   '1997': 147,
   '1998': 146,
   '2001': 130,
   '2004': 107,
   '2010': 56,
   '2013': 45,
   '2014': 52,
   '1920': 2971,
   '1931': 1797,
   '1977': 209,
   '1979': 207,
   '1988': 194,
   '1989': 193,
   '1994': 161,
   '2000': 117,
   '2003': 104,
   '2011': 50,
   '1913': 1874,
   '1923': 2778,
   '1926': 2329,
   '1928': 2152,
   '1933': 1513,
   '1934': 1506,
   '1935': 1424,
   '1937': 1365,
   '1940': 1322,
   '1942': 1623,
   '1947': 1859,
   '1950': 1710,
   '1953': 1751,
   '1955': 1881,
   '1957': 1990,
   '1959': 1754,
   '1968': 575,
   '1971': 346,
   '1986': 134,
   '1990': 194,
   '1992': 208,
   '2009': 61,
   '1917': 2818,
   '1919': 2769,
   '1922': 2847,
   '1944': 1520,
   '1961': 1555,
   '1962': 1373,
   '1964': 1251,
   '1970': 437,
   '1985': 178,
   '1991': 203,
   '2002': 135,
   '1910': 989,
   '1915': 2794,
   '1921': 3035,
   '1930': 1959,
   '1936': 1429,
   '1946': 1665,
   '1948': 1817,
   '1954': 2133,
   '1956': 1970,
   '1958': 1835,
   '1960': 1693,
   '1963': 1309,
   '1965': 1120,
   '1967': 759,
   '1976': 168,
   '1929': 1938,
   '1932': 1727,
   '1952': 1774,
   '1980': 198,
   '1984': 167,
   '2006': 70,
   '2007': 66,
   '1911': 1248,
   '1912': 1636,
   '1918': 3006,
   '1924': 2747,
   '1943': 1703,
   '1951': 1704,
   '1966': 820,
   '1978': 206,
   '1993': 162,
   '2005': 83,
   '2008': 54}},
 {'_id': ObjectId('5eb51b8c9993d0175fba82d9'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'ND',
  'YearsCountDict': {'1910': 85,
   '1915': 196,
   '1937': 182,
   '1947': 298,
   '1953': 284,
   '1987': 22,
   '1990': 12,
   '1919': 220,
   '1922': 226,
   '1926': 215,
   '1939': 199,
   '1940': 230,
   '1943': 214,
   '1946': 295,
   '1948': 315,
   '1964': 133,
   '1965': 117,
   '1968': 71,
   '1969': 66,
   '1972': 43,
   '1981': 20,
   '1995': 20,
   '1998': 10,
   '2005': 6,
   '1913': 114,
   '1927': 238,
   '1932': 200,
   '1945': 227,
   '1954': 269,
   '1958': 217,
   '1963': 143,
   '1971': 43,
   '1973': 24,
   '1977': 34,
   '1988': 21,
   '2001': 6,
   '2006': 6,
   '1911': 96,
   '1916': 271,
   '1920': 230,
   '1921': 241,
   '1929': 213,
   '1952': 269,
   '1957': 247,
   '1970': 43,
   '1975': 30,
   '1979': 23,
   '1984': 21,
   '1997': 8,
   '2004': 7,
   '2014': 5,
   '1914': 142,
   '1917': 234,
   '1933': 194,
   '1934': 202,
   '1935': 189,
   '1950': 290,
   '1956': 289,
   '1960': 202,
   '1980': 27,
   '1992': 11,
   '1996': 8,
   '2002': 9,
   '1918': 199,
   '1923': 220,
   '1924': 231,
   '1928': 216,
   '1941': 222,
   '1951': 250,
   '1959': 231,
   '1961': 182,
   '1966': 94,
   '1982': 24,
   '2012': 9,
   '1912': 100,
   '1930': 210,
   '1936': 236,
   '1938': 204,
   '1942': 228,
   '1944': 256,
   '1955': 246,
   '1962': 169,
   '1967': 64,
   '1983': 24,
   '1985': 23,
   '1991': 9,
   '1993': 15,
   '1994': 8,
   '2000': 6,
   '2003': 6,
   '2007': 7,
   '1925': 214,
   '1931': 198,
   '1949': 269,
   '1974': 32,
   '1976': 37,
   '1978': 30,
   '1986': 17,
   '1989': 13,
   '1999': 7,
   '2009': 8}},
 {'_id': ObjectId('5eb51b8c9993d0175fba8ac8'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WY',
  'YearsCountDict': {'1937': 121,
   '1938': 105,
   '1952': 116,
   '1957': 108,
   '1961': 59,
   '1966': 48,
   '1972': 19,
   '1989': 13,
   '1998': 11,
   '2014': 5,
   '1910': 27,
   '1911': 30,
   '1923': 127,
   '1926': 116,
   '1945': 102,
   '1949': 114,
   '1955': 97,
   '1960': 84,
   '1963': 68,
   '1979': 31,
   '1980': 24,
   '2007': 7,
   '1928': 108,
   '1929': 106,
   '1941': 109,
   '1942': 96,
   '1956': 96,
   '1965': 47,
   '1975': 13,
   '1982': 28,
   '1990': 12,
   '1997': 6,
   '1917': 89,
   '1925': 132,
   '1967': 41,
   '1976': 16,
   '1978': 24,
   '1995': 5,
   '1996': 8,
   '1999': 5,
   '1919': 104,
   '1922': 130,
   '1924': 142,
   '1932': 100,
   '1933': 76,
   '1934': 105,
   '1935': 97,
   '1962': 52,
   '1968': 28,
   '1977': 17,
   '1981': 36,
   '1987': 13,
   '1988': 9,
   '1991': 13,
   '2000': 12,
   '2001': 5,
   '2002': 9,
   '2004': 5,
   '1915': 57,
   '1916': 95,
   '1930': 109,
   '1943': 103,
   '1948': 113,
   '1959': 83,
   '1973': 14,
   '1983': 24,
   '1985': 14,
   '2008': 6,
   '1920': 112,
   '1921': 149,
   '1944': 104,
   '1946': 119,
   '1947': 127,
   '1950': 137,
   '1953': 127,
   '1964': 66,
   '1974': 31,
   '1984': 17,
   '1912': 44,
   '1913': 50,
   '1914': 55,
   '1918': 106,
   '1927': 124,
   '1931': 96,
   '1936': 107,
   '1939': 95,
   '1940': 94,
   '1951': 114,
   '1954': 135,
   '1958': 93,
   '1969': 28,
   '1970': 31,
   '1971': 25,
   '1986': 18,
   '1992': 11,
   '2009': 7,
   '2010': 8}},
 {'_id': ObjectId('5eb51b8c9993d0175fba8cbf'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AZ',
  'YearsCountDict': {'1914': 133,
   '1924': 281,
   '1940': 319,
   '1946': 385,
   '1948': 441,
   '1950': 414,
   '1961': 378,
   '1962': 360,
   '1971': 141,
   '1987': 95,
   '2004': 54,
   '2013': 32,
   '2014': 30,
   '1910': 74,
   '1918': 272,
   '1921': 266,
   '1922': 252,
   '1927': 310,
   '1931': 298,
   '1932': 288,
   '1937': 354,
   '1959': 420,
   '1967': 220,
   '1983': 103,
   '1990': 89,
   '1992': 99,
   '1935': 310,
   '1944': 383,
   '1953': 493,
   '1957': 475,
   '1964': 368,
   '1966': 246,
   '1989': 86,
   '1994': 76,
   '2001': 56,
   '2005': 40,
   '1919': 290,
   '1928': 283,
   '1930': 286,
   '1938': 334,
   '1951': 438,
   '1955': 492,
   '1958': 458,
   '1965': 279,
   '1974': 117,
   '1976': 107,
   '1978': 115,
   '1984': 81,
   '1985': 90,
   '1997': 84,
   '1999': 78,
   '2002': 64,
   '2003': 55,
   '2007': 44,
   '2010': 43,
   '1913': 103,
   '1915': 158,
   '1947': 426,
   '1963': 328,
   '1972': 121,
   '1975': 106,
   '1980': 121,
   '2011': 26,
   '1936': 297,
   '1942': 353,
   '1945': 366,
   '1949': 411,
   '1952': 472,
   '1956': 449,
   '1960': 409,
   '1981': 112,
   '1986': 89,
   '1988': 113,
   '1998': 83,
   '1911': 67,
   '1912': 100,
   '1916': 191,
   '1920': 280,
   '1923': 272,
   '1926': 301,
   '1934': 287,
   '1968': 195,
   '1969': 181,
   '1970': 169,
   '1973': 151,
   '1977': 111,
   '1979': 95,
   '1982': 108,
   '1991': 98,
   '1995': 101,
   '2009': 35,
   '1917': 218,
   '1925': 293,
   '1929': 303,
   '1933': 265,
   '1939': 347,
   '1941': 349,
   '1943': 431,
   '1954': 465,
   '1993': 106,
   '1996': 90,
   '2000': 63,
   '2006': 66,
   '2008': 54,
   '2012': 32}},
 {'_id': ObjectId('5eb51b8c9993d0175fba8cd5'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'VA',
  'YearsCountDict': {'1916': 1652,
   '1918': 1918,
   '1919': 1940,
   '1922': 2010,
   '1928': 1698,
   '1932': 1580,
   '1942': 1621,
   '1945': 1517,
   '1950': 1447,
   '1957': 1195,
   '1963': 909,
   '1983': 320,
   '1984': 310,
   '1986': 284,
   '2002': 191,
   '2009': 98,
   '1925': 1940,
   '1926': 1844,
   '1933': 1449,
   '1939': 1349,
   '1943': 1627,
   '1956': 1290,
   '1977': 327,
   '1985': 317,
   '1994': 274,
   '2006': 139,
   '2007': 115,
   '2012': 94,
   '1947': 1598,
   '1949': 1600,
   '1958': 1072,
   '1966': 774,
   '1988': 318,
   '1991': 308,
   '1997': 233,
   '2010': 90,
   '1911': 747,
   '1923': 2020,
   '1930': 1658,
   '1936': 1377,
   '1941': 1500,
   '1946': 1561,
   '1955': 1260,
   '1959': 1079,
   '1962': 945,
   '1976': 286,
   '1981': 346,
   '1982': 359,
   '1990': 327,
   '1993': 327,
   '2004': 165,
   '2005': 176,
   '2008': 122,
   '1910': 848,
   '1931': 1558,
   '1940': 1426,
   '1951': 1402,
   '1964': 896,
   '1974': 350,
   '1980': 365,
   '1987': 267,
   '1996': 249,
   '2003': 166,
   '1912': 998,
   '1921': 2060,
   '1934': 1538,
   '1937': 1452,
   '1938': 1387,
   '1948': 1487,
   '1954': 1368,
   '1967': 619,
   '1969': 508,
   '1992': 313,
   '1998': 228,
   '1999': 217,
   '2011': 99,
   '2013': 82,
   '1913': 1060,
   '1920': 2046,
   '1924': 2076,
   '1927': 1789,
   '1935': 1464,
   '1944': 1547,
   '1960': 1098,
   '1961': 985,
   '1965': 824,
   '1968': 552,
   '1970': 537,
   '1971': 543,
   '1978': 297,
   '1979': 300,
   '2014': 91,
   '1914': 1265,
   '1915': 1576,
   '1917': 1783,
   '1929': 1600,
   '1952': 1389,
   '1953': 1361,
   '1972': 395,
   '1973': 396,
   '1975': 340,
   '1989': 298,
   '1995': 251,
   '2000': 219,
   '2001': 209}},
 {'_id': ObjectId('5eb51b8c9993d0175fba8d64'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'DC',
  'YearsCountDict': {'1929': 286,
   '1954': 520,
   '1956': 433,
   '1959': 407,
   '1963': 307,
   '1967': 175,
   '1971': 102,
   '1975': 65,
   '1979': 54,
   '1983': 45,
   '1988': 38,
   '1992': 46,
   '2009': 11,
   '2010': 17,
   '1921': 362,
   '1930': 293,
   '1931': 258,
   '1934': 288,
   '1940': 365,
   '1941': 400,
   '1942': 515,
   '1945': 493,
   '1948': 519,
   '1951': 537,
   '1960': 367,
   '1985': 54,
   '1990': 51,
   '2003': 22,
   '2004': 26,
   '2007': 19,
   '2011': 16,
   '1918': 247,
   '1922': 347,
   '1926': 295,
   '1937': 330,
   '1962': 319,
   '1965': 251,
   '1969': 137,
   '1981': 60,
   '1984': 54,
   '1987': 55,
   '1991': 48,
   '1998': 28,
   '2012': 18,
   '1932': 309,
   '1933': 294,
   '1943': 546,
   '1947': 533,
   '1976': 49,
   '1982': 50,
   '1989': 23,
   '1993': 46,
   '1995': 30,
   '2001': 26,
   '2002': 27,
   '2013': 14,
   '1911': 88,
   '1912': 121,
   '1913': 136,
   '1914': 176,
   '1916': 200,
   '1917': 234,
   '1925': 346,
   '1949': 491,
   '1952': 513,
   '1953': 510,
   '1955': 526,
   '1970': 112,
   '1972': 73,
   '1974': 50,
   '2005': 16,
   '1910': 80,
   '1920': 255,
   '1935': 325,
   '1939': 367,
   '1946': 559,
   '1957': 472,
   '1958': 435,
   '1973': 50,
   '1980': 50,
   '2008': 13,
   '1915': 195,
   '1924': 345,
   '1928': 335,
   '1944': 520,
   '1961': 374,
   '1964': 287,
   '1966': 221,
   '1978': 53,
   '1994': 48,
   '1997': 19,
   '2006': 17,
   '2014': 17,
   '1919': 274,
   '1923': 350,
   '1927': 348,
   '1936': 320,
   '1938': 347,
   '1950': 520,
   '1968': 144,
   '1977': 59,
   '1986': 44,
   '1996': 26,
   '1999': 31,
   '2000': 20}}]

We can also return only part of each document:

In [23]:
c =  list(collection.find({ "Name": "Mary", "Gender": "F" }, {'YearsCountDict':0})) # Exclude 'YearsCountDict' values
c[1]
Out[23]:
{'_id': ObjectId('5eb51b889993d0175fb60b00'),
 'Gender': 'F',
 'Name': 'Mary',
 'State': 'LA'}
In [24]:
#regex query - Return only names that start with 'M' and ends with 'y'
query = { "Name": { "$regex": "^M.*y$" } } 
list(collection.find(query, {'YearsCountDict':0}))
Out[24]:
[{'_id': ObjectId('5eb51b889993d0175fb5e8a9'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5e9ea'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'NH'},
 {'_id': ObjectId('5eb51b889993d0175fb5ea0d'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b889993d0175fb5eb44'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb5ebd2'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b889993d0175fb5ebd9'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb5ed4d'),
  'Gender': 'F',
  'Name': 'Mazzy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5ed56'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b889993d0175fb5edf7'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb5efaf'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f0de'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f127'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f195'),
  'Gender': 'M',
  'Name': 'Mackey',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b889993d0175fb5f1b5'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f277'),
  'Gender': 'F',
  'Name': 'Maizy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f287'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b889993d0175fb5f4bd'),
  'Gender': 'F',
  'Name': 'Maudry',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f4cc'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb5f4e2'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb5f556'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb5f59d'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f5b1'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb5f5b7'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f5f8'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b889993d0175fb5f61e'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f735'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f7ae'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb5f810'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f967'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b889993d0175fb5fa11'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb5fb11'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb5fbfd'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb5fccc'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5fd9c'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'NH'},
 {'_id': ObjectId('5eb51b889993d0175fb5ffa5'),
  'Gender': 'F',
  'Name': 'Malory',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb6004f'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb600bb'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb6018d'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb602e4'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb60364'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb603e7'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60496'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb605fa'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b889993d0175fb6067a'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b889993d0175fb606a1'),
