diff --git a/README.md b/README.md
index 68a79e16..e2b68040 100644
--- a/README.md
+++ b/README.md
@@ -56,7 +56,7 @@ _Pandas Technical Analysis_ (**Pandas TA**) is a free, Open Source, and easy to
 * [Indicators by Category](#indicators-by-category)
     * [Candles](#candles-64)
     * [Cycles](#cycles-2)
-    * [Momentum](#momentum-42)
+    * [Momentum](#momentum-43)
     * [Overlap](#overlap-36)
     * [Performance](#performance-3)
     * [Statistics](#statistics-11)
@@ -845,7 +845,7 @@ Back to [Contents](#contents)
 
 <br/>
 
-### **Momentum** (42)
+### **Momentum** (43)
 * _Awesome Oscillator_: **ao**
 * _Absolute Price Oscillator_: **apo**
 * _Bias_: **bias**
diff --git a/examples/Speed_Test.ipynb b/examples/Speed_Test.ipynb
index 02ccff57..aa6aabb3 100644
--- a/examples/Speed_Test.ipynb
+++ b/examples/Speed_Test.ipynb
@@ -74,7 +74,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[+] yf | SPY(1257, 7): 13143.7387 ms (13.1437 s)\n"
+      "[+] yf | SPY(1257, 7): 6947.3967 ms (6.9474 s)\n"
      ]
     }
    ],
@@ -131,28 +131,28 @@
       "============================================================\n",
       "                    ms     secs\n",
       "Indicator                      \n",
-      "alligator    3310.4286  3.31043\n",
-      "cdl_pattern  1678.0522  1.67805\n",
-      "pivots        756.7969  0.75680\n",
-      "mama          690.3027  0.69030\n",
-      "atrts         532.2590  0.53226\n",
+      "alligator    3316.3739  3.31637\n",
+      "cdl_pattern  1659.4503  1.65945\n",
+      "pivots        752.4150  0.75241\n",
+      "mama          688.8270  0.68883\n",
+      "atrts         534.8506  0.53485\n",
       "...                ...      ...\n",
-      "vhm             0.1052  0.00011\n",
-      "tsignals        0.0015  0.00000\n",
+      "vhm             0.0995  0.00010\n",
+      "tsignals        0.0012  0.00000\n",
       "long_run        0.0010  0.00000\n",
       "xsignals        0.0018  0.00000\n",
-      "short_run       0.0017  0.00000\n",
+      "short_run       0.0015  0.00000\n",
       "\n",
-      "[153 rows x 2 columns]\n",
+      "[154 rows x 2 columns]\n",
       "\n",
       "============================================================\n",
       "Time Stats:\n",
       "                ms      secs\n",
       "min       0.001000  0.000000\n",
-      "50%       1.124700  0.001120\n",
-      "mean     55.241385  0.055241\n",
-      "max    3310.428600  3.310430\n",
-      "total  8451.931900  8.451930\n",
+      "50%       1.118350  0.001120\n",
+      "mean     54.572834  0.054573\n",
+      "max    3316.373900  3.316370\n",
+      "total  8404.216500  8.404230\n",
       "\n",
       "============================================================\n",
       "\n"
@@ -183,185 +183,186 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "[+] aberration: 1.3081 ms (0.0013 s)\n",
-      "[+] accbands: 1.2683 ms (0.0013 s)\n",
-      "[+] ad: 1.1077 ms (0.0011 s)\n",
-      "[+] adosc: 2.3142 ms (0.0023 s)\n",
-      "[+] adx: 4.7777 ms (0.0048 s)\n",
-      "[+] alligator: 58.8218 ms (0.0588 s)\n",
-      "[+] alma: 1.1844 ms (0.0012 s)\n",
-      "[+] alphatrend: 5.2677 ms (0.0053 s)\n",
-      "[+] amat: 2.4868 ms (0.0025 s)\n",
-      "[+] ao: 0.4720 ms (0.0005 s)\n",
-      "[+] aobv: 3.5808 ms (0.0036 s)\n",
-      "[+] apo: 0.9263 ms (0.0009 s)\n",
-      "[+] aroon: 7.4460 ms (0.0074 s)\n",
-      "[+] atr: 1.4505 ms (0.0015 s)\n",
-      "[+] atrts: 2.0067 ms (0.0020 s)\n",
-      "[+] bbands: 1.3960 ms (0.0014 s)\n",
-      "[+] bias: 0.6290 ms (0.0006 s)\n",
-      "[+] bop: 0.7663 ms (0.0008 s)\n",
-      "[+] brar: 2.4019 ms (0.0024 s)\n",
-      "[+] cci: 15.3001 ms (0.0153 s)\n",
-      "[+] cdl_pattern: 7.4941 ms (0.0075 s)\n",
-      "[+] cdl_z: 1.5577 ms (0.0016 s)\n",
-      "[+] cfo: 0.3364 ms (0.0003 s)\n",
-      "[+] cg: 6.3474 ms (0.0063 s)\n",
-      "[+] chandelier_exit: 2.8734 ms (0.0029 s)\n",
-      "[+] chop: 1.0942 ms (0.0011 s)\n",
-      "[+] cksp: 1.3181 ms (0.0013 s)\n",
-      "[+] cmf: 1.0107 ms (0.0010 s)\n",
-      "[+] cmo: 1.6202 ms (0.0016 s)\n",
-      "[+] coppock: 0.3182 ms (0.0003 s)\n",
-      "[+] cti: 15.3293 ms (0.0153 s)\n",
-      "[+] cube: 0.5857 ms (0.0006 s)\n",
-      "[+] decay: 0.1555 ms (0.0002 s)\n",
-      "[+] decreasing: 0.2800 ms (0.0003 s)\n",
-      "[+] dema: 0.7604 ms (0.0008 s)\n",
-      "[+] dm: 2.0432 ms (0.0020 s)\n",
-      "[+] donchian: 0.7625 ms (0.0008 s)\n",
-      "[+] dpo: 0.3118 ms (0.0003 s)\n",
-      "[+] ebsw: 34.5614 ms (0.0346 s)\n",
-      "[+] efi: 0.6607 ms (0.0007 s)\n",
-      "[+] ema: 0.4503 ms (0.0005 s)\n",
-      "[+] entropy: 1.2225 ms (0.0012 s)\n",
-      "[+] eom: 1.0150 ms (0.0010 s)\n",
-      "[+] er: 0.4721 ms (0.0005 s)\n",
-      "[+] eri: 0.6692 ms (0.0007 s)\n",
-      "[+] fisher: 6.3458 ms (0.0063 s)\n",
-      "[+] fwma: 2.1187 ms (0.0021 s)\n",
-      "[+] ha: 0.6164 ms (0.0006 s)\n",
-      "[+] hilo: 41.8775 ms (0.0419 s)\n",
-      "[+] hl2: 0.3150 ms (0.0003 s)\n",
-      "[+] hlc3: 0.3519 ms (0.0004 s)\n",
-      "[+] hma: 0.4019 ms (0.0004 s)\n",
-      "[+] hwc: 8.5673 ms (0.0086 s)\n",
-      "[+] hwma: 7.8051 ms (0.0078 s)\n",
-      "[+] ifisher: 0.7171 ms (0.0007 s)\n",
-      "[+] increasing: 0.3443 ms (0.0003 s)\n",
-      "[+] inertia: 2.0360 ms (0.0020 s)\n",
-      "[+] jma: 24.7630 ms (0.0248 s)\n",
-      "[+] kama: 7.4984 ms (0.0075 s)\n",
-      "[+] kc: 0.9044 ms (0.0009 s)\n",
-      "[+] kdj: 1.3429 ms (0.0013 s)\n",
-      "[+] kst: 1.3580 ms (0.0014 s)\n",
-      "[+] kurtosis: 0.2747 ms (0.0003 s)\n",
-      "[+] kvo: 2.2986 ms (0.0023 s)\n",
-      "[+] linreg: 11.6082 ms (0.0116 s)\n",
-      "[+] log_return: 0.1807 ms (0.0002 s)\n",
-      "[+] long_run: 0.0013 ms (0.0000 s)\n",
-      "[+] macd: 1.8161 ms (0.0018 s)\n",
-      "[+] mad: 14.2739 ms (0.0143 s)\n",
-      "[+] mama: 0.3870 ms (0.0004 s)\n",
-      "[+] massi: 1.1427 ms (0.0011 s)\n",
-      "[+] mcgd: 1.8529 ms (0.0019 s)\n",
-      "[+] median: 0.6801 ms (0.0007 s)\n",
-      "[+] mfi: 3.0336 ms (0.0030 s)\n",
-      "[+] midpoint: 0.4507 ms (0.0005 s)\n",
-      "[+] midprice: 0.5195 ms (0.0005 s)\n",
-      "[+] mom: 0.1639 ms (0.0002 s)\n",
-      "[+] natr: 1.6855 ms (0.0017 s)\n",
-      "[+] nvi: 1.3650 ms (0.0014 s)\n",
-      "[+] obv: 0.8865 ms (0.0009 s)\n",
-      "[+] ohlc4: 0.3708 ms (0.0004 s)\n",
-      "[+] pdist: 1.1172 ms (0.0011 s)\n",
-      "[+] percent_return: 0.1535 ms (0.0002 s)\n",
-      "[+] pgo: 0.5437 ms (0.0005 s)\n",
-      "[+] pivots: 5.8120 ms (0.0058 s)\n",
-      "[+] ppo: 1.5437 ms (0.0015 s)\n",
-      "[+] psar: 52.9110 ms (0.0529 s)\n",
-      "[+] psl: 0.9605 ms (0.0010 s)\n",
-      "[+] pvi: 1.5955 ms (0.0016 s)\n",
-      "[+] pvo: 0.6273 ms (0.0006 s)\n",
-      "[+] pvol: 0.2436 ms (0.0002 s)\n",
-      "[+] pvr: 1.1338 ms (0.0011 s)\n",
-      "[+] pvt: 0.3280 ms (0.0003 s)\n",
-      "[+] pwma: 1.7826 ms (0.0018 s)\n",
-      "[+] qqe: 96.9280 ms (0.0969 s)\n",
-      "[+] qstick: 0.8589 ms (0.0009 s)\n",
-      "[+] quantile: 0.7360 ms (0.0007 s)\n",
-      "[+] reflex: 0.1852 ms (0.0002 s)\n",
-      "[+] remap: 0.1443 ms (0.0001 s)\n",
-      "[+] rma: 0.1978 ms (0.0002 s)\n",
-      "[+] roc: 0.3439 ms (0.0003 s)\n",
-      "[+] rsi: 1.0856 ms (0.0011 s)\n",
-      "[+] rsx: 7.4423 ms (0.0074 s)\n",
-      "[+] rvgi: 6.2037 ms (0.0062 s)\n",
-      "[+] rvi: 1.8946 ms (0.0019 s)\n",
-      "[+] rwi: 1.9558 ms (0.0020 s)\n",
-      "[+] short_run: 0.0014 ms (0.0000 s)\n",
-      "[+] sinwma: 7.5256 ms (0.0075 s)\n",
-      "[+] skew: 0.2471 ms (0.0002 s)\n",
-      "[+] slope: 0.2086 ms (0.0002 s)\n",
-      "[+] sma: 0.3811 ms (0.0004 s)\n",
-      "[+] smi: 1.1115 ms (0.0011 s)\n",
-      "[+] smma: 18.8062 ms (0.0188 s)\n",
-      "[+] squeeze: 2.5894 ms (0.0026 s)\n",
-      "[+] squeeze_pro: 4.2467 ms (0.0042 s)\n",
