<!-- class: inverse, center, title-slide, middle --> class: center, middle <style> g { color: rgb(0,130,155) } r { color: rgb(174,77,41) } y { color: rgb(177,148,40) } </style> # Lecture 07: Geospatial Data Sciences # and Economic Spatial Models ## <img src="figs/bse_primary_logo.png" style="width: 35%" /><br><br>Bruno Conte ## 18-19/Feb/2026 --- # Geospatial Data and Spatial Models: Schedule 1. ~~Introduction to (spatial) data and programming in `R`~~ **[08/Jan/2026]** 2. ~~Week 2-4: Vector spatial data~~ **[14 - 29/Jan/2026]** 3. Week 5-7: Raster spatial data + (basic) interactive tools **[05 - 19/Feb/2026]** - ~~Week 5: Raster basics and unary operations using `sf` and `terra`~~ - ~~Week 6: Vector-raster operations~~ - Week 7: Interactive tools with `leaflet` and APIs 4. Week 8-10: Spatial models and applications with data **[25/Feb - 12 Mar/2026]**<br> <br> 5. <span style="color: rgb(177,148,40)">Take-home exam</span> **[27/Mar/2026]** --- class: center, middle # Before that: Instructions for the Final Exam --- # Geospatial Data and Spatial Models: Evaluation 1. Practical assignments (3 x 10%, in teams) 2. <span style="color: rgb(0,130,155)">Take-home exam</span> (70%, `.PDF` on Classroom, **<r>in groups</r>**): - Research idea: spatial data + problem = **research question** (related studies?) - Replication of tasks: data + tools `\(\leftrightarrow\)` empirical, quastion-based motivation - <y>Deadline</y>: March 27 11:59 pm - <u>Criteria</u>: - Motivation/research question: 40% - Implementation: 40% - "Presentation/neatness": 20% (what is a poorly presented document?) - Recall: deliver a **unique document** (and not PDF + code in separate files)! - Next: discussion on 3 past exams --- # Comments on the course evaluation (1/3) - <u>First example</u>: relationship between - Distance to city centers - Division between rural/urban worlds - City of Rennes as the "subject" (empirical object of interst) - <g>Combined data</g> on: - Election outcomes - Distance to downtown Rennes - Pattern visualization + regression analysis (plus) - <u>Strenghts</u>: well motivated and written, <y>clean implementation</y> of the course's tools --- # Comments on the course evaluation (2/3) - <u>Second example</u>: relationship between - Presence of soil organic carbon (SOC) - City development - Based on Fernihough and O’Rourke (2021)'s project on coal presence - Not a "novel" idea, but challenging adaptation and complete implementation (DiD) - <g>Combined data</g> on: - SOC within city buffers - City population over time - Pattern visualization + regression analysis = no relationship (?) - <u>Strenghts</u>: clean question, well motivated, <y>neatly written and implemented</y> --- # Comments on the course evaluation (3/3) - <u>Third example</u>: relationship between - EU's Regional Policy Funds - Poverty levels in Italy - Investigated a discontinuity on regional level-fund assignment - Inspired by other studies on the rules of fund assignment (Giua, 2017) - <g>Combined data</g> on: - Fund assignment and economic outcomes across Italian municipalities - Many data sources <r>were not spatial</r>, but discontinuity required *spatial operations* - <u>Strenghts</u>: strong motivation, <y>convincing evidence</y> of a potential research project --- # Course's Final Project/Term Paper/Evaluation: Takeaways - <u>Final project</u>: great opportunity to <g>give your ideas a try</g> - Can you implement spatial data tools to (try to) answer a creative reasearch question? - Questions do not need to be <y>exclusively related to economics</y> - DS-driven projects: ML applications of image classification, building pipelines of (geospatial) data retriving, ... - Is your question ambitious enough? Convince me of it! - <r>Any questions?