ClickHouse/dbms/tests/queries/0_stateless/00947_ml_test.sql

CREATE DATABASE IF NOT EXISTS test;
DROP TABLE IF EXISTS test.defaults;
CREATE TABLE IF NOT EXISTS test.defaults
(
    param1 Float64,
    param2 Float64,
    target Float64,
    predict1 Float64,
    predict2 Float64
) ENGINE = Memory;
insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0);

DROP TABLE IF EXISTS test.model;
create table test.model engine = Memory as select linearRegressionState(0.03, 0.00001, 2, 'Nesterov')(target, param1, param2) as state from test.defaults;

select ans > -67.0 and ans < -66.9 from
(with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 1);

-- Check that returned weights are close to real
select ans > 0.49 and ans < 0.51 from
(select linearRegression(0.03, 0.00001, 2, 'Nesterov')(target, param1, param2)[1] as ans from test.defaults);

select ans > -2.01 and ans < -1.99 from
(select linearRegression(0.03, 0.00001, 2, 'Nesterov')(target, param1, param2)[2] as ans from test.defaults);

select ans > 2.99 and ans < 3.01 from
(select linearRegression(0.03, 0.00001, 2, 'Nesterov')(target, param1, param2)[3] as ans from test.defaults);


-- Check GROUP BY

DROP TABLE IF EXISTS test.grouptest;
CREATE TABLE IF NOT EXISTS test.grouptest
(
    user_id UInt32,
    p1 Float64,
    p2 Float64,
    target Float64
) ENGINE = Memory;
INSERT INTO test.grouptest VALUES
(1, 1.732, 3.653, 11.422), (1, 2.150, 2.103, 7.609), (1, 0.061, 3.310, 7.052), (1, 1.030, 3.671, 10.075), (1, 1.879, 0.578, 2.492), (1, 0.922, 2.552, 6.499), (1, 1.145, -0.095, -0.993), (1, 1.920, 0.373, 1.959), (1, 0.458, 0.094, -1.801), (1, -0.118, 3.273, 6.582), (1, 2.667, 1.472, 6.752), (1, -0.387, -0.529, -5.360), (1, 2.219, 1.790, 6.810), (1, -0.754, 2.139, 1.908), (1, -0.446, -0.668, -5.896), (1, 1.729, 0.914, 3.199), (1, 2.908, -0.420, 1.556), (1, 1.645, 3.581, 11.034), (1, 0.358, -0.950, -5.136), (1, -0.467, 2.339, 3.084), (1, 3.629, 2.959, 13.135), (1, 2.393, 0.926, 4.563), (1, -0.945, 0.281, -4.047), (1, 3.688, -0.570, 2.667), (1, 3.016, 1.775, 8.356), (1, 2.571, 0.139, 2.559), (1, 2.999, 0.956, 5.866), (1, 1.754, -0.809, -1.920), (1, 3.943, 0.382, 6.030), (1, -0.970, 2.315, 2.004), (1, 1.503, 0.790, 2.376), (1, -0.775, 2.563, 3.139), (1, 1.211, 0.113, -0.240), (1, 3.058, 0.977, 6.048), (1, 2.729, 1.634, 7.360), (1, 0.307, 2.759, 5.893), (1, 3.272, 0.181, 4.089), (1, 1.192, 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26.141), (2, 2.863, 3.889, 30.470), (2, 2.849, 3.997, 31.130), (2, 1.660, 1.813, 19.216), (2, 2.798, 0.977, 13.062), (2, 3.935, 0.549, 9.359), (2, 1.002, 3.557, 30.342), (2, 3.052, 2.207, 20.193), (2, 3.455, 0.458, 9.294), (2, 3.312, 2.138, 19.515), (2, 0.292, 0.058, 10.056), (2, 0.050, -0.211, 8.682), (2, -0.215, 1.108, 16.866), (2, -0.169, 0.647, 14.048), (2, 2.546, 0.876, 12.709), (2, -0.911, -0.209, 9.659), (2, 0.950, 2.894, 26.413), (2, -0.512, -0.167, 9.508), (2, 1.821, -0.747, 3.696), (2, 2.257, 3.945, 