  'Gender': 'F',
  'Name': 'Madeley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60710'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb60718'),
  'Gender': 'F',
  'Name': 'Melaney',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60773'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb607f5'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b889993d0175fb60812'),
  'Gender': 'F',
  'Name': 'Mackenzy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb60912'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb60a47'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb60b00'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb60b56'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb60b7e'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb60c21'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b889993d0175fb60c50'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb60ca1'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb60d36'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb60e00'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b889993d0175fb60e0a'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb60eb3'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb60fe6'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb610ad'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb611ef'),
  'Gender': 'M',
  'Name': 'Manny',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb61246'),
  'Gender': 'F',
  'Name': 'Mallary',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb61323'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b889993d0175fb613c1'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb6144e'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb61494'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb614d9'),
  'Gender': 'M',
  'Name': 'My',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb6167d'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb61682'),
  'Gender': 'F',
  'Name': 'My',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb61718'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb6172a'),
  'Gender': 'F',
  'Name': 'Mariely',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb61a56'),
  'Gender': 'M',
  'Name': 'Manny',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b889993d0175fb61adf'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b889993d0175fb61b65'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb61c6f'),
  'Gender': 'F',
  'Name': 'Meily',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb61dde'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb61e8f'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb61f42'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb61f43'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b889993d0175fb61f65'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb62116'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb62207'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b889993d0175fb622a4'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb622c3'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b889993d0175fb62446'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb62469'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb624fa'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb62504'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb62559'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb6255c'),
  'Gender': 'F',
  'Name': 'Marshay',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb62617'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b889993d0175fb62684'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb62749'),
  'Gender': 'F',
  'Name': 'Maily',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb6279a'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb62917'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b889993d0175fb62955'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb62983'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb629c5'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb62a9d'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb62b1a'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b889993d0175fb62b4b'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb62bc4'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b889993d0175fb62d61'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b889993d0175fb62d73'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b889993d0175fb62e27'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb62e3c'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b889993d0175fb62f2e'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb630a8'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb630b3'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b889993d0175fb63133'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b889993d0175fb632c2'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb63317'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb63332'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb63360'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b889993d0175fb6342c'),
  'Gender': 'F',
  'Name': 'Malory',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb634fa'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb63575'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b889993d0175fb63676'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b889993d0175fb63810'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b889993d0175fb63827'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb63979'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb63985'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb63a85'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b889993d0175fb63aab'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb63b06'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b889993d0175fb63b94'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb63c06'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b889993d0175fb63c82'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b889993d0175fb63cbf'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b889993d0175fb63cdc'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b889993d0175fb63d95'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b889993d0175fb63e12'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb63ed4'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'AK'},
 {'_id': ObjectId('5eb51b889993d0175fb63f90'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb63fc5'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b889993d0175fb6400b'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb64037'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b889993d0175fb640d1'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb6410b'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb6423f'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb64317'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b889993d0175fb6438f'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb64429'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b889993d0175fb6450e'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b889993d0175fb64604'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb64680'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb64765'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b889993d0175fb647df'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b889993d0175fb648e2'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb649de'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb64a55'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb64a6f'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb64a85'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb64c50'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb64ccd'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb64cd4'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb64d97'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb64d9e'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b889993d0175fb64daf'),
  'Gender': 'F',
  'Name': 'Mackenzy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb64db0'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b889993d0175fb64e6e'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb64fef'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b889993d0175fb64ff9'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb650d3'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb65160'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b889993d0175fb653ad'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b889993d0175fb653e0'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b889993d0175fb65501'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb6550b'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b889993d0175fb6553b'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb6566a'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb65976'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b889993d0175fb65986'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b889993d0175fb65988'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb659b3'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b889993d0175fb65c5a'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b889993d0175fb65ca9'),
  'Gender': 'F',
  'Name': 'Mckinsey',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b889993d0175fb65d56'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b889993d0175fb65f3b'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b889993d0175fb65f9a'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b889993d0175fb65fb9'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b889993d0175fb6616d'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b889993d0175fb6625a'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b889993d0175fb663bb'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b889993d0175fb663e3'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b889993d0175fb66413'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b889993d0175fb664ba'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b889993d0175fb664cf'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b889993d0175fb66544'),
  'Gender': 'F',
  'Name': 'Murphy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb6658d'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb665d3'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b889993d0175fb667c5'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b889993d0175fb66815'),
  'Gender': 'F',
  'Name': 'Maizy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b889993d0175fb6687a'),
  'Gender': 'F',
  'Name': 'Mckinsey',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb668bc'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb66a3c'),
  'Gender': 'F',
  'Name': 'Malillany',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb66b95'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb66c6c'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb66caa'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb66cca'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb66ccf'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb66ef5'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb66f24'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb66fc1'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb67095'),
  'Gender': 'F',
  'Name': 'Mackenzy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb670b1'),
  'Gender': 'F',
  'Name': 'Mckay',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb670c9'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb670e0'),
  'Gender': 'F',
  'Name': 'Mallary',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb67168'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6718d'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb6719d'),
  'Gender': 'M',
  'Name': 'Motty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb671c9'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb67280'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb672fb'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb67330'),
  'Gender': 'F',
  'Name': 'Malory',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb67597'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb67645'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb676a8'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb67819'),
  'Gender': 'F',
  'Name': 'Makinsey',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6784f'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb678b8'),
  'Gender': 'M',
  'Name': 'Mckay',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb67954'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb679f5'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67b99'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb67c0c'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb67c48'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67cd1'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb67cf7'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb67d70'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb67e28'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb67eba'),
