diff --git a/presentations/presentation-01/slides-backup.md b/presentations/presentation-01/slides-backup.md new file mode 100644 index 0000000..1ce209a --- /dev/null +++ b/presentations/presentation-01/slides-backup.md @@ -0,0 +1,1040 @@ +--- +theme: seriph +layout: cover +# some information about your slides (markdown enabled) +title: Data for Canada / the Universe Background and Strategy +author: Diego Ripley +# apply UnoCSS classes to the current slide +class: text-center +# https://sli.dev/features/drawing +drawings: + persist: false +# slide transition: https://sli.dev/guide/animations.html#slide-transitions +transition: slide-up +# enable Comark Syntax: https://comark.dev/syntax/markdown +comark: true +hideInToc: true +favicon: 'https://www.dataforcanada.org/favicon.svg' +routerMode: hash +--- + +# Data for Canada / the Universe + +## Background and Strategy +Presented By: Diego Ripley + +Date: April 10, 2026 + + + + + +--- +layout: cover +hideInToc: true +--- + +"Space is big. You just won't believe how vastly, hugely, mind-bogglingly big it is. I mean, you may think it's a long way down the road to the chemist's, but that's just peanuts to space." + +Douglas Adams, Hitchicker's Guide to the Galaxy, #1 + + + +--- +hideInToc: true +level: 4 +--- + +```mermaid {scale: 0.5} +flowchart TD + Client(["๐ŸŒ S3 Client / User"]) + Gateway["s3.dataforcanada.org\nS3-Compatible Gateway"] + + Client -->|"S3 API Request"| Gateway + + Gateway -->|"sourcecooperative bucket"| AWS + Gateway -->|"backblaze-ca-east-006 bucket"| BB + Gateway -->|"cloudflare-apac bucket"| CFAPAC + Gateway -->|"cloudflare-enam bucket"| CFENAM + Gateway -->|"tigris bucket"| TIGRIS + + subgraph AWS ["โ˜๏ธ Amazon Web Services"] + AWSNode["๐Ÿ“ Oregon, United States"] + end + + subgraph BB ["๐Ÿ”ต Backblaze B2"] + BBNode["๐Ÿ“ Toronto, ON, Canada"] + end + + subgraph CFAPAC ["๐ŸŸ  Cloudflare R2"] + CFAPACNode["๐Ÿ“ Asia Pacific Region"] + end + + subgraph CFENAM ["๐ŸŸ  Cloudflare R2"] + CFENAMNode["๐Ÿ“ Eastern North America"] + end + + subgraph TIGRIS ["โšก Tigris Data"] + TIGRISNode["11 Regions Worldwide ๐ŸŒ\nAuto-routes to nearest location\nfor lowest latency"] + end + + style Gateway fill:#1a5f7a,color:#fff,stroke:#0d3d52 + style Client fill:#2d6a4f,color:#fff,stroke:#1b4332 + style AWSNode fill:#ff9900,color:#000,stroke:#cc7a00 + style BBNode fill:#e03c31,color:#fff,stroke:#b02d24 + style CFAPACNode fill:#f6821f,color:#fff,stroke:#c4681a + style CFENAMNode fill:#f6821f,color:#fff,stroke:#c4681a + style TIGRISNode fill:#6c3483,color:#fff,stroke:#512e6b +``` + +--- +--- +- This slide can go into size of dataset in specific bucket. For example, sourcecooperative has X TBs worth of data. + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://objex.labs.dataforcanada.org/ +--- + + + +--- +layout: cover +transition: slide-left +hideInToc: true +--- + +
+ Github Issue +
+ + + +--- +layout: two-cols-header +zoom: 1.2 +transition: slide-left +hideInToc: true +--- + +# Notes +::left:: +- Keep questions after presentation + + + +--- +hideInToc: true +transition: slide-left +zoom: 0.8 +--- +# Table of Contents + + +--- +layout: center +hideInToc: true +--- + +# Guide By + +* [Cloud-Native Geospatial Storage Cheatsheet](https://bdon.github.io/cng-storage-guide/) +* [Guidance on Assessing Readiness to Manage Data According to the Findable, Accessible, Interoperable and Reusable (FAIR) Principles](https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/information-management/guidance-assessing-readiness-manage-data-according-findable-accessible-interoperable-reusable-principles.html) +* [Cloud-Optimized Geospatial Formats Guide](https://guide.cloudnativegeo.org/) +* [Link rot in LIS literature: a 20-year study of web citation decay, recovery and preservation challenges](https://doi.org/10.1108/AJIM-05-2025-0286) +* [Science Needs a Social