diff --git a/README.html b/README.html index 6214acd..1572d2d 100644 --- a/README.html +++ b/README.html @@ -68,7 +68,7 @@ - + @@ -596,7 +596,7 @@

License

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/_sources/docs/6-team.md b/_sources/docs/6-team.md index f072ccc..10d834b 100644 --- a/_sources/docs/6-team.md +++ b/_sources/docs/6-team.md @@ -4,7 +4,7 @@ The Data Lab would like to express our sincere gratutude and appreciation for th | **Name** | **Role** | **Team** | | ---------------------------------------------------------- | ---------------------------------------------- | ------------------ | -| [Holly Krambeck](mailto:hkrambeck%40worldbank.org) | Project Lead | WB Data Lab, DECDG | +| [Holly Krambeck](mailto:hkrambeck%40worldbank.org) | Data Lab Program Manager | WB Data Lab, DECDG | | [Andres Chamorro](mailto:achamorroelizond%40worldbank.org) | Geographer - Maritime Anaytics | GOST, DECDG | | [Gabriel Stefanini Vicente](mailto:gvicente%40worldbank.org) | Data Scientist - Reproducibility and Economic Impacts on Tourism| WB Data Lab, DECDG | | [Sahiti Sarva](mailto:ssarva%40worldbank.org) | Data Scientist - ACLED and Aviation Statistics | WB Data Lab, DECDG | diff --git a/docs/1-intro-to-data-goods.html b/docs/1-intro-to-data-goods.html index 8cc312d..14dfeb4 100644 --- a/docs/1-intro-to-data-goods.html +++ b/docs/1-intro-to-data-goods.html @@ -69,7 +69,7 @@ - + @@ -579,7 +579,7 @@

How Data Goods are Managed

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/docs/2-data.html b/docs/2-data.html index 6ebd9d5..57c8fde 100644 --- a/docs/2-data.html +++ b/docs/2-data.html @@ -69,7 +69,7 @@ - + @@ -569,7 +569,7 @@

Data#

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/docs/6-team.html b/docs/6-team.html index 7d6e447..c3a4236 100644 --- a/docs/6-team.html +++ b/docs/6-team.html @@ -68,7 +68,7 @@ - + @@ -456,7 +456,7 @@

Data Goods Team and Acknowedgements

Holly Krambeck

-

Project Lead

+

Data Lab Program Manager

WB Data Lab, DECDG

Andres Chamorro

@@ -543,7 +543,7 @@

Data Goods Team and Acknowedgements

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/genindex.html b/genindex.html index 1fa5df3..64dfdca 100644 --- a/genindex.html +++ b/genindex.html @@ -66,7 +66,7 @@ - + @@ -425,7 +425,7 @@

Index

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/README.html b/notebooks/README.html index d592722..f5cf4c2 100644 --- a/notebooks/README.html +++ b/notebooks/README.html @@ -69,7 +69,7 @@ - + @@ -566,7 +566,7 @@

Insights and Indicators

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/chokepoints/README.html b/notebooks/chokepoints/README.html index 15497a1..d6c3a17 100644 --- a/notebooks/chokepoints/README.html +++ b/notebooks/chokepoints/README.html @@ -69,7 +69,7 @@ - + @@ -791,7 +791,7 @@

Implementation

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/chokepoints/red-sea-chokepoints.html b/notebooks/chokepoints/red-sea-chokepoints.html index 55de4d6..8e85251 100644 --- a/notebooks/chokepoints/red-sea-chokepoints.html +++ b/notebooks/chokepoints/red-sea-chokepoints.html @@ -69,7 +69,7 @@ - + @@ -1911,7 +1911,7 @@

Table: Daily Average Values by Time Period, % Change from Baseline

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/conflict/README.html b/notebooks/conflict/README.html index a1cdafe..91c128d 100644 --- a/notebooks/conflict/README.html +++ b/notebooks/conflict/README.html @@ -69,7 +69,7 @@ - + @@ -596,7 +596,7 @@

Other Datasets Explored

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/conflict/acled.html b/notebooks/conflict/acled.html index bb3644d..1f034d8 100644 --- a/notebooks/conflict/acled.html +++ b/notebooks/conflict/acled.html @@ -69,7 +69,7 @@ - + @@ -2466,7 +2466,7 @@

Observations and Limitations

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/houthis/houthis-tax.html b/notebooks/houthis/houthis-tax.html index 39e350a..8489912 100644 --- a/notebooks/houthis/houthis-tax.html +++ b/notebooks/houthis/houthis-tax.html @@ -69,7 +69,7 @@ - + @@ -838,7 +838,7 @@

Shipping and Freight Rate

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/indicators/conflict-and-trade.html b/notebooks/indicators/conflict-and-trade.html index f7cea0a..8e81220 100644 --- a/notebooks/indicators/conflict-and-trade.html +++ b/notebooks/indicators/conflict-and-trade.html @@ -69,7 +69,7 @@ - + @@ -838,7 +838,7 @@

Shipping and Conflict

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/mobility/README.html b/notebooks/mobility/README.html index c2cf244..9d23e03 100644 --- a/notebooks/mobility/README.html +++ b/notebooks/mobility/README.html @@ -69,7 +69,7 @@ - + @@ -581,7 +581,7 @@

Results

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/mobility/visits.html b/notebooks/mobility/visits.html index 2e7f727..9b7d4b5 100644 --- a/notebooks/mobility/visits.html +++ b/notebooks/mobility/visits.html @@ -69,7 +69,7 @@ - + @@ -3277,7 +3277,7 @@

Limitations of using points of interest database from OpenStreetMap

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/ports/README.html b/notebooks/ports/README.html index 7212788..f867c2a 100644 --- a/notebooks/ports/README.html +++ b/notebooks/ports/README.html @@ -69,7 +69,7 @@ - + @@ -1740,7 +1740,7 @@

Implementation

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/ports/red-sea-ports.html b/notebooks/ports/red-sea-ports.html index 963a5f9..66249a3 100644 --- a/notebooks/ports/red-sea-ports.html +++ b/notebooks/ports/red-sea-ports.html @@ -69,7 +69,7 @@ - + @@ -2426,7 +2426,7 @@

Parade Chart % Diff

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/routes/1-data-extraction.html b/notebooks/routes/1-data-extraction.html index 5b505fb..a87786c 100644 --- a/notebooks/routes/1-data-extraction.html +++ b/notebooks/routes/1-data-extraction.html @@ -69,7 +69,7 @@ - + @@ -1131,7 +1131,7 @@

AIS Data

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/routes/2-prepare-sea-routes.html b/notebooks/routes/2-prepare-sea-routes.html index 6fe29c3..3230c56 100644 --- a/notebooks/routes/2-prepare-sea-routes.html +++ b/notebooks/routes/2-prepare-sea-routes.html @@ -69,7 +69,7 @@ - + @@ -1127,7 +1127,7 @@

Convert to Graph Network

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/routes/3-process-routes.html b/notebooks/routes/3-process-routes.html index 3146fd5..38584ee 100644 --- a/notebooks/routes/3-process-routes.html +++ b/notebooks/routes/3-process-routes.html @@ -69,7 +69,7 @@ - + @@ -1963,7 +1963,7 @@

Filter and Aggregate

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/routes/4-aggregate.html b/notebooks/routes/4-aggregate.html index da3a09b..c4cd913 100644 --- a/notebooks/routes/4-aggregate.html +++ b/notebooks/routes/4-aggregate.html @@ -69,7 +69,7 @@ - + @@ -1523,7 +1523,7 @@

OECD Data

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/routes/README.html b/notebooks/routes/README.html index 1c38b56..25f1fac 100644 --- a/notebooks/routes/README.html +++ b/notebooks/routes/README.html @@ -69,7 +69,7 @@ - + @@ -869,7 +869,7 @@

References

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/spill/spill.html b/notebooks/spill/spill.html index be22af2..fff613c 100644 --- a/notebooks/spill/spill.html +++ b/notebooks/spill/spill.html @@ -69,7 +69,7 @@ - + @@ -1193,7 +1193,7 @@
Aggregated by Country, Export Value at Risk due to Disruption of Any Port in

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/notebooks/spill/spillover-README.html b/notebooks/spill/spillover-README.html index f87b465..f438b40 100644 --- a/notebooks/spill/spillover-README.html +++ b/notebooks/spill/spillover-README.html @@ -69,7 +69,7 @@ - + @@ -674,7 +674,7 @@

References

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/search.html b/search.html index 2bed015..9709b0b 100644 --- a/search.html +++ b/search.html @@ -68,7 +68,7 @@ - + @@ -437,7 +437,7 @@

Search

- Last updated on Sep 21, 2024. + Last updated on Sep 26, 2024.