</r> --- # Main references for this class 1. Agafonkin, V., 2023 <g>**Leaflet for R**</g>; in: [<u>https://rstudio.github.io/leaflet/</u>](https://rstudio.github.io/leaflet/) 2. Lovelace, R., Nowosad, J. and Muenchow, J., 2019. Geocomputation with R. Chapman and Hall/CRC. 3. Pebesma, E., 2018. Simple Features for R: Standardized Support for Spatial Vector Data. The R Journal 10 (1), 439-446 4. Wickham, H. and Grolemund, G., 2016. R for data science: import, tidy, transform, visualize, and model data. " O'Reilly Media, Inc.". --- # Geospatial data and interactive tools .pull-left[ So far, course content focused on data processing and <g>static data visualization</g> - Loading and processing spatial data - <r>Visualizing</r> spatial data in maps ] .pull-right[ <img src="figs/class03/unnamed-chunk-11-1.png" style="width: 100%" /> ] --- # Geospatial data and interactive tools .pull-left[ So far, course content focused on data processing and <g>static data visualization</g> - Loading and processing spatial data - <r>Visualizing</r> spatial data in maps - <y>Investigating data patterns</y> with plots (e.g., line, densities) ] .pull-right[ <img src="figs/raster08.png" style="width: 100%" /> ] --- # Geospatial data and interactive tools .pull-left[ <u>Interactive tools</u> with `leaflet`: * Create and insert <r>interactive dashboards</r> in `Rmarkdowns` * Develop [<u>interactive apps</u>](https://shiny.posit.co/r/gallery/interactive-visualizations/superzip-example/) if combined with `shiny` (not in this course!) ] -- .pull-right[ <img src="figs/class03/unnamed-chunk-11-1.png" style="width: 100%" /> ] --- # Geospatial data and interactive tools .pull-left[ <u>Interactive tools</u> with `leaflet`: * Create and insert <r>interactive dashboards</r> in `Rmarkdowns` * Develop [<u>interactive apps</u>](https://shiny.posit.co/r/gallery/interactive-visualizations/superzip-example/) if combined with `shiny` (not in this course!) <u>This class</u>: geospatial data + `leaflet` basics * Embedding `sf` data into `leaflet` dashboards * Customizing visualization * <y>Before:</y> is it (really) useful? ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-ba0a6e31fb166213566e" style="width:504px;height:504px;"></div> <script type="application/json" 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and labels * `LINESTRING` and `POLYGON` data * Incorporating <y>`terra` rasters</y> Main exposition in `01_class.07.R` * Tutorials [<u>here</u>](https://rstudio.github.io/leaflet/), [<u>here</u>](https://leafletjs.com/reference.html), and [<u>here</u>](https://leafletjs.com/examples.html) ] .pull-right[ ] --- # Geospatial data and interactive tools: the map widget .pull-left[ The <u>map widget</u>: interactive map window * `leaflet()`: "creates" the map widget * Customized options (e.g., zoom) ```r library(leaflet) # Creating widget: m <- leaflet() # empty m # Print the map ``` <u>Add data as layers</u> as in `ggplot()` * Use <g>**standard projection**</g> `EPSG:4326`!! ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-d9dc5eb480f293aa8b85" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ * <u>Adding `POINT`</u> data with: * `addCircles()` or `addMarkers()` * Example with `nz_height` ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * addMarkers(data = nz_height) # add layer m # Print the map ``` ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-eff8f02dda86779bd196" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ * <u>Adding `POLYGONS`</u> data with `addPolygons()` * Example with `nz_height` + `nz` ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * addPolygons(data = nz) %>% # add polygons addMarkers(data = nz_height) # add points m # Print the map ``` * `sf LINESTRING`: use `addPolylines()` ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-4314eb305b81750f6788" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ * <u>Adding backgroud</u> with `addTiles()` ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * addTiles() %>% # add the background addMarkers(data = nz_height) # add points m # Print the map ``` * <r>Standard source:</r> Open Street Maps ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-3750b9d69b0c9dc94017" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ <u>Customizing the view</u> with `setView()` * Setting coordiantes and zoom (0 to 18): ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * setView( * # Mt. 