Network for Sharing Big Data](https://hackmd.io/wKKm4cIDR6a9kYwZ3srVFg?view) +* [Sustainability of Digital Formats: Planning for Library of Congress Collections](https://www.loc.gov/preservation/digital/formats/index.html) +* [GC White Paper: Data Sovereignty and Public Cloud](https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/cloud-services/digital-sovereignty/gc-white-paper-data-sovereignty-public-cloud.html) + + + +--- +layout: center +transition: slide-left +hideInToc: true +--- + +# In Plain Words + + + +- Make sure that data lasts as long as humanly possible presenting all perspectives by creating efficient data and processes for long-term archival. +- I want what I am building to be in libraries. +- Create processes, tools, infrastructure, datasets to empower everyday citizens, to make their lifes just a little easier, to filter all of the noise. +- Yes, **ethics** is at the core of everything. + + + + + +--- +layout: center +--- + +- And for any citizen to contribute to its resilience. This is why my project makes use of P2P technologies (ex. [BitTorrent](https://tixati.com/specs/bittorrent), [IPFS](https://ipfs.tech/), [libp2p](https://libp2p.io/)) +- Hence the [data dissemination strategy](https://www.dataforcanada.org/docs/d4c-infra-distribution/). + + + +--- +layout: center +--- + +```mermaid {scale: 0.5} +flowchart TD + classDef linkNode stroke:#0000EE,color:#0000EE,stroke-width:2px; + subgraph mirrors [Mirrors & Preservation] + SourceCoop[Source Cooperative] + Tigris[Tigris] + Community[Community] + Cloudflare + Zenodo[Zenodo] + InternetArchive[Internet Archive] + Metadata[FAIR Data Catalogue] + end + + Sources[Open Data Sources] + Processes[Data Packages] + Artifacts[Systems-Ready Data] + P2P["P2P Technology"] + + subgraph Consumers [Consumption] + Users[Data People & Developers] + Systems[Systems] + end + + %% Flow with Animations + Sources a1@<--> Processes + a1@{animate: true, animation: slow} + + Processes a2@<--> Artifacts + a2@{animate: true, animation: slow} + + Artifacts a3@<--> Metadata + a3@{animate: true, animation: fast} + + Metadata a20@<--> SourceCoop + a20@{animate: true, animation: slow} + Metadata a21@<--> Tigris + a21@{animate: true, animation: fast} + Metadata a22@<--> Community + a22@{animate: true, animation: fast} + Metadata a23@<--> Zenodo + a23@{animate: true, animation: slow} + Metadata a24@<--> Cloudflare + a24@{animate: true, animation: fast} + Metadata a25@<--> InternetArchive + a25@{animate: true, animation: slow} + + %% Mirror Connections + mirrors a12@<--> Consumers + a12@{animate: true, animation: slow} + + + %% Hint, the FAIR Data Catalogue can also be decentralized ๐Ÿคฏ + %%Metadata a30@<--> P2P + %%a30@{animate: true, animation: fast} + mirrors a9@<--> P2P + a9@{animate: true, animation: fast} + + %% P2P Connections + P2P a10@<--> Consumers + a10@{animate: true, animation: fast} + + style Sources fill:#FFB74D,stroke:#EF6C00,color:#000000 + style Artifacts fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + %% Opera concertmaster + style Metadata fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + class Metadata Metadata + style Processes fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + class Processes Processes + style SourceCoop fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style Tigris fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style Cloudflare fill:#FFB74D,stroke:#EF6C00,color:#000000 + style Zenodo fill:#FFB74D,stroke:#EF6C00,color:#000000 + style Community fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style P2P fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style InternetArchive fill:#66BB6A,stroke:#2E7D32,color:#000000 + style Users fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style Systems fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + + %% Click Actions + click