diff --git a/searchindex.js b/searchindex.js index 5f7d92f..0839229 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": [".github/ISSUE_TEMPLATE/bug_report", ".github/ISSUE_TEMPLATE/feature_request", "README", "docs/1-intro-to-data-goods", "docs/2-data", "docs/6-team", "notebooks/README", "notebooks/chokepoints/README", "notebooks/chokepoints/red-sea-chokepoints", "notebooks/conflict/README", "notebooks/conflict/acled", "notebooks/houthis/houthis-tax", "notebooks/indicators/conflict-and-trade", "notebooks/mobility/README", "notebooks/mobility/visits", "notebooks/ports/README", "notebooks/ports/red-sea-ports", "notebooks/routes/1-data-extraction", "notebooks/routes/2-prepare-sea-routes", "notebooks/routes/3-process-routes", "notebooks/routes/4-aggregate", "notebooks/routes/README", "notebooks/spill/spill", "notebooks/spill/spillover-README"], "filenames": [".github/ISSUE_TEMPLATE/bug_report.md", ".github/ISSUE_TEMPLATE/feature_request.md", "README.md", "docs/1-intro-to-data-goods.md", "docs/2-data.md", "docs/6-team.md", "notebooks/README.md", "notebooks/chokepoints/README.md", "notebooks/chokepoints/red-sea-chokepoints.ipynb", "notebooks/conflict/README.md", "notebooks/conflict/acled.ipynb", "notebooks/houthis/houthis-tax.ipynb", "notebooks/indicators/conflict-and-trade.ipynb", "notebooks/mobility/README.md", "notebooks/mobility/visits.ipynb", "notebooks/ports/README.md", "notebooks/ports/red-sea-ports.ipynb", "notebooks/routes/1-data-extraction.ipynb", "notebooks/routes/2-prepare-sea-routes.ipynb", "notebooks/routes/3-process-routes.ipynb", "notebooks/routes/4-aggregate.ipynb", "notebooks/routes/README.md", "notebooks/spill/spill.ipynb", "notebooks/spill/spillover-README.md"], "titles": ["Bug Report", "<no title>", "Monitoring the Red Sea Shipping Crisis", "Introduction to Data Goods", "Data", "Data Goods Team and Acknowedgements", "Reusable Data Science Products", "Maritime Choke Point Trends Monitor", "Choke Point Notebook", "Conflict Location and Trends Monitor", "Armed Conflict Location Event Analysis", "Shipping and Freight Rate", "Shipping and Conflict", "Economic Impacts on Tourism", "Estimating Activity Through Point of Interest Visits Using Mobility Data", "Port Call Trends Monitor", "Ports Notebook", "Data Extraction", "Sea Routes", "Process AIS Dataset", "Data Analysis", "CO2 Emissions Estimation", "Global Port Spillover Estimator", "Port Disruption Spillover Estimates"], "terms": {"provid": [0, 2, 3, 4, 7, 9, 13, 14, 21], "brief": 0, "overview": 0, "encount": 0, "describ": [0, 1, 18, 22, 23], "behavior": [0, 9], "observ": [0, 14, 15, 19, 21], "when": [0, 1, 2, 9, 13, 14], "occur": [0, 9, 10, 13], "explain": 0, "expect": 0, "i": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21], "present": [0, 14, 21, 23], "The": [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23], "intermitt": 0, "onli": [0, 3, 4, 8, 9, 13, 14, 20, 21, 22], "under": [0, 2, 13, 21], "specif": [0, 7, 13, 14], "condit": [0, 14], "list": [0, 3, 4, 8, 16, 18, 19, 20], "Be": 0, "detail": [0, 2, 9, 14, 21], "help": [0, 14, 16], "replic": [0, 3, 21], "insert": 0, "ani": [0, 1, 4, 21, 23], "relev": [0, 3, 9], "relat": [0, 1, 3, 22, 23], "oper": [0, 2, 3, 14, 18, 21], "system": [0, 2, 3, 14, 19, 21, 22, 23], "e": [0, 15, 21, 22, 23], "g": [0, 5, 18, 19], "window": 0, "10": [0, 7, 8, 15, 16, 17, 18, 20, 21, 22, 23], "maco": 0, "linux": 0, "browser": 0, "googl": [0, 14], "chrome": 0, "firefox": 0, "safari": 0, "version": [0, 10, 17], "commit": 0, "v1": 0, "2": [0, 4, 7, 8, 14, 15, 16, 17, 18, 19, 20, 22, 23], "3": [0, 8, 15, 16, 17, 18, 19, 20, 22, 23], "git": [0, 8, 16, 20], "hash": 0, "hardwar": 0, "network": [0, 14, 21, 22, 23], "inform": [0, 3, 4, 9, 13, 14, 21], "about": [0, 1, 4, 9, 13, 14, 21], "If": 0, "you": [0, 1, 10], "have": [0, 2, 6, 7, 9, 10, 14, 15, 20, 21, 23], "suggest": 0, "pleas": [0, 1, 4, 9, 13, 14], "them": [0, 3, 21], "here": [0, 1, 9, 23], "your": [1, 14], "featur": [1, 17], "request": [1, 13], "problem": 1, "A": [1, 3, 9, 11, 17, 21], "clear": [1, 7], "concis": 1, "descript": [1, 3, 4, 14], "what": [1, 9], "ex": 1, "m": [1, 8, 10, 16, 17, 19, 20, 21], "alwai": [1, 14], "frustrat": 1, "solut": [1, 3], "d": [1, 8, 16], "like": [1, 5, 18, 23], "want": [1, 10], "happen": [1, 9], "altern": 1, "ve": 1, "consid": [1, 9, 10], "addit": [1, 3, 9, 12, 13, 14, 21], "context": [1, 3, 7, 23], "add": [1, 22], "other": [1, 13, 14, 22, 23], "screenshot": 1, "global": [2, 3, 9, 11, 13, 17, 23], "began": 2, "octob": [2, 7, 8, 10, 15, 16, 20, 21], "2023": [2, 7, 8, 13, 14, 15, 16, 17, 20, 21, 22, 23], "missil": 2, "attack": [2, 7, 12, 15, 21], "tanker": [2, 6, 7, 8, 15, 16, 20], "travers": [2, 21], "caus": [2, 21], "hundr": 2, "vessel": [2, 7, 8, 12, 22, 23], "avoid": [2, 21], "suez": [2, 6, 7, 8, 17, 19, 20, 21], "canal": [2, 6, 7, 8, 17, 19, 20, 21], "ar": [2, 4, 7, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23], "concentr": 2, "bab": [2, 6, 7, 8, 17, 19, 20, 21], "al": [2, 6, 15, 16, 21], "mandab": [2, 12], "strait": [2, 7, 8, 12, 17, 19, 20, 21], "20": [2, 7, 8, 14, 15, 16, 17], "mile": [2, 20, 21], "wide": [2, 9, 11], "chokepoint": [2, 8, 19, 20, 21], "maritim": [2, 4, 5, 6, 8, 10, 16, 18, 20, 21, 22, 23], "traffic": [2, 6], "world": [2, 3, 4, 9, 21], "bank": [2, 3, 4, 9, 21], "countri": [2, 3, 8, 9, 10, 14, 15, 16, 17, 19, 20, 21], "econom": [2, 3, 5, 21, 23], "team": [2, 3, 4, 6, 7, 9, 10, 13, 14, 15, 21], "egypt": [2, 6, 9, 13, 14, 16, 22, 23], "yemen": [2, 6, 9, 10, 12, 16, 22, 23], "djibouti": [2, 6, 9, 16, 22, 23], "seek": 2, "statu": 2, "impact": [2, 5, 8, 10, 14, 16, 21, 23], "respect": [2, 22, 23], "region": [2, 9, 12, 14], "economi": [2, 23], "To": [2, 3, 9, 10, 14], "support": [2, 3], "effort": [2, 14], "compris": [2, 3], "colleagu": [2, 3, 5], "from": [2, 3, 6, 9, 10, 11, 17, 18, 23], "lab": [2, 3, 4, 5, 8, 16, 20], "geospati": [2, 14, 22, 23], "gost": [2, 4, 5], "us": [2, 3, 4, 8, 9, 10, 11, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23], "combinat": 2, "most": [2, 9, 11, 21, 22, 23], "thie": 2, "repositori": [2, 3], "deriv": [2, 3, 6, 8, 9, 14, 15, 16, 21, 22, 23], "automat": [2, 3, 21], "identif": [2, 21], "ai": [2, 3, 15, 16, 20, 21], "pull": [2, 8, 16], "imf": [2, 4, 7, 8, 15, 16, 17, 21, 22, 23], "portwatch": [2, 4, 7, 8, 15, 16, 22, 23], "un": [2, 17, 21], "committe": 2, "expert": 2, "big": 2, "offici": [2, 3], "statist": [2, 5], "well": [2, 3, 4, 9], "conflict": [2, 4, 6, 7, 8, 13, 14, 15, 16, 21, 23], "arm": 2, "locat": [2, 6, 7, 13, 14, 15, 16, 21], "event": [2, 7, 23], "project": [2, 3, 4, 5, 7, 9, 13, 14, 15, 18], "follow": [2, 4, 6, 7, 13, 14, 15, 17, 18, 21, 23], "been": [2, 6, 8, 14, 16, 20, 23], "prepar": [2, 3, 4, 5, 6, 7], "choke": [2, 6, 15], "point": [2, 4, 6, 9, 13, 15, 16, 18, 19, 21, 23], "trend": [2, 6, 8, 10, 12, 16], "el": [2, 6, 7, 8, 12, 15, 16, 17, 19, 20, 21], "mandreb": [2, 6], "straight": [2, 6], "cape": [2, 6, 7, 8, 17, 19, 20, 21], "good": [2, 4, 6, 7, 8, 17, 19, 20, 21], "hope": [2, 6, 7, 8, 17, 19, 20, 21], "port": [2, 6, 11, 12, 18, 19, 20], "call": [2, 6, 7, 16], "aden": [2, 6, 15, 16], "ahmadi": [2, 6, 15, 16], "aqabah": [2, 6, 15, 16], "mukalla": [2, 6, 15, 16], "As": [2, 6, 7, 15, 16], "suwai": [2, 6, 15, 16], "duba": [2, 6, 15, 16], "bulk": [2, 6, 15, 16], "plant": [2, 6, 15, 16], "termin": [2, 6, 15, 16, 18], "adabiya": [2, 6, 15, 16], "jiddah": [2, 6, 15, 16], "oil": [2, 6, 15, 16, 18], "king": [2, 6, 15, 16], "fahd": [2, 6, 15, 16], "north": [2, 6, 11, 15, 16, 17], "ain": [2, 6, 15, 16], "sukhna": [2, 6, 15, 16], "rabigh": [2, 6, 15, 16], "safaga": [2, 6, 15, 16], "yanbu": [2, 6, 15, 16], "spillov": 2, "trade": [2, 4, 6, 8, 10, 11, 12, 21, 23], "arriv": [2, 6, 21], "miss": [2, 6], "estim": [2, 6, 7, 8, 13, 15, 16], "mai": [2, 3, 6, 9, 14, 21, 23], "disabl": [2, 6], "transpond": [2, 6], "forthcom": 2, "acl": [2, 4, 5, 6, 9, 10, 12], "tourism": [2, 5, 14], "": [2, 3, 4, 7, 8, 11, 13, 14, 15, 16, 17, 18, 19, 21, 23], "riviera": [2, 14], "through": [2, 7, 9, 13, 15, 20, 21], "openstreetmap": 2, "interest": [2, 7, 8, 13, 15, 16, 20, 21], "visit": [2, 13, 21], "gp": [2, 14], "mobil": [2, 13], "time": [2, 3, 6, 9, 13, 14, 20, 22], "resourc": [2, 3, 6], "pend": [2, 6], "also": [2, 3, 6, 7, 9, 15, 21], "investig": [2, 6], "dataset": [2, 3, 4, 6, 8, 13, 15, 21, 23], "method": [2, 3, 6, 11, 13, 14, 21], "ancillari": [2, 6], "air": [2, 6], "cargo": [2, 6, 7, 8, 15, 16, 20], "combin": [2, 3, 6], "high": [2, 6, 21], "level": [2, 6, 8, 13, 14, 16, 21, 22, 23], "analyt": [2, 3, 4, 6], "divers": [2, 7, 21], "analysi": [2, 3, 6, 9, 11, 13, 14, 15, 21, 22, 23], "price": [2, 11], "thi": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 20, 21, 22, 23], "mozilla": 2, "public": [2, 3, 14, 21], "see": [2, 13, 14, 23], "file": [2, 3, 8, 10, 14, 16, 19, 22], "reproduc": [3, 5, 23], "code": [3, 9, 17, 23], "sampl": [3, 13, 14, 21], "insight": [3, 13, 14, 21], "train": [3, 9], "guidanc": [3, 23], "unlik": [3, 9, 19], "tradit": [3, 9], "which": [3, 7, 13, 14, 21, 22, 23], "result": [3, 12, 18, 21, 23], "singl": 3, "report": [3, 8, 9, 12, 14, 16, 20, 21], "visual": [3, 14, 21], "design": 3, "custom": 3, "reus": 3, "updat": [3, 4, 9], "therebi": 3, "build": [3, 21], "capac": [3, 7, 8], "partner": [3, 9, 13], "organ": [3, 14, 21], "quickli": 3, "effect": [3, 7, 23], "deliv": 3, "complex": 3, "scienc": [3, 4], "press": 3, "challeng": [3, 14], "packag": [3, 5, 8, 10, 16, 20], "includ": [3, 4, 7, 9, 11, 13, 15, 22, 23], "access": [3, 4, 7, 13, 14, 15, 21], "underpin": 3, "all": [3, 4, 9, 10, 13, 14, 15, 17, 20, 21, 23], "product": [3, 4, 14], "indic": [3, 11, 14, 21, 22], "transpar": 3, "sourc": [3, 9, 14, 20, 21], "critic": [3, 21, 23], "re": [3, 8, 16, 18], "new": [3, 4, 9, 13, 14, 22], "over": [3, 9, 13, 14], "section": [3, 4, 7, 10, 14, 15, 21], "three": [3, 8], "part": 3, "exist": [3, 8, 16], "each": [3, 7, 9, 14, 15, 17, 21], "curat": 3, "privat": 3, "object": [3, 8, 10, 16, 17, 19, 21], "tabl": [3, 4, 7, 15, 21, 22, 23], "type": [3, 8, 9, 14, 16, 17, 20, 21], "frequenc": [3, 4, 9, 13, 14, 15, 18, 19, 21], "link": [3, 4, 18, 21], "contact": [3, 4], "digit": [3, 21], "govern": [3, 9], "where": [3, 4, 9, 13, 19, 21, 22], "need": [3, 14, 16], "leverag": 3, "make": [3, 8, 10, 14, 16], "disaggreg": [3, 9], "record": 3, "readili": 3, "searchabl": 3, "usabl": 3, "collect": [3, 4, 9, 13, 14], "incud": 3, "field": 3, "plan": [3, 9], "implement": [3, 13, 16, 21], "some": [3, 7, 17, 21], "household": 3, "survei": 3, "remot": 3, "sens": 3, "drone": 3, "crowdsourc": [3, 4], "again": [3, 23], "process": [3, 7, 8, 13, 14, 15, 16, 17, 18, 21], "storag": 3, "catalogu": [3, 4], "produc": [3, 8, 16, 23], "can": [3, 7, 9, 13, 14, 15, 21, 23], "host": 3, "special": [3, 21], "develop": [3, 4, 8, 13, 14, 16, 20, 21], "group": [3, 8, 14, 17, 18, 21, 22], "decdg": [3, 5], "receiv": 3, "more": [3, 7, 9, 14, 17, 21, 23], "than": [3, 9, 17, 19, 21, 23], "14": [3, 15, 16, 18, 19], "million": [3, 14, 21, 22, 23], "uniqu": [3, 16, 17, 18, 21], "user": [3, 4, 8, 10, 14, 16, 19, 20], "per": [3, 7, 21], "month": [3, 7, 8, 16, 17, 19, 20, 21], "ensur": [3, 21], "valu": [3, 14, 15, 18, 21], "invest": 3, "multipli": [3, 22], "reusabl": 3, "These": [3, 14, 22, 23], "further": [3, 21], "gener": [3, 13, 14, 23], "origin": [3, 17, 21, 23], "document": [3, 13, 21], "limit": [3, 13, 20], "refer": [3, 13, 22], "cite": 3, "work": [3, 4, 5, 13, 21], "dynam": 3, "map": [3, 9, 10, 14, 15, 17, 20, 21], "visualiza": 3, "By": 3, "two": [3, 18, 21, 22, 23], "input": 3, "empow": 3, "larg": [3, 21], "arrai": 3, "meet": 3, "dissemin": 3, "translat": 3, "distribut": [3, 14, 21], "web": [3, 10], "book": [3, 10], "capciti": 3, "For": [3, 4, 8, 9, 13, 14, 16, 20, 21, 23], "recruit": 3, "throughout": [3, 13, 14], "pool": 3, "our": [3, 5, 7, 21], "talent": 3, "lend": 3, "technic": 3, "assist": [3, 9], "name": [3, 4, 5, 8, 14, 16, 18, 19, 20, 21], "unless": 3, "specifi": [3, 14], "otherwis": 3, "github": [3, 8, 23], "facilit": 3, "futur": [3, 9, 10], "collabor": [3, 11], "activ": [3, 13, 21, 23], "possibl": 3, "ad": 3, "entri": [3, 17], "hub": [3, 4], "thei": [3, 9, 21], "tag": [3, 14], "meta": [3, 4], "licens": [3, 4, 9, 13, 21], "attribut": [3, 8, 14, 16, 21], "intern": [3, 9, 18, 21, 23], "share": [3, 14, 18], "across": [3, 11, 14, 21, 23], "creat": [3, 7, 8, 11, 14, 15, 21, 22], "sharepoint": [3, 4, 7, 9, 15, 21], "mileston": 3, "check": [3, 18], "slide": 3, "log": 3, "hour": [3, 14, 19, 21], "charg": 3, "final": [3, 7, 14, 21], "literatur": 3, "advantag": 3, "usag": [3, 13, 14, 17], "content": [3, 19], "encrypt": 3, "member": [3, 9], "permiss": [3, 4], "basi": [3, 13, 14], "similar": [3, 15], "conveni": [4, 13, 14], "question": 4, "should": 4, "requir": [4, 9, 21], "complet": [4, 14, 23], "write": [4, 9], "central": [4, 9, 14], "id": [4, 8, 17], "1": [4, 8, 10, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23], "open": [4, 9, 18, 19], "platform": [4, 7, 8, 15, 16, 17, 21], "monitor": [4, 6, 8, 14, 16, 20], "simul": [4, 22, 23], "disrupt": 4, "flow": [4, 16, 23], "weekli": [4, 9, 12], "andr": [4, 5, 21], "chamorro": [4, 5], "proprietari": 4, "timestamp": [4, 14], "geoloc": [4, 14], "took": 4, "place": [4, 8, 22, 23], "base": [4, 7, 13, 14, 15, 21, 22, 23], "daili": [4, 13, 14, 15, 23], "sahiti": [4, 5], "sarva": [4, 5], "would": [5, 13, 14], "express": [5, 21], "sincer": 5, "gratutud": 5, "appreci": 5, "who": [5, 9, 14, 21], "togeth": 5, "role": 5, "holli": 5, "krambeck": 5, "lead": [5, 14], "wb": [5, 18], "geograph": [5, 14, 18], "anayt": 5, "gabriel": 5, "stefanini": 5, "vicent": 5, "scientist": 5, "aviat": 5, "spillag": 6, "ship": [6, 10, 14, 21], "diverst": 6, "examin": [7, 8, 10, 15, 16, 21], "how": [7, 8, 10, 11, 15, 16, 20, 22, 23], "transit": [7, 16], "evolv": [7, 15], "cross": [7, 18, 21], "given": [7, 15, 21, 22, 23], "middl": [7, 8, 15, 16], "east": [7, 8, 11, 14, 15, 16], "escal": [7, 15], "red": [7, 8, 9, 12, 13, 14, 15, 16, 17, 19, 21], "sea": [7, 8, 9, 12, 13, 14, 15, 16, 17], "we": [7, 8, 10, 13, 14, 15, 16, 17, 21, 23], "volum": [7, 8, 13, 14, 15, 21], "capactii": 7, "sinc": [7, 10, 15, 21], "2019": [7, 8, 9, 15, 16, 18, 21, 22, 23], "kei": [7, 9, 11, 14, 15, 16, 17, 19, 21], "area": [7, 21], "mandeb": [7, 8, 12, 17, 19, 20, 21], "date": [7, 8, 9, 14, 15, 16], "latest": [7, 15, 20], "avail": [7, 9, 14, 15, 18, 21], "februari": [7, 10, 15, 21], "19th": [7, 15], "2024": [7, 8, 14, 15, 16, 17, 20, 21], "first": [7, 8, 14, 15, 17, 22, 23], "conduct": [7, 10, 21], "7": [7, 8, 14, 15, 16, 17, 19, 20, 21, 22, 23], "dai": [7, 8, 14, 15, 16, 19, 20, 21, 23], "move": [7, 18], "smoothen": 7, "out": [7, 14, 20, 21, 22], "mitig": 7, "anomali": 7, "vertic": [7, 15, 22], "dot": [7, 15], "line": [7, 15, 22], "mark": [7, 15], "begin": [7, 15], "highlight": [7, 14, 15], "7th": [7, 8, 10, 15, 16], "crisi": [7, 8, 9, 10, 13, 14, 15, 16, 21], "novemb": [7, 8, 15, 16, 22, 23], "17th": [7, 8, 15, 16], "seen": [7, 10, 21], "figur": [7, 16, 20, 21, 22], "earli": 7, "mid": 7, "decemb": 7, "intensifi": 7, "chart": [7, 8, 20, 23], "show": [7, 8, 10, 15, 16, 20, 22], "same": [7, 15, 21], "metric": [7, 14, 16], "go": 7, "back": 7, "histor": [7, 15, 20, 21], "give": 7, "recent": [7, 8, 16, 21], "blockag": 7, "2021": [7, 8, 16, 21], "an": [7, 9, 13, 14, 21], "overal": [7, 14], "upward": 7, "trajectori": [7, 21], "both": 7, "note": [7, 13, 14], "earlier": 7, "appli": [7, 8, 10, 11, 16, 18, 19, 20, 21, 22], "simpl": [7, 21], "year": [7, 14, 16, 17, 19, 20, 21], "compar": [7, 14], "volatil": 7, "defin": [7, 8, 14, 16, 21], "januari": [7, 8, 15, 16, 20, 21], "1st": [7, 8, 15, 16, 21], "2022": [7, 8, 9, 14, 15, 16, 20, 21, 23], "up": [7, 9, 14, 15, 16, 21], "6th": [7, 8, 15, 16], "calcul": [7, 11, 14, 15, 22], "separ": [7, 15], "black": [7, 8, 16], "signal": [7, 21], "rel": [7, 14, 15, 16, 21], "between": [7, 12, 14, 19, 21, 22, 23], "aggreg": [7, 10, 14, 17, 20, 23], "16th": [7, 8, 15, 16], "below": [7, 14, 15, 21], "folder": [7, 15], "total": [7, 8, 11, 14, 15, 16, 17, 19, 20, 21, 23], "23": [7, 8, 15], "91": [7, 8, 14, 15], "46": [7, 8, 15, 19, 22], "86": [7, 8, 20, 21, 22], "70": [7, 8, 15, 18], "77": [7, 8, 15, 19], "4": [7, 8, 14, 15, 16, 17, 18, 19, 20, 22, 23], "823": [7, 8], "326": [7, 8], "25": [7, 8, 15, 18, 21, 22], "95": [7, 8], "51": [7, 8, 15, 19, 20, 21], "58": [7, 8, 15], "53": [7, 8, 15, 17, 19, 20, 21], "5": [7, 8, 10, 15, 16, 17, 18, 19, 20, 21, 22, 23], "305": [7, 8, 15, 21], "603": [7, 8], "15": [7, 8, 14, 15, 16, 20, 21], "34": [7, 8, 15, 17, 19, 21, 22], "27": [7, 8, 15, 17], "61": [7, 8, 15, 17, 18], "42": [7, 8, 15], "585": [7, 8], "144": [7, 8, 15], "9": [7, 8, 15, 16, 19, 20, 21, 22, 23], "36": [7, 8, 15, 17, 20, 21], "68": [7, 8, 15], "01": [7, 8, 14, 15, 16, 17, 20, 21], "380": [7, 8], "133": [7, 8], "03": [7, 8, 15, 17, 20, 21], "39": [7, 8, 15, 17, 20, 21], "49": [7, 8, 15, 17, 19], "813": [7, 8], "646": [7, 8, 15], "92": [7, 8], "6": [7, 8, 15, 16, 17, 19, 20, 21, 22, 23], "224": [7, 8, 15], "209": [7, 8], "09": [7, 8, 15, 17, 22], "98": [7, 8, 15, 17], "07": [7, 8, 15, 16, 20, 22], "737": [7, 8], "291": [7, 8], "64": [7, 8, 15, 18], "76": [7, 8, 15], "83": [7, 8, 15, 17, 18], "246": [7, 8], "677": [7, 8], "16": [7, 8, 15, 16, 20, 21], "06": [7, 8, 15, 16, 17, 22], "32": [7, 8, 15, 17], "79": [7, 8, 15], "48": [7, 8, 15, 17, 19, 20, 21], "85": [7, 8, 15, 17], "947": [7, 8], "435": [7, 8, 20, 21], "differ": [7, 9, 13, 14, 18], "8": [7, 8, 15, 16, 17, 19, 20, 21, 22, 23], "56": [7, 8, 15, 17, 19], "08": [7, 8, 15, 17, 18, 20, 21, 22], "00": [7, 8, 15, 16, 17], "35": [7, 8, 15], "41": [7, 8, 15, 17, 19], "30": [7, 8, 15, 19, 21], "40": [7, 8, 11, 15, 17, 19], "87": [7, 8, 15, 18, 19], "90": [7, 8, 15, 23], "47": [7, 8, 15], "12": [7, 8, 14, 15, 16, 17, 18, 19, 21, 22, 23], "65": [7, 8, 15, 23], "75": [7, 8, 9, 15, 18, 22, 23], "29": [7, 8, 15, 17], "37": [7, 8, 15, 17], "78": [7, 8, 15, 19], "notebook": [7, 10, 12, 14, 15, 17, 18, 21, 23], "inspect": [8, 16], "percentag": [8, 16, 23], "import": [8, 11, 13, 14, 15, 16, 17, 18, 19, 20], "librari": [8, 16], "output": [8, 16, 17, 21], "path": [8, 16, 18, 19, 20, 21], "save": [8, 16, 18, 19, 20], "graph": [8, 16, 21], "o": [8, 16, 18, 19, 20], "join": [8, 14, 16, 18, 19, 20], "panda": [8, 16, 17, 18, 19, 20, 22], "pd": [8, 16, 17, 18, 19, 20, 22], "geopanda": [8, 10, 14, 16, 17, 18, 19], "gpd": [8, 16, 17, 18, 19], "shape": [8, 17, 18], "geometri": [8, 14, 16, 17, 19], "git_repo": [8, 16, 20], "repo": [8, 16, 18, 19, 20], "getcwd": [8, 16, 20], "search_parent_directori": [8, 16, 20], "true": [8, 14, 16, 18, 19, 20, 22], "git_root": [8, 16, 20], "rev_pars": [8, 16, 20], "toplevel": [8, 16, 20], "red_sea_monitor": [8, 16], "util": [8, 14, 16], "plot": [8, 20, 22], "plotnin": [8, 16, 20], "mizani": [8, 16, 20], "break": [8, 16, 18, 20], "date_break": [8, 16, 20], "formatt": [8, 16, 20], "date_format": [8, 16, 20], "percent_format": [8, 16, 20], "option": [8, 16, 20], "figure_s": [8, 16, 20], "output_dir": [8, 16, 20], "r": [8, 16, 20], "c": [8, 10, 14, 16, 20], "wb514197": [8, 16, 18, 20], "wbg": [8, 16, 20], "partnership": [8, 13, 16, 20], "charts_dir": [8, 16, 20], "retriev": [8, 17, 21], "chokopoint": 8, "select": [8, 16, 20, 21], "get_chokepoint": 8, "aoi": [8, 14, 16, 19, 20], "chokepoints_sel": 8, "loc": [8, 16, 18, 19, 20, 22], "portnam": [8, 16], "isin": [8, 14, 16, 20], "copi": [8, 16, 18, 19, 20, 22], "portid": [8, 16], "iso3": [8, 14, 16], "contin": [8, 17], "fullnam": 8, "lat": [8, 16, 18], "lon": [8, 16, 18], "vessel_count_tot": [8, 16], "vessel_count_contain": [8, 16], "vessel_count_tank": [8, 16], "industry_top1": [8, 16], "industry_top2": [8, 16], "industry_top3": [8, 16], "share_country_maritime_import": [8, 16], "share_country_maritime_export": [8, 16], "locod": 8, "pageid": 8, "countrynoacc": 8, "objectid": [8, 16], "0": [8, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23], "chokepoint1": 8, "none": [8, 16, 18, 19, 20], "593346": 8, "436882": 8, "22217": 8, "6455": 8, "6919": 8, "petroleum": 8, "chemic": 8, "non": [8, 14, 17], "metal": 8, "miner": 8, "p": 8, "mine": 8, "quarri": 8, "agricultur": 8, "c57c79bf612b4372b08a9c6ea9c97ef0": 8, "chokepoint4": 8, "788597": 8, "43": [8, 15, 17], "349545": 8, "22519": 8, "6280": 8, "7386": 8, "6b1814d64903461b98144a6cc25eb79c": 8, "chokepoint7": 8, "927286": 8, "882737": 8, "17332": 8, "2018": [8, 21], "3973": 8, "edf18f455a2b4637a3632b6af201abe9": 8, "row": [8, 16, 18, 