-      "[+] ssf: 0.1520 ms (0.0002 s)\n",
-      "[+] ssf3: 0.1425 ms (0.0001 s)\n",
-      "[+] stc: 24.4754 ms (0.0245 s)\n",
-      "[+] stdev: 0.3190 ms (0.0003 s)\n",
-      "[+] stoch: 2.0656 ms (0.0021 s)\n",
-      "[+] stochf: 1.5082 ms (0.0015 s)\n",
-      "[+] stochrsi: 1.0694 ms (0.0011 s)\n",
-      "[+] supertrend: 24.6719 ms (0.0247 s)\n",
-      "[+] swma: 2.5403 ms (0.0025 s)\n",
-      "[+] t3: 1.9960 ms (0.0020 s)\n",
-      "[+] td_seq: 789.4090 ms (0.7894 s)\n",
-      "[+] tema: 1.3934 ms (0.0014 s)\n",
+      "[+] aberration: 1.2778 ms (0.0013 s)\n",
+      "[+] accbands: 1.4492 ms (0.0014 s)\n",
+      "[+] ad: 0.8934 ms (0.0009 s)\n",
+      "[+] adosc: 1.5647 ms (0.0016 s)\n",
+      "[+] adx: 3.0720 ms (0.0031 s)\n",
+      "[+] alligator: 58.5015 ms (0.0585 s)\n",
+      "[+] alma: 1.4974 ms (0.0015 s)\n",
+      "[+] alphatrend: 4.1675 ms (0.0042 s)\n",
+      "[+] amat: 2.4354 ms (0.0024 s)\n",
+      "[+] ao: 0.4658 ms (0.0005 s)\n",
+      "[+] aobv: 3.5552 ms (0.0036 s)\n",
+      "[+] apo: 0.9125 ms (0.0009 s)\n",
+      "[+] aroon: 7.4409 ms (0.0074 s)\n",
+      "[+] atr: 1.4192 ms (0.0014 s)\n",
+      "[+] atrts: 2.0108 ms (0.0020 s)\n",
+      "[+] bbands: 1.3580 ms (0.0014 s)\n",
+      "[+] bias: 0.6308 ms (0.0006 s)\n",
+      "[+] bop: 0.7615 ms (0.0008 s)\n",
+      "[+] brar: 2.3930 ms (0.0024 s)\n",
+      "[+] cci: 15.5640 ms (0.0156 s)\n",
+      "[+] cdl_pattern: 7.2095 ms (0.0072 s)\n",
+      "[+] cdl_z: 1.5340 ms (0.0015 s)\n",
+      "[+] cfo: 0.3285 ms (0.0003 s)\n",
+      "[+] cg: 6.2095 ms (0.0062 s)\n",
+      "[+] chandelier_exit: 2.7367 ms (0.0027 s)\n",
+      "[+] chop: 1.0838 ms (0.0011 s)\n",
+      "[+] cksp: 1.3098 ms (0.0013 s)\n",
+      "[+] cmf: 1.0076 ms (0.0010 s)\n",
+      "[+] cmo: 1.5951 ms (0.0016 s)\n",
+      "[+] coppock: 0.3079 ms (0.0003 s)\n",
+      "[+] crsi: 2.7429 ms (0.0027 s)\n",
+      "[+] cti: 15.2342 ms (0.0152 s)\n",
+      "[+] cube: 0.5799 ms (0.0006 s)\n",
+      "[+] decay: 0.1535 ms (0.0002 s)\n",
+      "[+] decreasing: 0.2817 ms (0.0003 s)\n",
+      "[+] dema: 0.7630 ms (0.0008 s)\n",
+      "[+] dm: 2.0085 ms (0.0020 s)\n",
+      "[+] donchian: 0.7645 ms (0.0008 s)\n",
+      "[+] dpo: 0.3117 ms (0.0003 s)\n",
+      "[+] ebsw: 34.4620 ms (0.0345 s)\n",
+      "[+] efi: 0.3709 ms (0.0004 s)\n",
+      "[+] ema: 0.3875 ms (0.0004 s)\n",
+      "[+] entropy: 0.5779 ms (0.0006 s)\n",
+      "[+] eom: 0.9133 ms (0.0009 s)\n",
+      "[+] er: 0.4318 ms (0.0004 s)\n",
+      "[+] eri: 0.6799 ms (0.0007 s)\n",
+      "[+] fisher: 6.3067 ms (0.0063 s)\n",
+      "[+] fwma: 3.3041 ms (0.0033 s)\n",
+      "[+] ha: 0.6929 ms (0.0007 s)\n",
+      "[+] hilo: 43.3909 ms (0.0434 s)\n",
+      "[+] hl2: 0.3547 ms (0.0004 s)\n",
+      "[+] hlc3: 0.3152 ms (0.0003 s)\n",
+      "[+] hma: 0.3883 ms (0.0004 s)\n",
+      "[+] hwc: 8.1393 ms (0.0081 s)\n",
+      "[+] hwma: 7.3752 ms (0.0074 s)\n",
+      "[+] ifisher: 0.5579 ms (0.0006 s)\n",
+      "[+] increasing: 0.3202 ms (0.0003 s)\n",
+      "[+] inertia: 2.0050 ms (0.0020 s)\n",
+      "[+] jma: 25.3266 ms (0.0253 s)\n",
+      "[+] kama: 7.4083 ms (0.0074 s)\n",
+      "[+] kc: 0.8870 ms (0.0009 s)\n",
+      "[+] kdj: 1.3318 ms (0.0013 s)\n",
+      "[+] kst: 1.3393 ms (0.0013 s)\n",
+      "[+] kurtosis: 0.2628 ms (0.0003 s)\n",
+      "[+] kvo: 2.2343 ms (0.0022 s)\n",
+      "[+] linreg: 11.4833 ms (0.0115 s)\n",
+      "[+] log_return: 0.1795 ms (0.0002 s)\n",
+      "[+] long_run: 0.0011 ms (0.0000 s)\n",
+      "[+] macd: 1.7831 ms (0.0018 s)\n",
+      "[+] mad: 14.5006 ms (0.0145 s)\n",
+      "[+] mama: 0.4691 ms (0.0005 s)\n",
+      "[+] massi: 1.2423 ms (0.0012 s)\n",
+      "[+] mcgd: 1.8795 ms (0.0019 s)\n",
+      "[+] median: 0.6855 ms (0.0007 s)\n",
+      "[+] mfi: 3.2603 ms (0.0033 s)\n",
+      "[+] midpoint: 0.5056 ms (0.0005 s)\n",
+      "[+] midprice: 0.5150 ms (0.0005 s)\n",
+      "[+] mom: 0.1635 ms (0.0002 s)\n",
+      "[+] natr: 1.6323 ms (0.0016 s)\n",
+      "[+] nvi: 1.3775 ms (0.0014 s)\n",
+      "[+] obv: 0.8711 ms (0.0009 s)\n",
+      "[+] ohlc4: 0.3715 ms (0.0004 s)\n",
+      "[+] pdist: 1.1083 ms (0.0011 s)\n",
+      "[+] percent_return: 0.1532 ms (0.0002 s)\n",
+      "[+] pgo: 0.5498 ms (0.0005 s)\n",
+      "[+] pivots: 5.7210 ms (0.0057 s)\n",
+      "[+] ppo: 1.5014 ms (0.0015 s)\n",
+      "[+] psar: 52.8610 ms (0.0529 s)\n",
+      "[+] psl: 0.9460 ms (0.0009 s)\n",
+      "[+] pvi: 1.5730 ms (0.0016 s)\n",
+      "[+] pvo: 0.6139 ms (0.0006 s)\n",
+      "[+] pvol: 0.2426 ms (0.0002 s)\n",
+      "[+] pvr: 1.1282 ms (0.0011 s)\n",
+      "[+] pvt: 0.3241 ms (0.0003 s)\n",
+      "[+] pwma: 1.8668 ms (0.0019 s)\n",
+      "[+] qqe: 98.1285 ms (0.0981 s)\n",
+      "[+] qstick: 0.8072 ms (0.0008 s)\n",
+      "[+] quantile: 0.7324 ms (0.0007 s)\n",
+      "[+] reflex: 0.1839 ms (0.0002 s)\n",
+      "[+] remap: 0.1418 ms (0.0001 s)\n",
+      "[+] rma: 0.1993 ms (0.0002 s)\n",
+      "[+] roc: 0.3497 ms (0.0003 s)\n",
+      "[+] rsi: 1.0836 ms (0.0011 s)\n",
+      "[+] rsx: 7.1523 ms (0.0072 s)\n",
+      "[+] rvgi: 6.2902 ms (0.0063 s)\n",
+      "[+] rvi: 1.7952 ms (0.0018 s)\n",
+      "[+] rwi: 1.9255 ms (0.0019 s)\n",
+      "[+] short_run: 0.0013 ms (0.0000 s)\n",
+      "[+] sinwma: 7.3411 ms (0.0073 s)\n",
+      "[+] skew: 0.3218 ms (0.0003 s)\n",
+      "[+] slope: 0.2352 ms (0.0002 s)\n",
+      "[+] sma: 0.3535 ms (0.0004 s)\n",
+      "[+] smi: 1.1718 ms (0.0012 s)\n",
+      "[+] smma: 19.3454 ms (0.0193 s)\n",
+      "[+] squeeze: 2.6601 ms (0.0027 s)\n",
+      "[+] squeeze_pro: 4.2988 ms (0.0043 s)\n",
+      "[+] ssf: 0.1618 ms (0.0002 s)\n",
+      "[+] ssf3: 0.1437 ms (0.0001 s)\n",
+      "[+] stc: 24.9052 ms (0.0249 s)\n",
+      "[+] stdev: 0.3407 ms (0.0003 s)\n",
+      "[+] stoch: 2.0885 ms (0.0021 s)\n",
+      "[+] stochf: 1.5050 ms (0.0015 s)\n",
+      "[+] stochrsi: 1.0823 ms (0.0011 s)\n",
+      "[+] supertrend: 25.4998 ms (0.0255 s)\n",
+      "[+] swma: 2.6912 ms (0.0027 s)\n",
+      "[+] t3: 1.9096 ms (0.0019 s)\n",
+      "[+] td_seq: 775.5132 ms (0.7755 s)\n",
+      "[+] tema: 1.3002 ms (0.0013 s)\n",
       "[+] thermo: 1.3563 ms (0.0014 s)\n",
-      "[+] tmo: 1.4543 ms (0.0015 s)\n",
-      "[+] tos_stdevall: 2.5353 ms (0.0025 s)\n",
-      "[+] trendflex: 0.1966 ms (0.0002 s)\n",
-      "[+] trima: 0.6526 ms (0.0007 s)\n",
-      "[+] trix: 1.6598 ms (0.0017 s)\n",
-      "[+] true_range: 1.0759 ms (0.0011 s)\n",
-      "[+] tsi: 1.9949 ms (0.0020 s)\n",
-      "[+] tsignals: 0.0016 ms (0.0000 s)\n",
-      "[+] ttm_trend: 1.7313 ms (0.0017 s)\n",
-      "[+] ui: 0.7017 ms (0.0007 s)\n",
-      "[+] uo: 2.4212 ms (0.0024 s)\n",
-      "[+] variance: 0.2372 ms (0.0002 s)\n",
-      "[+] vhf: 0.9007 ms (0.0009 s)\n",
-      "[+] vhm: 1.3552 ms (0.0014 s)\n",
-      "[+] vidya: 24.1424 ms (0.0241 s)\n",
-      "[+] vortex: 1.3567 ms (0.0014 s)\n",
-      "[+] vwap: 1.6847 ms (0.0017 s)\n",
-      "[+] vwma: 0.3935 ms (0.0004 s)\n",
-      "[+] wb_tsv: 2.0980 ms (0.0021 s)\n",
-      "[+] wcp: 0.3055 ms (0.0003 s)\n",
-      "[+] willr: 0.7203 ms (0.0007 s)\n",
-      "[+] wma: 8.3170 ms (0.0083 s)\n",
+      "[+] tmo: 1.4320 ms (0.0014 s)\n",
+      "[+] tos_stdevall: 2.5736 ms (0.0026 s)\n",
+      "[+] trendflex: 0.1938 ms (0.0002 s)\n",
+      "[+] trima: 0.5869 ms (0.0006 s)\n",
+      "[+] trix: 1.6134 ms (0.0016 s)\n",
+      "[+] true_range: 1.0704 ms (0.0011 s)\n",
+      "[+] tsi: 1.7305 ms (0.0017 s)\n",
+      "[+] tsignals: 0.0015 ms (0.0000 s)\n",
+      "[+] ttm_trend: 1.5180 ms (0.0015 s)\n",
+      "[+] ui: 0.6319 ms (0.0006 s)\n",
+      "[+] uo: 2.8293 ms (0.0028 s)\n",
+      "[+] variance: 0.2957 ms (0.0003 s)\n",
+      "[+] vhf: 0.9819 ms (0.0010 s)\n",
+      "[+] vhm: 1.3603 ms (0.0014 s)\n",
+      "[+] vidya: 24.5203 ms (0.0245 s)\n",