  'Gender': 'M',
  'Name': 'Michaelanthony',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb67ef8'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb67f34'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb67f3f'),
  'Gender': 'M',
  'Name': 'Manley',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb6801a'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb68290'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb682c3'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb683d6'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb684d8'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb68526'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb68586'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb686c5'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6873f'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb688e4'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68908'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb689dc'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb689f1'),
  'Gender': 'F',
  'Name': 'Melaney',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68a6e'),
  'Gender': 'M',
  'Name': 'Moishy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68a89'),
  'Gender': 'M',
  'Name': 'Mikey',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68b2f'),
  'Gender': 'F',
  'Name': 'Milady',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68ba4'),
  'Gender': 'M',
  'Name': 'Mallory',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb68bdf'),
  'Gender': 'F',
  'Name': 'Majesty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68c18'),
  'Gender': 'F',
  'Name': 'Marly',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb68c2e'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb68c69'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb68c86'),
  'Gender': 'M',
  'Name': 'Matty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68ccb'),
  'Gender': 'M',
  'Name': 'Mackey',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb68d44'),
  'Gender': 'F',
  'Name': 'Mckinzy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb68d50'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb68ea7'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb68f48'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb68fd4'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb690a6'),
  'Gender': 'F',
  'Name': 'Magaby',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb690c5'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb690d8'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb690fb'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb69142'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb69220'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb69325'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb6945b'),
  'Gender': 'F',
  'Name': 'Modesty',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb69615'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb6961f'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb6965c'),
  'Gender': 'F',
  'Name': 'Meloney',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb696ad'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb6983f'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb69b4d'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb69c37'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb69c8c'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'RI'},
 {'_id': ObjectId('5eb51b899993d0175fb69e57'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb69ee8'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b899993d0175fb69f9c'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb69fff'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb6a162'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb6a16d'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b899993d0175fb6a170'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb6a195'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb6a21c'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb6a2e9'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6a346'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6a453'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb6a456'),
  'Gender': 'F',
  'Name': 'Murphy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb6a4db'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb6a5b4'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb6a602'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb6a628'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b899993d0175fb6a640'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb6a67b'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb6a681'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb6a7b9'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb6a7dc'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6a8e4'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb6a9c4'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb6aa91'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb6abf1'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb6ac09'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6ad58'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb6ae18'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'AK'},
 {'_id': ObjectId('5eb51b899993d0175fb6aea0'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb6aede'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb6afc8'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6b2e4'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb6b30d'),
  'Gender': 'F',
  'Name': 'Melanny',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb6b318'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb6b477'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb6b480'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb6b501'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb6b51f'),
  'Gender': 'F',
  'Name': 'Mazzy',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb6b5b4'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb6b6fb'),
  'Gender': 'F',
  'Name': 'Marcey',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb6b746'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb6b7d4'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb6b7f4'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb6b810'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb6b8a6'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb6b8e4'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb6b92e'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb6b9e0'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb6bac1'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb6bb1f'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb6bd62'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb6bd65'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'NH'},
 {'_id': ObjectId('5eb51b899993d0175fb6be7b'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6bf18'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6bfd6'),
  'Gender': 'F',
  'Name': 'Mey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c081'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb6c1b0'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c253'),
  'Gender': 'F',
  'Name': 'Mackenzy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c439'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6c61d'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6c67f'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c708'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6c735'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6c84d'),
  'Gender': 'F',
  'Name': 'Maleny',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6cae1'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6cc36'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb6cdf8'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d1a0'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6d235'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb6d26b'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d2b6'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb6d2cb'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6d33a'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d378'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d3e2'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6d470'),
  'Gender': 'F',
  'Name': 'Marykay',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6d60a'),
  'Gender': 'F',
  'Name': 'Marshay',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d661'),
  'Gender': 'M',
  'Name': 'Markanthony',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d669'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6d786'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb6d8cb'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6d8f3'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb6da59'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6da73'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb6da7d'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6da95'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6dbae'),
  'Gender': 'F',
  'Name': 'Mily',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6dcd8'),
  'Gender': 'F',
  'Name': 'Mily',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6df5c'),
  'Gender': 'F',
  'Name': 'Maggy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e04a'),
  'Gender': 'F',
  'Name': 'Magaby',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6e0d2'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e3d8'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6e527'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e555'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb6e572'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6e5d2'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e61c'),
  'Gender': 'F',
  'Name': 'Mellany',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e6d7'),
  'Gender': 'F',
  'Name': 'Majesty',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e7ea'),
  'Gender': 'F',
  'Name': 'Marelly',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e83f'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb6e8b9'),
  'Gender': 'F',
  'Name': 'Mallary',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e92e'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb6eb0b'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ec32'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb6ec3d'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ec6a'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ece6'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb6ed09'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ef00'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb6ef95'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6f0f3'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6f18f'),
  'Gender': 'F',
  'Name': 'Marigny',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb6f190'),
  'Gender': 'M',
  'Name': 'Malachy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6f1e9'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb6f214'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb6f2ab'),
  'Gender': 'F',
  'Name': 'Mariely',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6f318'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6f54b'),
  'Gender': 'M',
  'Name': 'Moody',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6f602'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6f7f7'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb6f951'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb6fa25'),
  'Gender': 'F',
  'Name': 'Melanny',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6faa6'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb6faed'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb6fb54'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6fbd1'),
  'Gender': 'F',
  'Name': 'Makinsey',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6fc17'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb6fc3d'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6fceb'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6fe0d'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ff4b'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb6ff51'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb6ff61'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb6ffe3'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb70047'),
  'Gender': 'M',
  'Name': 'Macy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb7006d'),
  'Gender': 'F',
  'Name': 'My',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb700b4'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb700cf'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb70115'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb70148'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7014a'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb70152'),
  'Gender': 'M',
  'Name': 'Macaulay',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb70173'),
  'Gender': 'M',