19, 21, 22], "column": [8, 10, 14, 16, 17, 19, 20, 22], "lambda": [8, 16, 18, 19, 20, 22], "x": [8, 16, 18, 19, 20, 22], "axi": [8, 16, 18, 19, 20, 22], "geodatafram": [8, 16, 17, 18, 19], "cr": [8, 16, 18, 19], "epsg": [8, 14, 16, 18, 19], "4326": [8, 14, 16, 18, 19], "to_fil": [8, 16], "shp": [8, 14, 18], "driver": [8, 16], "esri": [8, 16, 18, 19], "shapefil": 8, "vessel_count_dry_bulk": [8, 16], "vessel_count_general_cargo": [8, 16], "vessel_count_roro": [8, 16], "explor": [8, 10, 12, 14, 16, 20, 21], "cmap": [8, 10, 16], "dark2": [8, 16], "marker_kwd": [8, 10, 16], "radiu": [8, 10, 16], "tile": [8, 16], "ocean": 8, "basemap": 8, "legend_kwd": [8, 16], "upper": [8, 16], "right": [8, 16, 20, 22], "caption": [8, 16, 20], "trust": [8, 10, 14, 16], "load": [8, 10, 11, 12, 14, 16, 17], "df_chokepoint": 8, "get_chokepoint_data": 8, "ymd": [8, 16, 20], "dt": [8, 16, 19, 20], "strftime": [8, 16, 17, 19, 20], "y": [8, 11, 16, 19, 20, 21, 22], "to_csv": [8, 16, 17, 18, 19, 20], "f": [8, 16, 17, 18, 19, 20], "chokepoints_data_": 8, "y_": [8, 16], "m_": [8, 16], "csv": [8, 16, 17, 18, 19, 20, 22], "index": [8, 11, 14, 16, 17, 18, 19, 20], "fals": [8, 10, 16, 17, 18, 20, 22], "df": [8, 16, 17, 19, 20, 22], "read_csv": [8, 16, 18, 19, 20, 22], "d_": 8, "to_datetim": [8, 16, 19, 20], "tail": [8, 16, 17], "n_cargo": 8, "n_tanker": 8, "n_total": 8, "5773": 8, "04": [8, 15, 16, 17, 22], "13": [8, 15, 16, 17, 20, 22, 23], "60": [8, 15, 17, 19], "385749e": 8, "42209": 8, "5774": 8, "45": [8, 15, 16, 18, 19, 20, 22], "782211e": 8, "42210": 8, "roll": 8, "groupbi": [8, 14, 16, 17, 19, 20, 22], "center": [8, 14], "min_period": 8, "mean": [8, 16, 17, 18, 20], "reset_index": [8, 14, 16, 18, 19, 20, 22], "inplac": [8, 16, 18, 19, 20, 22], "drop": [8, 16, 17, 19, 20], "level_1": 8, "md": 8, "head": [8, 16, 17, 18, 19, 20, 22], "149714e": 8, "18": [8, 15, 18], "19": [8, 15, 17, 21], "129687e": 8, "80": [8, 15, 19], "02": [8, 15, 16, 17, 20, 21], "conflict_d": [8, 16, 20], "crisis_d": [8, 16, 20], "11": [8, 15, 16, 17, 20, 21, 22, 23], "17": [8, 14, 15, 16, 17, 18, 20], "makedir": [8, 16], "mode": [8, 16], "0o777": [8, 16], "p0": [8, 16, 20], "ggplot": [8, 16, 20], "ae": [8, 16, 20], "color": [8, 14, 16, 22], "geom_lin": [8, 16], "alpha": [8, 16, 20, 22], "size": [8, 16, 20], "geom_vlin": [8, 16], "xintercept": [8, 16], "linetyp": [8, 16], "dash": [8, 16], "subtitl": [8, 16, 20], "number": [8, 12, 14, 18, 21, 22, 23], "titl": [8, 16, 20, 22], "theme_minim": [8, 16, 20], "scale_x_datetim": [8, 16, 20], "label": [8, 16, 20, 22], "scale_color_brew": 8, "qual": [8, 16], "palett": [8, 16], "theme": [8, 16, 20], "text": [8, 16, 20], "element_text": [8, 16, 20], "famili": [8, 16, 20], "roboto": [8, 16, 20], "plot_titl": [8, 16, 20], "weight": [8, 16, 19, 20], "bold": [8, 16, 20], "axis_text_x": [8, 16, 20], "rotat": [8, 16, 20, 22], "hjust": [8, 16, 20], "legend_posit": [8, 16, 20], "facet_wrap": 8, "scale": [8, 22], "fix": 8, "ncol": 8, "displai": [8, 16, 18, 19, 20, 22], "filenam": [8, 16, 20], "jpeg": [8, 16, 20], "dpi": [8, 16, 19, 20], "300": [8, 15, 16, 19, 20], "1000": [8, 16, 19, 20, 21], "800": [8, 16, 20], "anaconda3": [8, 10, 16, 20], "env": [8, 10, 16, 18, 20], "rtmi": [8, 16, 20], "lib": [8, 10, 16, 20], "site": [8, 10, 13, 16, 20], "py": [8, 10, 16, 18, 20], "587": [8, 16, 20], "plotninewarn": [8, 16, 20], "imag": [8, 16, 20, 22], "588": [8, 16, 20], "31st": [8, 16, 21], "start_reference_d": [8, 16], "df_ref": [8, 16, 20], "renam": [8, 16, 17, 19, 20, 22], "n_tanker_ref": 8, "n_cargo_ref": 8, "n_total_ref": 8, "capacity_ref": 8, "filter": [8, 14, 16, 20, 21, 23], "onward": [8, 16], "merg": [8, 16, 20, 22], "df_filt": [8, 16, 19, 20], "left": [8, 16, 20, 22], "valid": [8, 14, 16], "n_total_pct_ch": 8, "p1": [8, 16, 20], "bottom": [8, 21], "p2": [8, 16], "ref": [8, 16], "p3": [8, 16, 20], "geom_hlin": 8, "yintercept": 8, "scale_y_continu": [8, 16, 20], "pct": [8, 16, 19, 20], "df_agg": [8, 16, 19, 20], "order": [8, 16, 21, 22], "reindex": [8, 16], "format": [8, 14, 16, 22], "decim": [8, 22], "iloc": [8, 16, 17, 19], "applymap": [8, 16, 20], "2f": [8, 22], "last": [8, 15, 17], "thousand": 8, "0f": [8, 16, 22], "appdata": [8, 16, 20], "local": [8, 9, 16, 20, 23], "temp": [8, 16, 20], "ipykernel_32892": 8, "36468859": 8, "futurewarn": [8, 10, 16, 20], "datafram": [8, 16, 17, 20, 22], "ha": [8, 9, 13, 14, 16, 20, 21, 22, 23], "deprec": [8, 10, 16, 20], "instead": [8, 10, 16, 20], "print": [8, 17, 19, 20], "to_markdown": [8, 20], "tablefmt": 8, "df_agg_copi": [8, 16], "df_sub": [8, 16, 19], "transpos": [8, 16, 20], "df_sub2": [8, 16], "append": [8, 16, 18, 19], "df_agg_pct": [8, 16], "concat": [8, 16, 17, 19, 20], "set_index": [8, 16, 20], "3184510119": 8, "excel": 8, "excelwrit": [8, 16], "xlsx": [8, 16], "writer": [8, 16], "to_excel": [8, 16], "sheet_nam": [8, 16], "consist": [9, 14], "analyz": [9, 13, 14, 23], "fatal": [9, 12], "becaus": [9, 17], "border": 9, "eritrea": 9, "saudi": [9, 16, 22, 23], "arabia": [9, 16, 22, 23], "jordan": [9, 10, 16], "end": [9, 21], "multipl": [9, 15, 17, 21, 23], "actor": 9, "polit": 9, "violenc": 9, "protest": 9, "around": [9, 10, 21, 22, 23], "rang": [9, 17], "nation": 9, "languag": 9, "research": [9, 21], "worldwid": 9, "dure": [9, 13, 15, 16, 21], "find": [9, 21], "mani": [9, 18, 21], "sever": 9, "extract": 9, "factual": 9, "wa": [9, 12, 13, 21, 22, 23], "involv": 9, "did": 9, "sequenc": 9, "identifi": [9, 10, 13, 14, 17, 20, 21, 23], "media": 9, "twitter": 9, "whatsapp": 9, "telegram": 9, "do": [9, 10, 14, 21], "scrape": 9, "social": 9, "target": 9, "approach": [9, 14], "inclus": 9, "either": [9, 14, 20], "establish": 9, "relationship": [9, 12, 21, 22, 23], "directli": 9, "verif": [9, 14], "qualiti": [9, 14], "methodologi": [9, 13, 21], "found": [9, 12, 21, 23], "granular": 9, "abid": [9, 14], "term": [9, 14, 23], "raw": [9, 14, 16, 21], "staff": 9, "upon": [9, 13, 22, 23], "sign": [9, 18], "obtain": [9, 14, 21], "api": [9, 14], "datalab": 9, "worldbank": 9, "org": [9, 17], "few": 9, "were": [9, 20, 21, 23], "howev": [9, 21], "current": [9, 11, 13, 21], "terror": 9, "gtd": 9, "terrorist": 9, "1970": 9, "2020": [9, 21, 22, 23], "annual": 9, "systemat": 9, "domest": 9, "transnat": 9, "incid": 9, "period": [9, 14, 21, 22], "now": [9, 14, 22], "200": [9, 18], "000": [9, 15, 22, 23], "case": [9, 21], "stop": [9, 17], "uppsala": 9, "program": 9, "ucdp": 9, "1946": 9, "alon": 9, "icb": 9, "duke": 9, "univers": 9, "till": 9, "scad": 9, "riot": 9, "strike": 9, "inter": 9, "commun": [9, 14, 23], "against": 9, "civilian": 9, "form": 9, "track": [9, 14], "1990": 9, "2017": 9, "cover": [9, 10], "africa": [9, 22, 23], "mexico": 9, "america": [9, 11, 17], "caribbean": 9, "progress": 10, "start": [10, 21], "dat": 10, "match": [10, 21], "previous": [10, 14], "data": 10, "grouped_data": [10, 22], "nr_fatal": 10, "zoom_start": 10, "vmin": 10, "vmax": 10, "50": [10, 15, 17, 18], "viridi": 10, "sahit": 10, "analys": [10, 23], "geoseri": [10, 18], "645": 10, "convert_dtyp": 10, "paramet": 10, "remov": [10, 18], "ser": 10, "astyp": [10, 22], "bokehj": [10, 11, 12], "rout": [10, 17, 20], "200km": 10, "roughli": 10, "66": [10, 15], "within": [10, 12, 13, 14, 15, 17, 21], "27th": 10, "much": 11, "cost": 11, "contain": [11, 14, 17, 22], "b": [11, 18], "common": [11, 21], "40ft": 11, "datasourc": 11, "freighto": 11, "baltic": 11, "fbx01": 11, "measur": [11, 13, 14, 21, 22, 23], "pair": 11, "china": [11, 22, 23], "asia": [11, 21], "west": 11, "coast": 11, "shanghai": 11, "pvg": 11, "ningbo": 11, "ngb": 11, "lo": 11, "angel": 11, "lax": 11, "chicago": 11, "ord": 11, "unit": [11, 22, 23], "state": 11, "exchang": 11, "lane": 11, "3rd": 11, "largest": [11, 22], "percent": [11, 15, 16], "american": 11, "focu": 12, "beb": 12, "In": [12, 14, 21, 23], "summari": [12, 20], "veri": 12, "minor": 12, "correl": 12, "movement": [12, 13, 14, 21, 22, 23], "greatest": [12, 15, 22], "coeff": 12, "150km": 12, "There": 12, "94": [12, 15, 22], "bal": 12, "cumul": 12, "everi": [12, 21], "signific": 12, "reduct": 12, "understand": [13, 14], "popul": [13, 14], "potenti": [13, 14], "ramif": [13, 14], "disast": [13, 14], "acquir": [13, 14], "longitudin": [13, 14], "human": [13, 14, 21], "pro": 13, "bono": 13, "veraset": [13, 14], "propos": [13, 21], "affect": [13, 22, 23], "feed": 13, "ingest": 13, "pipelin": 13, "elig": 13, "await": 13, "review": [13, 21], "after": [13, 14], "initi": [13, 14, 19], "exercis": [13, 14], "conclud": [13, 14], "adequ": [13, 14], "inflict": [13, 14], "although": [13, 14], "panel": [13, 14, 21], "billion": [13, 14], "south": [13, 14, 22, 23], "sinai": [13, 14], "governor": [13, 14], "account": [13, 14], "fraction": [13, 14], "small": [13, 14, 17, 21], "exampl": [13, 14, 21, 22], "hotel": [13, 14], "100": [13, 14, 15, 17, 22], "visitor": [13, 14], "addition": [13, 14], "inher": [13, 14], "associ": [13, 14], "notabl": [13, 14, 21], "typic": [13, 14], "lack": [13, 14], "control": [13, 14], "random": [13, 14, 21], "trial": [13, 14], "adopt": [13, 14], "devic": [13, 14], "greatli": [13, 14], "among": [13, 14], "urban": [13, 14], "suburban": [13, 14], "rural": [13, 14], "dweller": [13, 14], "moreov": [13, 14], "popular": [13, 14], "app": [13, 14], "fluctuat": [13, 14], "introduct": [13, 14], "declin": [13, 14], "older": [13, 14], "ones": [13, 14], "exclus": [13, 14], "manner": 14, "akin": 14, "discontinu": 14, "aim": 14, "quantifi": 14, "count": [14, 17, 18, 19, 20], "set": [14, 20, 23], "baselin": 14, "One": [14, 21], "major": 14, "differenti": 14, "chang": [14, 22, 23], "due": [14, 23], "market": 14, "shift": [14, 19], "genuin": 14, "ground": 14, "pattern": 14, "publicli": 14, "agreement": 14, "carefulli": 14, "privaci": 14, "polici": 14, "classif": 14, "studi": [14, 21], "emcompass": 14, "shown": [14, 21], "egi": 14, "read_fil": [14, 16, 18], "egy_admbnda_adm2_capmas_20170421": 14, "adm1_pcod": 14, "eg31": 14, "eg35": 14, "blue": [14, 15], "humanitarian": 14, "via": 14, "hdx": 14, "boundari": [14, 21], "encompass": 14, "poi": 14, "http": [14, 17, 18], "s3": [14, 17, 18, 19], "u": [14, 17, 19, 22], "amazonaw": [14, 18], "com": [14, 18], "points_of_interest": 14, "hotosm_egy_points_of_interest_points_shp": 14, "zip": 14, "set_cr": 14, "sjoin": 14, "predic": 14, "osm_id": 14, "adm0_pcod": 14, "adm2_pcod": 14, "adm1_en": 14, "adm2_en": 14, "100m": 14, "buffer": 14, "coordin": [14, 17], "isnul": 14, "to_cr": [14, 18], "3857": 14, "illustr": 14, "breakdown": 14, "categori": [14, 16], "245": [14, 15], "viewpoint": 14, "102": [14, 15], "attract": 14, "28": [14, 15, 17, 20, 21], "apart": 14, "hostel": 14, "camp_sit": 14, "guest_hous": 14, "artwork": 14, "chalet": 14, "picnic_sit": 14, "museum": 14, "wilderness_hut": 14, "alpine_hut": 14, "ye": 14, "motel": 14, "theme_park": 14, "ruin": 14, "caravan_sit": 14, "galleri": 14, "dtype": [14, 17, 18, 19, 20], "int64": [14, 17, 18, 19, 20], "enabl": 14, "anonym": 14, "span": 14, "ddf": 14, "dd": 14, "read_parquet": [14, 20], "wbgggscecovid19dev": 14, "eg": 14, "parquet": [14, 19, 20], "cardin": 14, "1131632964": 14, "tempor": 14, "extent": 14, "oct": [14, 16], "mar": [14, 16, 21], "And": 14, "spatial": 14, "densiti": 14, "approxim": [14, 21], "parallel": 14, "outlin": 14, "variat": 14, "It": 14, "reflect": [14, 22], "subset": [14, 17, 20], "individu": [14, 21], "servic": 14, "crucial": 14, "doe": 14, "repres": [14, 21], "determin": 14, "whether": 14, "detect": [14, 21], "least": 14, "onc": 14, "while": 14, "straightforward": 14, "simplifi": [14, 21], "advanc": 14, "techniqu": 14, "stai": 14, "dask": 14, "execut": 14, "intersect": [14, 18], "gddf": 14, "dask_geopanda": 14, "from_dask_datafram": 14, "uid": 14, "hex_id": [14, 17], "points_from_xi": [14, 19], "longitud": [14, 17, 18, 19], "latitud": [14, 17, 19], "next": [14, 21], "being": [14, 22, 23], "bin": 14, "nuniqu": 14, "to_fram": 14, "comput": 14, "seri": 14, "smooth": [14, 16], "talli": 14, "entir": 14, "pivot_t": 14, "aggfunc": 14, "sum": [14, 15, 16, 17, 19, 20, 21, 22], "bia": 14, "compos": 14, "drawn": 14, "longitugin": 14, "emphas": 14, "turn": 14, "thu": [14, 21], "incomplet": 14, "coverag": 14, "phone": 14, "transport": [14, 20, 21, 22, 23], "inaccur": 14, "Not": 14, "busi": 14, "underrepresent": 14, "certain": [14, 21], "demograph": 14, "sector": 14, "contextu": 14, "primarili": 14, "captur": 14, "transact": 14, "essenti": 14, "accur": 14, "osm": 14, "reli": [14, 21], "contribut": 14, "vari": 14, "accuraci": 14, "significantli": 14, "bias": 14, "toward": 14, "contributor": 14, "underrepres": 14, "skew": 14, "especi": 14, "less": [14, 19, 21, 23], "standard": [14, 22], "enforc": 14, "strict": 14, "categor": [14, 16], "driven": 14, "absenc": 14, "author": [14, 23], "rigor": 14, "introduc": 14, "error": [14, 18, 21], "inaccuraci": 14, "difficult": 14, "ascertain": 14, "reliabl": 14, "focus": 14, "basic": 14, "its": 14, "comprehens": 14, "along": 15, "export": [15, 16], "verifi": 15, "interact": 15, "resampl": 15, "numer": 15, "week": 15, "porwatch": 15, "496": 15, "248": 15, "378": 15, "158": 15, "454": 15, "919": 15, "654": 15, "701": 15, "297": 15, "506": 15, "081": 15, "468": 15, "120": 15, "205": 15, "083": 15, "626": 15, "285": 15, "550": 15, "401": 15, "003": 15, "485": 15, "139": 15, "392": 15, "145": 15, "540": 15, "395": 15, "630": 15, "648": 15, "132": 15, "783": 15, "127": 15, "430": 15, "259": 15, "706": 15, "240": 15, "066": 15, "108": 15, "538": 15, "69": 15, "385": 15, "448": 15, "125": [15, 23], "684": 15, "111": 15, "986": 15, "63": 15, "403": 15, "151": 15, "135": [15, 23], "762": 15, "147": 15, "165": 15, "988": 15, "023": 15, "572": 15, "974": 15, "82": 15, "560": 15, "96": [15, 23], "997": 15, "417": 15, "71": 15, "741": 15, "308": 15, "72": 15, "642": 15, "726": 15, "425": 15, "382": 15, "478": 15, "161": 15, "099": 15, "173": 15, "284": 15, "33": [15, 17, 19, 20, 21], "503": 15, "651": 15, "676": 15, "194": 15, "602": 15, "244": 15, "870": 15, "407": 15, "104": 15, "167": 15, "73": [15, 22], "386": 15, "320": 15, "93": 15, "480": 15, "906": 15, "84": 15, "162": 15, "730": [15, 22], "784": 15, "505": 15, "767": 15, "247": 15, "238": 15, "849": 15, "004": 15, "427": 15, "096": 15, "323": 15, "566": 15, "190": 15, "369": 15, "673": 15, "850": 15, "042": 15, "211": 15, "418": 15, "183": 15, "203": 15, "891": 15, "124": 15, "196": 15, "094": 15, "470": 15, "502": 15, "484": 15, "306": 15, "926": 15, "994": 15, "24": 15, "267": 15, "549": 15, "833": 15, "116": [15, 20], "433": 15, "499": 15, "304": [15, 23], "406": 15, "420": 15, "808": 15, "450": 15, "905": 15, "241": 15, "235": 15, "755": 15, "309": 15, "465": 15, "136": 15, "700": 15, "533": 15, "890": 15, "672": 15, "842": [15, 23], "280": 15, "059": 15, "317": 15, "287": 15, "21": [15, 17], "873": 15, "990": 15, "128": 15, "301": 15, "932": 15, "336": 15, "674": 15, "428": 15, "958": 15, "213": 15, "399": 15, "017": 15, "768": 15, "134": 15, "486": 15, "929": 15, "692": 15, "559": 15, "175": 15, "063": 15, "794": 15, "44": [15, 17], "789": [15, 17], "329": 15, "249": 15, "356": 15, "865": 15, "661": 15, "294": 15, "969": 15, "688": 15, "99": 15, "230": 15, "328": 15, "270": 15, "901": 15, "971": 15, "515": 15, "384": 15, "649": 15, "219": 15, "019": 15, "735": 15, "276": 15, "689": 15, "669": 15, "443": [15, 17], "722": 15, "364": 15, "038": 15, "869": 15, "353": 15, "272": 15, "609": 15, "591": 15, "717": 15, "310": 15, "163": 15, "975": 15, "154": 15, "983": 15, "171": 15, "208": [15, 18], "178": 15, "847": 15, "335": 15, "333": 15, "830": 15, "704": 15, "367": 15, "543": [15, 17], "346": 15, "137": [15, 23], "713": 15, "89": [15, 23], "140": 15, "558": 15, "97": 15, "699": 15, "960": 15, "242": 15, "660": 15, "216": 15, "989": 15, "666": 15, "819": 15, "311": 15, "256": [15, 19], "807": 15, "976": 15, "033": 15, "444": 15, "143": 15, "191": 15, "477": 15, "126": 15, "452": 15, "457": 15, "057": 15, "093": 15, "273": 15, "231": 15, "617": 15, "260": 15, "770": 15, "292": 15, "584": [15, 21], "31": [15, 17, 19, 20, 21], "387": 15, "204": 15, "26": [15, 19, 20], "095": 15, "635": 15, "052": 15, "541": 15, "350": 15, "391": 15, "223": 15, "574": 15, "786": 15, "531": 15, "324": 15, "110": 15, "605": 15, "67": [15, 17], "57": 15, "59": 15, "55": [15, 17, 19], "81": 15, "88": [15, 20, 21], "38": [15, 20, 21], "54": [15, 17, 19, 20, 21], "22": 15, "793": 15, "62": [15, 17, 18, 22], "74": [15, 17], "nan": [15, 18], "113": 15, "52": [15, 17, 19, 22], "520": 15, "sort": [15, 22], "abov": [15, 23], "comma_format": [16, 20], "get_port": 16, "ports_sel": 16, "sort_valu": [16, 19, 22], "ports_gdf": 16, "geojson": [16, 17], "ports_red_sea": 16, "red_sea_port": 16, "port294": 16, "port321": 16, "port191": 16, "port828": 16, "port71": 16, "port19": 16, "port305": 16, "port1081": 16, "port570": 16, "port304": 16, "port1408": 16, "port518": 16, "port519": 16, "port27": 16, "port18": 16, "port9": 16, "worldgraycanva": 16, "chec": 16, "df_port": 16, "get_port_data": 16, "ports_data_": 16, "portcalls_cargo": 16, "portcalls_tank": 16, "portcal": 16, "import_cargo": 16, "export_cargo": 16, "import_tank": 16, "export_tank": 16, "30782": 16, "05": [16, 17, 22], "yem": 16, "2472344": 16, "30783": 16, "2472345": 16, "df_raw": 16, "w": [16, 20, 21, 22, 23], "mon": 16, "67364": 16, "559011": 16, "371": 16, "408892": 16, "37879": 16, "939218": 16, "000000": [16, 18, 19], "charts_by_port_dir": 16, "portcalls_cargo_ref": 16, "portcalls_tanker_ref": 16, "portcalls_ref": 16, "import_cargo_ref": 16, "export_cargo_ref": 16, "import_tanker_ref": 16, "export_tanker_ref": 16, "import_ref": 16, "export_ref": 16, "port_id": 16, "port_info": 16, "df_port_copi": 16, "melt": 16, "id_var": 16, "value_var": 16, "var_nam": 16, "direct": [16, 21], "value_nam": 16, "str": 16, "capit": 16, "geom_bar": [16, 20], "fill": [16, 17, 20], "stat": [16, 20], "ident": [16, 20], "posit": [16, 20], "dodge2": [16, 20], "geom_smooth": 16, "00bfc4": 16, "f8766d": 16, "ton": 16, "smoother": 16, "330": 16, "confid": 16, "interv": 16, "yet": 16, "lowess": 16, "lightblu": 16, "darkr": 16, "scale_fill_brew": 16, "itabl": 16, "init_notebook_mod": 16, "all_interact": 16, "ipykernel_19952": 16, "528398492": 16, "df_countri": 16, "get_level_valu": 16, "table2": 16, "1744506812": 16, "df_agg_diff": 16, "import_direct": 16, "increas": [16, 21], "els": [16, 18, 19], "decreas": 16, "export_direct": 16, "import_absolut": 16, "ab": [16, 18], "export_absolut": 16, "ascend": [16, 22], "portname_cat": 16, "jan": [16, 20], "march": [16, 21], "n": [16, 20, 21], "scale_fill_manu": 16, "d73027": 16, "1a9850": 16, "df_agg_pct_raw": 16, "p4": [16, 20], "without": [16, 19, 22], "json": 17, "pyspark": 17, "sql": 17, "function": [17, 21], "af": 17, "tqdm": [17, 18, 19], "ipython": 17, "core": 17, "interactiveshel": 17, "allow": [17, 21], "one": [17, 21, 23], "jupyt": [17, 18], "cell": 17, "ast_node_interact": 17, "spark": 17, "sparksess": 17, "memori": [17, 19], "sparkcontext": 17, "ui": 17, "v3": 17, "master": 17, "k8": 17, "appnam": 17, "nb": 17, "d4ee6998": 17, "3c82": 17, "444f": 17, "931c": 17, "18193e6eb5b4": 17, "0f658": 17, "get": 17, "token": 17, "project_id": 17, "358": 17, "file_path": 17, "ais_jasp": 17, "port_boundari": 17, "string": 17, "get_file_gitlab": 17, "org_path": 17, "officialstatist": 17, "branch": 17, "main": [17, 19], "csv_df": 17, "from_featur": 17, "drop_dupl": 17, "set_geometri": [17, 19], "info": [17, 19], "class": 17, "int64index": 17, "1595": 17, "1594": 17, "null": 17, "port_nam": [17, 18], "kb": 17, "polygon": 17, "149": 17, "93214": 17, "25829": 17, "83906": 17, "anchorag": 17, "148": 17, "68875": 17, "78098": 17, "65289": 17, "whittier": 17, "146": 17, "42760": 17, "11690": 17, "38752": 17, "swanport": 17, "130": 17, "38185": 17, "34481": 17, "24392": 17, "princ": 17, "rupert": 17, "123": [17, 19], "13286": 17, "26700": 17, "13218": 17, "vancouv": 17, "canada": 17, "keep": 17, "len": [17, 18, 19, 20], "1593": 17, "chokepoints_str": 17, "featurecollect": 17, "properti": 17, "309777": 17, "493873": 17, "331355": 17, "474386": 17, "514229": 17, "664987": 17, "479704": 17, "669198": 17, "553653": 17, "932182": 17, "560088": 17, "926227": 17, "583646": 17, "944185": 17, "585828": 17, "955619": 17, "580702": 17, "956848": 17, "570668": 17, "942484": 17, "877499": 17, "845363": 17, "910717": 17, "614427": 17, "9628": 17, "616709": 17, "944734": 17, "60437": 17, "926568": 17, "850397": 