+      "[+] vortex: 1.3915 ms (0.0014 s)\n",
+      "[+] vwap: 1.7239 ms (0.0017 s)\n",
+      "[+] vwma: 0.3972 ms (0.0004 s)\n",
+      "[+] wb_tsv: 2.1012 ms (0.0021 s)\n",
+      "[+] wcp: 0.2983 ms (0.0003 s)\n",
+      "[+] willr: 0.7170 ms (0.0007 s)\n",
+      "[+] wma: 8.3035 ms (0.0083 s)\n",
       "[+] xsignals: 0.0017 ms (0.0000 s)\n",
-      "[+] zlma: 0.5939 ms (0.0006 s)\n",
-      "[+] zscore: 0.9177 ms (0.0009 s)\n",
+      "[+] zlma: 0.5865 ms (0.0006 s)\n",
+      "[+] zscore: 0.8328 ms (0.0008 s)\n",
       "\n",
       "============================================================\n",
-      "  Slowest 10 Indicators [153]\n",
+      "  Slowest 10 Indicators [154]\n",
       "  Observations: 1257\n",
       "============================================================\n",
       "                  ms     secs\n",
       "Indicator                    \n",
-      "td_seq      789.4090  0.78941\n",
-      "qqe          96.9280  0.09693\n",
-      "alligator    58.8218  0.05882\n",
-      "psar         52.9110  0.05291\n",
-      "hilo         41.8775  0.04188\n",
-      "ebsw         34.5614  0.03456\n",
-      "jma          24.7630  0.02476\n",
-      "supertrend   24.6719  0.02467\n",
-      "stc          24.4754  0.02448\n",
-      "vidya        24.1424  0.02414\n",
+      "td_seq      775.5132  0.77551\n",
+      "qqe          98.1285  0.09813\n",
+      "alligator    58.5015  0.05850\n",
+      "psar         52.8610  0.05286\n",
+      "hilo         43.3909  0.04339\n",
+      "ebsw         34.4620  0.03446\n",
+      "supertrend   25.4998  0.02550\n",
+      "jma          25.3266  0.02533\n",
+      "stc          24.9052  0.02491\n",
+      "vidya        24.5203  0.02452\n",
       "\n",
       "============================================================\n",
       "Time Stats:\n",
       "                ms      secs\n",
-      "min       0.001300  0.000000\n",
-      "50%       1.222500  0.001220\n",
-      "mean      9.666095  0.009666\n",
-      "max     789.409000  0.789410\n",
-      "total  1478.912500  1.478950\n",
+      "min       0.001100  0.000000\n",
+      "50%       1.289000  0.001290\n",
+      "mean      9.529325  0.009529\n",
+      "max     775.513200  0.775510\n",
+      "total  1467.516000  1.467470\n",
       "\n",
       "============================================================\n",
       "\n"
@@ -382,41 +383,41 @@
      "data": {
       "text/html": [
        "<style type=\"text/css\">\n",
-       "#T_20a0a_row0_col0, #T_20a0a_row0_col1 {\n",
+       "#T_17b55_row0_col0, #T_17b55_row0_col1 {\n",
        "  background-color: #ff0000;\n",
        "  color: #f1f1f1;\n",
        "}\n",
-       "#T_20a0a_row1_col0, #T_20a0a_row1_col1 {\n",
-       "  background-color: #ffe700;\n",
+       "#T_17b55_row1_col0, #T_17b55_row1_col1 {\n",
+       "  background-color: #ffe600;\n",
        "  color: #000000;\n",
        "}\n",
-       "#T_20a0a_row2_col0, #T_20a0a_row2_col1 {\n",
+       "#T_17b55_row2_col0, #T_17b55_row2_col1 {\n",
        "  background-color: #fff400;\n",
        "  color: #000000;\n",
        "}\n",
-       "#T_20a0a_row3_col0, #T_20a0a_row3_col1 {\n",
+       "#T_17b55_row3_col0, #T_17b55_row3_col1 {\n",
        "  background-color: #fff600;\n",
        "  color: #000000;\n",
        "}\n",
-       "#T_20a0a_row4_col0, #T_20a0a_row4_col1 {\n",
-       "  background-color: #fffa00;\n",
+       "#T_17b55_row4_col0, #T_17b55_row4_col1 {\n",
+       "  background-color: #fff900;\n",
        "  color: #000000;\n",
        "}\n",
-       "#T_20a0a_row5_col0, #T_20a0a_row5_col1 {\n",
+       "#T_17b55_row5_col0, #T_17b55_row5_col1 {\n",
        "  background-color: #fffc00;\n",
        "  color: #000000;\n",
        "}\n",
-       "#T_20a0a_row6_col0, #T_20a0a_row6_col1, #T_20a0a_row7_col0, #T_20a0a_row7_col1, #T_20a0a_row8_col0, #T_20a0a_row8_col1, #T_20a0a_row9_col0, #T_20a0a_row9_col1 {\n",
+       "#T_17b55_row6_col0, #T_17b55_row6_col1, #T_17b55_row7_col0, #T_17b55_row7_col1, #T_17b55_row8_col0, #T_17b55_row8_col1, #T_17b55_row9_col0, #T_17b55_row9_col1 {\n",
        "  background-color: #ffff00;\n",
        "  color: #000000;\n",
        "}\n",
        "</style>\n",
-       "<table id=\"T_20a0a\">\n",
+       "<table id=\"T_17b55\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_20a0a_level0_col0\" class=\"col_heading level0 col0\" >ms</th>\n",
-       "      <th id=\"T_20a0a_level0_col1\" class=\"col_heading level0 col1\" >secs</th>\n",
+       "      <th id=\"T_17b55_level0_col0\" class=\"col_heading level0 col0\" >ms</th>\n",
+       "      <th id=\"T_17b55_level0_col1\" class=\"col_heading level0 col1\" >secs</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >Indicator</th>\n",
@@ -426,60 +427,60 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row0\" class=\"row_heading level0 row0\" >td_seq</th>\n",
-       "      <td id=\"T_20a0a_row0_col0\" class=\"data row0 col0\" >789.409000</td>\n",
-       "      <td id=\"T_20a0a_row0_col1\" class=\"data row0 col1\" >0.789410</td>\n",
+       "      <th id=\"T_17b55_level0_row0\" class=\"row_heading level0 row0\" >td_seq</th>\n",
+       "      <td id=\"T_17b55_row0_col0\" class=\"data row0 col0\" >775.513200</td>\n",
+       "      <td id=\"T_17b55_row0_col1\" class=\"data row0 col1\" >0.775510</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row1\" class=\"row_heading level0 row1\" >qqe</th>\n",
-       "      <td id=\"T_20a0a_row1_col0\" class=\"data row1 col0\" >96.928000</td>\n",
-       "      <td id=\"T_20a0a_row1_col1\" class=\"data row1 col1\" >0.096930</td>\n",
+       "      <th id=\"T_17b55_level0_row1\" class=\"row_heading level0 row1\" >qqe</th>\n",
+       "      <td id=\"T_17b55_row1_col0\" class=\"data row1 col0\" >98.128500</td>\n",
+       "      <td id=\"T_17b55_row1_col1\" class=\"data row1 col1\" >0.098130</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row2\" class=\"row_heading level0 row2\" >alligator</th>\n",
-       "      <td id=\"T_20a0a_row2_col0\" class=\"data row2 col0\" >58.821800</td>\n",
-       "      <td id=\"T_20a0a_row2_col1\" class=\"data row2 col1\" >0.058820</td>\n",
+       "      <th id=\"T_17b55_level0_row2\" class=\"row_heading level0 row2\" >alligator</th>\n",
+       "      <td id=\"T_17b55_row2_col0\" class=\"data row2 col0\" >58.501500</td>\n",
+       "      <td id=\"T_17b55_row2_col1\" class=\"data row2 col1\" >0.058500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row3\" class=\"row_heading level0 row3\" >psar</th>\n",
-       "      <td id=\"T_20a0a_row3_col0\" class=\"data row3 col0\" >52.911000</td>\n",
-       "      <td id=\"T_20a0a_row3_col1\" class=\"data row3 col1\" >0.052910</td>\n",
+       "      <th id=\"T_17b55_level0_row3\" class=\"row_heading level0 row3\" >psar</th>\n",
+       "      <td id=\"T_17b55_row3_col0\" class=\"data row3 col0\" >52.861000</td>\n",
+       "      <td id=\"T_17b55_row3_col1\" class=\"data row3 col1\" >0.052860</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row4\" class=\"row_heading level0 row4\" >hilo</th>\n",
-       "      <td id=\"T_20a0a_row4_col0\" class=\"data row4 col0\" >41.877500</td>\n",
-       "      <td id=\"T_20a0a_row4_col1\" class=\"data row4 col1\" >0.041880</td>\n",
+       "      <th id=\"T_17b55_level0_row4\" class=\"row_heading level0 row4\" >hilo</th>\n",
+       "      <td id=\"T_17b55_row4_col0\" class=\"data row4 col0\" >43.390900</td>\n",
+       "      <td id=\"T_17b55_row4_col1\" class=\"data row4 col1\" >0.043390</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row5\" class=\"row_heading level0 row5\" >ebsw</th>\n",
-       "      <td id=\"T_20a0a_row5_col0\" class=\"data row5 col0\" >34.561400</td>\n",
-       "      <td id=\"T_20a0a_row5_col1\" class=\"data row5 col1\" >0.034560</td>\n",
+       "      <th id=\"T_17b55_level0_row5\" class=\"row_heading level0 row5\" >ebsw</th>\n",