  'Name': 'Marcanthony',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb701eb'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb701f5'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb70203'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb70235'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb7035c'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb7039a'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb704c0'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb70831'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb7084e'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb70915'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'RI'},
 {'_id': ObjectId('5eb51b899993d0175fb7096f'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'RI'},
 {'_id': ObjectId('5eb51b899993d0175fb709b2'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb709d0'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb70a07'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb70a77'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb70afb'),
  'Gender': 'M',
  'Name': 'Manley',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb70b07'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb70b18'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb70b80'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb70b9e'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb70bdc'),
  'Gender': 'F',
  'Name': 'Maly',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb70bf4'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb70c05'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb70de3'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb70e1b'),
  'Gender': 'F',
  'Name': 'Marney',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb710ca'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'RI'},
 {'_id': ObjectId('5eb51b899993d0175fb7112c'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb711df'),
  'Gender': 'M',
  'Name': 'Manny',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb7122c'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb7129c'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb712a9'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb712cf'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb712de'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b899993d0175fb71444'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb715f3'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb715f9'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb71649'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb716f5'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7174c'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7182a'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb71866'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb719d3'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb71b7a'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb71bbd'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb71d35'),
  'Gender': 'M',
  'Name': 'Macaulay',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb71d37'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb71fdf'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb72059'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb7207a'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb7208c'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb72123'),
  'Gender': 'M',
  'Name': 'Majesty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb72144'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb72252'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb724b3'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb725a0'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb72604'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb72734'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb72756'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb727c2'),
  'Gender': 'F',
  'Name': 'Marily',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb72873'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb72875'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb728e1'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb72926'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb72a18'),
  'Gender': 'F',
  'Name': 'Murphy',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb72a51'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb72a63'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb72b1c'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb72b35'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb72be5'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb72c78'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb72ca8'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb72cb2'),
  'Gender': 'M',
  'Name': 'Markanthony',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb72cbc'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb72d49'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb72ea9'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb72f5c'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb730ec'),
  'Gender': 'F',
  'Name': 'Maily',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7313f'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7314c'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb732a5'),
  'Gender': 'M',
  'Name': 'Macy',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb7334c'),
  'Gender': 'M',
  'Name': 'Mckay',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb73466'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb73530'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7354b'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb73569'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb737f7'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7385f'),
  'Gender': 'F',
  'Name': 'Maebry',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb73918'),
  'Gender': 'F',
  'Name': 'Marny',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb73931'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb7398b'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb739cd'),
  'Gender': 'F',
  'Name': 'Marry',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb739f1'),
  'Gender': 'M',
  'Name': 'Mallory',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb73abf'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb73cf4'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb73e3d'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb73f4a'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb73f65'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb74214'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb7422a'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb742a9'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb74335'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb7439d'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb743f9'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7451c'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb7451d'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb74571'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7476b'),
  'Gender': 'F',
  'Name': 'Mahaley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb747ed'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb7487b'),
  'Gender': 'F',
  'Name': 'Marcey',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb748e4'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7490d'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7498b'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb74a8f'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb74bc4'),
  'Gender': 'F',
  'Name': 'Marly',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb74ceb'),
  'Gender': 'F',
  'Name': 'Mariely',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb74e40'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb74ee7'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb74f3d'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb74f4a'),
  'Gender': 'F',
  'Name': 'Matty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb74f71'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb74f98'),
  'Gender': 'M',
  'Name': 'Mikey',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb74ffc'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb75107'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb75109'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb7516c'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb751a1'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b899993d0175fb75208'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7526e'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb752a6'),
  'Gender': 'F',
  'Name': 'Mckenzy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb752c5'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb753eb'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7547b'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b899993d0175fb7547c'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb75569'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb755a2'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb75602'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb75609'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb75673'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b899993d0175fb757b6'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7580a'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb75866'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb758d3'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb75b7e'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb75c62'),
  'Gender': 'F',
  'Name': 'Maizy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb75c7a'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b899993d0175fb75c8f'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb75d13'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b899993d0175fb75d27'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb75d90'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb75dcc'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb75dfc'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb75e60'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb75ec0'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb75ef3'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b899993d0175fb75f56'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb75f71'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b899993d0175fb75f7f'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb760db'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb761ff'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb762dd'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb7649b'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b899993d0175fb764a5'),
  'Gender': 'F',
  'Name': 'Mellody',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb764b1'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb764b5'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb764fd'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb764ff'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb76510'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b899993d0175fb76541'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb7662d'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb76769'),
  'Gender': 'F',
  'Name': 'Mallary',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb76786'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb768af'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb768f9'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb769c4'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb769d2'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'AK'},
 {'_id': ObjectId('5eb51b899993d0175fb76b47'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb76c3b'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb76d86'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb76da8'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb76eab'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb76eb2'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb76ec1'),
  'Gender': 'F',
  'Name': 'Marykay',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb76fa2'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb77034'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb77194'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb772eb'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb773b5'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b899993d0175fb77403'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb7773d'),
  'Gender': 'F',
  'Name': 'Majesty',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb77758'),
  'Gender': 'M',
  'Name': 'Marcanthony',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb77781'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'NH'},
 {'_id': ObjectId('5eb51b899993d0175fb77802'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb77990'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb779b1'),
  'Gender': 'M',
  'Name': 'Manley',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb77a6b'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb77aab'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb77b3f'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb77ba4'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb77d3a'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb77da4'),
  'Gender': 'F',