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ <u>Customizing the view</u> with `setView()` * Setting coordiantes and zoom (0 to 18): ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * setView( * # Mt. 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ <u>Change backgroud:</u> `addProviderTiles()` ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map * addProviderTiles( # custom background * provider = providers$CartoDB.Positron * ) %>% addMarkers(data = nz_height) # add points m # Print the map ``` <u>All providers:</u> `leaflet::providers` ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-f6ad4d8bd30ba5a31016" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- # Geospatial data and interactive tools: the map widget .pull-left[ <u>Adding rasters</u> with `addRasterImage()` ```r library(leaflet) library(spData) # Creating widget: m <- leaflet() %>% # empty map addTiles() %>% * addRasterImage(r.elev) %>% # add a raster addCircles(data = nz_height) m # Print the map ``` * <g>**Watch out**</g> the raster extent! * Must be a `raster::raster()` object! * Is it (really) <r>**useful**</r>? ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-c1896a22154e8048edff" style="width:504px;height:504px;"></div> <script type="application/json" 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] --- class: center, middle # Spatial Data with APIs --- # Spatial Data with APIs <g>API</g> = Application Programming Interface - Used by web pages/systems, useful for us to retrieve data! .pull-left[ Example: [Long-lat:](https://www.latlong.net/convert-address-to-lat-long.html)</u> geocoding tool - Suppose we want to search for "Barcelona UPF" ] .pull-right[ .center[ <img src="figs/latlong1.png" style="width: 85%" /> ] ] --- # Spatial Data with APIs <g>API</g> = Application Programming Interface - Used by web pages/systems, useful for us to retrieve data! .pull-left[ Example: [Long-lat:](https://www.latlong.net/convert-address-to-lat-long.html)</u> geocoding tool - Suppose we want to search for "Barcelona UPF" - Typing it + click = result Is there an <r>automated way?</r> ] .pull-right[ .center[ <img src="figs/latlong2.png" style="width: 85%" /> ] ] --- # Spatial Data with APIs <u>Example</u>: https://geocode.maps.co/ API (register for an API key!) .pull-left[ Detailed exposition on `00_class07.R` - Permits automated "search+retrieve" tasks - Locate BCN `\(\rightarrow\)` `sf` object - Use additional `httr` library ] .pull-right[ .center[ <img src="figs/latlong3.png" style="width: 85%" /> ] ] --- class: center, middle # Your turn: Hands-on --- # Hands-on: your turn! (1/3) .pull-left[ Use this class' slides + `01_class07.R` to: - Reproduce [<u>Lecture 02's image</u>](https://brunoconteleite.github.io/08-geospatial-ds-bse/00_class02.html#19) as a `leaflet` widget - Use the `sf` objects as inputs - Add them all as <r>multiple layers</r> ] .pull-right[ .center[ <img src="figs/class02/unnamed-chunk-1-1.png" style="width: 90%" /> ] ] --- # Hands-on: your turn! (1/3) .pull-left[ Use this class' slides + `01_class07.R` to: - Reproduce [<u>Lecture 02's image</u>](https://brunoconteleite.github.io/08-geospatial-ds-bse/00_class02.html#19) as a `leaflet` widget - Use the `sf` objects as inputs - Add them all as <r>multiple layers</r> - <y>Visualize it:</y> ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-e8b5c497a25996fa5dd3" style="width:504px;height:504px;"></div> <script