here are the new features. All absolute features are replaced with relative values.

Additionally i added VWAP price VWAP=(open+close+(high+low)/2)/3; as according

to some quantexchange gurus its the best representation of price.

See below

cond(1) = within(upBol_1(t),price(t)); % within 5 pips of upper Bollinger band

cond(2) = within(upBol_15(t),price(t)); % within 5 pips of upper Bollinger band

cond(3) = within(upBol_20(t),price(t)); % within 5 pips of upper Bollinger band

cond(4) = within(upBol_25(t),price(t)); % within 5 pips of upper Bollinger band

cond(5) = within(upBol_30(t),price(t)); % within 5 pips of upper Bollinger band

cond(6) = within(lwBol_1(t),price(t)); % within 5 pips of upper Bollinger band

cond(7) = within(lwBol_15(t),price(t)); % within 5 pips of upper Bollinger band

cond(8) = within(lwBol_20(t),price(t)); % within 5 pips of upper Bollinger band

cond(9) = within(lwBol_25(t),price(t)); % within 5 pips of upper Bollinger band

cond(10) = within(lwBol_30(t),price(t)); % within 5 pips of upper Bollinger band

cond(11) = upBol_1(t)/price(t);

cond(12) = lwBol_1(t)/price(t);

cond(13) = upBol_15(t)/price(t);

cond(14) = lwBol_15(t)/price(t);

cond(15) = upBol_20(t)/price(t);

cond(16) = lwBol_20(t)/price(t);

cond(17) = upBol_25(t)/price(t);

cond(18) = lwBol_25(t)/price(t);

cond(19) = upBol_30(t)/price(t);

cond(20) = lwBol_30(t)/price(t);

% Price trend

cond(21) = trend(price,t,'DOWN',2); % duration 2 bars

cond(22) = trend(price,t,'DOWN',3); % duration 3 bars

cond(23) = trend(price,t,'DOWN',4); % duration 4 bars

cond(24) = trend(price,t,'DOWN',5); % duration 5 bars

cond(25) = trend(price,t,'DOWN',6); % duration 6 bars

cond(26) = trend(price,t,'UP',2); % duration 2 bars

cond(27) = trend(price,t,'UP',3); % duration 3 bars

cond(28) = trend(price,t,'UP',4); % duration 4 bars

cond(29) = trend(price,t,'UP',5); % duration 5 bars

cond(30) = trend(price,t,'UP',6); % duration 6 bars

if t > 2

cond(31) = high(t) < high(t-1) && low(t) < low(t-1);

cond(32) = high(t) < high(t-1) && low(t) > low(t-1);

cond(33) = high(t) > high(t-1) && low(t) < low(t-1);

cond(34) = high(t) > high(t-1) && low(t) > low(t-1);

end

cond(35) = price(t) / open(t);

% RSI

cond(36) = trend(RSI8,t,'DOWN',2);

cond(37) = trend(RSI8,t,'DOWN',3);

cond(38) = trend(RSI8,t,'DOWN',4);

cond(39) = trend(RSI8,t,'DOWN',5);

cond(40) = trend(RSI8,t,'DOWN',6);

cond(41) = trend(RSI8,t,'UP',2);

cond(42) = trend(RSI8,t,'UP',3);

cond(43) = trend(RSI8,t,'UP',4);

cond(44) = trend(RSI8,t,'UP',5);

cond(45) = trend(RSI8,t,'UP',6);

cond(46) = trend(RSI14,t,'DOWN',2);

cond(47) = trend(RSI14,t,'DOWN',3);

cond(48) = trend(RSI14,t,'DOWN',4);

cond(49) = trend(RSI14,t,'DOWN',5);

cond(50) = trend(RSI14,t,'DOWN',6);

cond(51) = trend(RSI14,t,'UP',2);

cond(52) = trend(RSI14,t,'UP',3);

cond(53) = trend(RSI14,t,'UP',4);

cond(54) = trend(RSI14,t,'UP',5);

cond(55) = trend(RSI14,t,'UP',6);

cond(56) = trend(RSI50,t,'DOWN',2);

cond(57) = trend(RSI50,t,'DOWN',3);

cond(58) = trend(RSI50,t,'DOWN',4);

cond(59) = trend(RSI50,t,'DOWN',5);

cond(60) = trend(RSI50,t,'DOWN',6);

cond(61) = trend(RSI50,t,'UP',2);

cond(62) = trend(RSI50,t,'UP',3);

cond(63) = trend(RSI50,t,'UP',4);

cond(64) = trend(RSI50,t,'UP',5);

cond(65) = trend(RSI50,t,'UP',6);

cond(66) = trend(RSI200,t,'DOWN',2);

cond(67) = trend(RSI200,t,'DOWN',3);

cond(68) = trend(RSI200,t,'DOWN',4);

cond(69) = trend(RSI200,t,'DOWN',5);

cond(70) = trend(RSI200,t,'DOWN',6);

cond(71) = trend(RSI200,t,'UP',2);

cond(72) = trend(RSI200,t,'UP',3);

cond(73) = trend(RSI200,t,'UP',4);

cond(74) = trend(RSI200,t,'UP',5);

cond(75) = trend(RSI200,t,'UP',6);

cond(76) = RSI8(t);

cond(77) = RSI14(t);

cond(78) = RSI50(t);

cond(79) = RSI200(t);