+       "      <td id=\"T_17b55_row5_col0\" class=\"data row5 col0\" >34.462000</td>\n",
+       "      <td id=\"T_17b55_row5_col1\" class=\"data row5 col1\" >0.034460</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row6\" class=\"row_heading level0 row6\" >jma</th>\n",
-       "      <td id=\"T_20a0a_row6_col0\" class=\"data row6 col0\" >24.763000</td>\n",
-       "      <td id=\"T_20a0a_row6_col1\" class=\"data row6 col1\" >0.024760</td>\n",
+       "      <th id=\"T_17b55_level0_row6\" class=\"row_heading level0 row6\" >supertrend</th>\n",
+       "      <td id=\"T_17b55_row6_col0\" class=\"data row6 col0\" >25.499800</td>\n",
+       "      <td id=\"T_17b55_row6_col1\" class=\"data row6 col1\" >0.025500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row7\" class=\"row_heading level0 row7\" >supertrend</th>\n",
-       "      <td id=\"T_20a0a_row7_col0\" class=\"data row7 col0\" >24.671900</td>\n",
-       "      <td id=\"T_20a0a_row7_col1\" class=\"data row7 col1\" >0.024670</td>\n",
+       "      <th id=\"T_17b55_level0_row7\" class=\"row_heading level0 row7\" >jma</th>\n",
+       "      <td id=\"T_17b55_row7_col0\" class=\"data row7 col0\" >25.326600</td>\n",
+       "      <td id=\"T_17b55_row7_col1\" class=\"data row7 col1\" >0.025330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row8\" class=\"row_heading level0 row8\" >stc</th>\n",
-       "      <td id=\"T_20a0a_row8_col0\" class=\"data row8 col0\" >24.475400</td>\n",
-       "      <td id=\"T_20a0a_row8_col1\" class=\"data row8 col1\" >0.024480</td>\n",
+       "      <th id=\"T_17b55_level0_row8\" class=\"row_heading level0 row8\" >stc</th>\n",
+       "      <td id=\"T_17b55_row8_col0\" class=\"data row8 col0\" >24.905200</td>\n",
+       "      <td id=\"T_17b55_row8_col1\" class=\"data row8 col1\" >0.024910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_20a0a_level0_row9\" class=\"row_heading level0 row9\" >vidya</th>\n",
-       "      <td id=\"T_20a0a_row9_col0\" class=\"data row9 col0\" >24.142400</td>\n",
-       "      <td id=\"T_20a0a_row9_col1\" class=\"data row9 col1\" >0.024140</td>\n",
+       "      <th id=\"T_17b55_level0_row9\" class=\"row_heading level0 row9\" >vidya</th>\n",
+       "      <td id=\"T_17b55_row9_col0\" class=\"data row9 col0\" >24.520300</td>\n",
+       "      <td id=\"T_17b55_row9_col1\" class=\"data row9 col1\" >0.024520</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x148c556a0>"
+       "<pandas.io.formats.style.Styler at 0x149eeb790>"
       ]
      },
      "execution_count": 6,
@@ -525,28 +526,28 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>0.001300</td>\n",
+       "      <td>0.001100</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>1.222500</td>\n",
-       "      <td>0.001220</td>\n",
+       "      <td>1.289000</td>\n",
+       "      <td>0.001290</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>9.666095</td>\n",
-       "      <td>0.009666</td>\n",
+       "      <td>9.529325</td>\n",
+       "      <td>0.009529</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>789.409000</td>\n",
-       "      <td>0.789410</td>\n",
+       "      <td>775.513200</td>\n",
+       "      <td>0.775510</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>total</th>\n",
-       "      <td>1478.912500</td>\n",
-       "      <td>1.478950</td>\n",
+       "      <td>1467.516000</td>\n",
+       "      <td>1.467470</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -554,11 +555,11 @@
       ],
       "text/plain": [
        "                ms      secs\n",
-       "min       0.001300  0.000000\n",
-       "50%       1.222500  0.001220\n",
-       "mean      9.666095  0.009666\n",
-       "max     789.409000  0.789410\n",
-       "total  1478.912500  1.478950"
+       "min       0.001100  0.000000\n",
+       "50%       1.289000  0.001290\n",
+       "mean      9.529325  0.009529\n",
+       "max     775.513200  0.775510\n",
+       "total  1467.516000  1.467470"
       ]
      },
      "execution_count": 7,
@@ -597,185 +598,186 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "[+] aberration: 2.1315 ms (0.0021 s)\n",
-      "[+] accbands: 1.3183 ms (0.0013 s)\n",
-      "[+] ad: 0.6363 ms (0.0006 s)\n",
-      "[+] adosc: 0.4027 ms (0.0004 s)\n",
-      "[+] adx: 2.8690 ms (0.0029 s)\n",
-      "[+] alligator: 57.8085 ms (0.0578 s)\n",
-      "[+] alma: 0.4338 ms (0.0004 s)\n",
-      "[+] alphatrend: 1.3127 ms (0.0013 s)\n",
-      "[+] amat: 1.9960 ms (0.0020 s)\n",
-      "[+] ao: 0.4622 ms (0.0005 s)\n",
-      "[+] aobv: 2.7132 ms (0.0027 s)\n",
-      "[+] apo: 0.2177 ms (0.0002 s)\n",
-      "[+] aroon: 0.5793 ms (0.0006 s)\n",
-      "[+] atr: 0.4065 ms (0.0004 s)\n",
-      "[+] atrts: 0.5820 ms (0.0006 s)\n",
-      "[+] bbands: 0.9606 ms (0.0010 s)\n",
-      "[+] bias: 0.3156 ms (0.0003 s)\n",
-      "[+] bop: 0.4347 ms (0.0004 s)\n",
-      "[+] brar: 3.0355 ms (0.0030 s)\n",
-      "[+] cci: 0.4174 ms (0.0004 s)\n",
-      "[+] cdl_pattern: 7.2117 ms (0.0072 s)\n",
-      "[+] cdl_z: 1.5593 ms (0.0016 s)\n",
-      "[+] cfo: 0.3325 ms (0.0003 s)\n",
-      "[+] cg: 6.4802 ms (0.0065 s)\n",
-      "[+] chandelier_exit: 1.9803 ms (0.0020 s)\n",
-      "[+] chop: 1.1809 ms (0.0012 s)\n",
-      "[+] cksp: 1.3694 ms (0.0014 s)\n",
-      "[+] cmf: 1.0299 ms (0.0010 s)\n",
-      "[+] cmo: 0.1870 ms (0.0002 s)\n",
-      "[+] coppock: 0.3050 ms (0.0003 s)\n",
-      "[+] cti: 15.5370 ms (0.0155 s)\n",
-      "[+] cube: 0.6361 ms (0.0006 s)\n",
-      "[+] decay: 0.1578 ms (0.0002 s)\n",
-      "[+] decreasing: 0.3040 ms (0.0003 s)\n",
-      "[+] dema: 0.1739 ms (0.0002 s)\n",
-      "[+] dm: 0.4445 ms (0.0004 s)\n",
-      "[+] donchian: 0.7635 ms (0.0008 s)\n",
-      "[+] dpo: 0.3118 ms (0.0003 s)\n",
-      "[+] ebsw: 34.5349 ms (0.0345 s)\n",
-      "[+] efi: 0.4765 ms (0.0005 s)\n",
-      "[+] ema: 0.1557 ms (0.0002 s)\n",
-      "[+] entropy: 0.6431 ms (0.0006 s)\n",
-      "[+] eom: 0.9620 ms (0.0010 s)\n",
-      "[+] er: 0.4467 ms (0.0004 s)\n",
-      "[+] eri: 0.6435 ms (0.0006 s)\n",
-      "[+] fisher: 5.9755 ms (0.0060 s)\n",
-      "[+] fwma: 1.9330 ms (0.0019 s)\n",
-      "[+] ha: 0.5728 ms (0.0006 s)\n",
-      "[+] hilo: 41.4881 ms (0.0415 s)\n",
-      "[+] hl2: 0.2456 ms (0.0002 s)\n",
-      "[+] hlc3: 0.3145 ms (0.0003 s)\n",
-      "[+] hma: 0.3765 ms (0.0004 s)\n",
-      "[+] hwc: 8.3533 ms (0.0084 s)\n",
-      "[+] hwma: 7.5583 ms (0.0076 s)\n",
-      "[+] ifisher: 0.6551 ms (0.0007 s)\n",
-      "[+] increasing: 0.3217 ms (0.0003 s)\n",
-      "[+] inertia: 2.3685 ms (0.0024 s)\n",
-      "[+] jma: 24.8405 ms (0.0248 s)\n",
-      "[+] kama: 7.4533 ms (0.0075 s)\n",
-      "[+] kc: 0.9206 ms (0.0009 s)\n",
-      "[+] kdj: 1.3393 ms (0.0013 s)\n",
-      "[+] kst: 1.3571 ms (0.0014 s)\n",
-      "[+] kurtosis: 0.2640 ms (0.0003 s)\n",
-      "[+] kvo: 2.2211 ms (0.0022 s)\n",
-      "[+] linreg: 0.1719 ms (0.0002 s)\n",
-      "[+] log_return: 0.1732 ms (0.0002 s)\n",
-      "[+] long_run: 0.0012 ms (0.0000 s)\n",
-      "[+] macd: 1.2925 ms (0.0013 s)\n",
-      "[+] mad: 14.5388 ms (0.0145 s)\n",
-      "[+] mama: 0.8442 ms (0.0008 s)\n",
-      "[+] massi: 1.0200 ms (0.0010 s)\n",
-      "[+] mcgd: 2.2421 ms (0.0022 s)\n",
-      "[+] median: 0.7525 ms (0.0008 s)\n",
-      "[+] mfi: 0.5971 ms (0.0006 s)\n",
-      "[+] midpoint: 0.1730 ms (0.0002 s)\n",
-      "[+] midprice: 0.2382 ms (0.0002 s)\n",
-      "[+] mom: 0.1453 ms (0.0001 s)\n",
-      "[+] natr: 0.3224 ms (0.0003 s)\n",
-      "[+] nvi: 1.6748 ms (0.0017 s)\n",
-      "[+] obv: 0.2800 ms (0.0003 s)\n",
-      "[+] ohlc4: 0.3917 ms (0.0004 s)\n",
-      "[+] pdist: 1.2215 ms (0.0012 s)\n",
-      "[+] percent_return: 0.1738 ms (0.0002 s)\n",
-      "[+] pgo: 0.5882 ms (0.0006 s)\n",
-      "[+] pivots: 6.0429 ms (0.0060 s)\n",
