From d29fe2e48e38b1a0b1029e32a1c27c6679362d95 Mon Sep 17 00:00:00 2001 From: begood Date: Wed, 27 Sep 2023 21:43:42 +0200 Subject: [PATCH] Fix reference to market --- notebooks/Stock.ipynb | 94 +++++++++++++++++++++-------------------- notebooks/example.ipynb | 89 +++++++++++++++++++------------------- 2 files changed, 93 insertions(+), 90 deletions(-) diff --git a/notebooks/Stock.ipynb b/notebooks/Stock.ipynb index d2218cf..925daf8 100644 --- a/notebooks/Stock.ipynb +++ b/notebooks/Stock.ipynb @@ -7,16 +7,18 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2023-08-10T12:43:37.371098150Z", - "start_time": "2023-08-10T12:43:37.245870693Z" + "end_time": "2023-09-27T19:34:04.948776300Z", + "start_time": "2023-09-27T19:34:04.350199300Z" } }, "outputs": [], "source": [ "import tvscreener as tvs\n", - "from tvscreener import StockField, TimeInterval, StocksMarket\n", - "from tvscreener.filter import SymbolType, Exchange, Country, SubMarket, FilterOperator\n", + "from tvscreener import StockField, TimeInterval\n", + "from tvscreener.filter import FilterOperator\n", "from tvscreener import ExtraFilter\n", + "from tvscreener.field import Exchange, SubMarket, SymbolType\n", + "\n", "\n", "%load_ext autoreload\n", "%autoreload 2" @@ -50,8 +52,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 \n6 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 556117.000000 \n8 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 364.630000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 138733.483965 100.000000 35.714286 \n1 0.088543 331333.919957 100.000000 0.000000 \n2 2.401327 5080.856484 0.000000 42.857143 \n3 24.312350 359.512111 0.000000 42.857143 \n4 0.065624 113008.620378 28.571429 78.571429 \n5 0.333335 97165.841070 100.000000 35.714286 \n6 17.550000 625.826397 14.285714 42.857143 \n7 235.000000 222463.265306 0.000000 100.000000 \n8 19.800000 1443.189655 0.000000 85.714286 \n9 0.998666 19020.288316 100.000000 0.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.065736 40.079355 ... -1 \n1 6.875714 15.697468 ... -1 \n2 2.576786 21.021282 ... 1 \n3 2.574643 19.905580 ... 1 \n4 3.053221 21.411278 ... 1 \n5 13.332879 27.054978 ... -1 \n6 9.424400 29.809315 ... -1 \n7 8380.835714 39.072654 ... 1 \n8 4.427429 36.871340 ... 1 \n9 9.404993 23.365350 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -4.720749 -230.936482 \n1 -9.388162 -120.951883 \n2 5.906360 72.958312 \n3 5.743768 74.928140 \n4 4.556238 149.672333 \n5 5.990850 -74.360714 \n6 12.985205 34.751045 \n7 16183.480559 204.804702 \n8 10.636768 222.169729 \n9 -13.117041 -127.023557 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -13.82 37.059393 \n1 -24.93 26.356568 \n2 9.19 17.483541 \n3 9.05 17.902277 \n4 10.81 19.321047 \n5 -10.15 23.185145 \n6 18.17 13.955954 \n7 24647.99 5.755470 \n8 16.15 7.507344 \n9 -15.58 30.228938 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 20.989642 \n2 27.917242 \n3 27.931277 \n4 35.171936 \n5 23.696781 \n6 23.593786 \n7 27.973242 \n8 31.301009 \n9 18.500734 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 63.031565 66.112989 \n3 62.822280 66.262130 \n4 63.522413 66.884776 \n5 51.914409 43.927989 \n6 56.380701 52.050151 \n7 71.024137 75.885871 \n8 73.613628 78.234789 \n9 42.849362 33.497846 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 71.656644 78.135739 \n3 71.754595 78.572202 \n4 63.325131 82.572298 \n5 30.921040 35.446541 \n6 65.652211 65.989356 \n7 82.180259 82.477802 \n8 81.505128 82.596203 \n9 12.583370 13.486642 \n\n[10 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...15.90636072.9583129.1917.48354127.91724263.03156566.11298971.65664478.135739
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...15.74376874.9281409.0517.90227727.93127762.82228066.26213071.75459578.572202