  'Name': 'Mailey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb77e00'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb77e90'),
  'Gender': 'M',
  'Name': 'Malachy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb77f5d'),
  'Gender': 'F',
  'Name': 'Micky',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb77fc9'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb78066'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb78088'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb780fa'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb78107'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb78148'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb782a9'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb7836b'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb783e7'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7848e'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb785ea'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb78606'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb786eb'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb786fa'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb78741'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb7874e'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb787f1'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb78820'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7883a'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb788ab'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb7892c'),
  'Gender': 'F',
  'Name': 'Marly',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb78b25'),
  'Gender': 'F',
  'Name': 'Marry',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb78cc0'),
  'Gender': 'F',
  'Name': 'Marry',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb78d67'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb78e77'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb78f45'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb78f5d'),
  'Gender': 'M',
  'Name': 'Mikey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb78fe1'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb79023'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb793d4'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb79446'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7947c'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb794ef'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb79607'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb79702'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7978e'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb797b6'),
  'Gender': 'F',
  'Name': 'Mackenzy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7999a'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb79a50'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb79e60'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb79ee3'),
  'Gender': 'F',
  'Name': 'Mily',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb79f2f'),
  'Gender': 'M',
  'Name': 'Manny',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb79f34'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b899993d0175fb7a036'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7a0bd'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb7a113'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7a2d4'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'NH'},
 {'_id': ObjectId('5eb51b899993d0175fb7a48b'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7a4bf'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb7a525'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb7a5be'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b899993d0175fb7a6a8'),
  'Gender': 'F',
  'Name': 'Malky',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7a756'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb7a7fb'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb7a9ac'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb7a9be'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb7a9ce'),
  'Gender': 'M',
  'Name': 'Markanthony',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7aaa0'),
  'Gender': 'M',
  'Name': 'Morrissey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7aab7'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7aaf5'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb7ad96'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7af5d'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b899993d0175fb7af7a'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7af9a'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b899993d0175fb7afe7'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7b142'),
  'Gender': 'M',
  'Name': 'Marcanthony',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7b297'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb7b340'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b412'),
  'Gender': 'F',
  'Name': 'Maddy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b433'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7b46f'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b899993d0175fb7b4bc'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7b4ec'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b899993d0175fb7b51f'),
  'Gender': 'M',
  'Name': 'Molly',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b5aa'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b5c6'),
  'Gender': 'M',
  'Name': 'Macaulay',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b63e'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7b658'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b899993d0175fb7b6f4'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb7b827'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b899993d0175fb7b834'),
  'Gender': 'M',
  'Name': 'Markanthony',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb7b92f'),
  'Gender': 'F',
  'Name': 'Marshay',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb7b952'),
  'Gender': 'M',
  'Name': 'Markanthony',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7b9a7'),
  'Gender': 'F',
  'Name': 'Mitzy',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b9e8'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7bb76'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7bbd2'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7bcb1'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb7be90'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb7c08d'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb7c142'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c19a'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c244'),
  'Gender': 'M',
  'Name': 'Mckay',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7c344'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c4fb'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c5a6'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c5ce'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb7c633'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7c6e1'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb7caa6'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7cb41'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb7cbe1'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7cd10'),
  'Gender': 'M',
  'Name': 'Manny',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7cece'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb7cfae'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7cfbe'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'HI'},
 {'_id': ObjectId('5eb51b899993d0175fb7cfd7'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7d1a6'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb7d279'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb7d2a4'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7d349'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb7d408'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b899993d0175fb7d4b7'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb7d4e7'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7d578'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7d641'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7d66f'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb7d723'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b899993d0175fb7d7e6'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b899993d0175fb7d952'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb7da2d'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb7dd54'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb7e15c'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'AK'},
 {'_id': ObjectId('5eb51b899993d0175fb7e278'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b899993d0175fb7e29b'),
  'Gender': 'F',
  'Name': 'Malory',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7e48c'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7e579'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb7e58b'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b899993d0175fb7e5b1'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7e636'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b899993d0175fb7e66f'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7e6ae'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7e6c3'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b899993d0175fb7e6cb'),
  'Gender': 'F',
  'Name': 'Margaretmary',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7e6de'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb7e734'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'ND'},
 {'_id': ObjectId('5eb51b899993d0175fb7e760'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb7e967'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7ea23'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'SD'},
 {'_id': ObjectId('5eb51b899993d0175fb7ea8c'),
  'Gender': 'F',
  'Name': 'Marjory',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b899993d0175fb7eaec'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb7eb39'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7eba4'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b899993d0175fb7ecb1'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7eea9'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb7ef04'),
  'Gender': 'F',
  'Name': 'Marykay',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7ef2f'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb7ef7a'),
  'Gender': 'F',
  'Name': 'Malky',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7eff7'),
  'Gender': 'F',
  'Name': 'Marshay',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7f042'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb7f21c'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb7f246'),
  'Gender': 'F',
  'Name': 'Marykay',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7f440'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7f479'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7f4d4'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7f4db'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7f524'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb7f5c7'),
  'Gender': 'M',
  'Name': 'Morty',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7f5f1'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7f622'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7f86b'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7f965'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb7f97c'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7f98c'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7fcba'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb7fcd1'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb7fd0e'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb7fd4d'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb7fed7'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7ff24'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb7ffef'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb80017'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'KY'},
 {'_id': ObjectId('5eb51b899993d0175fb8004e'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb80136'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb803a5'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb803be'),
  'Gender': 'F',
  'Name': 'Meleny',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb804a5'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb8051c'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb805b3'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb80693'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb8069e'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb806ab'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb806cf'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb8070b'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb8070e'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb80813'),
  'Gender': 'F',
  'Name': 'Mckinsey',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb8084e'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb80a61'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb80ab0'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb80b5e'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'AL'},