-      "[+] ppo: 0.5561 ms (0.0006 s)\n",
-      "[+] psar: 55.1853 ms (0.0552 s)\n",
-      "[+] psl: 0.9289 ms (0.0009 s)\n",
-      "[+] pvi: 1.4058 ms (0.0014 s)\n",
-      "[+] pvo: 0.6256 ms (0.0006 s)\n",
-      "[+] pvol: 0.2389 ms (0.0002 s)\n",
-      "[+] pvr: 1.1287 ms (0.0011 s)\n",
-      "[+] pvt: 0.3243 ms (0.0003 s)\n",
-      "[+] pwma: 1.7902 ms (0.0018 s)\n",
-      "[+] qqe: 97.1545 ms (0.0972 s)\n",
-      "[+] qstick: 0.6188 ms (0.0006 s)\n",
-      "[+] quantile: 0.7366 ms (0.0007 s)\n",
-      "[+] reflex: 0.1845 ms (0.0002 s)\n",
-      "[+] remap: 0.1414 ms (0.0001 s)\n",
-      "[+] rma: 0.2004 ms (0.0002 s)\n",
-      "[+] roc: 0.1371 ms (0.0001 s)\n",
-      "[+] rsi: 0.1450 ms (0.0001 s)\n",
-      "[+] rsx: 7.2825 ms (0.0073 s)\n",
-      "[+] rvgi: 7.1396 ms (0.0071 s)\n",
-      "[+] rvi: 1.9116 ms (0.0019 s)\n",
-      "[+] rwi: 0.9391 ms (0.0009 s)\n",
-      "[+] short_run: 0.0015 ms (0.0000 s)\n",
-      "[+] sinwma: 7.6959 ms (0.0077 s)\n",
-      "[+] skew: 0.2705 ms (0.0003 s)\n",
-      "[+] slope: 0.2215 ms (0.0002 s)\n",
-      "[+] sma: 0.1454 ms (0.0001 s)\n",
-      "[+] smi: 1.2248 ms (0.0012 s)\n",
-      "[+] smma: 18.7695 ms (0.0188 s)\n",
-      "[+] squeeze: 2.7443 ms (0.0027 s)\n",
-      "[+] squeeze_pro: 4.4873 ms (0.0045 s)\n",
-      "[+] ssf: 0.1583 ms (0.0002 s)\n",
-      "[+] ssf3: 0.1411 ms (0.0001 s)\n",
-      "[+] stc: 24.9623 ms (0.0250 s)\n",
-      "[+] stdev: 0.1595 ms (0.0002 s)\n",
-      "[+] stoch: 0.5891 ms (0.0006 s)\n",
-      "[+] stochf: 0.7667 ms (0.0008 s)\n",
-      "[+] stochrsi: 1.2369 ms (0.0012 s)\n",
-      "[+] supertrend: 24.6885 ms (0.0247 s)\n",
-      "[+] swma: 1.8097 ms (0.0018 s)\n",
-      "[+] t3: 0.1735 ms (0.0002 s)\n",
-      "[+] td_seq: 780.3465 ms (0.7803 s)\n",
-      "[+] tema: 0.2320 ms (0.0002 s)\n",
-      "[+] thermo: 1.2919 ms (0.0013 s)\n",
-      "[+] tmo: 1.4384 ms (0.0014 s)\n",
-      "[+] tos_stdevall: 2.4031 ms (0.0024 s)\n",
-      "[+] trendflex: 0.1920 ms (0.0002 s)\n",
-      "[+] trima: 0.1479 ms (0.0001 s)\n",
-      "[+] trix: 1.0013 ms (0.0010 s)\n",
-      "[+] true_range: 0.3646 ms (0.0004 s)\n",
-      "[+] tsi: 0.8508 ms (0.0009 s)\n",
-      "[+] tsignals: 0.0013 ms (0.0000 s)\n",
-      "[+] ttm_trend: 1.7405 ms (0.0017 s)\n",
-      "[+] ui: 0.7770 ms (0.0008 s)\n",
-      "[+] uo: 0.3545 ms (0.0004 s)\n",
-      "[+] variance: 0.1433 ms (0.0001 s)\n",
-      "[+] vhf: 0.9121 ms (0.0009 s)\n",
-      "[+] vhm: 1.3504 ms (0.0014 s)\n",
-      "[+] vidya: 24.4484 ms (0.0244 s)\n",
-      "[+] vortex: 1.5771 ms (0.0016 s)\n",
-      "[+] vwap: 1.7027 ms (0.0017 s)\n",
-      "[+] vwma: 0.3847 ms (0.0004 s)\n",
-      "[+] wb_tsv: 2.1454 ms (0.0021 s)\n",
-      "[+] wcp: 1.2838 ms (0.0013 s)\n",
-      "[+] willr: 0.3725 ms (0.0004 s)\n",
-      "[+] wma: 0.1435 ms (0.0001 s)\n",
-      "[+] xsignals: 0.0014 ms (0.0000 s)\n",
-      "[+] zlma: 0.3723 ms (0.0004 s)\n",
-      "[+] zscore: 0.3370 ms (0.0003 s)\n",
+      "[+] aberration: 1.8360 ms (0.0018 s)\n",
+      "[+] accbands: 1.4584 ms (0.0015 s)\n",
+      "[+] ad: 0.7203 ms (0.0007 s)\n",
+      "[+] adosc: 0.4615 ms (0.0005 s)\n",
+      "[+] adx: 3.5402 ms (0.0035 s)\n",
+      "[+] alligator: 58.3756 ms (0.0584 s)\n",
+      "[+] alma: 0.7484 ms (0.0007 s)\n",
+      "[+] alphatrend: 1.3322 ms (0.0013 s)\n",
+      "[+] amat: 1.9752 ms (0.0020 s)\n",
+      "[+] ao: 0.4505 ms (0.0005 s)\n",
+      "[+] aobv: 2.7663 ms (0.0028 s)\n",
+      "[+] apo: 0.1982 ms (0.0002 s)\n",
+      "[+] aroon: 0.5680 ms (0.0006 s)\n",
+      "[+] atr: 0.4222 ms (0.0004 s)\n",
+      "[+] atrts: 0.5730 ms (0.0006 s)\n",
+      "[+] bbands: 0.8932 ms (0.0009 s)\n",
+      "[+] bias: 0.3204 ms (0.0003 s)\n",
+      "[+] bop: 0.4397 ms (0.0004 s)\n",
+      "[+] brar: 3.1286 ms (0.0031 s)\n",
+      "[+] cci: 0.3985 ms (0.0004 s)\n",
+      "[+] cdl_pattern: 7.3599 ms (0.0074 s)\n",
+      "[+] cdl_z: 1.6163 ms (0.0016 s)\n",
+      "[+] cfo: 0.5248 ms (0.0005 s)\n",
+      "[+] cg: 6.4300 ms (0.0064 s)\n",
+      "[+] chandelier_exit: 1.9151 ms (0.0019 s)\n",
+      "[+] chop: 1.0992 ms (0.0011 s)\n",
+      "[+] cksp: 1.3273 ms (0.0013 s)\n",
+      "[+] cmf: 1.0408 ms (0.0010 s)\n",
+      "[+] cmo: 0.1860 ms (0.0002 s)\n",
+      "[+] coppock: 0.2979 ms (0.0003 s)\n",
+      "[+] crsi: 0.9211 ms (0.0009 s)\n",
+      "[+] cti: 15.4120 ms (0.0154 s)\n",
+      "[+] cube: 0.5970 ms (0.0006 s)\n",
+      "[+] decay: 0.1582 ms (0.0002 s)\n",
+      "[+] decreasing: 0.2887 ms (0.0003 s)\n",
+      "[+] dema: 0.1683 ms (0.0002 s)\n",
+      "[+] dm: 0.4398 ms (0.0004 s)\n",
+      "[+] donchian: 0.7603 ms (0.0008 s)\n",
+      "[+] dpo: 0.3055 ms (0.0003 s)\n",
+      "[+] ebsw: 34.5248 ms (0.0345 s)\n",
+      "[+] efi: 0.3674 ms (0.0004 s)\n",
+      "[+] ema: 0.1455 ms (0.0001 s)\n",
+      "[+] entropy: 0.5773 ms (0.0006 s)\n",
+      "[+] eom: 0.9080 ms (0.0009 s)\n",
+      "[+] er: 0.4297 ms (0.0004 s)\n",
+      "[+] eri: 0.6014 ms (0.0006 s)\n",
+      "[+] fisher: 5.7969 ms (0.0058 s)\n",
+      "[+] fwma: 2.0095 ms (0.0020 s)\n",
+      "[+] ha: 0.5603 ms (0.0006 s)\n",
+      "[+] hilo: 41.2540 ms (0.0413 s)\n",
+      "[+] hl2: 0.2459 ms (0.0002 s)\n",
+      "[+] hlc3: 0.4617 ms (0.0005 s)\n",
+      "[+] hma: 0.4200 ms (0.0004 s)\n",
+      "[+] hwc: 8.2964 ms (0.0083 s)\n",
+      "[+] hwma: 7.2456 ms (0.0072 s)\n",
+      "[+] ifisher: 0.5586 ms (0.0006 s)\n",
+      "[+] increasing: 0.3144 ms (0.0003 s)\n",
+      "[+] inertia: 1.9570 ms (0.0020 s)\n",
+      "[+] jma: 24.9298 ms (0.0249 s)\n",
+      "[+] kama: 7.5203 ms (0.0075 s)\n",
+      "[+] kc: 0.9200 ms (0.0009 s)\n",
+      "[+] kdj: 1.3400 ms (0.0013 s)\n",
+      "[+] kst: 1.3352 ms (0.0013 s)\n",
+      "[+] kurtosis: 0.2626 ms (0.0003 s)\n",
+      "[+] kvo: 2.2288 ms (0.0022 s)\n",
+      "[+] linreg: 0.1739 ms (0.0002 s)\n",
+      "[+] log_return: 0.1713 ms (0.0002 s)\n",
+      "[+] long_run: 0.0013 ms (0.0000 s)\n",
+      "[+] macd: 1.2921 ms (0.0013 s)\n",
+      "[+] mad: 14.5802 ms (0.0146 s)\n",
+      "[+] mama: 0.7136 ms (0.0007 s)\n",
+      "[+] massi: 0.8916 ms (0.0009 s)\n",
+      "[+] mcgd: 2.1943 ms (0.0022 s)\n",
+      "[+] median: 0.7854 ms (0.0008 s)\n",
+      "[+] mfi: 0.5168 ms (0.0005 s)\n",
+      "[+] midpoint: 0.1915 ms (0.0002 s)\n",
+      "[+] midprice: 0.2493 ms (0.0002 s)\n",
+      "[+] mom: 0.1463 ms (0.0001 s)\n",
+      "[+] natr: 0.3239 ms (0.0003 s)\n",
+      "[+] nvi: 1.5527 ms (0.0016 s)\n",
+      "[+] obv: 0.2435 ms (0.0002 s)\n",
+      "[+] ohlc4: 0.3779 ms (0.0004 s)\n",
+      "[+] pdist: 1.1955 ms (0.0012 s)\n",
+      "[+] percent_return: 0.1652 ms (0.0002 s)\n",
+      "[+] pgo: 0.5775 ms (0.0006 s)\n",
+      "[+] pivots: 6.0667 ms (0.0061 s)\n",
+      "[+] ppo: 0.6287 ms (0.0006 s)\n",
+      "[+] psar: 54.8974 ms (0.0549 s)\n",
+      "[+] psl: 0.9486 ms (0.0009 s)\n",
+      "[+] pvi: 1.3990 ms (0.0014 s)\n",
+      "[+] pvo: 0.6132 ms (0.0006 s)\n",
+      "[+] pvol: 0.2384 ms (0.0002 s)\n",
+      "[+] pvr: 1.1209 ms (0.0011 s)\n",
+      "[+] pvt: 0.3263 ms (0.0003 s)\n",
+      "[+] pwma: 1.8940 ms (0.0019 s)\n",
+      "[+] qqe: 99.6320 ms (0.0996 s)\n",
+      "[+] qstick: 0.7507 ms (0.0008 s)\n",
+      "[+] quantile: 0.8410 ms (0.0008 s)\n",
+      "[+] reflex: 0.2475 ms (0.0002 s)\n",
+      "[+] remap: 0.1644 ms (0.0002 s)\n",
+      "[+] rma: 0.2316 ms (0.0002 s)\n",
+      "[+] roc: 0.1649 ms (0.0002 s)\n",
+      "[+] rsi: 0.1657 ms (0.0002 s)\n",
+      "[+] rsx: 8.6313 ms (0.0086 s)\n",
+      "[+] rvgi: 7.4696 ms (0.0075 s)\n",
+      "[+] rvi: 2.2207 ms (0.0022 s)\n",
+      "[+] rwi: 0.9882 ms (0.0010 s)\n",
+      "[+] short_run: 0.0031 ms (0.0000 s)\n",
+      "[+] sinwma: 7.7704 ms (0.0078 s)\n",
+      "[+] skew: 0.7325 ms (0.0007 s)\n",
+      "[+] slope: 0.2757 ms (0.0003 s)\n",
