paco xander nathan ceteri

Assuming you've installed the AWS SDK for Python:

pip install awscli
pip install boto3

Next, run aws configure on your laptop or server to add your AWS credentials.

For details, see

	import geoplot as gplt
	import geopandas as gpd
	import geoplot.crs as gcrs
	import imageio
	import pandas as pd
	import pathlib
	import matplotlib.pyplot as plt
	import mapclassify as mc
	import numpy as np

	wget https://www2.census.gov/geo/tiger/GENZ2018/shp/cb_2018_us_state_20m.zip
	mkdir maps
	cd maps
	unzip ../cb_2018_us_state_20m.zip

	#!/usr/bin/env python
	# encoding: utf-8

	import codecs
	import csv
	import json
	import unicodedata

	filename = "SurveyofDoctorateRecipients_linkages.csv"
	#filename = "SurveyofEarnedDoctorates_linkages.csv"

	<html>
	<head><title>test pdf</title></head>
	<div id="pdf"
	style="width:900px; height:500px"
	></div>
	<script src="https://pdfobject.com/js/pdfobject.min.js"></script>
	<script>
	var options = {
	pdfOpenParams: {
	page: 1,

	pop_states = usa.merge(state_pop, left_on="NAME", right_on="NAME")
	pop_states.head()

	state_pop = pd.read_csv("data/nst-est2018-alldata.csv")
	state_pop.head()

	usa = gpd.read_file("maps/cb_2018_us_state_20m.shp")
	usa.head()

	wget http://www2.census.gov/programs-surveys/popest/datasets/2010-2018/national/totals/nst-est2018-alldata.csv
	mv nst-est2018-alldata.csv data

	conda install -c conda-forge geopandas
	conda install -c conda-forge geoplot
	conda install pysal