 {'_id': ObjectId('5eb51b899993d0175fb80b70'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb80be2'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb80c95'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'UT'},
 {'_id': ObjectId('5eb51b899993d0175fb80cd1'),
  'Gender': 'F',
  'Name': 'Milady',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb80d29'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb80e10'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb80e46'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b899993d0175fb80f30'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb80f7c'),
  'Gender': 'F',
  'Name': 'Mileidy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb80fad'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b899993d0175fb81060'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb81085'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'MS'},
 {'_id': ObjectId('5eb51b899993d0175fb81148'),
  'Gender': 'F',
  'Name': 'Mckenzy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb81371'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b899993d0175fb81636'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb81646'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb816f1'),
  'Gender': 'F',
  'Name': 'Marly',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb81861'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb81890'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b899993d0175fb81896'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b899993d0175fb818d6'),
  'Gender': 'M',
  'Name': 'Murry',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb81959'),
  'Gender': 'M',
  'Name': 'Mckay',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b899993d0175fb819fb'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb81a44'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'ME'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81b78'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81bbe'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81c5c'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81cd7'),
  'Gender': 'F',
  'Name': 'Mendy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81d29'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81dc9'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81f75'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81fca'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb81fe6'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'KS'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82008'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8203d'),
  'Gender': 'F',
  'Name': 'Mahogany',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb820b1'),
  'Gender': 'F',
  'Name': 'Mitzy',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82141'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8225b'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82286'),
  'Gender': 'M',
  'Name': 'Micky',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82463'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'WI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82482'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8251c'),
  'Gender': 'M',
  'Name': 'Mccoy',
  'State': 'ID'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82540'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'TN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb825d7'),
  'Gender': 'M',
  'Name': 'Malachy',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb826ef'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'NM'},
 {'_id': ObjectId('5eb51b8a9993d0175fb827bc'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb827eb'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb828f7'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb829b8'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb829c9'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb829fa'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82a69'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82a72'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82b70'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82b91'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82b95'),
  'Gender': 'M',
  'Name': 'Mallory',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82ba6'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82c5e'),
  'Gender': 'F',
  'Name': 'Merikay',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82cdb'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82d20'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82d40'),
  'Gender': 'F',
  'Name': 'May',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82d75'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82d8b'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82edd'),
  'Gender': 'F',
  'Name': 'Misty',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82f2e'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82f77'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82fa9'),
  'Gender': 'F',
  'Name': 'Melony',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb82ff7'),
  'Gender': 'F',
  'Name': 'Melanny',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb830fa'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'WY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb831a2'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb832fc'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'AZ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83313'),
  'Gender': 'F',
  'Name': 'Marykay',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8332c'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'RI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb833af'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b8a9993d0175fb833b4'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'DC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83530'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8359a'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8373d'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8376e'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83818'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8386a'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'VA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb838a6'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb838f8'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'NE'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83961'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb839b4'),
  'Gender': 'M',
  'Name': 'Montgomery',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb839bc'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb839c2'),
  'Gender': 'F',
  'Name': 'Makinley',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83a18'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83ae9'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83bbb'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'CO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83c5f'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83cdb'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83d7b'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83da3'),
  'Gender': 'F',
  'Name': 'Mabry',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83e42'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'AK'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83e4d'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'WV'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83ed2'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb83fff'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'VT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb841d4'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8438e'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'MT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb843f9'),
  'Gender': 'F',
  'Name': 'Marty',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84458'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb844f6'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb844fe'),
  'Gender': 'M',
  'Name': 'Marty',
  'State': 'MO'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8458c'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'OR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84691'),
  'Gender': 'F',
  'Name': 'My',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb846de'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'CT'},
 {'_id': ObjectId('5eb51b8a9993d0175fb846f1'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'MN'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84970'),
  'Gender': 'M',
  'Name': 'Manley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84a27'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84a97'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84bf4'),
  'Gender': 'F',
  'Name': 'Mindy',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84c12'),
  'Gender': 'F',
  'Name': 'Milly',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84e28'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84e3c'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84e8d'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84e9b'),
  'Gender': 'F',
  'Name': 'Marely',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84f8c'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84f97'),
  'Gender': 'M',
  'Name': 'Mckinley',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8517a'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb851c5'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85201'),
  'Gender': 'M',
  'Name': 'Mary',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb852eb'),
  'Gender': 'F',
  'Name': 'Magaly',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85300'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85349'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb853cf'),
  'Gender': 'F',
  'Name': 'Missy',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85612'),
  'Gender': 'F',
  'Name': 'Magally',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8564f'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb856a8'),
  'Gender': 'M',
  'Name': 'Murray',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85749'),
  'Gender': 'F',
  'Name': 'Miley',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8581d'),
  'Gender': 'F',
  'Name': 'Malillany',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8599e'),
  'Gender': 'F',
  'Name': 'Merary',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb859ef'),
  'Gender': 'F',
  'Name': 'Mayerly',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85a01'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85a2b'),
  'Gender': 'F',
  'Name': 'Marleny',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85c1b'),
  'Gender': 'M',
  'Name': 'Monty',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85cd7'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'LA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85e3c'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85e6a'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85e89'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85e9e'),
  'Gender': 'F',
  'Name': 'Melody',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85ee9'),
  'Gender': 'F',
  'Name': 'Mandy',
  'State': 'IA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85ef6'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85f05'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85f6c'),
  'Gender': 'M',
  'Name': 'Marley',
  'State': 'SC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb861bc'),
  'Gender': 'F',
  'Name': 'Mary',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb861fd'),
  'Gender': 'F',
  'Name': 'Mickey',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86220'),
  'Gender': 'F',
  'Name': 'Marcey',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb862bc'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8648f'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb864e6'),
  'Gender': 'M',
  'Name': 'Mckay',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb865a2'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8669c'),
  'Gender': 'M',
  'Name': 'Marcanthony',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb866af'),
  'Gender': 'F',
  'Name': 'Mercy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86715'),
  'Gender': 'F',
  'Name': 'Merrily',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86889'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb869ab'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb869ec'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86a73'),
  'Gender': 'F',
  'Name': 'Macy',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86bcd'),
  'Gender': 'M',
  'Name': 'Mosby',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86d74'),
  'Gender': 'M',
  'Name': 'Matvey',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86d90'),
  'Gender': 'F',
  'Name': 'Margy',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86ed8'),
  'Gender': 'F',
  'Name': 'Melanny',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86eff'),
  'Gender': 'M',
  'Name': 'Maury',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86fb8'),
  'Gender': 'F',
  'Name': 'Marcy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb86fc9'),
  'Gender': 'F',