31.415), (2, 2.398, -0.586, 4.087), (2, 3.051, 0.815, 11.836), (2, 3.399, 2.131, 19.389), (2, 2.982, 1.549, 16.314), (2, -0.790, -0.329, 8.819), (2, 3.797, 0.327, 8.167), (2, 1.838, 0.290, 9.902), (2, 1.906, 1.782, 18.785), (2, 1.330, -0.208, 7.422), (2, -0.217, 0.854, 15.344), (2, 3.310, 1.582, 16.180), (2, 2.965, 0.917, 12.537), (2, 3.558, -0.164, 5.460), (2, -0.841, 2.060, 23.203), (2, 2.892, 2.621, 22.834), (2, -0.011, -0.198, 8.821), (2, -0.430, 2.999, 28.424), (2, -0.584, 0.894, 15.946), (2, 0.033, 1.310, 17.829), (2, 3.044, 0.410, 9.418), (2, 3.932, 0.295, 7.836), (2, 0.394, 1.315, 17.494), (2, 1.424, -0.167, 7.573), (2, 1.676, 1.118, 15.031), (2, 1.821, 0.714, 12.462), (2, 2.688, 1.497, 16.292), (2, 3.960, 2.344, 20.103), (2, -0.787, -0.161, 9.819), (2, 3.538, 3.651, 28.366), (2, -0.338, 0.458, 13.088), (2, -0.146, 3.162, 29.120), (2, 3.124, 3.352, 26.989), (2, -0.189, 3.685, 32.301), (2, 0.396, 1.004, 15.626), (2, -0.171, 2.114, 22.858), (2, 3.736, 0.732, 10.659), (2, 1.259, 2.564, 24.127), (2, -0.263, 2.426, 24.820), (2, 1.558, -0.858, 3.292), (2, 2.882, 1.110, 13.776), (2, 0.039, 1.284, 17.666), (2, 3.074, 2.379, 21.201), (2, -0.523, 0.303, 12.344), (2, 0.363, 1.082, 16.132), (2, 2.925, 2.187, 20.195), (2, 0.595, -0.335, 7.397), (2, 0.062, -0.232, 8.544), (2, 0.877, 2.155, 22.050), (2, -0.256, 2.922, 27.788), (2, 1.813, 3.161, 27.152), (2, 2.177, 2.532, 23.016), (2, -0.051, 0.035, 10.263), (2, 2.688, 3.599, 28.906), (2, 2.539, -0.076, 7.008), (2, 2.563, 1.467, 16.240), (2, -0.755, 2.276, 24.410), (2, 3.092, 0.660, 10.868), (2, 2.403, 2.693, 23.756), (2, -0.170, 2.178, 23.239), (2, 2.672, -0.603, 3.712), (2, -0.077, -0.493, 7.116), (2, 1.997, 1.934, 19.608), (2, 1.913, -0.792, 3.335), (2, 0.171, -0.329, 7.857), (2, 2.488, 0.171, 8.540), (2, -0.514, 0.331, 12.500), (2, -0.201, 2.484, 25.103), (2, 2.436, 0.032, 7.759), (2, -0.094, 2.530, 25.275), (2, 2.186, 2.591, 23.358), (2, 3.171, -0.766, 2.231), (2, 2.410, 0.183, 8.687), (2, -0.699, -0.329, 8.728), (2, 3.285, 2.252, 20.228), (2, 1.928, -0.059, 7.720), (2, 3.460, 0.399, 8.931), (2, 2.542, 0.224, 8.801), (2, 2.902, 2.101, 19.702), (2, 3.808, 2.528, 21.358), (2, 0.330, 0.642, 13.522), (2, -0.088, 1.286, 17.804), (2, 3.025, 2.354, 21.100), (2, 3.306, 2.049, 18.986), (2, 1.477, 1.720, 18.845), (2, 2.676, 3.601, 28.931), (2, 1.577, 0.170, 9.443), (2, 1.362, 3.534, 29.843), (2, 2.616, 3.106, 26.018), (2, 3.773, 0.378, 8.496), (2, -0.125, 2.057, 22.465), (2, 3.174, 1.382, 15.120), (2, 0.844, 2.058, 21.503);

SELECT ANS[1] > -1.1 AND ANS[1] < -0.9 AND ANS[2] > 5.9 AND ANS[2] < 6.1 AND ANS[3] > 9.9 AND ANS[3] < 10.1 FROM
(SELECT linearRegression(0.05, 0, 1)(target, p1, p2) AS ANS FROM test.grouptest GROUP BY user_id limit 0,1);

SELECT ANS[1] > 1.9 AND ANS[1] < 2.1 AND ANS[2] > 2.9 AND ANS[2] < 3.1 AND ANS[3] > -3.1 AND ANS[3] < -2.9 FROM
(SELECT linearRegression(0.05, 0, 1)(target, p1, p2) AS ANS FROM test.grouptest GROUP BY user_id limit 1, 1);