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...14.556238149.67233310.8119.32104735.17193663.52241366.88477663.32513182.572298
5NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.00000035.71428613.33287927.054978...-15.990850-74.360714-10.1523.18514523.69678151.91440943.92798930.92104035.446541
6NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000625.82639714.28571442.8571439.42440029.809315...-112.98520534.75104518.1713.95595423.59378656.38070152.05015165.65221165.989356
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.556117.000000235.000000222463.2653060.000000100.0000008380.83571439.072654...116183.480559204.80470224647.995.75547027.97324271.02413775.88587182.18025982.477802
8NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New364.63000019.8000001443.1896550.00000085.7142864.42742936.871340...110.636768222.16972916.157.50734431.30100973.61362878.23478981.50512882.596203
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000009.40499323.365350...-1-13.117041-127.023557-15.5830.22893818.50073442.84936233.49784612.58337013.486642
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10 rows × 302 columns

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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 502.660000 \n6 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.340000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.970000 \n8 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132586.134572 100.000000 14.285714 \n1 0.088543 321912.281045 100.000000 35.714286 \n2 2.401327 5118.016722 92.857143 50.000000 \n3 24.312350 363.854791 92.857143 50.000000 \n4 0.065624 103548.029933 100.000000 35.714286 \n5 0.333335 97280.103405 71.428571 7.142857 \n6 19.800000 1440.387931 100.000000 57.142857 \n7 235.000000 221089.100000 100.000000 57.142857 \n8 17.550000 610.107015 100.000000 35.714286 \n9 0.998666 18991.867226 100.000000 42.857143 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1 \n1 5.679029 22.120383 ... -1 \n2 2.389257 21.655098 ... -1 \n3 2.365629 21.492701 ... -1 \n4 3.419064 19.421523 ... -1 \n5 13.613557 21.784457 ... -1 \n6 3.878407 29.363976 ... -1 \n7 6706.501429 32.709754 ... -1 \n8 8.038957 11.502149 ... -1 \n9 9.301243 17.663979 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -1.538637 -208.082855 \n3 -1.347657 -209.895909 \n4 -5.099797 -180.562142 \n5 -29.052279 -98.761057 \n6 2.327891 -89.373526 \n7 3813.028971 -84.597110 \n8 1.337631 -48.853156 \n9 4.490718 -99.150391 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.340 30.558611 \n1 -19.630 32.060557 \n2 -6.775 29.303383 \n3 -6.620 29.765275 \n4 -15.250 33.377752 \n5 -29.590 30.919557 \n6 -8.360 21.644631 \n7 -11545.000 18.570083 \n8 -2.700 19.825841 \n9 -23.360 27.294109 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 13.887596 \n2 16.542888 \n3 16.217965 \n4 15.461261 \n5 17.280311 \n6 19.005636 \n7 16.962556 \n8 19.891917 \n9 22.010251 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 38.397693 25.309307 \n3 38.689675 25.502243 \n4 34.513111 24.389321 \n5 37.538715 31.598550 \n6 45.831744 33.505549 \n7 46.101304 34.029793 \n8 49.235942 46.943023 \n9 43.105088 32.583124 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 10.520138 13.047417 \n3 10.465734 13.401442 \n4 6.945989 7.573618 \n5 8.586903 13.653822 \n6 22.081326 15.806692 \n7 22.185337 15.383801 \n8 31.751412 35.851493 \n9 22.251475 13.383379 \n\n[10 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132586.134572100.00000014.2857143.21842925.653844...-1-3.283856-99.336416-4.34030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321912.281045100.00000035.7142865.67902922.120383...-1-7.189782-197.323125-19.63032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275118.01672292.85714350.0000002.38925721.655098...-1-1.538637-208.082855-6.77529.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.85479192.85714350.0000002.36562921.492701...-1-1.347657-209.895909-6.62029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1-5.099797-180.562142-15.25033.37775215.46126134.51311124.3893216.9459897.573618