17, "chokepoints_gdf": 17, "query_poli": 17, "1596": 17, "9321447362291": 17, "258287735699795": 17, "8390591326616": 17, "2586723869542": 17, "84713680900424": 17, "20020539628371": 17, "93829915629968": 17, "19828214001165": 17, "hexabin": 17, "queri": [17, 21], "choos": 17, "resolut": 17, "too": [17, 18, 21], "fit": 17, "lower": 17, "imf_df_hex": 17, "polygon_to_hex_df": 17, "hex_resolut": 17, "overfil": 17, "frame": 17, "rangeindex": 17, "6415967": 17, "6415966": 17, "polygon_nam": 17, "mb": 17, "warn": 17, "hex": 17, "6415962": 17, "624811593067102207": 17, "6415963": 17, "625181089372012543": 17, "6415964": 17, "625181119436783615": 17, "6415965": 17, "625180943611559935": 17, "625180973944766463": 17, "6415946": 17, "duplic": [17, 20, 21], "start_dat": 17, "date_rang": 17, "freq": [17, 20], "end_dat": 17, "keep_col": 17, "mmsi": [17, 19], "dt_insert_utc": 17, "imo": [17, 19, 21], "vessel_nam": [17, 19], "vessel_typ": [17, 19, 20], "vessel_type_cargo": 17, "vessel_class": 17, "length": [17, 18, 19, 20], "width": [17, 19], "flag_countri": 17, "destin": [17, 21, 22], "draught": [17, 21], "sog": 17, "cog": 17, "rot": 17, "nav_statu": 17, "dt_pos_utc": 17, "dt_static_utc": 17, "vessel_type_main": 17, "vessel_type_sub": 17, "group_by_col": [17, 19], "route_group": [17, 19], "access_kei": 17, "secret_kei": 17, "month_format": 17, "sdf": 17, "get_ai": 17, "polygon_hex_df": 17, "sdf_rout": 17, "assign_rout": 17, "na": 17, "ship_unique_identifier_col": 17, "route_order_by_col": 17, "polygon_col_nam": 17, "sdf_agg": 17, "agg": [17, 22], "alia": 17, "departure_longitud": [17, 19], "departure_latitud": [17, 19], "min_bi": 17, "min": [17, 18], "arrival_dt_pos_utc": [17, 19, 20], "max": [17, 18], "departure_dt_pos_utc": [17, 19], "arrival_draught": [17, 19], "arrival_destin": [17, 19], "max_bi": 17, "departure_draught": [17, 19], "departure_destin": [17, 19], "mean_sog": [17, 19], "max_sog": [17, 19], "min_sog": [17, 19], "count_ai": [17, 19], "withcolumn": 17, "poly_split": 17, "split": [17, 18], "col": 17, "topanda": 17, "wbgdecintern": [17, 19], "ntl": [17, 19], "andres_temp": [17, 19], "portcalls_gdf_": 17, "_": [17, 19], "storage_opt": 17, "secret": 17, "599": 17, "513": 17, "501": 17, "526": 17, "mariqu": [18, 21], "made": 18, "worldrout": 18, "distanc": [18, 20, 21], "expandus": [18, 19, 20], "wkt": 18, "linestr": [18, 19], "multilinestr": [18, 19], "set_opt": [18, 19], "max_column": [18, 19], "sy": [18, 19], "gn_path": [18, 19], "gostnet": [18, 19], "gn": [18, 19], "osmnx": [18, 19], "ox": [18, 19], "pickl": [18, 19], "numpi": 18, "np": 18, "matplotlib": [18, 22], "pyplot": [18, 22], "plt": [18, 19, 22], "load_ext": [18, 19], "autoreload": [18, 19], "routes_dir": [18, 19], "tmp": [18, 19, 20], "sea_rout": [18, 19], "index_col": [18, 20], "trip_count": [18, 19], "prev_port": [18, 19, 20], "next_port": 18, "7641": 18, "1984063": [18, 19], "4410": [18, 19], "3658": [18, 19], "764835": 18, "053288": 18, "05329": [18, 19], "76483": [18, 19], "7642": 18, "608533": 18, "038217": 18, "03822": [18, 19], "60853": 18, "7643": 18, "560133": 18, "034233": 18, "03423": 18, "56013": 18, "eval": 18, "coord": 18, "index_no": 18, "49159": 18, "pesquero": 18, "cta": 18, "quian": 18, "31722387298942": 18, "513597026467323": 18, "31722": 18, "51360": 18, "49164": 18, "berth": 18, "86886473007713": 18, "150384410999997": 18, "86886": 18, "15038": 18, "pass": 18, "datelin": 18, "180": 18, "pdc": 18, "3832": 18, "wg": [18, 19], "azimuth": [18, 19], "54032": [18, 19], "def": [18, 19], "sign_diff": 18, "return": [18, 19], "split_coord": 18, "xs_": 18, "enumer": 18, "compon": 18, "g_mask": 18, "comp": 18, "get_lin": 18, "n_compon": [18, 19], "geom": 18, "elif": 18, "54464": 18, "idx": [18, 19], "iterrow": [18, 19], "54464it": 18, "16it": 18, "distances_process": 18, "distances_filt": 18, "isna": [18, 19], "value_count": [18, 19, 20], "52753": 18, "1705": 18, "segment": 18, "long": 18, "land": [18, 21], "ne": 18, "ne_50m_land": 18, "proj": 18, "proj_create_from_databas": 18, "home": 18, "conda": 18, "fail": 18, "land_geom": 18, "unary_union": 18, "get_intersect_pct": 18, "length_land": 18, "land_intersect": [18, 19], "54458": 18, "061974": 18, "std": 18, "197872": 18, "000110": 18, "008023": 18, "float64": 18, "2597": 18, "intersect_thresh": 18, "length_thresh": 18, "median": 18, "distances2": 18, "ipykernel_394997": 18, "3263271145": 18, "userwarn": 18, "incorrect": 18, "befor": 18, "53293": 18, "fig": [18, 19], "ax": [18, 19], "subplot": 18, "figsiz": [18, 19, 22], "linewidth": [18, 22], "off": 18, "73408508695817": 18, "2372267536647": 18, "9315025035": 18, "9357858335": 18, "edges_and_nodes_gdf_to_graph": 18, "nodes_df": 18, "edges_df": 18, "node_tag": 18, "u_tag": 18, "v_tag": 18, "geometry_tag": 18, "largest_g": 18, "discard_node_col": 18, "add_missing_reflected_edg": 18, "oneway_tag": 18, "g_sea_rout": [18, 19], "node": [18, 19], "edg": [18, 19], "gpickl": [18, 19], "dump": 18, "highest_protocol": 18, "plot_graph": [18, 19], "node_s": [18, 19], "edge_linewidth": [18, 19], "geopi": 19, "boto3": 19, "pandarallel": 19, "progress_bar": 19, "nb_worker": 19, "run": 19, "worker": 19, "transfer": 19, "s3_client": 19, "client": 19, "list_objects_v2": 19, "bucket": 19, "prefix": 19, "s3_file": 19, "obj": 19, "portcalls_gdf_2023_01": 19, "portcalls_gdf_2023_02": 19, "portcalls_gdf_2023_03": 19, "portcalls_gdf_2023_04": 19, "portcalls_gdf_2023_05": 19, "portcalls_gdf_2023_06": 19, "portcalls_gdf_2023_10": 19, "portcalls_gdf_2023_11": 19, "portcalls_gdf_2023_12": 19, "portcalls_gdf_2023_7": 19, "portcalls_gdf_2023_8": 19, "portcalls_gdf_2023_9": 19, "portcalls_gdf_2024_1": 19, "portcalls_gdf_2024_2": 19, "portcalls_gdf_2024_3": 19, "733973": 19, "754343": 19, "870976": 19, "843526": 19, "887066": 19, "899082": 19, "934011": 19, "929877": 19, "921107": 19, "932575": 19, "867774": 19, "884053": 19, "864070": 19, "678337": 19, "757018": 19, "df_all": 19, "12757788": 19, "del": 19, "prev_departure_dt_pos_utc": 19, "time_sp": 19, "time_travel": [19, 20], "to_timedelta": 19, "days_spent": 19, "days_travel": 19, "convert": 19, "total_second": 19, "3600": 19, "unique_id": [19, 20], "prev_geometri": 19, "prev_countri": [19, 20], "notnul": 19, "days_threshold": 19, "reduc": [19, 21], "11123620": 19, "8719082022682929": 19, "calc_geodesic_dist": 19, "prev_coord": 19, "next_coord": 19, "km": [19, 21], "travel_dist": 19, "parallel_appli": 19, "time_threshold": 19, "distance_threshold": 19, "greater": [19, 21], "df2": [19, 20], "10586290": 19, "portcalls_v2": 19, "rb": 19, "filepath": 19, "png": [19, 22], "savefig": [19, 22], "df_snap": 19, "pandana_snap_c": 19, "source_cr": 19, "target_cr": 19, "add_dist_to_node_col": 19, "nn": 19, "end_id": 19, "nn_dist": 19, "end_port_dist": 19, "08364": 19, "43863": 19, "36273": 19, "20349": 19, "08392": 19, "43855": 19, "94167": 19, "38167": 19, "81155": 19, "34228": 19, "10586285": 19, "98333": 19, "22667": 19, "10586286": 19, "14202": 19, "03942": 19, "10586287": 19, "14351": 19, "82691": 19, "10586288": 19, "22170": 19, "92133": 19, "10586289": 19, "71500": 19, "92333": 19, "start_id": 19, "start_port_dist": 19, "df3": [19, 20], "7980418": 19, "graph_to_gdf": 19, "v": 19, "460": 19, "638148": 19, "7083": 19, "49139": 19, "67484": 19, "47907": 19, "1948666": 19, "372": 19, "753814": 19, "2814": 19, "44465": 19, "1950240": 19, "362": 19, "893147": 19, "7074": 19, "44249": 19, "2872419": 19, "357": 19, "698743": 19, "7069": 19, "45370": 19, "1907240": 19, "518": 19, "318929": 19, "428571": 19, "df4": 19, "check_rout": 19, "find_rout": 19, "4096783": 19, "3883635": 19, "to_parquet": 19, "portcalls_v3": 19, "df_found": 19, "df_search": 19, "38095": 19, "1940": 19, "32715": 19, "40278": 19, "703167": 19, "10030": 19, "106970": 19, "200000": 19, "000181": 19, "38096": 19, "1806381": 19, "13940": 19, "290558": 19, "800000": 19, "002746": 19, "38093": 19, "1973": 19, "1121874": 19, "7091": 19, "474099": 19, "100000": 19, "000337": 19, "38088": 19, "1975": 19, "2274155": 19, "14513": 19, "972521": 19, "666667": 19, "38087": 19, "120059": 19, "20701": 19, "123726": 19, "333333": 19, "get_dist": 19, "multiprocess": 19, "cpu_count": 19, "minut": 19, "cpu": 19, "shortest_path": 19, "1min": 19, "wall": 19, "19min": 19, "2815": 19, "2073": 19, "3945": 19, "utils_graph": 19, "route_to_gdf": 19, "get_distance_graph": 19, "route_dist": 19, "298760": 19, "3798023": 19, "07292551253019748": 19, "int": [19, 22], "df_new": 19, "portcalls_v4": 19, "group_col": [19, 20], "data_col": [19, 20], "9625633644753947": 19, "22067641068425237": 19, "1761090": [19, 20], "portcalls_v5": [19, 20], "895": 19, "950": 19, "456357": 19, "port_calls_agg_v3": 19, "datetim": 20, "g_sea_routes_edg": 20, "g_sea_routes_edges_sampl": 20, "df_sel": 20, "unique_vessels_red_sea": 20, "unique_vessel": 20, "1230031095391257": 20, "1564102395245071": 20, "types_sel": 20, "1481514963022742": 20, "short": 20, "trip": 20, "df_cape": 20, "df_bab": 20, "df_agg_cap": 20, "df_agg_bab": 20, "nautic": 20, "travel": 20, "monthli": [20, 21], "df_agg_od": 20, "No": [20, 21], "previou": [20, 21], "hr": [20, 21], "count_rout": 20, "angola": [20, 21], "luanda": [20, 21], "338": [20, 21], "479167": 20, "4844": [20, 21], "855522": 20, "argentina": [20, 21], "campana": [20, 21], "1284": [20, 21], "538333": 20, "7704": [20, 21], "478373": 20, "puerto": [20, 21], "ingeniero": [20, 21], "white": [20, 21], "671389": 20, "4088": [20, 21], "880729": 20, "rosario": [20, 21], "2431": [20, 21], "078889": 20, "23643": [20, 21], "129837": 20, "san": [20, 21], "nicola": [20, 21], "915": [20, 21], "360000": 20, "7837": [20, 21], "098024": 20, "479": [20, 21], "671": [20, 21], "df_baselin": 20, "time_travel_ref": 20, "distance_ref": 20, "df_crisi": 20, "distance_pct": 20, "time_pct": 20, "sep": 20, "p5": 20, "df_crisis_sel": 20, "datetime64": 20, "year_month": 20, "pct_tabl": 20, "cargo_t": 20, "tanker_t": 20, "ipykernel_25684": 20, "1012980847": 20, "sdd": 20, "nad": 20, "seea": 20, "dsd_maritime_transport": 20, "df_maritime_transport": 20, "emiss": 20, "all_vessel": 20, "3072": 20, "drop_area": 20, "w_o": 20, "ref_area": 20, "time_period": 20, "obs_valu": 20, "ago": 20, "alb": 20, "arg": 20, "atg": 20, "vir": 20, "vnm": 20, "vut": 20, "wsm": 20, "zaf": 20, "1d91c0": 20, "tonn": 20, "co2": 20, "experiment": 20, "attempt": 21, "greenhous": 21, "ga": 21, "embark": 21, "longer": 21, "fuel": 21, "consumpt": 21, "higher": 21, "speed": 21, "hereaft": 21, "messag": 21, "averag": 21, "factor": 21, "solv": 21, "issu": 21, "referenc": 21, "monetari": 21, "fund": 21, "cerdeiro": 21, "et": 21, "ckomaromils20": 21, "verschuur": [21, 22, 23], "vkh21b": 21, "vkh21a": 21, "manual": 21, "consecut": 21, "cherryl": 21, "chico": 21, "asian": 21, "ban23": 21, "task": 21, "departur": 21, "757": 21, "788": 21, "intra": 21, "don": 21, "t": 21, "exact": 21, "strategi": 21, "Their": 21, "releas": 21, "creativ": 21, "2016": 21, "forest": 21, "classifi": 21, "nois": 21, "anchor": 21, "loiter": 21, "harbor": 21, "Then": 21, "cluster": 21, "best": 21, "edit": 21, "real": 21, "penalti": 21, "erp": 21, "algorithm": 21, "properli": 21, "realist": 21, "clean": 21, "journei": 21, "maximum": 21, "minimum": 21, "761": 21, "090": 21, "closest": 21, "those": 21, "615": 21, "shortest": 21, "ijmuiden": 21, "netherland": 21, "phuket": 21, "thailand": [21, 22], "full": 21, "proxi": 21, "sharp": 21, "promin": 21, "pre": 21, "septemb": 21, "rais": 21, "rough": 21, "emit": 21, "formula": 21, "ipcc": 21, "gross": 21, "tonnag": 21, "fourth": 21, "guidelin": 21, "ghg": 21, "beyond": 21, "scope": 21, "remain": 21, "constant": 21, "despit": 21, "alloc": 21, "resid": 21, "compani": 21, "territori": 21, "websit": 21, "assum": [21, 22, 23], "linear": [21, 22, 23], "omit": 21, "influenc": 21, "amount": [21, 22, 23], "consum": 21, "engin": 21, "power": 21, "guess": 21, "assumpt": 21, "navig": 21, "restrict": 21, "methodolog": 21, "framework": 21, "unlock": 21, "supplement": 21, "pacif": 21, "doi": 21, "22617": 21, "fls230401": 21, "diego": 21, "\u00e1": 21, "kom": 21, "romi": 21, "liu": 21, "mamoon": 21, "saeed": 21, "seaborn": 21, "proof": 21, "concept": 21, "nowcast": 21, "scratch": 21, "paper": [21, 22, 23], "jasper": 21, "elco": 21, "kok": [21, 22, 23], "jim": 21, "hall": [21, 22, 23], "covid": 21, "lockdown": 21, "stand": 21, "plo": 21, "e0248818": 21, "april": 21, "pandem": 21, "natur": 21, "behaviour": 21, "307": 21, "1038": 21, "s41562": 21, "021": 21, "01060": 21, "portal": [22, 23], "similul": [22, 23], "draw": [22, 23], "layer": [22, 23], "connect": [22, 23], "satellit": [22, 23], "construct": [22, 23], "face": [22, 23], "delai": [22, 23], "outgo": [22, 23], "model": [22, 23], "lost": [22, 23], "j": [22, 23], "climat": [22, 23], "nat": [22, 23], "clim": [22, 23], "804": [22, 23], "806": [22, 23], "download": 22, "spill": 22, "to_countri": 22, "df_filter": 22, "from_countri": 22, "daily_capacity_at_risk": 22, "top_ten_countri": 22, "nlargest": 22, "lieu": 22, "scientif": 22, "notat": 22, "new_tabl": 22, "daily_capacity_at_risk_90_days_disrupt": 22, "descend": 22, "sorted_t": 22, "adjust": 22, "skyblu": 22, "ylabel": 22, "xlabel": 22, "xtick": 22, "gca": 22, "get_yaxi": 22, "set_major_formatt": 22, "funcformatt": 22, "grai": 22, "grid": 22, "grei": 22, "linestyl": 22, "accompani": 22, "clariti": 22, "12643": 22, "487558": 22, "1137914": 22, "11860": 22, "796300": 22, "1067472": 22, "arab": [22, 23], "emir": [22, 23], "3855": 22, "990247": 22, "347039": 22, "t\u00fcrkiy": [22, 23], "3282": 22, "348785": 22, "295411": 22, "1509": 22, "575073": 22, "135862": 22, "russian": [22, 23], "feder": [22, 23], "1303": 22, "949299": 22, "117355": 22, "oman": [22, 23], "1076": 22, "202858": 22, "96858": 22, "ukrain": [22, 23], "998": [22, 23], "247991": 22, "89842": 22, "837": [22, 23], "215334": 22, "75349": 22, "malaysia": [22, 23], "501202": 22, "65745": 22, "data_df": 22, "country_data": 22, "industri": [22, 23], "total_industry_data": 22, "daily_export_value_at_risk": 22, "daily_import_value_at_risk": 22, "top_ten_export": 22, "at_risk_daily_export_value_90x": 22, "1e6": 22, "dollar": 22, "tight_layout": 22, "392650e": 22, "382254e": 22, "253385e": 22, "073514e": 22, "136940e": 22, "661629e": 22, "543018e": 22, "353540e": 22, "188716e": 22, "singapor": 22, "765200e": 22, "802792e": 22, "588680e": 22, "427114e": 22, "464506e": 22, "284402e": 22, "243433e": 22, "370501e": 22, "119089e": 22, "india": 22, "906518e": 22, "832184e": 22, "915866e": 22, "772177e": 22, "964594e": 22, "894959e": 22, "kuwait": 22, "466021e": 22, "853408e": 22, "819419e": 22, "703336e": 22, "448601e": 22, "233002e": 22, "total_export_to_all_countri": 22, "total_export_value_to_al": 22, "top_ten_exporters_with_tot": 22, "portion_of_total_export_to_countri": 22, "sorted_by_portion_to_yemen": 22, "top_ten_countries_by_portion_to_countri": 22, "top_ten_countries_by_portion_to_yemen": 22, "portion": 22, "387392e": 22, "010459": 22, "310762e": 22, "001062": 22, "819159e": 22, "000684": 22, "235327e": 22, "000523": 22, "855455e": 22, "000109": 22, "569800e": 22, "000091": 22, "380379e": 22, "000072": 22, "328998e": 22, "000066": 22, "547186e": 22, "000055": 22, "315688e": 22, "000041": 22, "ticker": 22, "percentformatt": 22, "yaxi": 22, "indirect": 23, "suppli": 23, "chain": 23, "closur": 23, "mesur": 23, "second": 23, "top": 23, "ten": 23, "whose": 23, "highest": 23, "With": 23, "step": 23, "bar": 23, "643": 23, "914": 23, "861": 23, "067": 23, "472": 23, "856": 23, "347": 23, "039": 23, "282": 23, "295": 23, "411": 23, "510": 23, "862": 23, "117": 23, "355": 23, "076": 23, "858": 23, "349": 23, "731": 23, "745": 23, "4351": 23}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"bug": 0, "report": 0, "descript": [0, 9], "reproduc": 0, "step": [0, 21], "screenshot": 0, "error": 0, "messag": 0, "applic": 0, "environ": 0, "addit": 0, "context": 0, "possibl": 0, "fix": 0, "monitor": [2, 7, 9, 15], "red": [2, 10, 20], "sea": [2, 10, 18, 19, 20, 21], "ship": [2, 11, 12], "crisi": 2, "assign": 2, "data": [2, 3, 4, 5, 6, 7, 8, 9, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23], "reusabl": [2, 6], "scienc": [2, 6], "product": [2, 6], "insight": [2, 6, 10], "indic": [2, 6], "licens": 2, "introduct": 3, "good": [3, 5], "how": 3, "ar": 3, "manag": 3, "team": 5, "acknowedg": 5, "maritim": 7, "choke": [7, 8], "point": [7, 8, 14], "trend": [7, 9, 15], "ai": [7, 8, 17, 19], "statist": [7, 8, 15, 16], "methodologi": [7, 14, 15, 22, 23], "refer": [7, 8, 15, 16, 20, 21, 23], "period": [7, 8, 15, 16, 20], "percentag": [7, 15, 21, 22], "chang": [7, 8, 15, 16, 20, 21], "summari": [7, 8, 15, 16, 21], "daili": [7, 8], "averag": [7, 8, 15, 16], "valu": [7, 8, 16, 22, 23], "time": [7, 8, 15, 16, 19, 21], "from": [7, 8, 14, 15, 16, 19, 20, 21, 22], "baselin": [7, 8, 15, 16, 20, 21], "implement": [7, 15, 23], "notebook": [8, 16], "setup": [8, 16, 17, 19, 20], "locat": [8, 9, 10], "map": [8, 16], "analysi": [8, 10, 16, 20], "smoothen": 8, "figur": 8, "transit": 8, "call": [8, 15, 21], "kei": 8, "area": [8, 14], "histor": [8, 16], "calcul": [8, 16, 19, 20, 21], "rel": 8, "tabl": [8, 16, 20], "conflict": [9, 10, 12], "arm": [9, 10], "event": [9, 10], "databas": [9, 14], "access": 9, "other": 9, "dataset": [9, 18, 19, 22], "explor": 9, "visual": 10, "fatal": 10, "between": 10, "januari": 10, "1st": 10, "2023": 10, "april": 10, "9th": 10, "2024": 10, "port": [10, 15, 16, 17, 21, 22, 23], "interest": [10, 14, 22], "region": 10, "weekli": [10, 15, 16], "south": 10, "exclud": 10, "protest": 10, "observ": 10, "limit": [10, 14, 21], "freight": 11, "rate": 11, "econom": [13, 14], "impact": [13, 22], "tourism": 13, "avail": 13, "statement": 13, "result": [13, 14], "estim": [14, 21, 22, 23], "activ": 14, "through": 14, "visit": 14, "us": 14, "mobil": 14, "By": 14, "administr": 14, "divis": 14, "openstreetmap": 14, "trade": [15, 16], "chart": [15, 16, 21, 22], "djibouti": 15, "egypt": 15, "jordan": 15, "saudi": 15, "arabia": 15, "yemen": 15, "monthli": [15, 16], "absolut": [15, 16], "differ": [15, 16], "convert": [16, 18, 21], "plot": [16, 18], "volum": 16, "resampl": 16, "parad": 16, "diff": 16, "extract": [17, 21], "boundari": 17, "add": 17, "chokepoint": 17, "rout": [18, 19, 21], "load": [18, 19], "merg": [18, 21], "geometri": 18, "clean": 18, "rotu": 18, "graph": [18, 19], "network": 18, "process": 19, "read": [19, 22], "travel": [19, 21], "remov": [19, 21], "fals": [19, 21], "posit": [19, 21], "snap": 19, "check": 19, "i": [19, 22, 23], "alreadi": 19, "distanc": 19, "reload": 19, "get": [19, 20], "exist": 19, "filter": [19, 22], "aggreg": [19, 21, 22], "vessel": [20, 21], "cross": 20, "oecd": [20, 21], "co2": 21, "emiss": 21, "1": 21, "2": 21, "3": 21, "trip": 21, "4": 21, "percent": [21, 22], "cargo": 21, "tanker": 21, "global": [21, 22], "spillov": [22, 23], "import": 22, "librari": 22, "part": 22, "At": [22, 23], "risk": [22, 23], "capac": [22, 23], "disrupt": [22, 23], "metric": [22, 23], "ton": [22, 23], "countri": [22, 23], "downlad": 22, "select": 22, "top": 22, "ten": 22, "summat": 22, "all": 22, "each": 22, "gener": 22, "bar": 22, "export": [22, 23], "dure": 22, "90": 22, "dai": 22, "ani": 22, "ii": 22, "usd": [22, 23], "identifi": 22, "term": 22, "total": 22, "due": 22, "what": 23}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 57}, "alltitles": {"Bug Report": [[0, "bug-report"]], "Description": [[0, "description"]], "Reproducibility": [[0, "reproducibility"]], "Steps to Reproduce": [[0, "steps-to-reproduce"]], "Screenshots / Error Messages (if applicable)": [[0, "screenshots-error-messages-if-applicable"]], "Environment": [[0, "environment"]], "Additional Context": [[0, "additional-context"]], "Possible Fix": [[0, "possible-fix"]], "Monitoring the Red Sea Shipping Crisis": [[2, "monitoring-the-red-sea-shipping-crisis"]], "Assignment": [[2, "assignment"]], "Data": [[2, "data"], [4, "data"], [7, "data"], [8, "data"], [13, "data"], [14, "data"], [15, "data"], [16, "data"], [22, "data"], [23, "data"]], "Reusable Data Science Products": [[2, "reusable-data-science-products"], [6, "reusable-data-science-products"]], "Insights and Indicators": [[2, "insights-and-indicators"], [6, "insights-and-indicators"]], "License": [[2, "license"]], "Introduction to Data Goods": [[3, "introduction-to-data-goods"]], "How Data Goods are Managed": [[3, "how-data-goods-are-managed"]], "Data