+      "[+] sma: 0.1551 ms (0.0002 s)\n",
+      "[+] smi: 1.3333 ms (0.0013 s)\n",
+      "[+] smma: 19.5759 ms (0.0196 s)\n",
+      "[+] squeeze: 3.1263 ms (0.0031 s)\n",
+      "[+] squeeze_pro: 4.3125 ms (0.0043 s)\n",
+      "[+] ssf: 0.2073 ms (0.0002 s)\n",
+      "[+] ssf3: 0.1604 ms (0.0002 s)\n",
+      "[+] stc: 25.9717 ms (0.0260 s)\n",
+      "[+] stdev: 0.2114 ms (0.0002 s)\n",
+      "[+] stoch: 0.6443 ms (0.0006 s)\n",
+      "[+] stochf: 0.9380 ms (0.0009 s)\n",
+      "[+] stochrsi: 1.0953 ms (0.0011 s)\n",
+      "[+] supertrend: 24.3121 ms (0.0243 s)\n",
+      "[+] swma: 1.8701 ms (0.0019 s)\n",
+      "[+] t3: 0.1542 ms (0.0002 s)\n",
+      "[+] td_seq: 771.1837 ms (0.7712 s)\n",
+      "[+] tema: 0.2545 ms (0.0003 s)\n",
+      "[+] thermo: 1.3305 ms (0.0013 s)\n",
+      "[+] tmo: 1.4747 ms (0.0015 s)\n",
+      "[+] tos_stdevall: 2.7400 ms (0.0027 s)\n",
+      "[+] trendflex: 0.2123 ms (0.0002 s)\n",
+      "[+] trima: 0.1590 ms (0.0002 s)\n",
+      "[+] trix: 1.0938 ms (0.0011 s)\n",
+      "[+] true_range: 0.4236 ms (0.0004 s)\n",
+      "[+] tsi: 0.8822 ms (0.0009 s)\n",
+      "[+] tsignals: 0.0015 ms (0.0000 s)\n",
+      "[+] ttm_trend: 1.5882 ms (0.0016 s)\n",
+      "[+] ui: 0.6381 ms (0.0006 s)\n",
+      "[+] uo: 0.3329 ms (0.0003 s)\n",
+      "[+] variance: 0.1389 ms (0.0001 s)\n",
+      "[+] vhf: 0.8986 ms (0.0009 s)\n",
+      "[+] vhm: 1.2778 ms (0.0013 s)\n",
+      "[+] vidya: 22.9886 ms (0.0230 s)\n",
+      "[+] vortex: 1.3916 ms (0.0014 s)\n",
+      "[+] vwap: 1.8682 ms (0.0019 s)\n",
+      "[+] vwma: 0.3758 ms (0.0004 s)\n",
+      "[+] wb_tsv: 2.0852 ms (0.0021 s)\n",
+      "[+] wcp: 1.3183 ms (0.0013 s)\n",
+      "[+] willr: 0.3033 ms (0.0003 s)\n",
+      "[+] wma: 0.1297 ms (0.0001 s)\n",
+      "[+] xsignals: 0.0029 ms (0.0000 s)\n",
+      "[+] zlma: 0.3431 ms (0.0003 s)\n",
+      "[+] zscore: 0.3232 ms (0.0003 s)\n",
       "\n",
       "============================================================\n",
-      "  Slowest 10 Indicators [153]\n",
+      "  Slowest 10 Indicators [154]\n",
       "  Observations[talib]: 1257\n",
       "============================================================\n",
       "                  ms     secs\n",
       "Indicator                    \n",
-      "td_seq      780.3465  0.78035\n",
-      "qqe          97.1545  0.09715\n",
-      "alligator    57.8085  0.05781\n",
-      "psar         55.1853  0.05519\n",
-      "hilo         41.4881  0.04149\n",
-      "ebsw         34.5349  0.03453\n",
-      "stc          24.9623  0.02496\n",
-      "jma          24.8405  0.02484\n",
-      "supertrend   24.6885  0.02469\n",
-      "vidya        24.4484  0.02445\n",
+      "td_seq      771.1837  0.77118\n",
+      "qqe          99.6320  0.09963\n",
+      "alligator    58.3756  0.05838\n",
+      "psar         54.8974  0.05490\n",
+      "hilo         41.2540  0.04125\n",
+      "ebsw         34.5248  0.03452\n",
+      "stc          25.9717  0.02597\n",
+      "jma          24.9298  0.02493\n",
+      "supertrend   24.3121  0.02431\n",
+      "vidya        22.9886  0.02299\n",
       "\n",
       "============================================================\n",
       "Time Stats:\n",
       "                ms      secs\n",
-      "min       0.001200  0.000000\n",
-      "50%       0.736600  0.000740\n",
-      "mean      9.108774  0.009108\n",
-      "max     780.346500  0.780350\n",
-      "total  1393.642400  1.393600\n",
+      "min       0.001300  0.000000\n",
+      "50%       0.749550  0.000750\n",
+      "mean      9.034156  0.009034\n",
+      "max     771.183700  0.771180\n",
+      "total  1391.260100  1.391290\n",
       "\n",
       "============================================================\n",
       "\n"
@@ -796,41 +798,45 @@
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        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_1f984_level0_col0\" class=\"col_heading level0 col0\" >ms</th>\n",
-       "      <th id=\"T_1f984_level0_col1\" class=\"col_heading level0 col1\" >secs</th>\n",
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        "      <th class=\"index_name level0\" >Indicator</th>\n",
@@ -840,60 +846,60 @@
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        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row0\" class=\"row_heading level0 row0\" >td_seq</th>\n",
-       "      <td id=\"T_1f984_row0_col0\" class=\"data row0 col0\" >780.346500</td>\n",
-       "      <td id=\"T_1f984_row0_col1\" class=\"data row0 col1\" >0.780350</td>\n",
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+       "      <td id=\"T_d6e12_row0_col0\" class=\"data row0 col0\" >771.183700</td>\n",
+       "      <td id=\"T_d6e12_row0_col1\" class=\"data row0 col1\" >0.771180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row1\" class=\"row_heading level0 row1\" >qqe</th>\n",
-       "      <td id=\"T_1f984_row1_col0\" class=\"data row1 col0\" >97.154500</td>\n",
-       "      <td id=\"T_1f984_row1_col1\" class=\"data row1 col1\" >0.097150</td>\n",
+       "      <th id=\"T_d6e12_level0_row1\" class=\"row_heading level0 row1\" >qqe</th>\n",
+       "      <td id=\"T_d6e12_row1_col0\" class=\"data row1 col0\" >99.632000</td>\n",
+       "      <td id=\"T_d6e12_row1_col1\" class=\"data row1 col1\" >0.099630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row2\" class=\"row_heading level0 row2\" >alligator</th>\n",
-       "      <td id=\"T_1f984_row2_col0\" class=\"data row2 col0\" >57.808500</td>\n",
-       "      <td id=\"T_1f984_row2_col1\" class=\"data row2 col1\" >0.057810</td>\n",
+       "      <th id=\"T_d6e12_level0_row2\" class=\"row_heading level0 row2\" >alligator</th>\n",
+       "      <td id=\"T_d6e12_row2_col0\" class=\"data row2 col0\" >58.375600</td>\n",
+       "      <td id=\"T_d6e12_row2_col1\" class=\"data row2 col1\" >0.058380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row3\" class=\"row_heading level0 row3\" >psar</th>\n",
-       "      <td id=\"T_1f984_row3_col0\" class=\"data row3 col0\" >55.185300</td>\n",
-       "      <td id=\"T_1f984_row3_col1\" class=\"data row3 col1\" >0.055190</td>\n",
+       "      <th id=\"T_d6e12_level0_row3\" class=\"row_heading level0 row3\" >psar</th>\n",
+       "      <td id=\"T_d6e12_row3_col0\" class=\"data row3 col0\" >54.897400</td>\n",
+       "      <td id=\"T_d6e12_row3_col1\" class=\"data row3 col1\" >0.054900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row4\" class=\"row_heading level0 row4\" >hilo</th>\n",
-       "      <td id=\"T_1f984_row4_col0\" class=\"data row4 col0\" >41.488100</td>\n",
-       "      <td id=\"T_1f984_row4_col1\" class=\"data row4 col1\" >0.041490</td>\n",
+       "      <th id=\"T_d6e12_level0_row4\" class=\"row_heading level0 row4\" >hilo</th>\n",
+       "      <td id=\"T_d6e12_row4_col0\" class=\"data row4 col0\" >41.254000</td>\n",
+       "      <td id=\"T_d6e12_row4_col1\" class=\"data row4 col1\" >0.041250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row5\" class=\"row_heading level0 row5\" >ebsw</th>\n",
-       "      <td id=\"T_1f984_row5_col0\" class=\"data row5 col0\" >34.534900</td>\n",
-       "      <td id=\"T_1f984_row5_col1\" class=\"data row5 col1\" >0.034530</td>\n",
+       "      <th id=\"T_d6e12_level0_row5\" class=\"row_heading level0 row5\" >ebsw</th>\n",
+       "      <td id=\"T_d6e12_row5_col0\" class=\"data row5 col0\" >34.524800</td>\n",
+       "      <td id=\"T_d6e12_row5_col1\" class=\"data row5 col1\" >0.034520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row6\" class=\"row_heading level0 row6\" >stc</th>\n",
-       "      <td id=\"T_1f984_row6_col0\" class=\"data row6 col0\" >24.962300</td>\n",
-       "      <td id=\"T_1f984_row6_col1\" class=\"data row6 col1\" >0.024960</td>\n",