type="application/json" data-for="htmlwidget-e8b5c497a25996fa5dd3">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addCircles","args":[[4,4.6,4.4,3.8,3.6,4.5],[3.2,3,3.8,3.5,3.4,3.9],10,null,null,{"interactive":true,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2},null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null,null]},{"method":"addPolylines","args":[[[[{"lng":[0,0,1,2],"lat":[3,4,5,5]}]]],null,null,{"interactive":true,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":false,"fillColor":"#03F","fillOpacity":0.2,"smoothFactor":1,"noClip":false},null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]},{"method":"addPolygons","args":[[[[{"lng":[0,1,3,2,1,0],"lat":[0,0,2,4,4,0]}]]],null,null,{"interactive":true,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2,"smoothFactor":1,"noClip":false},null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[0,5],"lng":[0,3.9]}},"evals":[],"jsHooks":[]}</script> ] --- # Hands-on: your turn! (2/3) .pull-left[ Use this class' slides + `01_class07.R` to: - Plot a subsample of <g>houses sold in Ohio</g> (`spData::house`) with `leaflet` widget - Use `sample_n(20)` to subsample the raw data (very large!) - <u>Recall:</u> it must be a `sf`, rightly projected object - <r>Show house prices</r> with a `label` - Use a customized background map tile - <y>Visualize it:</y> ] .pull-right[ <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-9135e862daf222491330" style="width:504px;height:504px;"></div> <script type="application/json" data-for="htmlwidget-9135e862daf222491330">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addMarkers","args":[[41.6722440000001,41.6794880000001,41.5934250000001,41.7153640000001,41.6228560000001,41.664124,41.6784250000001,41.6842090000001,41.6301320000001,41.685233,41.635738,41.667809,41.6987540000001,41.5974470000001,41.707258,41.6851950000001,41.6721860000001,41.677131,41.6844700000001,41.6299780000001],[-83.507036,-83.537136,-83.699613,-83.565865,-83.46455,-83.61923,-83.519974,-83.604459,-83.528617,-83.586011,-83.52372,-83.677668,-83.56123,-83.711967,-83.485273,-83.541946,-83.535325,-83.50267,-83.587738,-83.562702],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},null,null,null,null,["Price sold: US$25000","Price sold: US$21000","Price sold: US$131000","Price sold: US$57000","Price sold: US$129500","Price sold: US$103900","Price sold: US$15500","Price sold: US$74000","Price sold: US$6000","Price sold: US$32000","Price sold: US$32000","Price sold: US$128000","Price sold: US$51500","Price sold: US$129300","Price sold: US$43000","Price sold: US$20000","Price sold: US$13000","Price sold: US$20000","Price sold: US$47000","Price sold: US$9000"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]},{"method":"addProviderTiles","args":["Esri.NatGeoWorldMap",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]}],"limits":{"lat":[41.5934250000001,41.7153640000001],"lng":[-83.711967,-83.46455]}},"evals":[],"jsHooks":[]}</script> ] --- # Hands-on: your turn! (3/3) .pull-left[ Use the https://geocode.maps.co/ API to find > <r>UPF Barcelona</r> (space = "%20") Combine with BCN boundaries (<u>[here](https://opendata-ajuntament.barcelona.cat/data/dataset/a64ae340-d8f3-4fac-a9c8-50b08f9e1d9b/resource/98dc2539-af66-45b3-b4d2-30b4ba8af272/download)</u>) - Plot all results ] .pull-right[ .center[ <img src="figs/latlong4.png" style="width: 100%" /> ] ] --- # Hands-on: your turn! (3/3) .pull-left[ Use the https://geocode.maps.co/ API to find > <r>UPF Barcelona</r> (space = "%20") Combine with BCN boundaries (<u>[here](https://opendata-ajuntament.barcelona.cat/data/dataset/a64ae340-d8f3-4fac-a9c8-50b08f9e1d9b/resource/98dc2539-af66-45b3-b4d2-30b4ba8af272/download)</u>) - Plot all results Can you zoom for boundaries **<y>within 1.5 km from all UPF campi?</y>** ] .pull-right[ .center[ <img src="figs/latlong5.png" style="width: 100%" /> ] ] --- class: center, middle # Your turn: Hands-on