SYMBOL INDEX (40 symbols across 33 files)

FILE: examples/api_server.py
  function vwap (line 7) | def vwap():

FILE: flowpylib/analysis/bonds/bond_metrics.py
  function calculate_duration (line 1) | def calculate_duration(cash_flows, yield_to_maturity):

FILE: flowpylib/analysis/commodities/commodity_metrics.py
  function calculate_basis (line 1) | def calculate_basis(spot_price, futures_price):

FILE: flowpylib/analysis/crypto/crypto_metrics.py
  function calculate_volatility (line 3) | def calculate_volatility(prices, window):

FILE: flowpylib/analysis/crypto/defi_tools.py
  function analyze_smart_contract (line 3) | def analyze_smart_contract(contract_address, abi):

FILE: flowpylib/analysis/equities/equity_metrics.py
  function calculate_beta (line 3) | def calculate_beta(asset_returns, market_returns):

FILE: flowpylib/analysis/fx/fx_metrics.py
  function calculate_fx_spread (line 1) | def calculate_fx_spread(bid, ask):

FILE: flowpylib/analysis/general/impact.py
  function calculate_slippage (line 1) | def calculate_slippage(expected_price, actual_price):
  function calculate_market_impact (line 4) | def calculate_market_impact(initial_price, final_price, volume):

FILE: flowpylib/analysis/general/metrics.py
  function calculate_vwap (line 1) | def calculate_vwap(prices, volumes):

FILE: flowpylib/analysis/geospatial/geospatial.py
  function plot_geospatial_data (line 4) | def plot_geospatial_data(geodata, attribute):

FILE: flowpylib/analysis/real_estate/real_estate_metrics.py
  function calculate_cap_rate (line 1) | def calculate_cap_rate(net_operating_income, property_value):

FILE: flowpylib/analysis/sentiment/sentiment_analysis.py
  function analyze_sentiment (line 4) | def analyze_sentiment(text):
  function sentiment_trend_over_time (line 8) | def sentiment_trend_over_time(texts):

FILE: flowpylib/data/api_integration.py
  function fetch_real_time_data (line 3) | def fetch_real_time_data(api_url, params):
  function analyze_social_media_sentiment (line 7) | def analyze_social_media_sentiment(api_url, params):

FILE: flowpylib/data/loaders/arctic_loader.py
  function load_arctic_data (line 4) | def load_arctic_data(host, library, symbol):

FILE: flowpylib/data/loaders/csv_loader.py
  function load_csv_data (line 3) | def load_csv_data(file_path):

FILE: flowpylib/data/loaders/kdb_loader.py
  function load_kdb_data (line 4) | def load_kdb_data(host, port, query):

FILE: flowpylib/data/loaders/mysql_loader.py
  function load_mysql_data (line 4) | def load_mysql_data(host, user, password, database, query):

FILE: flowpylib/data/loaders/oracle_loader.py
  function load_oracle_data (line 4) | def load_oracle_data(dsn, user, password, query):

FILE: flowpylib/data/loaders/pgsql_loader.py
  function load_pgsql_data (line 4) | def load_pgsql_data(host, database, user, password, query):

FILE: flowpylib/data/loaders/sqlserver_loader.py
  function load_sqlserver_data (line 4) | def load_sqlserver_data(server, database, user, password, query):

FILE: flowpylib/ml/models.py
  function train_forecast_model (line 5) | def train_forecast_model(data, target_column):

FILE: flowpylib/portfolio/optimization.py
  function calculate_portfolio_variance (line 3) | def calculate_portfolio_variance(weights, cov_matrix):
  function optimize_portfolio (line 6) | def optimize_portfolio(returns, cov_matrix, risk_tolerance):

FILE: flowpylib/risk/compliance.py
  function calculate_var (line 3) | def calculate_var(returns, confidence_level=0.95):
  function compliance_check (line 8) | def compliance_check(transaction_data):

FILE: flowpylib/visualization/3d_visuals.py
  function plot_3d_surface (line 3) | def plot_3d_surface(data):

FILE: flowpylib/visualization/bokeh_visuals.py
  function plot_bokeh_dashboard (line 4) | def plot_bokeh_dashboard(data):

FILE: flowpylib/visualization/plotly_visuals.py
  function plot_interactive_candlestick (line 3) | def plot_interactive_candlestick(data):

FILE: flowpylib/visualization/plotter.py
  function plot_candlestick (line 3) | def plot_candlestick(data):

FILE: test/test_analysis.py
  function test_calculate_vwap (line 4) | def test_calculate_vwap():

FILE: test/test_data_loaders.py
  function test_load_csv_data (line 4) | def test_load_csv_data():

FILE: test/test_ml.py
  function test_train_forecast_model (line 5) | def test_train_forecast_model():

FILE: test/test_portfolio.py
  function test_calculate_portfolio_variance (line 5) | def test_calculate_portfolio_variance():
  function test_optimize_portfolio (line 16) | def test_optimize_portfolio():

FILE: test/test_risk.py
  function test_calculate_var (line 5) | def test_calculate_var():
  function test_compliance_check (line 14) | def test_compliance_check():

FILE: test/test_visualization.py
  function test_plot_candlestick (line 5) | def test_plot_candlestick():