P2P "https://libp2p.io/" _blank + click Tigris "https://d4c-pkgs.t3.storage.dev/" _blank + click Sources "https://www.dataforcanada.org/#high-level-overview" _blank + click Processes "https://www.dataforcanada.org/docs/d4c-pkgs/" _blank + click Metadata "https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/" _blank + click Zenodo "https://zenodo.org/communities/dataforcanada/" _blank + click SourceCoop "https://source.coop/dataforcanada/" _blank + click InternetArchive "https://archive.org/details/@diegoripley/uploads/" _blank + + %% APPLY STYLES TO LINKED NODES + class Sources linkNode +``` + + + +--- +layout: center +level: 1 +--- + +# Solutions + +--- +layout: center +level: 2 +--- + +# Assess + +Mapping **data portals** and all **data assets** in Canada. + + + + + + +--- +layout: center +level: 2 +--- + +## Rank +- Rank datasets according to impact on Canadians (ex. COVID-19 death cases by [dissemination block](https://www150.statcan.gc.ca/n1/pub/92-195-x/2021001/geo/db-id/db-id-eng.htm)). + + +--- +layout: iframe-unscaled +url: https://dataindex.us/collections/ +level: 2 +--- + + + +--- +layout: iframe-unscaled +url: https://s3.dataforcanada.org/tigris/d4u-datapkg-web-corpus/archive/1777398477.100686/www12.statcan.gc.ca/census-recensement/2021/ref/dict/98-301-x2021001-eng.pdf +level: 2 +--- + + + +--- +layout: center +level: 2 +--- + +# Archive + +- Download datasets and make into efficient long-term storage file formats. +- Make them available to the community via something like [Backblaze B2 Overdrive](https://www.backblaze.com/cloud-storage/b2-overdrive), which has a throughput speed ranging from 100Gbps up to 1Tbps (minimum 1PB commitment). + - $15 USD / TB + - $15K USD per month, $180K per year +- Have unique identifiers to the datasets. + + + +--- +layout: center +level: 2 +--- + +- Download them via something like [geoparquet-io](https://geoparquet.io/) that enables downloading from Esri data portals and WFS servers. It supports both vector data and raster data. + + + +--- +layout: full +level: 2 +zoom: 0.9 +--- + +# File Formats +```mermaid {scale: 0.25} +flowchart TD + classDef high fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + classDef med fill:#FBC02D,stroke:#F9A825,color:#000000 + classDef low fill:#66BB6A,stroke:#2E7D32,color:#000000 + classDef medOrange fill:#FFCC80,stroke:#FB8C00,color:#000000 + classDef darkOrange fill:#EF6C00,stroke:#E65100,color:#000000 + classDef highLight fill:#FFCDD2,stroke:#E57373,color:#000000 + classDef white fill:#fff,stroke:#388E3C,color:#000000 + + subgraph sot [Long-Term Storage] + Parquet["Parquet"]:::highLight + Lance:::high + FlatCityBuf:::high + Zarr:::highLight + GeoTIFF:::medOrange + JPEGXL["JPEG XL"]:::highLight + AV1:::highLight + FAIRCat["FAIR Data Catalogue"]:::high + end + + FlatGeoBuf:::med + + subgraph vt [Vector Tiles] + VectorTiles["Mapbox Vector Tiles"]:::low + NextGenVT["Next-Gen Vector Tiles"]:::high + GLB["glTF GLB"]:::high + end + + subgraph visuals [Imagery] + AVIF:::high + WebP:::medOrange + JPG:::low + PNG:::low + end + + subgraph pkg [Portable Databases] + PMTiles:::medOrange + SQLite:::darkOrange + end + + subgraph ent [Enterprise] + FileGDB["File Geodatabase"]:::white + end + + sot <--> FlatGeoBuf + FlatGeoBuf --> vt + sot <--> visuals + vt <--> pkg + visuals <--> pkg + sot <--> ent + visuals --> ent + + + style sot fill:#EF9A9A,stroke:#C62828,color:#000000 + style vt fill:#FBC02D,stroke:#F9A825,color:#000000 + style visuals fill:#FBC02D,stroke:#F9A825,color:#000000 + style pkg fill:#FFB74D,stroke:#EF6C00,color:#000000 + style ent fill:#66BB6A,stroke:#2E7D32,color:#000000 + + click FlatCityBuf "https://github.com/cityjson/flatcitybuf" _blank + click Parquet "https://github.com/apache/parquet-format/" _blank + click FlatGeoBuf "https://flatgeobuf.org/" _blank + click SQLite "https://www.geopackage.org/" _blank + click FileGDB "https://gdal.org/en/stable/drivers/vector/openfilegdb.html" _blank + click VectorTiles "https://github.com/mapbox/vector-tile-spec/" _blank + click NextGenVT "https://github.com/maplibre/maplibre-tile-spec/" _blank + click GLB "https://registry.khronos.org/glTF/specs/2.0/glTF-2.0.html#glb-file-format-specification" _blank + click Lance "https://docs.lancedb.com/lance" _blank + click GeoTIFF "https://cogeo.org/" _blank + click Zarr "https://github.com/zarr-developers/geozarr-spec/" _blank + click WebP "https://developers.google.com/speed/webp/" _blank + click PMTiles "https://github.com/protomaps/PMTiles/blob/main/spec/v3/spec.md" _blank + click JPEGXL "https://jpeg.org/jpegxl/" _blank + click AV1 "https://aomedia.org/specifications/av1/" _blank + click FAIRCat "https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/" _blank +``` + + + +--- +layout: center +level: 2 +--- + +# Standard Interfaces + +--- +layout: center +level: 2 +hideInToc: true +--- + +## S3 + +--- +layout: center +level: 2 +hideInToc: true +--- + +## P2P + +[BitTorrent](https://tixati.com/specs/bittorrent), [IPFS](https://ipfs.tech/), [libp2p](https://libp2p.io/)) + + + SETI@home + + + + +--- +layout: center +level: 2 +hideInToc: true +--- + +## Other + +SSH, etc. + + + +--- +layout: center +level: 2 +hideInToc: true +--- + +## Discreet Global Grid Systems (DGGS) +- [Standard](https://docs.ogc.org/DRAFTS/21-038r1.html) +- [Pilot](https://aidggs-pilot.hartis.org/) *hint*, it pairs well with MCP + + + + +--- +layout: iframe-unscaled +level: 2 +hideInToc: true +url: https://aidggs-pilot.hartis.org/ +--- + +--- +layout: center +level: 2 +--- + +# Unique Identifiers + +- ARKs are open, mainstream, non-paywalled, decentralized persistent identifiers that you can start creating in under 48 hours. They identify anything digital, physical, or abstract. +- Archival Resource Key (ARK) - [Spec](https://arks-org.github.io/arkspec/draft-kunze-ark.html), [Overview](https://arks.org/about/ark-overview/) + +--- +layout: center +level: 2 +--- + +# Ledger +- Unique identifier +- Added/Updated/Deleted +- File hash +- Location +- Reputation - across time by stakeholders + + + +--- +layout: center +level: 2 +--- + +# Data Packages + +```mermaid {scale: 0.6} +flowchart TD + subgraph ds [Data Sources] + Statistical@{ shape: lean-l} + Foundation@{ shape: lean-l} + EnvClimate@{ shape: lean-l, label: "Environment, Climate, & Health"} + Orthoimagery@{ shape: lean-l} + FieldImagery@{ shape: lean-l, label: "Field Imagery"} + Elevation@{ shape: lean-l} + WebCorpus@{ shape: lean-l, label: "Web Corpus"} + end + + DataPkgs@{ shape: rect, label: "Data Packages"} + + Statistical e1@<--> DataPkgs + e1@{animate: true, animation: slow} + Foundation e2@<--> DataPkgs + e2@{animate: true, animation: slow} + EnvClimate e4@<--> DataPkgs + e4@{animate: true, animation: fast} + Orthoimagery e3@<--> DataPkgs + e3@{animate: true, animation: slow} + FieldImagery e7@<--> DataPkgs + e7@{animate: true, animation: fast} + Elevation e5@<--> DataPkgs + e5@{animate: true, animation: slow} + WebCorpus e6@<--> DataPkgs + e6@{animate: true, animation: fast} + + style EnvClimate fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style Orthoimagery fill:#FBC02D,stroke:#F9A825,color:#000000 + style FieldImagery fill:#FBC02D,stroke:#F9A825,color:#000000 + style WebCorpus fill:#66BB6A,stroke:#2E7D32,color:#000000 + style Elevation fill:#66BB6A,stroke:#2E7D32,color:#000000 + style Statistical fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style Foundation fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + style DataPkgs fill:#B71C1C,stroke:#7F0000,color:#FFFFFF + + classDef linkNode stroke:#333333,color:#333333,stroke-width:1.5px + class FieldImagery linkNode + + click DataPkgs "https://github.com/dataforcanada/d4c-pkgs" _blank + click