% CCI

cond(80) = trend(CCI5,t,'DOWN',2);

cond(81) = trend(CCI5,t,'DOWN',3);

cond(82) = trend(CCI5,t,'DOWN',4);

cond(83) = trend(CCI5,t,'DOWN',5);

cond(84) = trend(CCI5,t,'DOWN',6);

cond(85) = trend(CCI5,t,'UP',2);

cond(86) = trend(CCI5,t,'UP',3);

cond(87) = trend(CCI5,t,'UP',4);

cond(88) = trend(CCI5,t,'UP',5);

cond(89) = trend(CCI5,t,'UP',6);

cond(90) = trend(CCI10,t,'DOWN',2);

cond(91) = trend(CCI10,t,'DOWN',3);

cond(92) = trend(CCI10,t,'DOWN',4);

cond(93) = trend(CCI10,t,'DOWN',5);

cond(94) = trend(CCI10,t,'DOWN',6);

cond(95) = trend(CCI10,t,'UP',2);

cond(96) = trend(CCI10,t,'UP',3);

cond(97) = trend(CCI10,t,'UP',4);

cond(98) = trend(CCI10,t,'UP',5);

cond(99) = trend(CCI10,t,'UP',6);

cond(100) = trend(CCI21,t,'DOWN',2);

cond(101) = trend(CCI21,t,'DOWN',3);

cond(102) = trend(CCI21,t,'DOWN',4);

cond(103) = trend(CCI21,t,'DOWN',5);

cond(104) = trend(CCI21,t,'DOWN',6);

cond(105) = trend(CCI21,t,'UP',2);

cond(106) = trend(CCI21,t,'UP',3);

cond(107) = trend(CCI21,t,'UP',4);

cond(108) = trend(CCI21,t,'UP',5);

cond(109) = trend(CCI21,t,'UP',6);

cond(110) = trend(CCI35,t,'DOWN',2);

cond(111) = trend(CCI35,t,'DOWN',3);

cond(112) = trend(CCI35,t,'DOWN',4);

cond(113) = trend(CCI35,t,'DOWN',5);

cond(114) = trend(CCI35,t,'DOWN',6);

cond(115) = trend(CCI35,t,'UP',2);

cond(116) = trend(CCI35,t,'UP',3);

cond(117) = trend(CCI35,t,'UP',4);

cond(118) = trend(CCI35,t,'UP',5);

cond(119) = trend(CCI35,t,'UP',6);

cond(120) = CCI5(t);

cond(121) = CCI10(t);

cond(122) = CCI21(t);

cond(123) = CCI35(t);

% MAs

cond(124) = price(t) / MA5(t);

cond(125) = price(t) / MA15(t);

cond(126) = price(t) / MA30(t);

cond(127) = price(t) / MA70(t);

cond(128) = price(t) / MA150(t);

cond(129) = price(t) / EMA10(t);

cond(130) = price(t) / EMA20(t);

cond(131) = price(t) / EMA50(t);

cond(132) = price(t) / EMA100(t);

cond(133) = price(t) / EMA200(t);

if t > 1 cond(134) = VWAP(t) - VWAP(t-1); end

if t > 2 cond(135) = VWAP(t) - VWAP(t-2); end

if t > 3 cond(136) = VWAP(t) - VWAP(t-3); end

if t > 4 cond(137) = VWAP(t) - VWAP(t-4); end

if t > 5 cond(138) = VWAP(t) - VWAP(t-5); end

if t > 1 cond(139) = VWAP(t) / VWAP(t-1); end

if t > 2 cond(140) = VWAP(t) / VWAP(t-2); end

if t > 3 cond(141) = VWAP(t) / VWAP(t-3); end

if t > 4 cond(142) = VWAP(t) / VWAP(t-4); end

if t > 5 cond(143) = VWAP(t) / VWAP(t-5); end

% stochastics

cond(144) = stochK143(t);

cond(145) = stochK215(t);

cond(146) = stochK3610(t);

cond(147) = stochK5021(t);

cond(148) = stochD143(t);

cond(149) = stochD215(t);

cond(150) = stochD3610(t);

cond(151) = stochD5021(t);

cond(152) = DPO10(t);

cond(153) = DPO20(t);

cond(154) = DPO50(t);

cond(155) = DPO200(t);

cond(156) = m(t);

cond(157) = d(t);

cond(158) = h(t); % hour

cond(159) = mn(t);% minute

cond(160) = day(t);

cond(161) = mean(price(1:t))/price(t);

cond(162) = var(price(1:t));

cond(163) = mean(VWAP(1:t))/VWAP(t);

cond(164) = var(VWAP(1:t));

cond(165) = lag1(t);

cond(166) = lag2(t);

cond(167) = lag3(t);

cond(168) = lag4(t);

cond(169) = lag5(t);

cond(170) = lag6(t);