  'Name': 'Mallory',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87006'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8709e'),
  'Gender': 'F',
  'Name': 'Macey',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87239'),
  'Gender': 'F',
  'Name': 'Molly',
  'State': 'DE'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8727d'),
  'Gender': 'F',
  'Name': 'Margery',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87501'),
  'Gender': 'F',
  'Name': 'Melany',
  'State': 'NV'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87558'),
  'Gender': 'M',
  'Name': 'Mickey',
  'State': 'AR'},
 {'_id': ObjectId('5eb51b8a9993d0175fb875c4'),
  'Gender': 'F',
  'Name': 'Maizy',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87607'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87630'),
  'Gender': 'F',
  'Name': 'Maisy',
  'State': 'WA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb876a7'),
  'Gender': 'F',
  'Name': 'Marley',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b8a9993d0175fb877e0'),
  'Gender': 'M',
  'Name': 'Murphy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8782e'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8783d'),
  'Gender': 'F',
  'Name': 'Merry',
  'State': 'MD'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87845'),
  'Gender': 'F',
  'Name': 'Mckinley',
  'State': 'OK'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8789a'),
  'Gender': 'F',
  'Name': 'Makenzy',
  'State': 'OK'},
 ...]
In [25]:
# search in nested documents
# returns all baby names that in 1990 more than 4000 babies were born with this name
query = { "YearsCountDict.1990":   {"$gt": 4000}}  
list(collection.find(query, {'YearsCountDict':0}))
Out[25]:
[{'_id': ObjectId('5eb51b889993d0175fb5fbeb'),
  'Gender': 'M',
  'Name': 'David',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb66eb7'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67e7f'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6bfd9'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c2b7'),
  'Gender': 'F',
  'Name': 'Ashley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6da47'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e54b'),
  'Gender': 'M',
  'Name': 'Andrew',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb78eaa'),
  'Gender': 'F',
  'Name': 'Jessica',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8522b'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8607a'),
  'Gender': 'M',
  'Name': 'Jose',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8d57b'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb93e75'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9e653'),
  'Gender': 'M',
  'Name': 'Jonathan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba07e0'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba13d9'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'CA'}]

We can also sort the return results, or limit the number of results:

In [31]:
query = { "YearsCountDict.2000":   {"$gt": 1000}}  
list(collection.find(query, {'YearsCountDict':0}).sort("Name"))
Out[31]:
[{'_id': ObjectId('5eb51b899993d0175fb78593'),
  'Gender': 'M',
  'Name': 'Aaron',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8bd8c'),
  'Gender': 'F',
  'Name': 'Abigail',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87b78'),
  'Gender': 'M',
  'Name': 'Adrian',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb88b2d'),
  'Gender': 'M',
  'Name': 'Alejandro',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7fb10'),
  'Gender': 'M',
  'Name': 'Alexander',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb99010'),
  'Gender': 'M',
  'Name': 'Alexander',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9eee7'),
  'Gender': 'M',
  'Name': 'Alexander',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb79496'),
  'Gender': 'F',
  'Name': 'Alexandra',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb79893'),
  'Gender': 'F',
  'Name': 'Alexis',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8c926'),
  'Gender': 'F',
  'Name': 'Alexis',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9224b'),
  'Gender': 'F',
  'Name': 'Alyssa',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba531e'),
  'Gender': 'F',
  'Name': 'Alyssa',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8588f'),
  'Gender': 'F',
  'Name': 'Amanda',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5eb84'),
  'Gender': 'F',
  'Name': 'Andrea',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb67f92'),
  'Gender': 'M',
  'Name': 'Andrew',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb69171'),
  'Gender': 'M',
  'Name': 'Andrew',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb6e54b'),
  'Gender': 'M',
  'Name': 'Andrew',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9a759'),
  'Gender': 'M',
  'Name': 'Andrew',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb68f9a'),
  'Gender': 'M',
  'Name': 'Angel',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb939c0'),
  'Gender': 'M',
  'Name': 'Angel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb628b2'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb6bfd9'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7f775'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb940a7'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8b9993d0175fb99479'),
  'Gender': 'M',
  'Name': 'Anthony',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb60eea'),
  'Gender': 'F',
  'Name': 'Ashley',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb66f07'),
  'Gender': 'F',
  'Name': 'Ashley',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6c2b7'),
  'Gender': 'F',
  'Name': 'Ashley',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7eea0'),
  'Gender': 'F',
  'Name': 'Ashley',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb66ce3'),
  'Gender': 'M',
  'Name': 'Austin',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85260'),
  'Gender': 'M',
  'Name': 'Austin',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb78b9e'),
  'Gender': 'M',
  'Name': 'Benjamin',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7f535'),
  'Gender': 'M',
  'Name': 'Brandon',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb88554'),
  'Gender': 'M',
  'Name': 'Brandon',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb924e4'),
  'Gender': 'M',
  'Name': 'Brandon',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb990cf'),
  'Gender': 'M',
  'Name': 'Brandon',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9e000'),
  'Gender': 'M',
  'Name': 'Brian',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb80993'),
  'Gender': 'F',
  'Name': 'Brianna',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb860df'),
  'Gender': 'F',
  'Name': 'Brianna',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb98696'),
  'Gender': 'F',
  'Name': 'Brianna',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb7ac9c'),
  'Gender': 'M',
  'Name': 'Bryan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e612'),
  'Gender': 'M',
  'Name': 'Cameron',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb88732'),
  'Gender': 'M',
  'Name': 'Carlos',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9a506'),
  'Gender': 'M',
  'Name': 'Carlos',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb66419'),
  'Gender': 'M',
  'Name': 'Christian',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6c805'),
  'Gender': 'M',
  'Name': 'Christian',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb92d0e'),
  'Gender': 'M',
  'Name': 'Christian',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb5f030'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb73a20'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb797a0'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7dd5b'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8d57b'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8b9993d0175fba13d9'),
  'Gender': 'M',
  'Name': 'Christopher',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6de60'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8dcbe'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb93e75'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9eb0b'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8c9993d0175fba5ce6'),
  'Gender': 'M',
  'Name': 'Daniel',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b889993d0175fb5fbeb'),
  'Gender': 'M',
  'Name': 'David',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6f9f2'),
  'Gender': 'M',
  'Name': 'David',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb721b6'),
  'Gender': 'M',
  'Name': 'David',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb72f48'),
  'Gender': 'M',
  'Name': 'David',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9066a'),
  'Gender': 'F',
  'Name': 'Destiny',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f480'),
  'Gender': 'M',
  'Name': 'Dylan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb66203'),
  'Gender': 'M',
  'Name': 'Dylan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb5f236'),
  'Gender': 'M',
  'Name': 'Eduardo',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba13d5'),
  'Gender': 'F',
  'Name': 'Elizabeth',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8c9993d0175fba6b09'),
  'Gender': 'F',
  'Name': 'Elizabeth',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6fca2'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb73214'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb777d5'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb835e2'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8877c'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8b9993d0175fba3d1d'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8c9993d0175fba5f2e'),
  'Gender': 'F',
  'Name': 'Emily',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9e04c'),
  'Gender': 'F',
  'Name': 'Emma',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84f3d'),
  'Gender': 'M',
  'Name': 'Eric',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f910'),
  'Gender': 'M',
  'Name': 'Ethan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba3c71'),
  'Gender': 'M',
  'Name': 'Ethan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6cf8b'),
  'Gender': 'M',
  'Name': 'Gabriel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb6226b'),
  'Gender': 'F',
  'Name': 'Grace',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb700f5'),
  'Gender': 'F',
  'Name': 'Hannah',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb73fd6'),
  'Gender': 'F',
  'Name': 'Hannah',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb74419'),
  'Gender': 'F',
  'Name': 'Hannah',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb78e67'),
  'Gender': 'F',
  'Name': 'Hannah',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb91a60'),
  'Gender': 'F',
  'Name': 'Hannah',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb84e9a'),
  'Gender': 'M',
  'Name': 'Isaac',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6e0b6'),
  'Gender': 'F',
  'Name': 'Isabella',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb909db'),
  'Gender': 'M',
  'Name': 'Isaiah',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb69e00'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'IN'},
 {'_id': ObjectId('5eb51b899993d0175fb6a72e'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb71add'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb790ad'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8867b'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8e589'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b8a9993d0175fb914d9'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba1412'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8b9993d0175fba3ca9'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8b9993d0175fba4aff'),
  'Gender': 'M',
  'Name': 'Jacob',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb94303'),
  'Gender': 'F',
  'Name': 'Jacqueline',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7322e'),
  'Gender': 'M',
  'Name': 'James',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87540'),
  'Gender': 'M',
  'Name': 'James',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8ccff'),
  'Gender': 'M',
  'Name': 'James',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6c017'),
  'Gender': 'F',
  'Name': 'Jasmine',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb79871'),
  'Gender': 'M',
  'Name': 'Jason',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5fc1f'),
  'Gender': 'F',
  'Name': 'Jennifer',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba4ab0'),
  'Gender': 'F',
  'Name': 'Jennifer',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67729'),
  'Gender': 'F',
  'Name': 'Jessica',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb78eaa'),
  'Gender': 'F',
  'Name': 'Jessica',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7f48f'),
  'Gender': 'F',
  'Name': 'Jessica',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b889993d0175fb607dc'),
  'Gender': 'M',
  'Name': 'Jesus',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8bcc0'),
  'Gender': 'M',
  'Name': 'Jesus',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb63f84'),
  'Gender': 'M',
  'Name': 'John',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b889993d0175fb668d4'),