Goods Team and Acknowedgements": [[5, "data-goods-team-and-acknowedgements"]], "Maritime Choke Point Trends Monitor": [[7, "maritime-choke-point-trends-monitor"]], "AIS Statistics": [[7, "ais-statistics"]], "Methodology": [[7, "methodology"], [14, "methodology"], [15, "methodology"], [22, "methodology"], [23, "methodology"]], "Reference Period": [[7, "reference-period"], [15, "reference-period"]], "Percentage Change": [[7, "percentage-change"]], "Summary Statistics": [[7, "summary-statistics"], [8, "summary-statistics"], [15, "summary-statistics"], [16, "summary-statistics"]], "Daily Average Values by Time Period": [[7, "daily-average-values-by-time-period"]], "Daily Average Values by Time Period, % Change from Baseline": [[7, "daily-average-values-by-time-period-change-from-baseline"]], "Implementation": [[7, "implementation"], [15, "implementation"], [23, "implementation"]], "Choke Point Notebook": [[8, "choke-point-notebook"]], "Setup": [[8, "setup"], [16, "setup"], [17, "setup"], [19, "setup"], [20, "setup"]], "Locations": [[8, "locations"]], "Map of Choke Points": [[8, "map-of-choke-points"]], "AIS Data": [[8, "ais-data"], [17, "ais-data"]], "Data Analysis": [[8, "data-analysis"], [16, "data-analysis"], [20, "data-analysis"]], "Data Smoothening": [[8, "data-smoothening"]], "Figure: AIS Transit Calls in Key Areas, Historical": [[8, "figure-ais-transit-calls-in-key-areas-historical"]], "Calculate Reference Values": [[8, "calculate-reference-values"], [16, "calculate-reference-values"]], "Figure: AIS Transit Calls in Key Areas": [[8, "figure-ais-transit-calls-in-key-areas"]], "Figure: AIS Transit Calls Relative to Historical Average": [[8, "figure-ais-transit-calls-relative-to-historical-average"]], "Figure: AIS Transit Calls % Change from Historical Average": [[8, "figure-ais-transit-calls-change-from-historical-average"]], "Table: Daily Average Values by Time Period": [[8, "table-daily-average-values-by-time-period"]], "Table: Daily Average Values by Time Period, % Change from Baseline": [[8, "table-daily-average-values-by-time-period-change-from-baseline"]], "Conflict Location and Trends Monitor": [[9, "conflict-location-and-trends-monitor"]], "Data Description": [[9, "data-description"]], "Armed Conflict Location Event Database": [[9, "armed-conflict-location-event-database"]], "Data Access": [[9, "data-access"]], "Other Datasets Explored": [[9, "other-datasets-explored"]], "Armed Conflict Location Event Analysis": [[10, "armed-conflict-location-event-analysis"]], "Insights": [[10, "insights"]], "Visualizing conflict fatalities between January 1st 2023 and April 9th 2024": [[10, "visualizing-conflict-fatalities-between-january-1st-2023-and-april-9th-2024"]], "Ports of Interest in the Red Sea Region": [[10, "ports-of-interest-in-the-red-sea-region"]], "Weekly Conflict Events in the South Red Sea Region (excluding protests)": [[10, "weekly-conflict-events-in-the-south-red-sea-region-excluding-protests"]], "Observations and Limitations": [[10, "observations-and-limitations"]], "Shipping and Freight Rate": [[11, "shipping-and-freight-rate"]], "Shipping and Conflict": [[12, "shipping-and-conflict"]], "Economic Impacts on Tourism": [[13, "economic-impacts-on-tourism"]], "Data Availability Statement": [[13, "data-availability-statement"]], "Results": [[13, "results"], [14, "results"]], "Estimating Activity Through Point of Interest Visits Using Mobility Data": [[14, "estimating-activity-through-point-of-interest-visits-using-mobility-data"]], "Area of Interest": [[14, "area-of-interest"]], "Points of Interest": [[14, "points-of-interest"]], "Mobility Data": [[14, "mobility-data"]], "By administrative divisions": [[14, "by-administrative-divisions"]], "Limitations": [[14, "limitations"], [21, "limitations"]], "Limitations of using mobility data to estimate economic activity": [[14, "limitations-of-using-mobility-data-to-estimate-economic-activity"]], "Limitations of using points of interest database from OpenStreetMap": [[14, "limitations-of-using-points-of-interest-database-from-openstreetmap"]], "Port Call Trends Monitor": [[15, "port-call-trends-monitor"]], "Weekly Trade Charts": [[15, "weekly-trade-charts"]], "Djibouti": [[15, "djibouti"], [15, "id1"]], "Egypt": [[15, "egypt"], [15, "id2"]], "Jordan": [[15, "jordan"], [15, "id3"]], "Saudi Arabia": [[15, "saudi-arabia"], [15, "id4"]], "Yemen": [[15, "yemen"], [15, "id5"]], "Monthly Averages by Time Period": [[15, "monthly-averages-by-time-period"]], "Monthly Averages by Time Period, % Change from Baseline": [[15, "monthly-averages-by-time-period-change-from-baseline"]], "Summary Charts": [[15, "summary-charts"], [21, "summary-charts"]], "Absolute Difference from Baseline": [[15, "absolute-difference-from-baseline"]], "Percentage Change from Baseline": [[15, "percentage-change-from-baseline"], [21, "percentage-change-from-baseline"]], "Ports Notebook": [[16, "ports-notebook"]], "Ports": [[16, "ports"]], "Map of Ports": [[16, "map-of-ports"]], "Trade Data": [[16, "trade-data"]], "Convert to Weekly": [[16, "convert-to-weekly"]], "Plot Weekly Trade Volume": [[16, "plot-weekly-trade-volume"]], "Resample to Monthly": [[16, "resample-to-monthly"]], "Plot Monthly Trade Volume and Historical Average": [[16, "plot-monthly-trade-volume-and-historical-average"]], "Table: Monthly Average Values by Time Period": [[16, "table-monthly-average-values-by-time-period"]], "Table: Monthly Average Values by Time Period, % Change from Baseline": [[16, "table-monthly-average-values-by-time-period-change-from-baseline"]], "Parade Chart: Absolute Differences": [[16, "parade-chart-absolute-differences"]], "Parade Chart % Diff": [[16, "parade-chart-diff"]], "Data Extraction": [[17, "data-extraction"]], "Port Boundaries": [[17, "port-boundaries"]], "Add Chokepoints": [[17, "add-chokepoints"]], "Sea Routes": [[18, "sea-routes"]], "Load Datasets": [[18, "load-datasets"]], "Merge Routes with Geometry": [[18, "merge-routes-with-geometry"]], "Clean Geometries": [[18, "clean-geometries"]], "Clean Rotues": [[18, "clean-rotues"]], "Plot Routes": [[18, "plot-routes"]], "Convert to Graph Network": [[18, "convert-to-graph-network"]], "Process AIS Dataset": [[19, "process-ais-dataset"]], "Read Data": [[19, "read-data"]], "Data Processing": [[19, "data-processing"]], "Calculate Travel Time": [[19, "calculate-travel-time"], [21, "calculate-travel-time"]], "Remove False Positives": [[19, "remove-false-positives"], [21, "remove-false-positives"]], "Load Sea Routes Graph": [[19, "load-sea-routes-graph"]], "Snap to Graph": [[19, "snap-to-graph"]], "Check if route is already in distances": [[19, "check-if-route-is-already-in-distances"]], "Reload": [[19, "reload"]], "Routing": [[19, "routing"]], "Get Distance From Existing Routes": [[19, "get-distance-from-existing-routes"]], "Get Distance from Graph Routing": [[19, "get-distance-from-graph-routing"]], "Filter and Aggregate": [[19, "filter-and-aggregate"]], "Get Vessels that crossed Red Sea in Reference Period": [[20, "get-vessels-that-crossed-red-sea-in-reference-period"]], "Data Table": [[20, "data-table"]], "Calculate % Change from Baseline": [[20, "calculate-change-from-baseline"]], "OECD Data": [[20, "oecd-data"]], "CO2 Emissions Estimation": [[21, "co2-emissions-estimation"]], "1. Data Extraction": [[21, "data-extraction"]], "2. Sea Routes": [[21, "sea-routes"]], "3. Convert Port Calls to Trips": [[21, "convert-port-calls-to-trips"]], "Merge Sea Route from Step 2": [[21, "merge-sea-route-from-step-2"]], "4. Aggregation and Percent Change Calculation": [[21, "aggregation-and-percent-change-calculation"]], "Cargo Vessels": [[21, "cargo-vessels"]], "Tanker Vessels": [[21, "tanker-vessels"]], "Global Emissions (OECD) Data": [[21, "global-emissions-oecd-data"]], "References": [[21, "references"], [23, "references"]], "Global Port Spillover Estimator": [[22, "global-port-spillover-estimator"]], "Import Libraries": [[22, "import-libraries"]], "Part I: Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[22, "part-i-estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Read in Downladed Dataset and Select Country of Interest": [[22, "read-in-downladed-dataset-and-select-country-of-interest"], [22, "id1"]], "Filter Data for Top Ten Impacted Countries (Summation of All Port Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-port-data-for-each-country"]], "Generate Bar Chart": [[22, "generate-bar-chart"], [22, "id2"], [22, "id3"]], "Aggregated by Country, Export Capacity at Risk during a 90-Day Disruption of Any Port in a Selected Country (Metric Tons)": [[22, "aggregated-by-country-export-capacity-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-metric-tons"]], "Part II: Estimating Aggregated At-Risk Export Value by Country from Any Port Disruption in a Selected Country (USD)": [[22, "part-ii-estimating-aggregated-at-risk-export-value-by-country-from-any-port-disruption-in-a-selected-country-usd"]], "Filter Data for Top Ten Impacted Countries (Summation of All Ports Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-ports-data-for-each-country"]], "Aggregated by Country, Export Value at Risk during a 90-Day Disruption of Any Port in a Selected Country (USD)": [[22, "aggregated-by-country-export-value-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-usd"]], "Identify Top Ten Countries in Terms of Impacted Percentage of Total Exports by a Port Disruption": [[22, "identify-top-ten-countries-in-terms-of-impacted-percentage-of-total-exports-by-a-port-disruption"]], "Aggregated by Country, Export Value at Risk due to Disruption of Any Port in a Selected Country (Percent of Total Export Value)": [[22, "aggregated-by-country-export-value-at-risk-due-to-disruption-of-any-port-in-a-selected-country-percent-of-total-export-value"]], "Port Disruption Spillover Estimates": [[23, "port-disruption-spillover-estimates"]], "What is Spillover?": [[23, "what-is-spillover"]], "Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[23, "estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Estimating At-Risk Export Value of a Port Disruption (USD) by Country": [[23, "estimating-at-risk-export-value-of-a-port-disruption-usd-by-country"]]}, "indexentries": {}}) \ No newline at end of file +Search.setIndex({"docnames": [".github/ISSUE_TEMPLATE/bug_report", ".github/ISSUE_TEMPLATE/feature_request", "README", "docs/1-intro-to-data-goods", "docs/2-data", "docs/6-team", "notebooks/README", "notebooks/chokepoints/README", "notebooks/chokepoints/red-sea-chokepoints", "notebooks/conflict/README", "notebooks/conflict/acled", "notebooks/houthis/houthis-tax", "notebooks/indicators/conflict-and-trade", "notebooks/mobility/README", "notebooks/mobility/visits", "notebooks/ports/README", "notebooks/ports/red-sea-ports", "notebooks/routes/1-data-extraction", "notebooks/routes/2-prepare-sea-routes", "notebooks/routes/3-process-routes", "notebooks/routes/4-aggregate", "notebooks/routes/README", "notebooks/spill/spill", "notebooks/spill/spillover-README"], "filenames": [".github/ISSUE_TEMPLATE/bug_report.md", ".github/ISSUE_TEMPLATE/feature_request.md", "README.md", "docs/1-intro-to-data-goods.md", "docs/2-data.md", "docs/6-team.md", "notebooks/README.md", "notebooks/chokepoints/README.md", "notebooks/chokepoints/red-sea-chokepoints.ipynb", "notebooks/conflict/README.md", "notebooks/conflict/acled.ipynb", "notebooks/houthis/houthis-tax.ipynb", "notebooks/indicators/conflict-and-trade.ipynb", "notebooks/mobility/README.md", "notebooks/mobility/visits.ipynb", "notebooks/ports/README.md", "notebooks/ports/red-sea-ports.ipynb", "notebooks/routes/1-data-extraction.ipynb", "notebooks/routes/2-prepare-sea-routes.ipynb", "notebooks/routes/3-process-routes.ipynb", "notebooks/routes/4-aggregate.ipynb", "notebooks/routes/README.md", "notebooks/spill/spill.ipynb", "notebooks/spill/spillover-README.md"], "titles": ["Bug Report", "<no title>", "Monitoring the Red Sea Shipping Crisis", "Introduction to Data Goods", "Data", "Data Goods Team and Acknowedgements", "Reusable Data Science Products", "Maritime Choke Point Trends Monitor", "Choke Point Notebook", "Conflict Location and Trends Monitor", "Armed Conflict Location Event Analysis", "Shipping and Freight Rate", "Shipping and Conflict", "Economic Impacts on Tourism", "Estimating Activity Through Point of Interest Visits Using Mobility Data", "Port Call Trends Monitor", "Ports Notebook", "Data Extraction", "Sea Routes", "Process AIS Dataset", "Data Analysis", "CO2 Emissions Estimation", "Global Port Spillover Estimator", "Port Disruption Spillover Estimates"], "terms": {"provid": [0, 2, 3, 4, 7, 9, 13, 14, 21], "brief": 0, "overview": 0, "encount": 0, "describ": [0, 1, 18, 22, 23], "behavior": [0, 9], "observ": [0, 14, 15, 19, 21], "when": [0, 1, 2, 9, 13, 14], "occur": [0, 9, 10, 13], "explain": 0, "expect": 0, "i": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21], "present": [0, 14, 21, 23], "The": [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23], "intermitt": 0, "onli": [0, 3, 4, 8, 9, 13, 14, 20, 21, 22], "under": [0, 2, 13, 21], "specif": [0, 7, 13, 14], "condit": [0, 14], "list": [0, 3, 4, 8, 16, 18, 19, 20], "Be": 0, "detail": [0, 2, 9, 14, 21], "help": [0, 14, 16], "replic": [0, 3, 21], "insert": 0, "ani": [0, 1, 4, 21, 23], "relev": [0, 3, 9], "relat": [0, 1, 3, 22, 23], "oper": [0, 2, 3, 14, 18, 21], "system": [0, 2, 3, 14, 19, 21, 22, 23], "e": [0, 15, 21, 22, 23], "g": [0, 5, 18, 19], "window": 0, "10": [0, 7, 8, 15, 16, 17, 18, 20, 21, 22, 23], "maco": 0, "linux": 0, "browser": 0, "googl": [0, 14], "chrome": 0, "firefox": 0, "safari": 0, "version": [0, 10, 17], "commit": 0, "v1": 0, "2": [0, 4, 7, 8, 14, 15, 16, 17, 18, 19, 20, 22, 23], "3": [0, 8, 15, 16, 17, 18, 19, 20, 22, 23], "git": [0, 8, 16, 20], "hash": 0, "hardwar": 0, "network": [0, 14, 21, 22, 23], "inform": [0, 3, 4, 9, 13, 14, 21], "about": [0, 1, 4, 9, 13, 14, 21], "If": 0, "you": [0, 1, 10], "have": [0, 2, 6, 7, 9, 10, 14, 15, 20, 21, 23], "suggest": 0, "pleas": [0, 1, 4, 9, 13, 14], "them": [0, 3, 21], "here": [0, 1, 9, 23], "your": [1, 14], "featur": [1, 17], "request": [1, 13], "problem": 1, "A": [1, 3, 9, 11, 17, 21], "clear": [1, 7], "concis": 1, "descript": [1, 3, 4, 14], "what": [1, 9], "ex": 1, "m": [1, 8, 10, 16, 17, 19, 20, 21], "alwai": [1, 14], "frustrat": 1, "solut": [1, 3], "d": [1, 8, 16], "like": [1, 5, 18, 23], "want": [1, 10], "happen": [1, 9], "altern": 1, "ve": 1, "consid": [1, 9, 10], "addit": [1, 3, 9, 12, 13, 14, 21], "context": [1, 3, 7, 23], "add": [1, 22], "other": [1, 13, 14, 22, 23], "screenshot": 1, "global": [2, 3, 9, 11, 13, 17, 23], "began": 2, "octob": [2, 7, 8, 10, 15, 16, 20, 21], "2023": [2, 7, 8, 13, 14, 15, 16, 17, 20, 21, 22, 23], "missil": 2, "attack": [2, 7, 12, 15, 21], "tanker": [2, 6, 7, 8, 15, 16, 20], "travers": [2, 21], "caus": [2, 21], "hundr": 2, "vessel": [2, 7, 8, 12, 22, 23], "avoid": [2, 21], "suez": [2, 6, 7, 8, 17, 19, 20, 21], "canal": [2, 6, 7, 8, 17, 19, 20, 21], "ar": [2, 4, 7, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23], "concentr": 2, "bab": [2, 6, 7, 8, 17, 19, 20, 21], "al": [2, 6, 15, 16, 21], "mandab": [2, 12], "strait": [2, 7, 8, 12, 17, 19, 20, 21], "20": [2, 7, 8, 14, 15, 16, 17], "mile": [2, 20, 21], "wide": [2, 9, 11], "chokepoint": [2, 8, 19, 20, 21], "maritim": [2, 4, 5, 6, 8, 10, 16, 18, 20, 21, 22, 23], "traffic": [2, 6], "world": [2, 3, 4, 9, 21], "bank": [2, 3, 4, 9, 21], "countri": [2, 3, 8, 9, 10, 14, 15, 16, 17, 19, 20, 21], "econom": [2, 3, 5, 21, 23], "team": [2, 3, 4, 6, 7, 9, 10, 13, 14, 15, 21], "egypt": [2, 6, 9, 13, 14, 16, 22, 23], "yemen": [2, 6, 9, 10, 12, 16, 22, 23], "djibouti": [2, 6, 9, 16, 22, 23], "seek": 2, "statu": 2, "impact": [2, 5, 8, 10, 14, 16, 21, 23], "respect": [2, 22, 23], "region": [2, 9, 12, 14], "economi": [2, 23], "To": [2, 3, 9, 10, 14], "support": [2, 3], "effort": [2, 14], "compris": [2, 3], "colleagu": [2, 3, 5], "from": [2, 3, 6, 9, 10, 11, 17, 18, 23], "lab": [2, 3, 4, 5, 8, 16, 20], "geospati": [2, 14, 22, 23], "gost": [2, 4, 5], "us": [2, 3, 4, 8, 9, 10, 11, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23], "combinat": 2, "most": [2, 9, 11, 21, 22, 23], "thie": 2, "repositori": [2, 3], "deriv": [2, 3, 6, 8, 9, 14, 15, 16, 21, 22, 23], "automat": [2, 3, 21], "identif": [2, 21], "ai": [2, 3, 15, 16, 20, 21], "pull": [2, 8, 16], "imf": [2, 4, 7, 8, 15, 16, 17, 21, 22, 23], "portwatch": [2, 4, 7, 8, 15, 16, 22, 23], "un": [2, 17, 21], "committe": 2, "expert": 2, "big": 2, "offici": [2, 3], "statist": [2, 5], "well": [2, 3, 4, 9], "conflict": [2, 4, 6, 7, 8, 13, 14, 15, 16, 21, 23], "arm": 2, "locat": [2, 6, 7, 13, 14, 15, 16, 21], "event": [2, 7, 23], "project": [2, 3, 4, 7, 9, 13, 14, 15, 18], "follow": [2, 4, 6, 7, 13, 14, 15, 17, 18, 21, 23], "been": [2, 6, 8, 14, 16, 20, 23], "prepar": [2, 3, 4, 5, 6, 7], "choke": [2, 6, 15], "point": [2, 4, 6, 9, 13, 15, 16, 18, 19, 21, 23], "trend": [2, 6, 8, 10, 12, 16], "el": [2, 6, 7, 8, 12, 15, 16, 17, 19, 20, 21], "mandreb": [2, 6], "straight": [2, 6], "cape": [2, 6, 7, 8, 17, 19, 20, 21], "good": [2, 4, 6, 7, 8, 17, 19, 20, 21], "hope": [2, 6, 7, 8, 17, 19, 20, 21], "port": [2, 6, 11, 12, 18, 19, 20], "call": [2, 6, 7, 16], "aden": [2, 6, 15, 16], "ahmadi": [2, 6, 15, 16], "aqabah": [2, 6, 15, 16], "mukalla": [2, 6, 15, 16], "As": [2, 6, 7, 15, 16], "suwai": [2, 6, 15, 16], "duba": [2, 6, 15, 16], "bulk": [2, 6, 15, 16], "plant": [2, 6, 15, 16], "termin": [2, 6, 15, 16, 18], "adabiya": [2, 6, 15, 16], "jiddah": [2, 6, 15, 16], "oil": [2, 6, 15, 16, 18], "king": [2, 6, 15, 16], "fahd": [2, 6, 15, 16], "north": [2, 6, 11, 15, 16, 17], "ain": [2, 6, 15, 16], "sukhna": [2, 6, 15, 16], "rabigh": [2, 6, 15, 16], "safaga": [2, 6, 15, 16], "yanbu": [2, 6, 15, 16], "spillov": 2, "trade": [2, 4, 6, 8, 10, 11, 12, 21, 23], "arriv": [2, 6, 21], "miss": [2, 6], "estim": [2, 6, 7, 8, 13, 15, 16], "mai": [2, 3, 6, 9, 14, 21, 23], "disabl": [2, 6], "transpond": [2, 6], "forthcom": 2, "acl": [2, 4, 5, 6, 9, 10, 12], "tourism": [2, 5, 14], "": [2, 3, 4, 7, 8, 11, 13, 14, 15, 16, 17, 18, 19, 21, 23], "riviera": [2, 14], "through": [2, 7, 9, 13, 15, 20, 21], "openstreetmap": 2, "interest": [2, 7, 8, 13, 15, 16, 20, 21], "visit": [2, 13, 21], "gp": [2, 14], "mobil": [2, 13], "time": [2, 3, 6, 9, 13, 14, 20, 22], "resourc": [2, 3, 6], "pend": [2, 6], "also": [2, 3, 6, 7, 9, 15, 21], "investig": [2, 6], "dataset": [2, 3, 4, 6, 8, 13, 15, 21, 23], "method": [2, 3, 6, 11, 13, 14, 21], "ancillari": [2, 6], "air": [2, 6], "cargo": [2, 6, 7, 8, 15, 16, 20], "combin": [2, 3, 6], "high": [2, 6, 21], "level": [2, 6, 8, 13, 14, 16, 21, 22, 23], "analyt": [2, 3, 4, 6], "divers": [2, 7, 21], "analysi": [2, 3, 6, 9, 11, 13, 14, 15, 21, 22, 23], "price": [2, 11], "thi": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 20, 21, 22, 23], "mozilla": 2, "public": [2, 3, 14, 21], "see": [2, 13, 14, 23], "file": [2, 3, 8, 10, 14, 16, 19, 22], "reproduc": [3, 5, 23], "code": [3, 9, 17, 23], "sampl": [3, 13, 14, 21], "insight": [3, 13, 14, 21], "train": [3, 9], "guidanc": [3, 23], "unlik": [3, 9, 19], "tradit": [3, 9], "which": [3, 7, 13, 14, 21, 22, 23], "result": [3, 12, 18, 21, 23], "singl": 3, "report": [3, 8, 9, 12, 14, 16, 20, 21], "visual": [3, 14, 21], "design": 3, "custom": 3, "reus": 3, "updat": [3, 4, 9], "therebi": 3, "build": [3, 21], "capac": [3, 7, 8], "partner": [3, 9, 13], "organ": [3, 14, 21], "quickli": 3, "effect": [3, 7, 23], "deliv": 3, "complex": 3, "scienc": [3, 4], "press": 3, "challeng": [3, 14], "packag": [3, 5, 8, 10, 16, 20], "includ": [3, 4, 7, 9, 11, 13, 15, 22, 23], "access": [3, 4, 7, 13, 14, 15, 21], "underpin": 3, "all": [3, 4, 9, 10, 13, 14, 15, 17, 20, 21, 23], "product": [3, 4, 14], "indic": [3, 11, 14, 21, 22], "transpar": 3, "sourc": [3, 9, 14, 20, 21], "critic": [3, 21, 23], "re": [3, 8, 16, 18], "new": [3, 4, 9, 13, 14, 22], "over": [3, 9, 13, 14], "section": [3, 4, 7, 10, 14, 15, 21], "three": [3, 8], "part": 3, "exist": [3, 8, 16], "each": [3, 7, 9, 14, 15, 17, 21], "curat": 3, "privat": 3, "object": [3, 8, 10, 16, 17, 19, 21], "tabl": [3, 4, 7, 15, 21, 22, 23], "type": [3, 8, 9, 14, 16, 17, 20, 21], "frequenc": [3, 4, 9, 13, 14, 15, 18, 19, 21], "link": [3, 4, 18, 21], "contact": [3, 4], "digit": [3, 21], "govern": [3, 9], "where": [3, 4, 9, 13, 19, 21, 22], "need": [3, 14, 16], "leverag": 3, "make": [3, 8, 10, 14, 16], "disaggreg": [3, 