Foundation "https://github.com/dataforcanada/d4c-datapkg-foundation" _blank + click Statistical "https://github.com/dataforcanada/d4c-datapkg-statistical" _blank + click Orthoimagery "https://github.com/dataforcanada/d4c-datapkg-orthoimagery" _blank + click FieldImagery "https://github.com/dataforcanada/d4c-datapkg-field-imagery" _blank + click EnvClimate "https://github.com/dataforcanada/d4c-datapkg-environment-climate-health" _blank + click Elevation "https://github.com/dataforcanada/d4c-datapkg-elevation" _blank + click WebCorpus "https://github.com/dataforcanada/d4c-datapkg-web-corpus" _blank +``` + +--- +layout: center +hideInToc: true +--- + +Can download all datasets at https://source.coop/dataforcanada + +--- +layout: center +level: 3 +--- + +# Statistical +- This is how our governments see the world and how what they are supposed to use when making decisions. +- We need to request that statistical data be tied to individual authors, so that we can start to trust institutions. If someone's credibility in the community becomes a factor, I believe that individuals will fight to keep their credibility with the community. +- Open processes. + + + +--- +layout: center +level: 3 +--- + + + + + +--- +layout: center +level: 4 +hideInToc: true +--- + +# Statistical Tables + +- I did this in 2025 for 7918 Statistics Canada data tables. +- Started with 3314.57 GB of CSVs and turned them into 25.73 GB. + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://www.diegoripley.ca/blog/2025/what-i-learned-from-processing-all-statcan-tables/ +--- + + + +--- +layout: center +hideInToc: true +level: 4 +--- + +https://source.coop/dataforcanada/d4c-datapkg-statistical/processed/tables + +--- +layout: center +level: 4 +hideInToc: true +--- + +# Census Data + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://docs.google.com/spreadsheets/d/14FmFGaqU7EDZ19zRZXBNX4La4VeIDXa7kbgP_g7ai9s/edit?usp=sharing +--- + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://static-01.dataforcanada.org/processed/ca_statcan_2021A000011124_d4c-datapkg-statistical_census_pop_dissemination_areas_digital_2021_v0.1.0-beta/#12.2/45.4294/-75.74374/0/60 +--- + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://static-01.dataforcanada.org/processed/ca_statcan_2021A000011124_d4c-datapkg-statistical_census_pop_federal_electoral_districts_2013_representation_order_digital_2021_v0.1.0-beta/#4.93/56.91/-111.54 +--- + +--- +layout: center +--- + +[2021 Census Data](https://www.dataforcanada.org/docs/d4c-pkgs/d4c-datapkg-statistical/statistics_canada/census_data/) + + + +--- +layout: center +level: 3 +--- + +# Foundation +- Minimum information that a civilization needs to start from scratch. +- Buildings, roads, address points. +- Placenames + - [GNBC](https://geonames.nrcan.gc.ca/search-place-names/search) + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://pmtiles.io/#url=https%3A%2F%2Fdata.source.coop%2Fdataforcanada%2Fd4c-datapkg-foundation%2Fprocessed%2Fca_statcan_2021A000011124_d4c-datapkg-foundation_open_database_of_buildings_2025-04-15_v0.1.0-beta.pmtiles&map=15.17/45.402295/-75.691511 +--- + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://pmtiles.io/#url=https%3A%2F%2Fdata.source.coop%2Fdataforcanada%2Fd4c-datapkg-foundation%2Fprocessed%2Fca_statcan_2021A000011124_d4c-datapkg-foundation_road_network_2021_v0.1.0-beta.pmtiles&map=15.17/45.402295/-75.691511 +--- + +--- +layout: iframe-unscaled +hideInToc: true +level: 4 +url: https://pmtiles.io/#url=https%3A%2F%2Fdata.source.coop%2Fdataforcanada%2Fd4c-datapkg-foundation%2Fprocessed%2Fca_statcan_2021A000011124_d4c-datapkg-foundation_national_address_register_2025-07_v0.1.0-beta.pmtiles&map=15.17/45.402295/-75.691511 +--- + + +--- +layout: center +level: 3 +--- + +# Environment, Climate and Health + + + +--- +layout: center +hideInToc: true +level: 4 +--- + + + +[Source](https://journals.lww.com/epidem/fulltext/2011/01001/assessing_the_value_of_including_global_position.252.aspx), [Internet Archive Snapshot](https://web.archive.org/web/20240915054043/https:/journals.lww.com/epidem/fulltext/2011/01001/assessing_the_value_of_including_global_position.252.aspx) + +--- +layout: center +hideInToc: true +level: 4 +--- + + + + + +--- +layout: center +hideInToc: true +level: 4 +--- + + + +--- +layout: center +hideInToc: true +level: 4 +--- + + + +--- +layout: center +hideInToc: true +level: 4 +--- + + + +--- +layout: center +hideInToc: true +level: 4 +--- + +And now citizens can all create their own air quality stations. + +See [opensensor.space](https://opensensor.space/) for more information. + + + + + +--- +layout: center +level: 3 +--- + +# Orthoimagery + +--- +layout: center +level: 3 +--- + +https://github.com/dataforcanada/d4c-datapkg-orthoimagery/issues + + +--- +layout: iframe-unscaled +url: https://pmtiles.io/#url=https%3A%2F%2Fdata.source.coop%2Fdataforcanada%2Fd4c-datapkg-orthoimagery%2Fprocessed%2Fca-on_province_of_ontario-2024A000235_drape_eastern_ontario_orthoimagery_2024_16cm_v0.1.0-beta.pmtiles&map=8.02/45.196/-76.357 +--- + + +--- +layout: center +level: 3 +hideInToc: true +--- + +- Currently working on downloading 100TB of [QC, CAN](https://github.com/dataforcanada/d4c-datapkg-orthoimagery/issues/14) orthoimagery. + + + +--- +layout: center +level: 3 +--- + +# Web Corpus + + + +[Source](https://archive.org/details/911/day/20010911) + + + +--- +layout: center +level: 3 +--- + +# Field Imagery + + +- Latitude, Longitude, heading +- Can be audio, video, etc. +- Any device (ex. drone, webcam, ) + + + + + +--- +layout: two-cols-header +level: 3 +hideInToc: true +--- + +::left:: + +# Toronto Englinton LRT + +::right:: + + +

+ Your browser does not support videos. You may download it + here. +

+
+ + + +--- +layout: center +--- + + + +

+ Your browser does not support videos. You may download it + here. +

+
+ +--- +layout: center +--- + +[Download](https://source.coop/dataforcanada/d4c-datapkg-field-imagery/archive/ca-on_dataforcanada-2026A00053520005_d4c-datapkg-field-imagery_test_field_imagery_01_2026-02-15-1542-1742) + + + +--- +layout: center +--- + + + +

+ Your browser does not support videos. You may download it + here. +

+
+ + + +--- +layout: center +--- + +[Download](https://source.coop/dataforcanada/d4c-datapkg-field-imagery/archive/ca-on_dataforcanada-2026A00053520005_d4c-datapkg-field-imagery_test_field_imagery_02_2026-03-07-1435-1627) + +--- +layout: center +level: 2 +--- + +# Communicate to Your Audience and Create Trust +- [The crisis we face is not technical; it is cultural](https://www.cloreleadership.org/provocation_paper/the-crisis-we-face-is-not-technical-it-is-cultural-legitimacy-place-and-the-systems-that-shape-change/) +- [Culture and 21st Century Challenges โ€“ Reframing Culture as the Foundation of Place and Identity](https://www.cloreleadership.org/research/working-paper-culture-and-21st-century-challenges-reframing-culture-as-the-foundation-of-place-and-identity/) +- [Connecting Complex Ecosystems: The Craft of Making "Collaboration" Tangible](https://caribou.global/publications/connecting-complex-ecosystems-the-craft-of-making-collaboration-tangible/) +- [Human Interoperability](https://open.substack.com/pub/ramage123/p/human-interoperability?utm_campaign=post-expanded-share&utm_medium=web) + + + +--- +layout: center +hideInToc: true +--- + +Collaboration + +- In essence: speak people's language. A scientist might be interested in the facts, other stakeholders into other things. + +--- +layout: center +--- + +# Matrix Bridges + + + + + + + +--- +layout: center +hideInToc: true +--- + +# Questions? + +[Main Website](https://www.dataforcanada.org) ยท [GitHub](https://github.com/dataforcanada) \ No newline at end of file