+       "      <th id=\"T_d6e12_level0_row6\" class=\"row_heading level0 row6\" >stc</th>\n",
+       "      <td id=\"T_d6e12_row6_col0\" class=\"data row6 col0\" >25.971700</td>\n",
+       "      <td id=\"T_d6e12_row6_col1\" class=\"data row6 col1\" >0.025970</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row7\" class=\"row_heading level0 row7\" >jma</th>\n",
-       "      <td id=\"T_1f984_row7_col0\" class=\"data row7 col0\" >24.840500</td>\n",
-       "      <td id=\"T_1f984_row7_col1\" class=\"data row7 col1\" >0.024840</td>\n",
+       "      <th id=\"T_d6e12_level0_row7\" class=\"row_heading level0 row7\" >jma</th>\n",
+       "      <td id=\"T_d6e12_row7_col0\" class=\"data row7 col0\" >24.929800</td>\n",
+       "      <td id=\"T_d6e12_row7_col1\" class=\"data row7 col1\" >0.024930</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row8\" class=\"row_heading level0 row8\" >supertrend</th>\n",
-       "      <td id=\"T_1f984_row8_col0\" class=\"data row8 col0\" >24.688500</td>\n",
-       "      <td id=\"T_1f984_row8_col1\" class=\"data row8 col1\" >0.024690</td>\n",
+       "      <th id=\"T_d6e12_level0_row8\" class=\"row_heading level0 row8\" >supertrend</th>\n",
+       "      <td id=\"T_d6e12_row8_col0\" class=\"data row8 col0\" >24.312100</td>\n",
+       "      <td id=\"T_d6e12_row8_col1\" class=\"data row8 col1\" >0.024310</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_1f984_level0_row9\" class=\"row_heading level0 row9\" >vidya</th>\n",
-       "      <td id=\"T_1f984_row9_col0\" class=\"data row9 col0\" >24.448400</td>\n",
-       "      <td id=\"T_1f984_row9_col1\" class=\"data row9 col1\" >0.024450</td>\n",
+       "      <th id=\"T_d6e12_level0_row9\" class=\"row_heading level0 row9\" >vidya</th>\n",
+       "      <td id=\"T_d6e12_row9_col0\" class=\"data row9 col0\" >22.988600</td>\n",
+       "      <td id=\"T_d6e12_row9_col1\" class=\"data row9 col1\" >0.022990</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x148c11b20>"
+       "<pandas.io.formats.style.Styler at 0x15c345340>"
       ]
      },
      "execution_count": 9,
@@ -939,28 +945,28 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>0.001200</td>\n",
+       "      <td>0.001300</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>0.736600</td>\n",
-       "      <td>0.000740</td>\n",
+       "      <td>0.749550</td>\n",
+       "      <td>0.000750</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>9.108774</td>\n",
-       "      <td>0.009108</td>\n",
+       "      <td>9.034156</td>\n",
+       "      <td>0.009034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>780.346500</td>\n",
-       "      <td>0.780350</td>\n",
+       "      <td>771.183700</td>\n",
+       "      <td>0.771180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>total</th>\n",
-       "      <td>1393.642400</td>\n",
-       "      <td>1.393600</td>\n",
+       "      <td>1391.260100</td>\n",
+       "      <td>1.391290</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -968,11 +974,11 @@
       ],
       "text/plain": [
        "                ms      secs\n",
-       "min       0.001200  0.000000\n",
-       "50%       0.736600  0.000740\n",
-       "mean      9.108774  0.009108\n",
-       "max     780.346500  0.780350\n",
-       "total  1393.642400  1.393600"
+       "min       0.001300  0.000000\n",
+       "50%       0.749550  0.000750\n",
+       "mean      9.034156  0.009034\n",
+       "max     771.183700  0.771180\n",
+       "total  1391.260100  1.391290"
       ]
      },
      "execution_count": 10,
@@ -1038,36 +1044,36 @@
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">TA Lib</th>\n",
        "      <th>ms</th>\n",
-       "      <td>0.0012</td>\n",
-       "      <td>0.73660</td>\n",
-       "      <td>9.108774</td>\n",
-       "      <td>780.34650</td>\n",
-       "      <td>1393.64240</td>\n",
+       "      <td>0.0013</td>\n",
+       "      <td>0.74955</td>\n",
+       "      <td>9.034156</td>\n",
+       "      <td>771.18370</td>\n",
+       "      <td>1391.26010</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>secs</th>\n",
        "      <td>0.0000</td>\n",
-       "      <td>0.00074</td>\n",
-       "      <td>0.009108</td>\n",
-       "      <td>0.78035</td>\n",
-       "      <td>1.39360</td>\n",
+       "      <td>0.00075</td>\n",
+       "      <td>0.009034</td>\n",
+       "      <td>0.77118</td>\n",
+       "      <td>1.39129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Pandas TA</th>\n",
        "      <th>ms</th>\n",
-       "      <td>0.0013</td>\n",
-       "      <td>1.22250</td>\n",
-       "      <td>9.666095</td>\n",
-       "      <td>789.40900</td>\n",
-       "      <td>1478.91250</td>\n",
+       "      <td>0.0011</td>\n",
+       "      <td>1.28900</td>\n",
+       "      <td>9.529325</td>\n",
+       "      <td>775.51320</td>\n",
+       "      <td>1467.51600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>secs</th>\n",
        "      <td>0.0000</td>\n",
-       "      <td>0.00122</td>\n",
-       "      <td>0.009666</td>\n",
-       "      <td>0.78941</td>\n",
-       "      <td>1.47895</td>\n",
+       "      <td>0.00129</td>\n",
+       "      <td>0.009529</td>\n",
+       "      <td>0.77551</td>\n",
+       "      <td>1.46747</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1075,10 +1081,10 @@
       ],
       "text/plain": [
        "                   min      50%      mean        max       total\n",
-       "TA Lib    ms    0.0012  0.73660  9.108774  780.34650  1393.64240\n",
-       "          secs  0.0000  0.00074  0.009108    0.78035     1.39360\n",
-       "Pandas TA ms    0.0013  1.22250  9.666095  789.40900  1478.91250\n",
-       "          secs  0.0000  0.00122  0.009666    0.78941     1.47895"
+       "TA Lib    ms    0.0013  0.74955  9.034156  771.18370  1391.26010\n",
+       "          secs  0.0000  0.00075  0.009034    0.77118     1.39129\n",
+       "Pandas TA ms    0.0011  1.28900  9.529325  775.51320  1467.51600\n",
+       "          secs  0.0000  0.00129  0.009529    0.77551     1.46747"
       ]
      },
      "execution_count": 11,
@@ -1129,19 +1135,19 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>ms</th>\n",
-       "      <td>0.0001</td>\n",
-       "      <td>0.48590</td>\n",
-       "      <td>0.557321</td>\n",
-       "      <td>9.06250</td>\n",
-       "      <td>85.27010</td>\n",
+       "      <td>0.0002</td>\n",
+       "      <td>0.53945</td>\n",
+       "      <td>0.495168</td>\n",
+       "      <td>4.32950</td>\n",
+       "      <td>76.25590</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>secs</th>\n",
        "      <td>0.0000</td>\n",
-       "      <td>0.00048</td>\n",
-       "      <td>0.000558</td>\n",
-       "      <td>0.00906</td>\n",
-       "      <td>0.08535</td>\n",
+       "      <td>0.00054</td>\n",
+       "      <td>0.000495</td>\n",
+       "      <td>0.00433</td>\n",
+       "      <td>0.07618</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1149,8 +1155,8 @@
       ],
       "text/plain": [
        "Differences     min      50%      mean      max     total\n",
-       "ms           0.0001  0.48590  0.557321  9.06250  85.27010\n",
-       "secs         0.0000  0.00048  0.000558  0.00906   0.08535"
+       "ms           0.0002  0.53945  0.495168  4.32950  76.25590\n",
+       "secs         0.0000  0.00054  0.000495  0.00433   0.07618"
       ]
      },
      "execution_count": 12,
diff --git a/pandas_ta/momentum/crsi.py b/pandas_ta/momentum/crsi.py
index 8093dc56..46bfcaf9 100644
--- a/pandas_ta/momentum/crsi.py
+++ b/pandas_ta/momentum/crsi.py
@@ -1,7 +1,6 @@
 # -*- coding: utf-8 -*-
 import numpy as np
 from pandas import Series
-
 from pandas_ta._typing import Array1d, DictLike, Int, IntFloat
 from pandas_ta.maps import Imports
 from pandas_ta.momentum.rsi import rsi
@@ -15,7 +14,7 @@
 )
 