  'Gender': 'M',
  'Name': 'John',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb803b2'),
  'Gender': 'M',
  'Name': 'John',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9fa17'),
  'Gender': 'M',
  'Name': 'John',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb69442'),
  'Gender': 'M',
  'Name': 'Jonathan',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb931b0'),
  'Gender': 'M',
  'Name': 'Jonathan',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8b9993d0175fb982cc'),
  'Gender': 'M',
  'Name': 'Jonathan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9e653'),
  'Gender': 'M',
  'Name': 'Jonathan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6deeb'),
  'Gender': 'M',
  'Name': 'Jordan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8827b'),
  'Gender': 'M',
  'Name': 'Jorge',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb67387'),
  'Gender': 'M',
  'Name': 'Jose',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8607a'),
  'Gender': 'M',
  'Name': 'Jose',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb610b3'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb694c3'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6dbaf'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb771d5'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb98d5b'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8b9993d0175fb99f8a'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9f4ff'),
  'Gender': 'M',
  'Name': 'Joseph',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb656e0'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb68364'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb690af'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb70cd6'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'MI'},
 {'_id': ObjectId('5eb51b899993d0175fb78d60'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb805d9'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8a9993d0175fb882c0'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9190a'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8b9993d0175fba07e0'),
  'Gender': 'M',
  'Name': 'Joshua',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d36d'),
  'Gender': 'M',
  'Name': 'Juan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba4565'),
  'Gender': 'M',
  'Name': 'Juan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb78396'),
  'Gender': 'F',
  'Name': 'Julia',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6fdec'),
  'Gender': 'M',
  'Name': 'Julian',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb61bd7'),
  'Gender': 'M',
  'Name': 'Justin',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba4ae9'),
  'Gender': 'M',
  'Name': 'Justin',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8b9993d0175fba57f4'),
  'Gender': 'M',
  'Name': 'Justin',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6e633'),
  'Gender': 'F',
  'Name': 'Kayla',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba5837'),
  'Gender': 'F',
  'Name': 'Kayla',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6e524'),
  'Gender': 'M',
  'Name': 'Kevin',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7334e'),
  'Gender': 'M',
  'Name': 'Kevin',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb7420a'),
  'Gender': 'M',
  'Name': 'Kevin',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb5fc20'),
  'Gender': 'F',
  'Name': 'Kimberly',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9e51a'),
  'Gender': 'M',
  'Name': 'Kyle',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8738a'),
  'Gender': 'F',
  'Name': 'Lauren',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8db27'),
  'Gender': 'F',
  'Name': 'Lauren',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb6cbde'),
  'Gender': 'F',
  'Name': 'Leslie',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6d054'),
  'Gender': 'M',
  'Name': 'Luis',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7f553'),
  'Gender': 'M',
  'Name': 'Luis',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67e4c'),
  'Gender': 'F',
  'Name': 'Madison',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb68fbd'),
  'Gender': 'F',
  'Name': 'Madison',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb93a3a'),
  'Gender': 'F',
  'Name': 'Madison',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb80676'),
  'Gender': 'F',
  'Name': 'Maria',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9d7d2'),
  'Gender': 'F',
  'Name': 'Maria',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb62bed'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7330e'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb746a4'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7a2a1'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb7be9f'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8522b'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8d039'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb94681'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b8a9993d0175fb95eff'),
  'Gender': 'M',
  'Name': 'Matthew',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9296e'),
  'Gender': 'F',
  'Name': 'Megan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9efe5'),
  'Gender': 'F',
  'Name': 'Melissa',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb625c6'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb66eb7'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67e7f'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6888c'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb6da47'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7a96c'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb7ac87'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb7c849'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7d025'),
  'Gender': 'M',
  'Name': 'Michael',
  'State': 'MA'},
 {'_id': ObjectId('5eb51b8b9993d0175fba0223'),
  'Gender': 'F',
  'Name': 'Michelle',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c10d'),
  'Gender': 'M',
  'Name': 'Miguel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60fce'),
  'Gender': 'F',
  'Name': 'Natalie',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8addd'),
  'Gender': 'M',
  'Name': 'Nathan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9de39'),
  'Gender': 'M',
  'Name': 'Nathan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60df6'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b889993d0175fb617b6'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'NJ'},
 {'_id': ObjectId('5eb51b899993d0175fb6c177'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7946d'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'IL'},
 {'_id': ObjectId('5eb51b899993d0175fb7e98f'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb7ede2'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb801aa'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8b9993d0175fb98b11'),
  'Gender': 'M',
  'Name': 'Nicholas',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87444'),
  'Gender': 'F',
  'Name': 'Nicole',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb925c0'),
  'Gender': 'M',
  'Name': 'Noah',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6fcbe'),
  'Gender': 'M',
  'Name': 'Oscar',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7adcd'),
  'Gender': 'F',
  'Name': 'Rachel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9fe1e'),
  'Gender': 'M',
  'Name': 'Richard',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb855b4'),
  'Gender': 'M',
  'Name': 'Robert',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8a2ba'),
  'Gender': 'M',
  'Name': 'Robert',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b899993d0175fb67ce8'),
  'Gender': 'M',
  'Name': 'Ryan',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb79e90'),
  'Gender': 'M',
  'Name': 'Ryan',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9a1a4'),
  'Gender': 'M',
  'Name': 'Ryan',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8c9993d0175fba8473'),
  'Gender': 'M',
  'Name': 'Ryan',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b899993d0175fb67056'),
  'Gender': 'F',
  'Name': 'Samantha',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb81709'),
  'Gender': 'F',
  'Name': 'Samantha',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb92a32'),
  'Gender': 'F',
  'Name': 'Samantha',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb66f35'),
  'Gender': 'M',
  'Name': 'Samuel',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9f55c'),
  'Gender': 'M',
  'Name': 'Samuel',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb60e3a'),
  'Gender': 'F',
  'Name': 'Sarah',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb67a6f'),
  'Gender': 'F',
  'Name': 'Sarah',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb815e5'),
  'Gender': 'F',
  'Name': 'Sarah',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb87a24'),
  'Gender': 'M',
  'Name': 'Sebastian',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5fc0f'),
  'Gender': 'F',
  'Name': 'Sophia',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb85971'),
  'Gender': 'F',
  'Name': 'Stephanie',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7b882'),
  'Gender': 'M',
  'Name': 'Steven',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb71a5f'),
  'Gender': 'F',
  'Name': 'Taylor',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9127d'),
  'Gender': 'F',
  'Name': 'Taylor',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb68e07'),
  'Gender': 'M',
  'Name': 'Thomas',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb9064c'),
  'Gender': 'M',
  'Name': 'Thomas',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb6cb88'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb75106'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b899993d0175fb7ca6a'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'PA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8b3db'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8a9993d0175fb93872'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b8b9993d0175fba3356'),
  'Gender': 'M',
  'Name': 'Tyler',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb6c5f8'),
  'Gender': 'F',
  'Name': 'Vanessa',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb88d95'),
  'Gender': 'M',
  'Name': 'Victor',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b889993d0175fb5f697'),
  'Gender': 'F',
  'Name': 'Victoria',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb7f4bd'),
  'Gender': 'F',
  'Name': 'Victoria',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b889993d0175fb65cc9'),
  'Gender': 'M',
  'Name': 'William',
  'State': 'GA'},
 {'_id': ObjectId('5eb51b899993d0175fb6c672'),
  'Gender': 'M',
  'Name': 'William',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b899993d0175fb729fd'),
  'Gender': 'M',
  'Name': 'William',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8a72f'),
  'Gender': 'M',
  'Name': 'William',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9dec1'),
  'Gender': 'M',
  'Name': 'William',
  'State': 'NC'},
 {'_id': ObjectId('5eb51b889993d0175fb5ef4c'),
  'Gender': 'M',
  'Name': 'Zachary',
  'State': 'FL'},
 {'_id': ObjectId('5eb51b899993d0175fb672cc'),
  'Gender': 'M',
  'Name': 'Zachary',
  'State': 'NY'},
 {'_id': ObjectId('5eb51b899993d0175fb683c1'),
  'Gender': 'M',
  'Name': 'Zachary',
  'State': 'TX'},
 {'_id': ObjectId('5eb51b8b9993d0175fb982df'),
  'Gender': 'M',
  'Name': 'Zachary',
  'State': 'OH'},
 {'_id': ObjectId('5eb51b8b9993d0175fb9f34a'),
  'Gender': 'M',
  'Name': 'Zachary',
  'State': 'CA'}]
In [32]:
query = { "YearsCountDict.2000":   {"$gt": 1000}}  
list(collection.find(query, {'YearsCountDict':0}).sort("Name").limit(2))
Out[32]:
[{'_id': ObjectId('5eb51b899993d0175fb78593'),
  'Gender': 'M',
  'Name': 'Aaron',
  'State': 'CA'},
 {'_id': ObjectId('5eb51b8a9993d0175fb8bd8c'),
  'Gender': 'F',
  'Name': 'Abigail',
  'State': 'TX'}]

2. Visualizing Geographic Data

2.1 Working with Cartopy

In this section, we are going to use Cartopy:

We can easily use Cartopy to plot various map projections:

In [35]:
import cartopy.crs as ccrs
import matplotlib.pyplot as plt
import warnings
warnings.filterwarnings('ignore')
%matplotlib inline

plt.figure(figsize=(8, 8))
ax = plt.axes(projection=ccrs.PlateCarree())
print(f"ax type: {type(ax)}")
ax.coastlines()
ax type: <class 'cartopy.mpl.geoaxes.GeoAxesSubplot'>
Out[35]:
<cartopy.mpl.feature_artist.FeatureArtist at 0xa1a3d9c50>
In [36]:
plt.figure(figsize=(8, 8))
ax = plt.axes(projection=ccrs.InterruptedGoodeHomolosine())
print(f"ax type: {type(ax)}")
ax.coastlines()
ax.stock_img() # Add a standard image to the map -> add some colors :)
ax type: <class 'cartopy.mpl.geoaxes.GeoAxesSubplot'>
Out[36]:
<matplotlib.image.AxesImage at 0xa1c663940>

Let's add some data to the map:

In [37]:
plt.figure(figsize=(20, 20))
ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=0))
ax.set_extent([-20, 20, 40, 60])  # Select a specific part of the map
ax.coastlines(resolution='10m', color='black', linewidth=1) # draw with batter coaslines resolution
ax.stock_img() # add colors 

london_lon, london_lat = 0.1278, 51.5074
plt.plot(london_lon, london_lat,
         color='blue', marker='o', markersize=8
         )
ax.text(0.1278, 52, 'London', fontsize=14)
Out[37]:
Text(0.1278, 52, 'London')