9], "record": 3, "readili": 3, "searchabl": 3, "usabl": 3, "collect": [3, 4, 9, 13, 14], "incud": 3, "field": 3, "plan": [3, 9], "implement": [3, 13, 16, 21], "some": [3, 7, 17, 21], "household": 3, "survei": 3, "remot": 3, "sens": 3, "drone": 3, "crowdsourc": [3, 4], "again": [3, 23], "process": [3, 7, 8, 13, 14, 15, 16, 17, 18, 21], "storag": 3, "catalogu": [3, 4], "produc": [3, 8, 16, 23], "can": [3, 7, 9, 13, 14, 15, 21, 23], "host": 3, "special": [3, 21], "develop": [3, 4, 8, 13, 14, 16, 20, 21], "group": [3, 8, 14, 17, 18, 21, 22], "decdg": [3, 5], "receiv": 3, "more": [3, 7, 9, 14, 17, 21, 23], "than": [3, 9, 17, 19, 21, 23], "14": [3, 15, 16, 18, 19], "million": [3, 14, 21, 22, 23], "uniqu": [3, 16, 17, 18, 21], "user": [3, 4, 8, 10, 14, 16, 19, 20], "per": [3, 7, 21], "month": [3, 7, 8, 16, 17, 19, 20, 21], "ensur": [3, 21], "valu": [3, 14, 15, 18, 21], "invest": 3, "multipli": [3, 22], "reusabl": 3, "These": [3, 14, 22, 23], "further": [3, 21], "gener": [3, 13, 14, 23], "origin": [3, 17, 21, 23], "document": [3, 13, 21], "limit": [3, 13, 20], "refer": [3, 13, 22], "cite": 3, "work": [3, 4, 5, 13, 21], "dynam": 3, "map": [3, 9, 10, 14, 15, 17, 20, 21], "visualiza": 3, "By": 3, "two": [3, 18, 21, 22, 23], "input": 3, "empow": 3, "larg": [3, 21], "arrai": 3, "meet": 3, "dissemin": 3, "translat": 3, "distribut": [3, 14, 21], "web": [3, 10], "book": [3, 10], "capciti": 3, "For": [3, 4, 8, 9, 13, 14, 16, 20, 21, 23], "recruit": 3, "throughout": [3, 13, 14], "pool": 3, "our": [3, 5, 7, 21], "talent": 3, "lend": 3, "technic": 3, "assist": [3, 9], "name": [3, 4, 5, 8, 14, 16, 18, 19, 20, 21], "unless": 3, "specifi": [3, 14], "otherwis": 3, "github": [3, 8, 23], "facilit": 3, "futur": [3, 9, 10], "collabor": [3, 11], "activ": [3, 13, 21, 23], "possibl": 3, "ad": 3, "entri": [3, 17], "hub": [3, 4], "thei": [3, 9, 21], "tag": [3, 14], "meta": [3, 4], "licens": [3, 4, 9, 13, 21], "attribut": [3, 8, 14, 16, 21], "intern": [3, 9, 18, 21, 23], "share": [3, 14, 18], "across": [3, 11, 14, 21, 23], "creat": [3, 7, 8, 11, 14, 15, 21, 22], "sharepoint": [3, 4, 7, 9, 15, 21], "mileston": 3, "check": [3, 18], "slide": 3, "log": 3, "hour": [3, 14, 19, 21], "charg": 3, "final": [3, 7, 14, 21], "literatur": 3, "advantag": 3, "usag": [3, 13, 14, 17], "content": [3, 19], "encrypt": 3, "member": [3, 9], "permiss": [3, 4], "basi": [3, 13, 14], "similar": [3, 15], "conveni": [4, 13, 14], "question": 4, "should": 4, "requir": [4, 9, 21], "complet": [4, 14, 23], "write": [4, 9], "central": [4, 9, 14], "id": [4, 8, 17], "1": [4, 8, 10, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23], "open": [4, 9, 18, 19], "platform": [4, 7, 8, 15, 16, 17, 21], "monitor": [4, 6, 8, 14, 16, 20], "simul": [4, 22, 23], "disrupt": 4, "flow": [4, 16, 23], "weekli": [4, 9, 12], "andr": [4, 5, 21], "chamorro": [4, 5], "proprietari": 4, "timestamp": [4, 14], "geoloc": [4, 14], "took": 4, "place": [4, 8, 22, 23], "base": [4, 7, 13, 14, 15, 21, 22, 23], "daili": [4, 13, 14, 15, 23], "sahiti": [4, 5], "sarva": [4, 5], "would": [5, 13, 14], "express": [5, 21], "sincer": 5, "gratutud": 5, "appreci": 5, "who": [5, 9, 14, 21], "togeth": 5, "role": 5, "holli": 5, "krambeck": 5, "program": [5, 9], "manag": 5, "wb": [5, 18], "geograph": [5, 14, 18], "anayt": 5, "gabriel": 5, "stefanini": 5, "vicent": 5, "scientist": 5, "aviat": 5, "spillag": 6, "ship": [6, 10, 14, 21], "diverst": 6, "examin": [7, 8, 10, 15, 16, 21], "how": [7, 8, 10, 11, 15, 16, 20, 22, 23], "transit": [7, 16], "evolv": [7, 15], "cross": [7, 18, 21], "given": [7, 15, 21, 22, 23], "middl": [7, 8, 15, 16], "east": [7, 8, 11, 14, 15, 16], "escal": [7, 15], "red": [7, 8, 9, 12, 13, 14, 15, 16, 17, 19, 21], "sea": [7, 8, 9, 12, 13, 14, 15, 16, 17], "we": [7, 8, 10, 13, 14, 15, 16, 17, 21, 23], "volum": [7, 8, 13, 14, 15, 21], "capactii": 7, "sinc": [7, 10, 15, 21], "2019": [7, 8, 9, 15, 16, 18, 21, 22, 23], "kei": [7, 9, 11, 14, 15, 16, 17, 19, 21], "area": [7, 21], "mandeb": [7, 8, 12, 17, 19, 20, 21], "date": [7, 8, 9, 14, 15, 16], "latest": [7, 15, 20], "avail": [7, 9, 14, 15, 18, 21], "februari": [7, 10, 15, 21], "19th": [7, 15], "2024": [7, 8, 14, 15, 16, 17, 20, 21], "first": [7, 8, 14, 15, 17, 22, 23], "conduct": [7, 10, 21], "7": [7, 8, 14, 15, 16, 17, 19, 20, 21, 22, 23], "dai": [7, 8, 14, 15, 16, 19, 20, 21, 23], "move": [7, 18], "smoothen": 7, "out": [7, 14, 20, 21, 22], "mitig": 7, "anomali": 7, "vertic": [7, 15, 22], "dot": [7, 15], "line": [7, 15, 22], "mark": [7, 15], "begin": [7, 15], "highlight": [7, 14, 15], "7th": [7, 8, 10, 15, 16], "crisi": [7, 8, 9, 10, 13, 14, 15, 16, 21], "novemb": [7, 8, 15, 16, 22, 23], "17th": [7, 8, 15, 16], "seen": [7, 10, 21], "figur": [7, 16, 20, 21, 22], "earli": 7, "mid": 7, "decemb": 7, "intensifi": 7, "chart": [7, 8, 20, 23], "show": [7, 8, 10, 15, 16, 20, 22], "same": [7, 15, 21], "metric": [7, 14, 16], "go": 7, "back": 7, "histor": [7, 15, 20, 21], "give": 7, "recent": [7, 8, 16, 21], "blockag": 7, "2021": [7, 8, 16, 21], "an": [7, 9, 13, 14, 21], "overal": [7, 14], "upward": 7, "trajectori": [7, 21], "both": 7, "note": [7, 13, 14], "earlier": 7, "appli": [7, 8, 10, 11, 16, 18, 19, 20, 21, 22], "simpl": [7, 21], "year": [7, 14, 16, 17, 19, 20, 21], "compar": [7, 14], "volatil": 7, "defin": [7, 8, 14, 16, 21], "januari": [7, 8, 15, 16, 20, 21], "1st": [7, 8, 15, 16, 21], "2022": [7, 8, 9, 14, 15, 16, 20, 21, 23], "up": [7, 9, 14, 15, 16, 21], "6th": [7, 8, 15, 16], "calcul": [7, 11, 14, 15, 22], "separ": [7, 15], "black": [7, 8, 16], "signal": [7, 21], "rel": [7, 14, 15, 16, 21], "between": [7, 12, 14, 19, 21, 22, 23], "aggreg": [7, 10, 14, 17, 20, 23], "16th": [7, 8, 15, 16], "below": [7, 14, 15, 21], "folder": [7, 15], "total": [7, 8, 11, 14, 15, 16, 17, 19, 20, 21, 23], "23": [7, 8, 15], "91": [7, 8, 14, 15], "46": [7, 8, 15, 19, 22], "86": [7, 8, 20, 21, 22], "70": [7, 8, 15, 18], "77": [7, 8, 15, 19], "4": [7, 8, 14, 15, 16, 17, 18, 19, 20, 22, 23], "823": [7, 8], "326": [7, 8], "25": [7, 8, 15, 18, 21, 22], "95": [7, 8], "51": [7, 8, 15, 19, 20, 21], "58": [7, 8, 15], "53": [7, 8, 15, 17, 19, 20, 21], "5": [7, 8, 10, 15, 16, 17, 18, 19, 20, 21, 22, 23], "305": [7, 8, 15, 21], "603": [7, 8], "15": [7, 8, 14, 15, 16, 20, 21], "34": [7, 8, 15, 17, 19, 21, 22], "27": [7, 8, 15, 17], "61": [7, 8, 15, 17, 18], "42": [7, 8, 15], "585": [7, 8], "144": [7, 8, 15], "9": [7, 8, 15, 16, 19, 20, 21, 22, 23], "36": [7, 8, 15, 17, 20, 21], "68": [7, 8, 15], "01": [7, 8, 14, 15, 16, 17, 20, 21], "380": [7, 8], "133": [7, 8], "03": [7, 8, 15, 17, 20, 21], "39": [7, 8, 15, 17, 20, 21], "49": [7, 8, 15, 17, 19], "813": [7, 8], "646": [7, 8, 15], "92": [7, 8], "6": [7, 8, 15, 16, 17, 19, 20, 21, 22, 23], "224": [7, 8, 15], "209": [7, 8], "09": [7, 8, 15, 17, 22], "98": [7, 8, 15, 17], "07": [7, 8, 15, 16, 20, 22], "737": [7, 8], "291": [7, 8], "64": [7, 8, 15, 18], "76": [7, 8, 15], "83": [7, 8, 15, 17, 18], "246": [7, 8], "677": [7, 8], "16": [7, 8, 15, 16, 20, 21], "06": [7, 8, 15, 16, 17, 22], "32": [7, 8, 15, 17], "79": [7, 8, 15], "48": [7, 8, 15, 17, 19, 20, 21], "85": [7, 8, 15, 17], "947": [7, 8], "435": [7, 8, 20, 21], "differ": [7, 9, 13, 14, 18], "8": [7, 8, 15, 16, 17, 19, 20, 21, 22, 23], "56": [7, 8, 15, 17, 19], "08": [7, 8, 15, 17, 18, 20, 21, 22], "00": [7, 8, 15, 16, 17], "35": [7, 8, 15], "41": [7, 8, 15, 17, 19], "30": [7, 8, 15, 19, 21], "40": [7, 8, 11, 15, 17, 19], "87": [7, 8, 15, 18, 19], "90": [7, 8, 15, 23], "47": [7, 8, 15], "12": [7, 8, 14, 15, 16, 17, 18, 19, 21, 22, 23], "65": [7, 8, 15, 23], "75": [7, 8, 9, 15, 18, 22, 23], "29": [7, 8, 15, 17], "37": [7, 8, 15, 17], "78": [7, 8, 15, 19], "notebook": [7, 10, 12, 14, 15, 17, 18, 21, 23], "inspect": [8, 16], "percentag": [8, 16, 23], "import": [8, 11, 13, 14, 15, 16, 17, 18, 19, 20], "librari": [8, 16], "output": [8, 16, 17, 21], "path": [8, 16, 18, 19, 20, 21], "save": [8, 16, 18, 19, 20], "graph": [8, 16, 21], "o": [8, 16, 18, 19, 20], "join": [8, 14, 16, 18, 19, 20], "panda": [8, 16, 17, 18, 19, 20, 22], "pd": [8, 16, 17, 18, 19, 20, 22], "geopanda": [8, 10, 14, 16, 17, 18, 19], "gpd": [8, 16, 17, 18, 19], "shape": [8, 17, 18], "geometri": [8, 14, 16, 17, 19], "git_repo": [8, 16, 20], "repo": [8, 16, 18, 19, 20], "getcwd": [8, 16, 20], "search_parent_directori": [8, 16, 20], "true": [8, 14, 16, 18, 19, 20, 22], "git_root": [8, 16, 20], "rev_pars": [8, 16, 20], "toplevel": [8, 16, 20], "red_sea_monitor": [8, 16], "util": [8, 14, 16], "plot": [8, 20, 22], "plotnin": [8, 16, 20], "mizani": [8, 16, 20], "break": [8, 16, 18, 20], "date_break": [8, 16, 20], "formatt": [8, 16, 20], "date_format": [8, 16, 20], "percent_format": [8, 16, 20], "option": [8, 16, 20], "figure_s": [8, 16, 20], "output_dir": [8, 16, 20], "r": [8, 16, 20], "c": [8, 10, 14, 16, 20], "wb514197": [8, 16, 18, 20], "wbg": [8, 16, 20], "partnership": [8, 13, 16, 20], "charts_dir": [8, 16, 20], "retriev": [8, 17, 21], "chokopoint": 8, "select": [8, 16, 20, 21], "get_chokepoint": 8, "aoi": [8, 14, 16, 19, 20], "chokepoints_sel": 8, "loc": [8, 16, 18, 19, 20, 22], "portnam": [8, 16], "isin": [8, 14, 16, 20], "copi": [8, 16, 18, 19, 20, 22], "portid": [8, 16], "iso3": [8, 14, 16], "contin": [8, 17], "fullnam": 8, "lat": [8, 16, 18], "lon": [8, 16, 18], "vessel_count_tot": [8, 16], "vessel_count_contain": [8, 16], "vessel_count_tank": [8, 16], "industry_top1": [8, 16], "industry_top2": [8, 16], "industry_top3": [8, 16], "share_country_maritime_import": [8, 16], "share_country_maritime_export": [8, 16], "locod": 8, "pageid": 8, "countrynoacc": 8, "objectid": [8, 16], "0": [8, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23], "chokepoint1": 8, "none": [8, 16, 18, 19, 20], "593346": 8, "436882": 8, "22217": 8, "6455": 8, "6919": 8, "petroleum": 8, "chemic": 8, "non": [8, 14, 17], "metal": 8, "miner": 8, "p": 8, "mine": 8, "quarri": 8, "agricultur": 8, "c57c79bf612b4372b08a9c6ea9c97ef0": 8, "chokepoint4": 8, "788597": 8, "43": [8, 15, 17], "349545": 8, "22519": 8, "6280": 8, "7386": 8, "6b1814d64903461b98144a6cc25eb79c": 8, "chokepoint7": 8, "927286": 8, "882737": 8, "17332": 8, "2018": [8, 21], "3973": 8, "edf18f455a2b4637a3632b6af201abe9": 8, "row": [8, 16, 18, 19, 21, 22], "column": [8, 10, 14, 16, 17, 19, 20, 22], "lambda": [8, 16, 18, 19, 20, 22], "x": [8, 16, 18, 19, 20, 22], "axi": [8, 16, 18, 19, 20, 22], "geodatafram": [8, 16, 17, 18, 19], "cr": [8, 16, 18, 19], "epsg": [8, 14, 16, 18, 19], "4326": [8, 14, 16, 18, 19], "to_fil": [8, 16], "shp": [8, 14, 18], "driver": [8, 16], "esri": [8, 16, 18, 19], "shapefil": 8, "vessel_count_dry_bulk": [8, 16], "vessel_count_general_cargo": [8, 16], "vessel_count_roro": [8, 16], "explor": [8, 10, 12, 14, 16, 20, 21], "cmap": [8, 10, 16], "dark2": [8, 16], "marker_kwd": [8, 10, 16], "radiu": [8, 10, 16], "tile": [8, 16], "ocean": 8, "basemap": 8, "legend_kwd": [8, 16], "upper": [8, 16], "right": [8, 16, 20, 22], "caption": [8, 16, 20], "trust": [8, 10, 14, 16], "load": [8, 10, 11, 12, 14, 16, 17], "df_chokepoint": 8, "get_chokepoint_data": 8, "ymd": [8, 16, 20], "dt": [8, 16, 19, 20], "strftime": [8, 16, 17, 19, 20], "y": [8, 11, 16, 19, 20, 21, 22], "to_csv": [8, 16, 17, 18, 19, 20], "f": [8, 16, 17, 18, 19, 20], "chokepoints_data_": 8, "y_": [8, 16], "m_": [8, 16], "csv": [8, 16, 17, 18, 19, 20, 22], "index": [8, 11, 14, 16, 17, 18, 19, 20], "fals": [8, 10, 16, 17, 18, 20, 22], "df": [8, 16, 17, 19, 20, 22], "read_csv": [8, 16, 18, 19, 20, 22], "d_": 8, "to_datetim": [8, 16, 19, 20], "tail": [8, 16, 17], "n_cargo": 8, "n_tanker": 8, "n_total": 8, "5773": 8, "04": [8, 15, 16, 17, 22], "13": [8, 15, 16, 17, 20, 22, 23], "60": [8, 15, 17, 19], "385749e": 8, "42209": 8, "5774": 8, "45": [8, 15, 16, 18, 19, 20, 22], "782211e": 8, "42210": 8, "roll": 8, "groupbi": [8, 14, 16, 17, 19, 20, 22], "center": [8, 14], "min_period": 8, "mean": [8, 16, 17, 18, 20], "reset_index": [8, 14, 16, 18, 19, 20, 22], "inplac": [8, 16, 18, 19, 20, 22], "drop": [8, 16, 17, 19, 20], "level_1": 8, "md": 8, "head": [8, 16, 17, 18, 19, 20, 22], "149714e": 8, "18": [8, 15, 18], "19": [8, 15, 17, 21], "129687e": 8, "80": [8, 15, 19], "02": [8, 15, 16, 17, 20, 21], "conflict_d": [8, 16, 20], "crisis_d": [8, 16, 20], "11": [8, 15, 16, 17, 20, 21, 22, 23], "17": [8, 14, 15, 16, 17, 18, 20], "makedir": [8, 16], "mode": [8, 16], "0o777": [8, 16], "p0": [8, 16, 20], "ggplot": [8, 16, 20], "ae": [8, 16, 20], "color": [8, 14, 16, 22], "geom_lin": [8, 16], "alpha": [8, 16, 20, 22], "size": [8, 16, 20], "geom_vlin": [8, 16], "xintercept": [8, 16], "linetyp": [8, 16], "dash": [8, 16], "subtitl": [8, 16, 20], "number": [8, 12, 14, 18, 21, 22, 23], "titl": [8, 16, 20, 22], "theme_minim": [8, 16, 20], "scale_x_datetim": [8, 16, 20], "label": [8, 16, 20, 22], "scale_color_brew": 8, "qual": [8, 16], "palett": [8, 16], "theme": [8, 16, 20], "text": [8, 16, 20], "element_text": [8, 16, 20], "famili": [8, 16, 20], "roboto": [8, 16, 20], "plot_titl": [8, 16, 20], "weight": [8, 16, 19, 20], "bold": [8, 16, 20], "axis_text_x": [8, 16, 20], "rotat": [8, 16, 20, 22], "hjust": [8, 16, 20], "legend_posit": [8, 16, 20], "facet_wrap": 8, "scale": [8, 22], "fix": 8, "ncol": 8, "displai": [8, 16, 18, 19, 20, 22], "filenam": [8, 16, 20], "jpeg": [8, 16, 20], "dpi": [8, 16, 19, 20], "300": [8, 15, 16, 19, 20], "1000": [8, 16, 19, 20, 21], "800": [8, 16, 20], "anaconda3": [8, 10, 16, 20], "env": [8, 10, 16, 18, 20], "rtmi": [8, 16, 20], "lib": [8, 10, 16, 20], "site": [8, 10, 13, 16, 20], "py": [8, 10, 16, 18, 20], "587": [8, 16, 20], "plotninewarn": [8, 16, 20], "imag": [8, 16, 20, 22], "588": [8, 16, 20], "31st": [8, 16, 21], "start_reference_d": [8, 16], "df_ref": [8, 16, 20], "renam": [8, 16, 17, 19, 20, 22], "n_tanker_ref": 8, "n_cargo_ref": 8, "n_total_ref": 8, "capacity_ref": 8, "filter": [8, 14, 16, 20, 21, 23], "onward": [8, 16], "merg": [8, 16, 20, 22], "df_filt": [8, 16, 19, 20], "left": [8, 16, 20, 22], "valid": [8, 14, 16], "n_total_pct_ch": 8, "p1": [8, 16, 20], "bottom": [8, 21], "p2": [8, 16], "ref": [8, 16], "p3": [8, 16, 20], "geom_hlin": 8, "yintercept": 8, "scale_y_continu": [8, 16, 20], "pct": [8, 16, 19, 20], "df_agg": [8, 16, 19, 20], "order": [8, 16, 21, 22], "reindex": [8, 16], "format": [8, 14, 16, 22], "decim": [8, 22], "iloc": [8, 16, 17, 19], "applymap": [8, 16, 20], "2f": [8, 22], "last": [8, 15, 17], "thousand": 8, "0f": [8, 16, 22], "appdata": [8, 16, 20], "local": [8, 9, 16, 20, 23], "temp": [8, 16, 20], "ipykernel_32892": 8, "36468859": 8, "futurewarn": [8, 10, 16, 20], "datafram": [8, 16, 17, 20, 22], "ha": [8, 9, 13, 14, 16, 20, 21, 22, 23], "deprec": [8, 10, 16, 20], "instead": [8, 10, 16, 20], "print": [8, 17, 19, 20], "to_markdown": [8, 20], "tablefmt": 8, "df_agg_copi": [8, 16], "df_sub": [8, 16, 19], "transpos": [8, 16, 20], "df_sub2": [8, 16], "append": [8, 16, 18, 19], "df_agg_pct": [8, 16], "concat": [8, 16, 17, 19, 20], "set_index": [8, 16, 20], "3184510119": 8, "excel": 8, "excelwrit": [8, 16], "xlsx": [8, 16], "writer": [8, 16], "to_excel": [8, 16], "sheet_nam": [8, 16], "consist": [9, 14], "analyz": [9, 13, 14, 23], "fatal": [9, 12], "becaus": [9, 17], "border": 9, "eritrea": 9, "saudi": [9, 16, 22, 23], "arabia": [9, 16, 22, 23], "jordan": [9, 10, 16], "end": [9, 21], "multipl": [9, 15, 17, 21, 23], "actor": 9, "polit": 9, "violenc": 9, "protest": 9, "around": [9, 10, 21, 22, 23], "rang": [9, 17], "nation": 9, "languag": 9, "research": [9, 21], "worldwid": 9, "dure": [9, 13, 15, 16, 21], "find": [9, 21], "mani": [9, 18, 21], "sever": 9, "extract": 9, "factual": 9, "wa": [9, 12, 13, 21, 22, 23], "involv": 9, "did": 9, "sequenc": 9, "identifi": [9, 10, 13, 14, 17, 20, 21, 23], "media": 9, "twitter": 9, "whatsapp": 9, "telegram": 9, "do": [9, 10, 14, 21], "scrape": 9, "social": 9, "target": 9, "approach": [9, 14], "inclus": 9, "either": [9, 14, 20], "establish": 9, "relationship": [9, 12, 21, 22, 23], "directli": 9, "verif": [9, 14], "qualiti": [9, 14], "methodologi": [9, 13, 21], "found": [9, 12, 21, 23], "granular": 9, "abid": [9, 14], "term": [9, 14, 23], "raw": [9, 14, 16, 21], "staff": 9, "upon": [9, 13, 22, 23], "sign": [9, 18], "obtain": [9, 14, 21], "api": [9, 14], "datalab": 9, "worldbank": 9, "org": [9, 17], "few": 9, "were": [9, 20, 21, 23], "howev": [9, 21], "current": [9, 11, 13, 21], "terror": 9, "gtd": 9, "terrorist": 9, "1970": 9, "2020": [9, 21, 22, 23], "annual": 9, "systemat": 9, "domest": 9, "transnat": 9, "incid": 9, "period": [9, 14, 21, 22], "now": [9, 14, 22], "200": [9, 18], "000": [9, 15, 22, 23], "case": [9, 21], "stop": [9, 17], "uppsala": 9, "ucdp": 9, "1946": 9, "alon": 9, "icb": 9, "duke": 9, "univers": 9, "till": 9, "scad": 9, "riot": 9, "strike": 9, "inter": 9, "commun": [9, 14, 23], "against": 9, "civilian": 9, "form": 9, "track": [9, 14], "1990": 9, "2017": 9, "cover": [9, 10], "africa": [9, 22, 23], "mexico": 9, "america": [9, 11, 17], "caribbean": 9, "progress": 10, "start": [10, 21], "dat": 10, "match": [10, 21], "previous": [10, 14], "data": 10, "grouped_data": [10, 22], "nr_fatal": 10, "zoom_start": 10, "vmin": 10, "vmax": 10, "50": [10, 15, 17, 18], "viridi": 10, "sahit": 10, "analys": [10, 23], "geoseri": [10, 18], "645": 10, "convert_dtyp": 10, "paramet": 10, "remov": [10, 18], "ser": 10, "astyp": [10, 22], "bokehj": [10, 11, 12], "rout": [10, 17, 20], "200km": 10, "roughli": 10, "66": [10, 15], "within": [10, 12, 13, 14, 15, 17, 21], "27th": 10, "much": 11, "cost": 11, "contain": [11, 14, 17, 22], "b": [11, 18], "common": [11, 21], "40ft": 11, "datasourc": 11, "freighto": 11, "baltic": 11, "fbx01": 11, "measur": [11, 13, 14, 21, 22, 23], "pair": 11, "china": [11, 22, 23], "asia": [11, 21], "west": 11, "coast": 11, "shanghai": 11, "pvg": 11, "ningbo": 11, "ngb": 11, "lo": 11, "angel": 11, "lax": 11, "chicago": 11, "ord": 11, "unit": [11, 22, 23], "state": 11, "exchang": 11, "lane": 11, "3rd": 11, "largest": [11, 22], "percent": [11, 15, 16], "american": 11, "focu": 12, "beb": 12, "In": [12, 14, 21, 23], "summari": [12, 20], "veri": 12, "minor": 12, "correl": 12, "movement": [12, 13, 14, 21, 22, 23], "greatest": [12, 15, 22], "coeff": 12, "150km": 12, "There": 12, "94": [12, 15, 22], "bal": 12, "cumul": 12, "everi": [12, 21], "signific": 12, "reduct": 12, "understand": [13, 14], "popul": [13, 14], "potenti": [13, 14], "ramif": [13, 14], "disast": [13, 14], "acquir": [13, 14], "longitudin": [13, 14], "human": [13, 14, 21], "pro": 13, "bono": 13, "veraset": [13, 14], "propos": [13, 21], "affect": [13, 22, 23], "feed": 13, "ingest": 13, "pipelin": 13, "elig": 13, "await": 13, "review": [13, 21], "after": [13, 14], "initi": [13, 14, 19], "exercis": [13, 14], "conclud": [13, 14], "adequ": [13, 14], "inflict": [13, 14], "although": [13, 14], "panel": [13, 14, 21], "billion": [13, 14], "south": [13, 14, 22, 23], "sinai": [13, 14], "governor": [13, 14], "account": [13, 14], "fraction": [13, 14], "small": [13, 14, 17, 21], "exampl": [13, 14, 21, 22], "hotel": [13, 14], "100": [13, 14, 15, 17, 22], "visitor": [13, 14], "addition": [13, 14], "inher": [13, 14], "associ": [13, 14], "notabl": [13, 14, 21], "typic": [13, 14], "lack": [13, 14], "control": [13, 14], "random": [13, 14, 21], "trial": [13, 14], "adopt": [13, 14], "devic": [13, 14], "greatli": [13, 14], "among": [13, 14], "urban": [13, 14], "suburban": [13, 14], "rural": [13, 14], "dweller": [13, 14], "moreov": [13, 14], "popular": [13, 14], "app": [13, 14], "fluctuat": [13, 14], "introduct": [13, 14], "declin": [13, 14], "older": [13, 14], "ones": [13, 14], "exclus": [13, 14], "manner": 14, "akin": 14, "discontinu": 14, "aim": 14, "quantifi": 14, "count": [14, 17, 18, 19, 20], "set": [14, 20, 23], "baselin": 14, "One": [14, 21], "major": 14, "differenti": 14, "chang": [14, 22, 23], "due": [14, 23], "market": 14, "shift": [14, 19], "genuin": 14, "ground": 14, "pattern": 14, "publicli": 14, "agreement": 14, "carefulli": 14, "privaci": 14, "polici": 14, "classif": 14, "studi": [14, 21], "emcompass": 14, "shown": [14, 21], "egi": 14, "read_fil": [14, 16, 18], "egy_admbnda_adm2_capmas_20170421": 14, "adm1_pcod": 14, "eg31": 14, "eg35": 14, "blue": [14, 15], "humanitarian": 14, "via": 14, "hdx": 14, "boundari": [14, 21], "encompass": 14, "poi": 14, "http": [14, 17, 18], "s3": [14, 17, 18, 19], "u": [14, 17, 19, 22], "amazonaw": [14, 18], "com": [14, 18], "points_of_interest": 14, "hotosm_egy_points_of_interest_points_shp": 14, "zip": 14, "set_cr": 14, "sjoin": 14, "predic": 