Cooperative Institute for Meteorological Satellite Studies / University of Wisconsin-Madison Tropical Cyclones AI Rapid Intensification Index   (Reference)     Two at 06/27/25 00 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.1% 0.0% RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------                                           Two at 06/26/25 18 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.1% 0.0% 0.0% RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Two at 06/26/25 12 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.1% 0.0% 0.0% RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/26/25 06 UTC. Intensity = 25 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 0.2% 0.0% 0.0% 0.0% 2.0% 0.4% 7.7% 1.3% 10.5% RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.0% 0.0% 0.0% 0.0% 0.6% 0.1% 2.5% 0.4% 3.5% Linear Discriminant Analysis 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/26/25 00 UTC. Intensity = 25 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 0.2% 0.0% 0.0% 0.0% 0.6% 0.2% 4.7% 0.2% 5.0% RIPA Consensus 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.1% 0.0% 0.0% 0.0% 0.1% 0.0% 1.5% 0.0% 1.6% Linear Discriminant Analysis 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/25/25 18 UTC. Intensity = 25 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.0% 0.3% 0.2% 0.0% 0.0% 0.8% 0.1% 2.3% 0.2% 3.7% RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.2% 0.0% 0.7% 0.0% 1.2% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/25/25 12 UTC. Intensity = 25 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 0.1% 0.0% 0.0% 0.0% 0.4% 0.0% 1.7% 0.2% 5.5% RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.1% 0.0% 0.0% 0.0% 0.1% 0.0% 0.5% 0.0% 1.8% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/25/25 06 UTC. Intensity = 25 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.0% 0.9% 0.4% 0.0% 0.0% 0.1% 0.0% 0.1% 0.0% 0.0% RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.4% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/25/25 00 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 0.3% 0.1% 0.0% 0.0% 0.0% 0.0% 0.1% 0.0% 0.0% RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/24/25 18 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% RIPA Consensus 0.0% 0.1% 0.1% 0.0% 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.0% 0.1% 0.0% 0.0% 0.0% 0.3% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/24/25 12 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.1% 1.8% 0.2% 0.0% 0.0% 0.1% 0.0% 0.2% 0.0% 0.0% RIPA Consensus 0.0% 0.2% 0.1% 0.0% 0.0% 0.4% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.0% 0.7% 0.1% 0.0% 0.0% 0.2% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.1% 0.2% 0.1% 0.0% 0.0% 0.7% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/24/25 06 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.2% 7.9% 0.9% 0.1% 0.2% 0.3% 0.1% 0.3% 0.0% 0.0% RIPA Consensus 0.0% 0.2% 0.1% 0.0% 0.0% 0.5% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.1% 2.8% 0.4% 0.0% 0.0% 0.4% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.1% 0.3% 0.1% 0.0% 0.0% 1.0% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/24/25 00 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.5% 3.2% 0.2% 0.1% 0.1% 0.6% 0.2% 0.5% 0.2% 0.1% RIPA Consensus 0.0% 0.2% 