 
-def consecutive_streak(prices: Array1d) -> Array1d:
+def consecutive_streak(x: Array1d) -> Array1d:
     """Calculate the streak of consecutive price increases or decreases.
 
     This function computes the streak of consecutive daily price increases
@@ -42,12 +41,12 @@ def consecutive_streak(prices: Array1d) -> Array1d:
     >>> np.array_equal(result, expected_result)
     True
     """
-    diff = np.diff(prices)
+    diff = np.diff(x)
     streaks = np.sign(diff)
     return np.concatenate(([0], streaks))
 
 
-def percent_rank(close: Series, lookback: Int) -> Series:
+def percent_rank(x: Series, lookback: Int) -> Series:
     """Calculate the Percent Rank of daily returns over given period.
 
     The Percent Rank compares today's return with the one-day returns from each
@@ -77,7 +76,7 @@ def percent_rank(close: Series, lookback: Int) -> Series:
     >>> np.allclose(result, expected_result, rtol=1e-6, equal_nan=True)
     True
     """
-    daily_returns_np = close.pct_change().to_numpy()
+    daily_returns_np = x.pct_change().to_numpy()
 
     rolling_windows = np.lib.stride_tricks.sliding_window_view(
         daily_returns_np, window_shape=(lookback + 1,)
@@ -85,10 +84,10 @@ def percent_rank(close: Series, lookback: Int) -> Series:
     comparison_matrix = rolling_windows[:, :-1] < rolling_windows[:, -1, np.newaxis]
 
     percent_ranks = np.nanmean(comparison_matrix, axis=1) * 100
-    padded_percent_ranks = np.full(len(close), np.nan)
+    padded_percent_ranks = np.full(len(x), np.nan)
     padded_percent_ranks[lookback:] = percent_ranks
 
-    return Series(padded_percent_ranks, index=close.index)
+    return Series(padded_percent_ranks, index=x.index)
 
 
 def crsi(
@@ -112,9 +111,9 @@ def crsi(
 
     Args:
         close (pd.Series): Series of 'close's
-        length_rsi (int): It's period. Default: 3
-        length_streak (int): It's period. Default: 2
-        length_rank (int): It's period. Default: 100
+        length_rsi (int): The RSI period. Default: 3
+        length_streak (int): The Streak RSI period. Default: 2
+        length_rank (int): Percent Rank length. Default: 100
         scalar (float): How much to magnify. Default: 100
         talib (bool): Use TAlib for RSI if available. Default: True
         drift (int): The difference period. Default: 1
@@ -145,8 +144,9 @@ def crsi(
     drift = v_drift(drift)
     offset = v_offset(offset)
 
-    # Initial streaks calculation
-    streak = Series(consecutive_streak(close.to_numpy()), index=close.index)
+    # Calculate
+    np_close = close.values
+    streak = Series(consecutive_streak(np_close), index=close.index)
 
     if Imports["talib"] and mode_tal:
         from talib import RSI
@@ -165,9 +165,8 @@ def crsi(
             drift=drift, offset=offset, **kwargs
         )
 
-    # Percent rank and final arithmetic mean
-    percent_rank = percent_rank(close, length_rank)
-    crsi = (close_rsi + streak_rsi + percent_rank) / 3.0
+    pr = percent_rank(close, length_rank)
+    crsi = (close_rsi + streak_rsi + pr) / 3.0
 
     # Offset
     if offset != 0:
diff --git a/tests/test_studies.py b/tests/test_studies.py
index 02046cf7..d7149b1a 100644
--- a/tests/test_studies.py
+++ b/tests/test_studies.py
@@ -9,7 +9,7 @@
 [pytest.param(ta.CommonStudy, id="common"), pytest.param(ta.AllStudy, id="all")]
 
 # +/- when adding/removing indicators
-ALL_COLUMNS = 322
+ALL_COLUMNS = 323
 
 
 def test_all_study_props(all_study):
@@ -89,7 +89,7 @@ def test_study_custom_e(df, custom_study_e, talib):
 
 @pytest.mark.parametrize("talib", [False, True])
 def test_study_all_multirun(df, all_study, talib):
-    new_columns = 611  # +/- when adding/removing indicators
+    new_columns = 612  # +/- when adding/removing indicators
     initial_columns = df.shape[1]
     df.ta.study(all_study, length=10, cores=0, talib=talib)
     df.ta.study(all_study, length=50, cores=0, talib=talib)