14, "osm_id": 14, "adm0_pcod": 14, "adm2_pcod": 14, "adm1_en": 14, "adm2_en": 14, "100m": 14, "buffer": 14, "coordin": [14, 17], "isnul": 14, "to_cr": [14, 18], "3857": 14, "illustr": 14, "breakdown": 14, "categori": [14, 16], "245": [14, 15], "viewpoint": 14, "102": [14, 15], "attract": 14, "28": [14, 15, 17, 20, 21], "apart": 14, "hostel": 14, "camp_sit": 14, "guest_hous": 14, "artwork": 14, "chalet": 14, "picnic_sit": 14, "museum": 14, "wilderness_hut": 14, "alpine_hut": 14, "ye": 14, "motel": 14, "theme_park": 14, "ruin": 14, "caravan_sit": 14, "galleri": 14, "dtype": [14, 17, 18, 19, 20], "int64": [14, 17, 18, 19, 20], "enabl": 14, "anonym": 14, "span": 14, "ddf": 14, "dd": 14, "read_parquet": [14, 20], "wbgggscecovid19dev": 14, "eg": 14, "parquet": [14, 19, 20], "cardin": 14, "1131632964": 14, "tempor": 14, "extent": 14, "oct": [14, 16], "mar": [14, 16, 21], "And": 14, "spatial": 14, "densiti": 14, "approxim": [14, 21], "parallel": 14, "outlin": 14, "variat": 14, "It": 14, "reflect": [14, 22], "subset": [14, 17, 20], "individu": [14, 21], "servic": 14, "crucial": 14, "doe": 14, "repres": [14, 21], "determin": 14, "whether": 14, "detect": [14, 21], "least": 14, "onc": 14, "while": 14, "straightforward": 14, "simplifi": [14, 21], "advanc": 14, "techniqu": 14, "stai": 14, "dask": 14, "execut": 14, "intersect": [14, 18], "gddf": 14, "dask_geopanda": 14, "from_dask_datafram": 14, "uid": 14, "hex_id": [14, 17], "points_from_xi": [14, 19], "longitud": [14, 17, 18, 19], "latitud": [14, 17, 19], "next": [14, 21], "being": [14, 22, 23], "bin": 14, "nuniqu": 14, "to_fram": 14, "comput": 14, "seri": 14, "smooth": [14, 16], "talli": 14, "entir": 14, "pivot_t": 14, "aggfunc": 14, "sum": [14, 15, 16, 17, 19, 20, 21, 22], "bia": 14, "compos": 14, "drawn": 14, "longitugin": 14, "emphas": 14, "turn": 14, "thu": [14, 21], "incomplet": 14, "coverag": 14, "phone": 14, "transport": [14, 20, 21, 22, 23], "lead": 14, "inaccur": 14, "Not": 14, "busi": 14, "underrepresent": 14, "certain": [14, 21], "demograph": 14, "sector": 14, "contextu": 14, "primarili": 14, "captur": 14, "transact": 14, "essenti": 14, "accur": 14, "osm": 14, "reli": [14, 21], "contribut": 14, "vari": 14, "accuraci": 14, "significantli": 14, "bias": 14, "toward": 14, "contributor": 14, "underrepres": 14, "skew": 14, "especi": 14, "less": [14, 19, 21, 23], "standard": [14, 22], "enforc": 14, "strict": 14, "categor": [14, 16], "driven": 14, "absenc": 14, "author": [14, 23], "rigor": 14, "introduc": 14, "error": [14, 18, 21], "inaccuraci": 14, "difficult": 14, "ascertain": 14, "reliabl": 14, "focus": 14, "basic": 14, "its": 14, "comprehens": 14, "along": 15, "export": [15, 16], "verifi": 15, "interact": 15, "resampl": 15, "numer": 15, "week": 15, "porwatch": 15, "496": 15, "248": 15, "378": 15, "158": 15, "454": 15, "919": 15, "654": 15, "701": 15, "297": 15, "506": 15, "081": 15, "468": 15, "120": 15, "205": 15, "083": 15, "626": 15, "285": 15, "550": 15, "401": 15, "003": 15, "485": 15, "139": 15, "392": 15, "145": 15, "540": 15, "395": 15, "630": 15, "648": 15, "132": 15, "783": 15, "127": 15, "430": 15, "259": 15, "706": 15, "240": 15, "066": 15, "108": 15, "538": 15, "69": 15, "385": 15, "448": 15, "125": [15, 23], "684": 15, "111": 15, "986": 15, "63": 15, "403": 15, "151": 15, "135": [15, 23], "762": 15, "147": 15, "165": 15, "988": 15, "023": 15, "572": 15, "974": 15, "82": 15, "560": 15, "96": [15, 23], "997": 15, "417": 15, "71": 15, "741": 15, "308": 15, "72": 15, "642": 15, "726": 15, "425": 15, "382": 15, "478": 15, "161": 15, "099": 15, "173": 15, "284": 15, "33": [15, 17, 19, 20, 21], "503": 15, "651": 15, "676": 15, "194": 15, "602": 15, "244": 15, "870": 15, "407": 15, "104": 15, "167": 15, "73": [15, 22], "386": 15, "320": 15, "93": 15, "480": 15, "906": 15, "84": 15, "162": 15, "730": [15, 22], "784": 15, "505": 15, "767": 15, "247": 15, "238": 15, "849": 15, "004": 15, "427": 15, "096": 15, "323": 15, "566": 15, "190": 15, "369": 15, "673": 15, "850": 15, "042": 15, "211": 15, "418": 15, "183": 15, "203": 15, "891": 15, "124": 15, "196": 15, "094": 15, "470": 15, "502": 15, "484": 15, "306": 15, "926": 15, "994": 15, "24": 15, "267": 15, "549": 15, "833": 15, "116": [15, 20], "433": 15, "499": 15, "304": [15, 23], "406": 15, "420": 15, "808": 15, "450": 15, "905": 15, "241": 15, "235": 15, "755": 15, "309": 15, "465": 15, "136": 15, "700": 15, "533": 15, "890": 15, "672": 15, "842": [15, 23], "280": 15, "059": 15, "317": 15, "287": 15, "21": [15, 17], "873": 15, "990": 15, "128": 15, "301": 15, "932": 15, "336": 15, "674": 15, "428": 15, "958": 15, "213": 15, "399": 15, "017": 15, "768": 15, "134": 15, "486": 15, "929": 15, "692": 15, "559": 15, "175": 15, "063": 15, "794": 15, "44": [15, 17], "789": [15, 17], "329": 15, "249": 15, "356": 15, "865": 15, "661": 15, "294": 15, "969": 15, "688": 15, "99": 15, "230": 15, "328": 15, "270": 15, "901": 15, "971": 15, "515": 15, "384": 15, "649": 15, "219": 15, "019": 15, "735": 15, "276": 15, "689": 15, "669": 15, "443": [15, 17], "722": 15, "364": 15, "038": 15, "869": 15, "353": 15, "272": 15, "609": 15, "591": 15, "717": 15, "310": 15, "163": 15, "975": 15, "154": 15, "983": 15, "171": 15, "208": [15, 18], "178": 15, "847": 15, "335": 15, "333": 15, "830": 15, "704": 15, "367": 15, "543": [15, 17], "346": 15, "137": [15, 23], "713": 15, "89": [15, 23], "140": 15, "558": 15, "97": 15, "699": 15, "960": 15, "242": 15, "660": 15, "216": 15, "989": 15, "666": 15, "819": 15, "311": 15, "256": [15, 19], "807": 15, "976": 15, "033": 15, "444": 15, "143": 15, "191": 15, "477": 15, "126": 15, "452": 15, "457": 15, "057": 15, "093": 15, "273": 15, "231": 15, "617": 15, "260": 15, "770": 15, "292": 15, "584": [15, 21], "31": [15, 17, 19, 20, 21], "387": 15, "204": 15, "26": [15, 19, 20], "095": 15, "635": 15, "052": 15, "541": 15, "350": 15, "391": 15, "223": 15, "574": 15, "786": 15, "531": 15, "324": 15, "110": 15, "605": 15, "67": [15, 17], "57": 15, "59": 15, "55": [15, 17, 19], "81": 15, "88": [15, 20, 21], "38": [15, 20, 21], "54": [15, 17, 19, 20, 21], "22": 15, "793": 15, "62": [15, 17, 18, 22], "74": [15, 17], "nan": [15, 18], "113": 15, "52": [15, 17, 19, 22], "520": 15, "sort": [15, 22], "abov": [15, 23], "comma_format": [16, 20], "get_port": 16, "ports_sel": 16, "sort_valu": [16, 19, 22], "ports_gdf": 16, "geojson": [16, 17], "ports_red_sea": 16, "red_sea_port": 16, "port294": 16, "port321": 16, "port191": 16, "port828": 16, "port71": 16, "port19": 16, "port305": 16, "port1081": 16, "port570": 16, "port304": 16, "port1408": 16, "port518": 16, "port519": 16, "port27": 16, "port18": 16, "port9": 16, "worldgraycanva": 16, "chec": 16, "df_port": 16, "get_port_data": 16, "ports_data_": 16, "portcalls_cargo": 16, "portcalls_tank": 16, "portcal": 16, "import_cargo": 16, "export_cargo": 16, "import_tank": 16, "export_tank": 16, "30782": 16, "05": [16, 17, 22], "yem": 16, "2472344": 16, "30783": 16, "2472345": 16, "df_raw": 16, "w": [16, 20, 21, 22, 23], "mon": 16, "67364": 16, "559011": 16, "371": 16, "408892": 16, "37879": 16, "939218": 16, "000000": [16, 18, 19], "charts_by_port_dir": 16, "portcalls_cargo_ref": 16, "portcalls_tanker_ref": 16, "portcalls_ref": 16, "import_cargo_ref": 16, "export_cargo_ref": 16, "import_tanker_ref": 16, "export_tanker_ref": 16, "import_ref": 16, "export_ref": 16, "port_id": 16, "port_info": 16, "df_port_copi": 16, "melt": 16, "id_var": 16, "value_var": 16, "var_nam": 16, "direct": [16, 21], "value_nam": 16, "str": 16, "capit": 16, "geom_bar": [16, 20], "fill": [16, 17, 20], "stat": [16, 20], "ident": [16, 20], "posit": [16, 20], "dodge2": [16, 20], "geom_smooth": 16, "00bfc4": 16, "f8766d": 16, "ton": 16, "smoother": 16, "330": 16, "confid": 16, "interv": 16, "yet": 16, "lowess": 16, "lightblu": 16, "darkr": 16, "scale_fill_brew": 16, "itabl": 16, "init_notebook_mod": 16, "all_interact": 16, "ipykernel_19952": 16, "528398492": 16, "df_countri": 16, "get_level_valu": 16, "table2": 16, "1744506812": 16, "df_agg_diff": 16, "import_direct": 16, "increas": [16, 21], "els": [16, 18, 19], "decreas": 16, "export_direct": 16, "import_absolut": 16, "ab": [16, 18], "export_absolut": 16, "ascend": [16, 22], "portname_cat": 16, "jan": [16, 20], "march": [16, 21], "n": [16, 20, 21], "scale_fill_manu": 16, "d73027": 16, "1a9850": 16, "df_agg_pct_raw": 16, "p4": [16, 20], "without": [16, 19, 22], "json": 17, "pyspark": 17, "sql": 17, "function": [17, 21], "af": 17, "tqdm": [17, 18, 19], "ipython": 17, "core": 17, "interactiveshel": 17, "allow": [17, 21], "one": [17, 21, 23], "jupyt": [17, 18], "cell": 17, "ast_node_interact": 17, "spark": 17, "sparksess": 17, "memori": [17, 19], "sparkcontext": 17, "ui": 17, "v3": 17, "master": 17, "k8": 17, "appnam": 17, "nb": 17, "d4ee6998": 17, "3c82": 17, "444f": 17, "931c": 17, "18193e6eb5b4": 17, "0f658": 17, "get": 17, "token": 17, "project_id": 17, "358": 17, "file_path": 17, "ais_jasp": 17, "port_boundari": 17, "string": 17, "get_file_gitlab": 17, "org_path": 17, "officialstatist": 17, "branch": 17, "main": [17, 19], "csv_df": 17, "from_featur": 17, "drop_dupl": 17, "set_geometri": [17, 19], "info": [17, 19], "class": 17, "int64index": 17, "1595": 17, "1594": 17, "null": 17, "port_nam": [17, 18], "kb": 17, "polygon": 17, "149": 17, "93214": 17, "25829": 17, "83906": 17, "anchorag": 17, "148": 17, "68875": 17, "78098": 17, "65289": 17, "whittier": 17, "146": 17, "42760": 17, "11690": 17, "38752": 17, "swanport": 17, "130": 17, "38185": 17, "34481": 17, "24392": 17, "princ": 17, "rupert": 17, "123": [17, 19], "13286": 17, "26700": 17, "13218": 17, "vancouv": 17, "canada": 17, "keep": 17, "len": [17, 18, 19, 20], "1593": 17, "chokepoints_str": 17, "featurecollect": 17, "properti": 17, "309777": 17, "493873": 17, "331355": 17, "474386": 17, "514229": 17, "664987": 17, "479704": 17, "669198": 17, "553653": 17, "932182": 17, "560088": 17, "926227": 17, "583646": 17, "944185": 17, "585828": 17, "955619": 17, "580702": 17, "956848": 17, "570668": 17, "942484": 17, "877499": 17, "845363": 17, "910717": 17, "614427": 17, "9628": 17, "616709": 17, "944734": 17, "60437": 17, "926568": 17, "850397": 17, "chokepoints_gdf": 17, "query_poli": 17, "1596": 17, "9321447362291": 17, "258287735699795": 17, "8390591326616": 17, "2586723869542": 17, "84713680900424": 17, "20020539628371": 17, "93829915629968": 17, "19828214001165": 17, "hexabin": 17, "queri": [17, 21], "choos": 17, "resolut": 17, "too": [17, 18, 21], "fit": 17, "lower": 17, "imf_df_hex": 17, "polygon_to_hex_df": 17, "hex_resolut": 17, "overfil": 17, "frame": 17, "rangeindex": 17, "6415967": 17, "6415966": 17, "polygon_nam": 17, "mb": 17, "warn": 17, "hex": 17, "6415962": 17, "624811593067102207": 17, "6415963": 17, "625181089372012543": 17, "6415964": 17, "625181119436783615": 17, "6415965": 17, "625180943611559935": 17, "625180973944766463": 17, "6415946": 17, "duplic": [17, 20, 21], "start_dat": 17, "date_rang": 17, "freq": [17, 20], "end_dat": 17, "keep_col": 17, "mmsi": [17, 19], "dt_insert_utc": 17, "imo": [17, 19, 21], "vessel_nam": [17, 19], "vessel_typ": [17, 19, 20], "vessel_type_cargo": 17, "vessel_class": 17, "length": [17, 18, 19, 20], "width": [17, 19], "flag_countri": 17, "destin": [17, 21, 22], "draught": [17, 21], "sog": 17, "cog": 17, "rot": 17, "nav_statu": 17, "dt_pos_utc": 17, "dt_static_utc": 17, "vessel_type_main": 17, "vessel_type_sub": 17, "group_by_col": [17, 19], "route_group": [17, 19], "access_kei": 17, "secret_kei": 17, "month_format": 17, "sdf": 17, "get_ai": 17, "polygon_hex_df": 17, "sdf_rout": 17, "assign_rout": 17, "na": 17, "ship_unique_identifier_col": 17, "route_order_by_col": 17, "polygon_col_nam": 17, "sdf_agg": 17, "agg": [17, 22], "alia": 17, "departure_longitud": [17, 19], "departure_latitud": [17, 19], "min_bi": 17, "min": [17, 18], "arrival_dt_pos_utc": [17, 19, 20], "max": [17, 18], "departure_dt_pos_utc": [17, 19], "arrival_draught": [17, 19], "arrival_destin": [17, 19], "max_bi": 17, "departure_draught": [17, 19], "departure_destin": [17, 19], "mean_sog": [17, 19], "max_sog": [17, 19], "min_sog": [17, 19], "count_ai": [17, 19], "withcolumn": 17, "poly_split": 17, "split": [17, 18], "col": 17, "topanda": 17, "wbgdecintern": [17, 19], "ntl": [17, 19], "andres_temp": [17, 19], "portcalls_gdf_": 17, "_": [17, 19], "storage_opt": 17, "secret": 17, "599": 17, "513": 17, "501": 17, "526": 17, "mariqu": [18, 21], "made": 18, "worldrout": 18, "distanc": [18, 20, 21], "expandus": [18, 19, 20], "wkt": 18, "linestr": [18, 19], "multilinestr": [18, 19], "set_opt": [18, 19], "max_column": [18, 19], "sy": [18, 19], "gn_path": [18, 19], "gostnet": [18, 19], "gn": [18, 19], "osmnx": [18, 19], "ox": [18, 19], "pickl": [18, 19], "numpi": 18, "np": 18, "matplotlib": [18, 22], "pyplot": [18, 22], "plt": [18, 19, 22], "load_ext": [18, 19], "autoreload": [18, 19], "routes_dir": [18, 19], "tmp": [18, 19, 20], "sea_rout": [18, 19], "index_col": [18, 20], "trip_count": [18, 19], "prev_port": [18, 19, 20], "next_port": 18, "7641": 18, "1984063": [18, 19], "4410": [18, 19], "3658": [18, 19], "764835": 18, "053288": 18, "05329": [18, 19], "76483": [18, 19], "7642": 18, "608533": 18, "038217": 18, "03822": [18, 19], "60853": 18, "7643": 18, "560133": 18, "034233": 18, "03423": 18, "56013": 18, "eval": 18, "coord": 18, "index_no": 18, "49159": 18, "pesquero": 18, "cta": 18, "quian": 18, "31722387298942": 18, "513597026467323": 18, "31722": 18, "51360": 18, "49164": 18, "berth": 18, "86886473007713": 18, "150384410999997": 18, "86886": 18, "15038": 18, "pass": 18, "datelin": 18, "180": 18, "pdc": 18, "3832": 18, "wg": [18, 19], "azimuth": [18, 19], "54032": [18, 19], "def": [18, 19], "sign_diff": 18, "return": [18, 19], "split_coord": 18, "xs_": 18, "enumer": 18, "compon": 18, "g_mask": 18, "comp": 18, "get_lin": 18, "n_compon": [18, 19], "geom": 18, "elif": 18, "54464": 18, "idx": [18, 19], "iterrow": [18, 19], "54464it": 18, "16it": 18, "distances_process": 18, "distances_filt": 18, "isna": [18, 19], "value_count": [18, 19, 20], "52753": 18, "1705": 18, "segment": 18, "long": 18, "land": [18, 21], "ne": 18, "ne_50m_land": 18, "proj": 18, "proj_create_from_databas": 18, "home": 18, "conda": 18, "fail": 18, "land_geom": 18, "unary_union": 18, "get_intersect_pct": 18, "length_land": 18, "land_intersect": [18, 19], "54458": 18, "061974": 18, "std": 18, "197872": 18, "000110": 18, "008023": 18, "float64": 18, "2597": 18, "intersect_thresh": 18, "length_thresh": 18, "median": 18, "distances2": 18, "ipykernel_394997": 18, "3263271145": 18, "userwarn": 18, "incorrect": 18, "befor": 18, "53293": 18, "fig": [18, 19], "ax": [18, 19], "subplot": 18, "figsiz": [18, 19, 22], "linewidth": [18, 22], "off": 18, "73408508695817": 18, "2372267536647": 18, "9315025035": 18, "9357858335": 18, "edges_and_nodes_gdf_to_graph": 18, "nodes_df": 18, "edges_df": 18, "node_tag": 18, "u_tag": 18, "v_tag": 18, "geometry_tag": 18, "largest_g": 18, "discard_node_col": 18, "add_missing_reflected_edg": 18, "oneway_tag": 18, "g_sea_rout": [18, 19], "node": [18, 19], "edg": [18, 19], "gpickl": [18, 19], "dump": 18, "highest_protocol": 18, "plot_graph": [18, 19], "node_s": [18, 19], "edge_linewidth": [18, 19], "geopi": 19, "boto3": 19, "pandarallel": 19, "progress_bar": 19, "nb_worker": 19, "run": 19, "worker": 19, "transfer": 19, "s3_client": 19, "client": 19, "list_objects_v2": 19, "bucket": 19, "prefix": 19, "s3_file": 19, "obj": 19, "portcalls_gdf_2023_01": 19, "portcalls_gdf_2023_02": 19, "portcalls_gdf_2023_03": 19, "portcalls_gdf_2023_04": 19, "portcalls_gdf_2023_05": 19, "portcalls_gdf_2023_06": 19, "portcalls_gdf_2023_10": 19, "portcalls_gdf_2023_11": 19, "portcalls_gdf_2023_12": 19, "portcalls_gdf_2023_7": 19, "portcalls_gdf_2023_8": 19, "portcalls_gdf_2023_9": 19, "portcalls_gdf_2024_1": 19, "portcalls_gdf_2024_2": 19, "portcalls_gdf_2024_3": 19, "733973": 19, "754343": 19, "870976": 19, "843526": 19, "887066": 19, "899082": 19, "934011": 19, "929877": 19, "921107": 19, "932575": 19, "867774": 19, "884053": 19, "864070": 19, "678337": 19, "757018": 19, "df_all": 19, "12757788": 19, "del": 19, "prev_departure_dt_pos_utc": 19, "time_sp": 19, "time_travel": [19, 20], "to_timedelta": 19, "days_spent": 19, "days_travel": 19, "convert": 19, "total_second": 19, "3600": 19, "unique_id": [19, 20], "prev_geometri": 19, "prev_countri": [19, 20], "notnul": 19, "days_threshold": 19, "reduc": [19, 21], "11123620": 19, "8719082022682929": 19, "calc_geodesic_dist": 19, "prev_coord": 19, "next_coord": 19, "km": [19, 21], "travel_dist": 19, "parallel_appli": 19, "time_threshold": 19, "distance_threshold": 19, "greater": [19, 21], "df2": [19, 20], "10586290": 19, "portcalls_v2": 19, "rb": 19, "filepath": 19, "png": [19, 22], "savefig": [19, 22], "df_snap": 19, "pandana_snap_c": 19, "source_cr": 19, "target_cr": 19, "add_dist_to_node_col": 19, "nn": 19, "end_id": 19, "nn_dist": 19, "end_port_dist": 19, "08364": 19, "43863": 19, "36273": 19, "20349": 19, "08392": 19, "43855": 19, "94167": 19, "38167": 19, "81155": 19, "34228": 19, "10586285": 19, "98333": 19, "22667": 19, "10586286": 19, "14202": 19, "03942": 19, "10586287": 19, "14351": 19, "82691": 19, "10586288": 19, "22170": 19, "92133": 19, "10586289": 19, "71500": 19, "92333": 19, "start_id": 19, "start_port_dist": 19, "df3": [19, 20], "7980418": 19, "graph_to_gdf": 19, "v": 19, "460": 19, "638148": 19, "7083": 19, "49139": 19, "67484": 19, "47907": 19, "1948666": 19, "372": 19, "753814": 19, "2814": 19, "44465": 19, "1950240": 19, "362": 19, "893147": 19, "7074": 19, "44249": 19, "2872419": 19, "357": 19, "698743": 19, "7069": 19, "45370": 19, "1907240": 19, "518": 19, "318929": 19, "428571": 19, "df4": 19, "check_rout": 19, "find_rout": 19, "4096783": 19, "3883635": 19, "to_parquet": 19, "portcalls_v3": 19, "df_found": 19, "df_search": 19, "38095": 19, "1940": 19, "32715": 19, "40278": 19, "703167": 19, "10030": 19, "106970": 19, "200000": 19, "000181": 19, "38096": 19, "1806381": 19, "13940": 19, "290558": 19, "800000": 19, "002746": 19, "38093": 19, "1973": 19, "1121874": 19, "7091": 19, "474099": 19, "100000": 19, "000337": 19, "38088": 19, "1975": 19, "2274155": 19, "14513": 19, "972521": 19, "666667": 19, "38087": 19, "120059": 19, "20701": 19, "123726": 19, "333333": 19, "get_dist": 19, "multiprocess": 19, "cpu_count": 19, "minut": 19, "cpu": 19, "shortest_path": 19, "1min": 19, "wall": 19, "19min": 19, "2815": 19, "2073": 19, "3945": 19, "utils_graph": 19, "route_to_gdf": 19, "get_distance_graph": 19, "route_dist": 19, "298760": 19, "3798023": 19, "07292551253019748": 19, "int": [19, 22], "df_new": 19, "portcalls_v4": 19, "group_col": [19, 20], "data_col": [19, 20], "9625633644753947": 19, "22067641068425237": 19, "1761090": [19, 20], "portcalls_v5": [19, 20], "895": 19, "950": 19, "456357": 19, "port_calls_agg_v3": 19, "datetim": 20, "g_sea_routes_edg": 20, "g_sea_routes_edges_sampl": 20, "df_sel": 20, "unique_vessels_red_sea": 20, "unique_vessel": 20, "1230031095391257": 20, "1564102395245071": 20, "types_sel": 20, "1481514963022742": 20, "short": 20, "trip": 20, "df_cape": 20, "df_bab": 20, "df_agg_cap": 20, "df_agg_bab": 20, "nautic": 20, "travel": 20, "monthli": [20, 21], "df_agg_od": 20, "No": [20, 21], "previou": [20, 21], "hr": [20, 21], "count_rout": 20, "angola": [20, 21], "luanda": [20, 21], "338": [20, 21], "479167": 20, "4844": [20, 21], "855522": 20, "argentina": [20, 21], "campana": [20, 21], "1284": [20, 21], "538333": 20, "7704": [20, 21], "478373": 20, "puerto": [20, 21], "ingeniero": [20, 21], "white": [20, 21], "671389": 20, "4088": [20, 21], "880729": 20, "rosario": [20, 21], "2431": [20, 21], "078889": 20, "23643": [20, 21], "129837": 20, "san": [20, 21], "nicola": [20, 21], "915": [20, 21], "360000": 20, "7837": [20, 21], "098024": 20, "479": [20, 21], "671": [20, 21], "df_baselin": 20, "time_travel_ref": 20, "distance_ref": 20, "df_crisi": 20, "distance_pct": 20, "time_pct": 20, "sep": 20, "p5": 20, "df_crisis_sel": 20, "datetime64": 20, "year_month": 20, "pct_tabl": 20, "cargo_t": 20, "tanker_t": 20, "ipykernel_25684": 20, "1012980847": 20, "sdd": 20, "nad": 20, "seea": 20, "dsd_maritime_transport": 20, "df_maritime_transport": 20, "emiss": 20, "all_vessel": 20, "3072": 20, "drop_area": 20, "w_o": 20, "ref_area": 20, "time_period": 20, "obs_valu": 20, "ago": 20, "alb": 20, "arg": 20, "atg": 20, "vir": 20, "vnm": 