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πŸš€ Deploy TIPM v1.5 - Professional Economic Intelligence Platform
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"""
TIPM v1.5 Layer Configurations
Authoritative data sources and category definitions
"""
from dataclasses import dataclass, field
from typing import List, Optional
@dataclass
class TradeFlowConfig:
"""Configuration for Trade Flow Layer"""
network_threshold: float = 0.1
max_nodes: int = 1000
centrality_measures: Optional[List[str]] = None
def __post_init__(self):
if self.centrality_measures is None:
self.centrality_measures = ["betweenness", "closeness", "degree"]
@dataclass
class IndustryResponseConfig:
"""Configuration for Industry Response Layer"""
sectors: Optional[List[str]] = None
response_threshold: float = 0.05
def __post_init__(self):
if self.sectors is None:
self.sectors = ["manufacturing", "services", "agriculture"]
@dataclass
class FirmImpactConfig:
"""Configuration for Firm Impact Layer"""
firm_size_categories: Optional[List[str]] = None
impact_threshold: float = 0.1
def __post_init__(self):
if self.firm_size_categories is None:
self.firm_size_categories = ["small", "medium", "large"]
@dataclass
class ConsumerImpactConfig:
"""Configuration for Consumer Impact Layer"""
price_elasticity: float = -0.5
income_segments: Optional[List[str]] = None
def __post_init__(self):
if self.income_segments is None:
self.income_segments = ["low", "middle", "high"]
@dataclass
class GeopoliticalConfig:
"""Configuration for geopolitical analysis layer"""
model_type: str = "transformer"
max_sequence_length: Optional[int] = 512
num_attention_heads: Optional[int] = 8
hidden_size: Optional[int] = 256
num_layers: Optional[int] = 6
dropout_rate: Optional[float] = 0.1
learning_rate: Optional[float] = 1e-4
batch_size: Optional[int] = 16
max_epochs: Optional[int] = 50
early_stopping_patience: Optional[int] = 5
social_indicators: Optional[List[str]] = None
economic_indicators: Optional[List[str]] = None
political_indicators: Optional[List[str]] = None
def __post_init__(self):
if self.social_indicators is None:
self.social_indicators = [
"unemployment_rate",
"income_inequality",
"social_unrest_index",
]
if self.economic_indicators is None:
self.economic_indicators = ["gdp_growth", "inflation_rate", "trade_balance"]
if self.political_indicators is None:
self.political_indicators = [
"political_stability",
"policy_uncertainty",
"election_cycle",
]
# Additional configuration aliases for compatibility
IndustryConfig = IndustryResponseConfig
FirmConfig = FirmImpactConfig
ConsumerConfig = ConsumerImpactConfig
# Authoritative data sources
OFFICIAL_DATA_SOURCES = {
"trade_data": {
"source": "US Census Bureau Foreign Trade Division",
"api": "https://api.census.gov/data/timeseries/intltrade",
"dataset": "USA Trade Online",
"update_frequency": "Monthly",
"coverage": "All 184 target countries",
},
"tariff_rates": {
"source": "US Trade Representative (USTR)",
"dataset": "Section 301 Investigation Records",
"methodology": "Historical tariff implementation data",
"verification": "Federal Register publications",
},
"economic_indicators": {
"source": "World Bank Open Data",
"api": "https://api.worldbank.org/v2/country",
"indicators": ["NY.GDP.MKTP.CD", "NY.GDP.PCAP.CD", "NE.TRD.GNFS.ZS"],
"update_frequency": "Annual",
},
}
INTERNATIONAL_SOURCES = {
"classification_systems": {
"msci_emerging_markets": "https://www.msci.com/market-classification",
"ftse_russell_classification": "https://www.ftserussell.com/data/country-classification-update",
"oecd_ict_statistics": "https://stats.oecd.org/Index.aspx?DataSetCode=ICTS_R",
"un_comtrade": "https://comtrade.un.org/api/swagger/ui/index",
},
"commodity_data": {
"world_bank_commodities": "https://www.worldbank.org/en/research/commodity-markets",
"usgs_minerals": "https://www.usgs.gov/centers/national-minerals-information-center",
"fao_agricultural": "http://www.fao.org/faostat/en/#data",
},
}
# Category definitions
EMERGING_MARKETS = {
"Argentina",
"Brazil",
"Chile",
"China",
"Colombia",
"Czech Republic",
"Egypt",
"Greece",
"Hungary",
"India",
"Indonesia",
"Kuwait",
"Malaysia",
"Mexico",
"Peru",
"Philippines",
"Poland",
"Qatar",
"Saudi Arabia",
"South Africa",
"South Korea",
"Taiwan",
"Thailand",
"Turkey",
"UAE",
}
TECH_MANUFACTURING_EXPORTERS = {
"China": {"rank": 1, "ict_exports_billion_usd": 890},
"Germany": {"rank": 2, "ict_exports_billion_usd": 142},
"United States": {"rank": 3, "ict_exports_billion_usd": 141},
"South Korea": {"rank": 4, "ict_exports_billion_usd": 129},
"Singapore": {"rank": 5, "ict_exports_billion_usd": 126},
"Taiwan": {"rank": 6, "ict_exports_billion_usd": 125},
"Japan": {"rank": 7, "ict_exports_billion_usd": 118},
"Netherlands": {"rank": 8, "ict_exports_billion_usd": 85},
"Mexico": {"rank": 9, "ict_exports_billion_usd": 78},
"Malaysia": {"rank": 10, "ict_exports_billion_usd": 71},
}
MINING_RESOURCE_EXPORTERS = {
"Australia": {"commodities": ["iron_ore", "coal", "lithium", "bauxite"]},
"Chile": {"commodities": ["copper", "lithium", "molybdenum"]},
"Peru": {"commodities": ["copper", "zinc", "silver", "gold"]},
"Congo_DRC": {"commodities": ["cobalt", "copper", "tantalum"]},
"South_Africa": {"commodities": ["platinum", "gold", "chromium"]},
"Russia": {"commodities": ["palladium", "nickel", "diamond"]},
"Canada": {"commodities": ["potash", "uranium", "nickel"]},
"Brazil": {"commodities": ["iron_ore", "niobium", "bauxite"]},
}
AGRICULTURAL_EXPORTERS = {
"Brazil": {"products": ["soybeans", "coffee", "sugar", "beef"]},
"Argentina": {"products": ["soybeans", "wheat", "beef", "corn"]},
"United_States": {"products": ["soybeans", "corn", "wheat", "pork"]},
"Ukraine": {"products": ["wheat", "corn", "sunflower_oil"]},
"India": {"products": ["rice", "tea", "spices", "cotton"]},
"Thailand": {"products": ["rice", "rubber", "palm_oil"]},
"Indonesia": {"products": ["palm_oil", "rubber", "cocoa"]},
"Vietnam": {"products": ["rice", "coffee", "pepper"]},
}