0.1% 0.0% 0.0% 0.4% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.1% 1.2% 0.1% 0.0% 0.0% 0.4% 0.0% 0.1% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.1% 0.2% 0.1% 0.0% 0.0% 0.8% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/23/25 18 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.5% 1.8% 0.1% 0.1% 0.1% 0.5% 0.0% 0.3% 0.0% 0.1% RIPA Consensus 0.1% 0.3% 0.2% 0.0% 0.0% 0.7% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.1% 0.7% 0.1% 0.0% 0.0% 0.6% 0.0% 0.0% 0.0% 0.0% Linear Discriminant Analysis 0.0% 0.2% 0.2% 0.0% 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.1% 0.3% 0.1% 0.1% 0.0% 1.3% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/23/25 12 UTC. Intensity = 40 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.5% 1.5% 1.2% 0.5% 0.1% 2.5% 0.4% 1.2% 1.4% 1.0% RIPA Consensus 0.6% 0.7% 0.3% 0.1% 0.1% 1.6% 0.0% 0.0% 0.0% 0.0% AI-RI in RIPA Consensus 0.5% 0.9% 0.6% 0.2% 0.1% 1.9% 0.1% 0.3% 0.4% 0.3% Linear Discriminant Analysis 0.4% 0.2% 0.2% 0.0% 0.0% 0.1% 0.0% 0.0% 0.0% 0.0% Logistic Regression 0.7% 1.1% 0.5% 0.3% 0.2% 3.1% 0.0% 0.0% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Sepat at 06/23/25 06 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 1.0% 1.5% 1.0% 1.6% 0.1% 3.5% 1.8% 2.4% 0.8% 2.1% RIPA Consensus 0.9% 1.3% 0.6% 0.3% 0.2% 2.3% 0.9% 5.3% 0.0% 0.0% AI-RI in RIPA Consensus 0.9% 1.3% 0.7% 0.7% 0.1% 2.7% 1.1% 4.3% 0.2% 0.7% Linear Discriminant Analysis 0.5% 0.5% 0.3% 0.1% 0.0% 0.1% 0.1% 10.4% 0.0% 0.0% Logistic Regression 1.3% 2.1% 0.9% 0.6% 0.4% 4.6% 1.6% 0.2% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------             Two at 06/23/25 00 UTC. Intensity = 35 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 1.3% 0.3% 0.1% 0.4% 0.5% 1.2% 0.3% 2.6% 0.8% 1.3% RIPA Consensus 1.3% 1.9% 0.7% 0.5% 0.3% 2.4% 0.8% 3.7% 0.0% 0.0% AI-RI in RIPA Consensus 1.2% 1.3% 0.5% 0.5% 0.3% 2.0% 0.6% 3.3% 0.2% 0.4% Linear Discriminant Analysis 0.9% 0.6% 0.2% 0.2% 0.0% 0.2% 0.2% 7.2% 0.0% 0.0% Logistic Regression 1.6% 3.3% 1.2% 0.9% 0.7% 4.6% 1.5% 0.2% 0.0% 0.0% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Two at 06/22/25 18 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 0.8% 2.7% 1.5% 1.8% 1.0% 1.8% 1.4% 1.6% 0.5% 1.9% RIPA Consensus 1.1% 3.3% 1.2% 0.9% 0.7% 3.9% 1.5% 7.7% 2.9% 1.0% AI-RI in RIPA Consensus 1.0% 3.1% 1.3% 1.1% 0.8% 3.1% 1.4% 5.7% 2.1% 1.3% Linear Discriminant Analysis 0.8% 0.7% 0.4% 0.2% 0.0% 0.5% 0.5% 11.1% 4.4% 0.2% Logistic Regression 1.4% 5.9% 2.0% 1.5% 1.5% 7.3% 2.4% 4.4% 1.4% 1.9% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------   Two at 06/22/25 12 UTC. Intensity = 30 kts, MPI = 9999 kts       AI-RI Matrix of RI probabilities RIPA Matrix of RI probabilities ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------ RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 RI (kt / h) 20/12 25/24 30/24 35/24 40/24 45/36 55/36 55/48 70/48 65/72 AI-RI 1.3% 2.1% 1.5% 0.3% 0.6% 0.8% 1.0% 4.0% 0.6% 0.9% RIPA Consensus 2.8% 10.8% 5.0% 4.2% 3.5% 10.8% 5.3% 9.5% 5.0% 1.9% AI-RI in RIPA Consensus 2.3% 7.9% 3.8% 2.9% 2.5% 7.4% 3.8% 7.6% 3.5% 1.5% Linear Discriminant Analysis 2.2% 4.6% 2.9% 2.0% 0.4% 1.9% 1.9% 13.4% 5.6% 0.1% Logistic Regression 3.5% 17.1% 7.2% 6.5% 6.5% 19.7% 8.7% 5.6% 4.3% 3.7% ------------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------------