20, "vut": 20, "wsm": 20, "zaf": 20, "1d91c0": 20, "tonn": 20, "co2": 20, "experiment": 20, "attempt": 21, "greenhous": 21, "ga": 21, "embark": 21, "longer": 21, "fuel": 21, "consumpt": 21, "higher": 21, "speed": 21, "hereaft": 21, "messag": 21, "averag": 21, "factor": 21, "solv": 21, "issu": 21, "referenc": 21, "monetari": 21, "fund": 21, "cerdeiro": 21, "et": 21, "ckomaromils20": 21, "verschuur": [21, 22, 23], "vkh21b": 21, "vkh21a": 21, "manual": 21, "consecut": 21, "cherryl": 21, "chico": 21, "asian": 21, "ban23": 21, "task": 21, "departur": 21, "757": 21, "788": 21, "intra": 21, "don": 21, "t": 21, "exact": 21, "strategi": 21, "Their": 21, "releas": 21, "creativ": 21, "2016": 21, "forest": 21, "classifi": 21, "nois": 21, "anchor": 21, "loiter": 21, "harbor": 21, "Then": 21, "cluster": 21, "best": 21, "edit": 21, "real": 21, "penalti": 21, "erp": 21, "algorithm": 21, "properli": 21, "realist": 21, "clean": 21, "journei": 21, "maximum": 21, "minimum": 21, "761": 21, "090": 21, "closest": 21, "those": 21, "615": 21, "shortest": 21, "ijmuiden": 21, "netherland": 21, "phuket": 21, "thailand": [21, 22], "full": 21, "proxi": 21, "sharp": 21, "promin": 21, "pre": 21, "septemb": 21, "rais": 21, "rough": 21, "emit": 21, "formula": 21, "ipcc": 21, "gross": 21, "tonnag": 21, "fourth": 21, "guidelin": 21, "ghg": 21, "beyond": 21, "scope": 21, "remain": 21, "constant": 21, "despit": 21, "alloc": 21, "resid": 21, "compani": 21, "territori": 21, "websit": 21, "assum": [21, 22, 23], "linear": [21, 22, 23], "omit": 21, "influenc": 21, "amount": [21, 22, 23], "consum": 21, "engin": 21, "power": 21, "guess": 21, "assumpt": 21, "navig": 21, "restrict": 21, "methodolog": 21, "framework": 21, "unlock": 21, "supplement": 21, "pacif": 21, "doi": 21, "22617": 21, "fls230401": 21, "diego": 21, "\u00e1": 21, "kom": 21, "romi": 21, "liu": 21, "mamoon": 21, "saeed": 21, "seaborn": 21, "proof": 21, "concept": 21, "nowcast": 21, "scratch": 21, "paper": [21, 22, 23], "jasper": 21, "elco": 21, "kok": [21, 22, 23], "jim": 21, "hall": [21, 22, 23], "covid": 21, "lockdown": 21, "stand": 21, "plo": 21, "e0248818": 21, "april": 21, "pandem": 21, "natur": 21, "behaviour": 21, "307": 21, "1038": 21, "s41562": 21, "021": 21, "01060": 21, "portal": [22, 23], "similul": [22, 23], "draw": [22, 23], "layer": [22, 23], "connect": [22, 23], "satellit": [22, 23], "construct": [22, 23], "face": [22, 23], "delai": [22, 23], "outgo": [22, 23], "model": [22, 23], "lost": [22, 23], "j": [22, 23], "climat": [22, 23], "nat": [22, 23], "clim": [22, 23], "804": [22, 23], "806": [22, 23], "download": 22, "spill": 22, "to_countri": 22, "df_filter": 22, "from_countri": 22, "daily_capacity_at_risk": 22, "top_ten_countri": 22, "nlargest": 22, "lieu": 22, "scientif": 22, "notat": 22, "new_tabl": 22, "daily_capacity_at_risk_90_days_disrupt": 22, "descend": 22, "sorted_t": 22, "adjust": 22, "skyblu": 22, "ylabel": 22, "xlabel": 22, "xtick": 22, "gca": 22, "get_yaxi": 22, "set_major_formatt": 22, "funcformatt": 22, "grai": 22, "grid": 22, "grei": 22, "linestyl": 22, "accompani": 22, "clariti": 22, "12643": 22, "487558": 22, "1137914": 22, "11860": 22, "796300": 22, "1067472": 22, "arab": [22, 23], "emir": [22, 23], "3855": 22, "990247": 22, "347039": 22, "t\u00fcrkiy": [22, 23], "3282": 22, "348785": 22, "295411": 22, "1509": 22, "575073": 22, "135862": 22, "russian": [22, 23], "feder": [22, 23], "1303": 22, "949299": 22, "117355": 22, "oman": [22, 23], "1076": 22, "202858": 22, "96858": 22, "ukrain": [22, 23], "998": [22, 23], "247991": 22, "89842": 22, "837": [22, 23], "215334": 22, "75349": 22, "malaysia": [22, 23], "501202": 22, "65745": 22, "data_df": 22, "country_data": 22, "industri": [22, 23], "total_industry_data": 22, "daily_export_value_at_risk": 22, "daily_import_value_at_risk": 22, "top_ten_export": 22, "at_risk_daily_export_value_90x": 22, "1e6": 22, "dollar": 22, "tight_layout": 22, "392650e": 22, "382254e": 22, "253385e": 22, "073514e": 22, "136940e": 22, "661629e": 22, "543018e": 22, "353540e": 22, "188716e": 22, "singapor": 22, "765200e": 22, "802792e": 22, "588680e": 22, "427114e": 22, "464506e": 22, "284402e": 22, "243433e": 22, "370501e": 22, "119089e": 22, "india": 22, "906518e": 22, "832184e": 22, "915866e": 22, "772177e": 22, "964594e": 22, "894959e": 22, "kuwait": 22, "466021e": 22, "853408e": 22, "819419e": 22, "703336e": 22, "448601e": 22, "233002e": 22, "total_export_to_all_countri": 22, "total_export_value_to_al": 22, "top_ten_exporters_with_tot": 22, "portion_of_total_export_to_countri": 22, "sorted_by_portion_to_yemen": 22, "top_ten_countries_by_portion_to_countri": 22, "top_ten_countries_by_portion_to_yemen": 22, "portion": 22, "387392e": 22, "010459": 22, "310762e": 22, "001062": 22, "819159e": 22, "000684": 22, "235327e": 22, "000523": 22, "855455e": 22, "000109": 22, "569800e": 22, "000091": 22, "380379e": 22, "000072": 22, "328998e": 22, "000066": 22, "547186e": 22, "000055": 22, "315688e": 22, "000041": 22, "ticker": 22, "percentformatt": 22, "yaxi": 22, "indirect": 23, "suppli": 23, "chain": 23, "closur": 23, "mesur": 23, "second": 23, "top": 23, "ten": 23, "whose": 23, "highest": 23, "With": 23, "step": 23, "bar": 23, "643": 23, "914": 23, "861": 23, "067": 23, "472": 23, "856": 23, "347": 23, "039": 23, "282": 23, "295": 23, "411": 23, "510": 23, "862": 23, "117": 23, "355": 23, "076": 23, "858": 23, "349": 23, "731": 23, "745": 23, "4351": 23}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"bug": 0, "report": 0, "descript": [0, 9], "reproduc": 0, "step": [0, 21], "screenshot": 0, "error": 0, "messag": 0, "applic": 0, "environ": 0, "addit": 0, "context": 0, "possibl": 0, "fix": 0, "monitor": [2, 7, 9, 15], "red": [2, 10, 20], "sea": [2, 10, 18, 19, 20, 21], "ship": [2, 11, 12], "crisi": 2, "assign": 2, "data": [2, 3, 4, 5, 6, 7, 8, 9, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23], "reusabl": [2, 6], "scienc": [2, 6], "product": [2, 6], "insight": [2, 6, 10], "indic": [2, 6], "licens": 2, "introduct": 3, "good": [3, 5], "how": 3, "ar": 3, "manag": 3, "team": 5, "acknowedg": 5, "maritim": 7, "choke": [7, 8], "point": [7, 8, 14], "trend": [7, 9, 15], "ai": [7, 8, 17, 19], "statist": [7, 8, 15, 16], "methodologi": [7, 14, 15, 22, 23], "refer": [7, 8, 15, 16, 20, 21, 23], "period": [7, 8, 15, 16, 20], "percentag": [7, 15, 21, 22], "chang": [7, 8, 15, 16, 20, 21], "summari": [7, 8, 15, 16, 21], "daili": [7, 8], "averag": [7, 8, 15, 16], "valu": [7, 8, 16, 22, 23], "time": [7, 8, 15, 16, 19, 21], "from": [7, 8, 14, 15, 16, 19, 20, 21, 22], "baselin": [7, 8, 15, 16, 20, 21], "implement": [7, 15, 23], "notebook": [8, 16], "setup": [8, 16, 17, 19, 20], "locat": [8, 9, 10], "map": [8, 16], "analysi": [8, 10, 16, 20], "smoothen": 8, "figur": 8, "transit": 8, "call": [8, 15, 21], "kei": 8, "area": [8, 14], "histor": [8, 16], "calcul": [8, 16, 19, 20, 21], "rel": 8, "tabl": [8, 16, 20], "conflict": [9, 10, 12], "arm": [9, 10], "event": [9, 10], "databas": [9, 14], "access": 9, "other": 9, "dataset": [9, 18, 19, 22], "explor": 9, "visual": 10, "fatal": 10, "between": 10, "januari": 10, "1st": 10, "2023": 10, "april": 10, "9th": 10, "2024": 10, "port": [10, 15, 16, 17, 21, 22, 23], "interest": [10, 14, 22], "region": 10, "weekli": [10, 15, 16], "south": 10, "exclud": 10, "protest": 10, "observ": 10, "limit": [10, 14, 21], "freight": 11, "rate": 11, "econom": [13, 14], "impact": [13, 22], "tourism": 13, "avail": 13, "statement": 13, "result": [13, 14], "estim": [14, 21, 22, 23], "activ": 14, "through": 14, "visit": 14, "us": 14, "mobil": 14, "By": 14, "administr": 14, "divis": 14, "openstreetmap": 14, "trade": [15, 16], "chart": [15, 16, 21, 22], "djibouti": 15, "egypt": 15, "jordan": 15, "saudi": 15, "arabia": 15, "yemen": 15, "monthli": [15, 16], "absolut": [15, 16], "differ": [15, 16], "convert": [16, 18, 21], "plot": [16, 18], "volum": 16, "resampl": 16, "parad": 16, "diff": 16, "extract": [17, 21], "boundari": 17, "add": 17, "chokepoint": 17, "rout": [18, 19, 21], "load": [18, 19], "merg": [18, 21], "geometri": 18, "clean": 18, "rotu": 18, "graph": [18, 19], "network": 18, "process": 19, "read": [19, 22], "travel": [19, 21], "remov": [19, 21], "fals": [19, 21], "posit": [19, 21], "snap": 19, "check": 19, "i": [19, 22, 23], "alreadi": 19, "distanc": 19, "reload": 19, "get": [19, 20], "exist": 19, "filter": [19, 22], "aggreg": [19, 21, 22], "vessel": [20, 21], "cross": 20, "oecd": [20, 21], "co2": 21, "emiss": 21, "1": 21, "2": 21, "3": 21, "trip": 21, "4": 21, "percent": [21, 22], "cargo": 21, "tanker": 21, "global": [21, 22], "spillov": [22, 23], "import": 22, "librari": 22, "part": 22, "At": [22, 23], "risk": [22, 23], "capac": [22, 23], "disrupt": [22, 23], "metric": [22, 23], "ton": [22, 23], "countri": [22, 23], "downlad": 22, "select": 22, "top": 22, "ten": 22, "summat": 22, "all": 22, "each": 22, "gener": 22, "bar": 22, "export": [22, 23], "dure": 22, "90": 22, "dai": 22, "ani": 22, "ii": 22, "usd": [22, 23], "identifi": 22, "term": 22, "total": 22, "due": 22, "what": 23}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 57}, "alltitles": {"Bug Report": [[0, "bug-report"]], "Description": [[0, "description"]], "Reproducibility": [[0, "reproducibility"]], "Steps to Reproduce": [[0, "steps-to-reproduce"]], "Screenshots / Error Messages (if applicable)": [[0, "screenshots-error-messages-if-applicable"]], "Environment": [[0, "environment"]], "Additional Context": [[0, "additional-context"]], "Possible Fix": [[0, "possible-fix"]], "Monitoring the Red Sea Shipping Crisis": [[2, "monitoring-the-red-sea-shipping-crisis"]], "Assignment": [[2, "assignment"]], "Data": [[2, "data"], [4, "data"], [7, "data"], [8, "data"], [13, "data"], [14, "data"], [15, "data"], [16, "data"], [22, "data"], [23, "data"]], "Reusable Data Science Products": [[2, "reusable-data-science-products"], [6, "reusable-data-science-products"]], "Insights and Indicators": [[2, "insights-and-indicators"], [6, "insights-and-indicators"]], "License": [[2, "license"]], "Introduction to Data Goods": [[3, "introduction-to-data-goods"]], "How Data Goods are Managed": [[3, "how-data-goods-are-managed"]], "Data Goods Team and Acknowedgements": [[5, "data-goods-team-and-acknowedgements"]], "Maritime Choke Point Trends Monitor": [[7, "maritime-choke-point-trends-monitor"]], "AIS Statistics": [[7, "ais-statistics"]], "Methodology": [[7, "methodology"], [14, "methodology"], [15, "methodology"], [22, "methodology"], [23, "methodology"]], "Reference Period": [[7, "reference-period"], [15, "reference-period"]], "Percentage Change": [[7, "percentage-change"]], "Summary Statistics": [[7, "summary-statistics"], [8, "summary-statistics"], [15, "summary-statistics"], [16, "summary-statistics"]], "Daily Average Values by Time Period": [[7, "daily-average-values-by-time-period"]], "Daily Average Values by Time Period, % Change from Baseline": [[7, "daily-average-values-by-time-period-change-from-baseline"]], "Implementation": [[7, "implementation"], [15, "implementation"], [23, "implementation"]], "Choke Point Notebook": [[8, "choke-point-notebook"]], "Setup": [[8, "setup"], [16, "setup"], [17, "setup"], [19, "setup"], [20, "setup"]], "Locations": [[8, "locations"]], "Map of Choke Points": [[8, "map-of-choke-points"]], "AIS Data": [[8, "ais-data"], [17, "ais-data"]], "Data Analysis": [[8, "data-analysis"], [16, "data-analysis"], [20, "data-analysis"]], "Data Smoothening": [[8, "data-smoothening"]], "Figure: AIS Transit Calls in Key Areas, Historical": [[8, "figure-ais-transit-calls-in-key-areas-historical"]], "Calculate Reference Values": [[8, "calculate-reference-values"], [16, "calculate-reference-values"]], "Figure: AIS Transit Calls in Key Areas": [[8, "figure-ais-transit-calls-in-key-areas"]], "Figure: AIS Transit Calls Relative to Historical Average": [[8, "figure-ais-transit-calls-relative-to-historical-average"]], "Figure: AIS Transit Calls % Change from Historical Average": [[8, "figure-ais-transit-calls-change-from-historical-average"]], "Table: Daily Average Values by Time Period": [[8, "table-daily-average-values-by-time-period"]], "Table: Daily Average Values by Time Period, % Change from Baseline": [[8, "table-daily-average-values-by-time-period-change-from-baseline"]], "Conflict Location and Trends Monitor": [[9, "conflict-location-and-trends-monitor"]], "Data Description": [[9, "data-description"]], "Armed Conflict Location Event Database": [[9, "armed-conflict-location-event-database"]], "Data Access": [[9, "data-access"]], "Other Datasets Explored": [[9, "other-datasets-explored"]], "Armed Conflict Location Event Analysis": [[10, "armed-conflict-location-event-analysis"]], "Insights": [[10, "insights"]], "Visualizing conflict fatalities between January 1st 2023 and April 9th 2024": [[10, "visualizing-conflict-fatalities-between-january-1st-2023-and-april-9th-2024"]], "Ports of Interest in the Red Sea Region": [[10, "ports-of-interest-in-the-red-sea-region"]], "Weekly Conflict Events in the South Red Sea Region (excluding protests)": [[10, "weekly-conflict-events-in-the-south-red-sea-region-excluding-protests"]], "Observations and Limitations": [[10, "observations-and-limitations"]], "Shipping and Freight Rate": [[11, "shipping-and-freight-rate"]], "Shipping and Conflict": [[12, "shipping-and-conflict"]], "Economic Impacts on Tourism": [[13, "economic-impacts-on-tourism"]], "Data Availability Statement": [[13, "data-availability-statement"]], "Results": [[13, "results"], [14, "results"]], "Estimating Activity Through Point of Interest Visits Using Mobility Data": [[14, "estimating-activity-through-point-of-interest-visits-using-mobility-data"]], "Area of Interest": [[14, "area-of-interest"]], "Points of Interest": [[14, "points-of-interest"]], "Mobility Data": [[14, "mobility-data"]], "By administrative divisions": [[14, "by-administrative-divisions"]], "Limitations": [[14, "limitations"], [21, "limitations"]], "Limitations of using mobility data to estimate economic activity": [[14, "limitations-of-using-mobility-data-to-estimate-economic-activity"]], "Limitations of using points of interest database from OpenStreetMap": [[14, "limitations-of-using-points-of-interest-database-from-openstreetmap"]], "Port Call Trends Monitor": [[15, "port-call-trends-monitor"]], "Weekly Trade Charts": [[15, "weekly-trade-charts"]], "Djibouti": [[15, "djibouti"], [15, "id1"]], "Egypt": [[15, "egypt"], [15, "id2"]], "Jordan": [[15, "jordan"], [15, "id3"]], "Saudi Arabia": [[15, "saudi-arabia"], [15, "id4"]], "Yemen": [[15, "yemen"], [15, "id5"]], "Monthly Averages by Time Period": [[15, "monthly-averages-by-time-period"]], "Monthly Averages by Time Period, % Change from Baseline": [[15, "monthly-averages-by-time-period-change-from-baseline"]], "Summary Charts": [[15, "summary-charts"], [21, "summary-charts"]], "Absolute Difference from Baseline": [[15, "absolute-difference-from-baseline"]], "Percentage Change from Baseline": [[15, "percentage-change-from-baseline"], [21, "percentage-change-from-baseline"]], "Ports Notebook": [[16, "ports-notebook"]], "Ports": [[16, "ports"]], "Map of Ports": [[16, "map-of-ports"]], "Trade Data": [[16, "trade-data"]], "Convert to Weekly": [[16, "convert-to-weekly"]], "Plot Weekly Trade Volume": [[16, "plot-weekly-trade-volume"]], "Resample to Monthly": [[16, "resample-to-monthly"]], "Plot Monthly Trade Volume and Historical Average": [[16, "plot-monthly-trade-volume-and-historical-average"]], "Table: Monthly Average Values by Time Period": [[16, "table-monthly-average-values-by-time-period"]], "Table: Monthly Average Values by Time Period, % Change from Baseline": [[16, "table-monthly-average-values-by-time-period-change-from-baseline"]], "Parade Chart: Absolute Differences": [[16, "parade-chart-absolute-differences"]], "Parade Chart % Diff": [[16, "parade-chart-diff"]], "Data Extraction": [[17, "data-extraction"]], "Port Boundaries": [[17, "port-boundaries"]], "Add Chokepoints": [[17, "add-chokepoints"]], "Sea Routes": [[18, "sea-routes"]], "Load Datasets": [[18, "load-datasets"]], "Merge Routes with Geometry": [[18, "merge-routes-with-geometry"]], "Clean Geometries": [[18, "clean-geometries"]], "Clean Rotues": [[18, "clean-rotues"]], "Plot Routes": [[18, "plot-routes"]], "Convert to Graph Network": [[18, "convert-to-graph-network"]], "Process AIS Dataset": [[19, "process-ais-dataset"]], "Read Data": [[19, "read-data"]], "Data Processing": [[19, "data-processing"]], "Calculate Travel Time": [[19, "calculate-travel-time"], [21, "calculate-travel-time"]], "Remove False Positives": [[19, "remove-false-positives"], [21, "remove-false-positives"]], "Load Sea Routes Graph": [[19, "load-sea-routes-graph"]], "Snap to Graph": [[19, "snap-to-graph"]], "Check if route is already in distances": [[19, "check-if-route-is-already-in-distances"]], "Reload": [[19, "reload"]], "Routing": [[19, "routing"]], "Get Distance From Existing Routes": [[19, "get-distance-from-existing-routes"]], "Get Distance from Graph Routing": [[19, "get-distance-from-graph-routing"]], "Filter and Aggregate": [[19, "filter-and-aggregate"]], "Get Vessels that crossed Red Sea in Reference Period": [[20, "get-vessels-that-crossed-red-sea-in-reference-period"]], "Data Table": [[20, "data-table"]], "Calculate % Change from Baseline": [[20, "calculate-change-from-baseline"]], "OECD Data": [[20, "oecd-data"]], "CO2 Emissions Estimation": [[21, "co2-emissions-estimation"]], "1. Data Extraction": [[21, "data-extraction"]], "2. Sea Routes": [[21, "sea-routes"]], "3. Convert Port Calls to Trips": [[21, "convert-port-calls-to-trips"]], "Merge Sea Route from Step 2": [[21, "merge-sea-route-from-step-2"]], "4. Aggregation and Percent Change Calculation": [[21, "aggregation-and-percent-change-calculation"]], "Cargo Vessels": [[21, "cargo-vessels"]], "Tanker Vessels": [[21, "tanker-vessels"]], "Global Emissions (OECD) Data": [[21, "global-emissions-oecd-data"]], "References": [[21, "references"], [23, "references"]], "Global Port Spillover Estimator": [[22, "global-port-spillover-estimator"]], "Import Libraries": [[22, "import-libraries"]], "Part I: Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[22, "part-i-estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Read in Downladed Dataset and Select Country of Interest": [[22, "read-in-downladed-dataset-and-select-country-of-interest"], [22, "id1"]], "Filter Data for Top Ten Impacted Countries (Summation of All Port Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-port-data-for-each-country"]], "Generate Bar Chart": [[22, "generate-bar-chart"], [22, "id2"], [22, "id3"]], "Aggregated by Country, Export Capacity at Risk during a 90-Day Disruption of Any Port in a Selected Country (Metric Tons)": [[22, "aggregated-by-country-export-capacity-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-metric-tons"]], "Part II: Estimating Aggregated At-Risk Export Value by Country from Any Port Disruption in a Selected Country (USD)": [[22, "part-ii-estimating-aggregated-at-risk-export-value-by-country-from-any-port-disruption-in-a-selected-country-usd"]], "Filter Data for Top Ten Impacted Countries (Summation of All Ports Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-ports-data-for-each-country"]], "Aggregated by Country, Export Value at Risk during a 90-Day Disruption of Any Port in a Selected Country (USD)": [[22, "aggregated-by-country-export-value-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-usd"]], "Identify Top Ten Countries in Terms of Impacted Percentage of Total Exports by a Port Disruption": [[22, "identify-top-ten-countries-in-terms-of-impacted-percentage-of-total-exports-by-a-port-disruption"]], "Aggregated by Country, Export Value at Risk due to Disruption of Any Port in a Selected Country (Percent of Total Export Value)": [[22, "aggregated-by-country-export-value-at-risk-due-to-disruption-of-any-port-in-a-selected-country-percent-of-total-export-value"]], "Port Disruption Spillover Estimates": [[23, "port-disruption-spillover-estimates"]], "What is Spillover?": [[23, "what-is-spillover"]], "Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[23, "estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Estimating At-Risk Export Value of a Port Disruption (USD) by Country": [[23, "estimating-at-risk-export-value-of-a-port-disruption-usd-by-country"]]}, "indexentries": {}}) \ No newline at end of file