5NASDAQ:NVDANVDANVIDIA Corporation502.6600000.33333597280.10340571.4285717.14285713.61355721.784457...-1-29.052279-98.761057-29.59030.91955717.28031137.53871531.5985508.58690313.653822
6NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.34000019.8000001440.387931100.00000057.1428573.87840729.363976...-12.327891-89.373526-8.36021.64463119.00563645.83174433.50554922.08132615.806692
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.970000235.000000221089.100000100.00000057.1428576706.50142932.709754...-13813.028971-84.597110-11545.00018.57008316.96255646.10130434.02979322.18533715.383801
8NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000610.107015100.00000035.7142868.03895711.502149...-11.337631-48.853156-2.70019.82584119.89191749.23594246.94302331.75141235.851493
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866618991.867226100.00000042.8571439.30124317.663979...-14.490718-99.150391-23.36027.29410922.01025143.10508832.58312422.25147513.383379
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10 rows × 302 columns

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" }, "execution_count": 2, "metadata": {}, @@ -66,8 +68,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:38.301137561Z", - "start_time": "2023-08-10T12:43:37.411599446Z" + "end_time": "2023-09-27T19:34:07.791030600Z", + "start_time": "2023-09-27T19:34:04.947775700Z" } }, "id": "e784d4685477f41b" @@ -91,8 +93,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 \n6 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n7 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 364.630000 \n8 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 556117.000000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 138733.483965 100.000000 0.000000 \n1 0.088543 331333.919957 100.000000 0.000000 \n2 2.401327 5080.856484 78.571429 0.000000 \n3 24.312350 359.512111 78.571429 0.000000 \n4 0.065624 113008.620378 78.571429 64.285714 \n5 0.333335 97165.841070 100.000000 0.000000 \n6 17.550000 625.826397 14.285714 100.000000 \n7 19.800000 1443.189655 78.571429 0.000000 \n8 235.000000 222463.265306 78.571429 0.000000 \n9 0.998666 19020.288316 100.000000 0.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.189050 50.482263 ... -1 \n1 0.380000 64.438328 ... -1 \n2 0.149286 36.212780 ... 1 \n3 0.149114 37.663273 ... 1 \n4 0.222579 30.593581 ... 1 \n5 0.701821 24.013105 ... -1 \n6 0.391757 31.906184 ... -1 \n7 0.327857 41.221993 ... 1 \n8 630.027000 36.974402 ... 1 \n9 0.394514 57.465402 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -0.511551 -77.163868 \n1 -1.302615 -104.478441 \n2 -0.428272 -113.353531 \n3 -0.419647 -114.361431 \n4 -0.409860 -58.627594 \n5 -1.145508 -204.416812 \n6 -0.634912 -24.694374 \n7 -0.833041 -50.019449 \n8 -1426.243151 -64.063334 \n9 -1.314941 -113.472121 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -0.1750 31.693208 \n1 -0.9200 33.555399 \n2 -0.2392 30.758658 \n3 -0.2600 33.562927 \n4 -0.0051 25.499036 \n5 -1.5600 25.892001 \n6 0.4700 26.179635 \n7 0.1000 34.505424 \n8 -816.4400 28.956062 \n9 -0.5985 34.179634 \n\n Prev. Positive Directional Indicator (14) \\\n0 7.673470 \n1 2.741869 \n2 8.903580 \n3 8.598175 \n4 19.812357 \n5 11.006957 \n6 13.614647 \n7 10.951997 \n8 9.167792 \n9 4.531923 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 27.934376 28.787825 \n1 20.144663 19.276398 \n2 27.910567 22.882972 \n3 28.652843 23.998890 \n4 37.419923 40.488233 \n5 25.981434 14.473859 \n6 41.065226 45.834157 \n7 39.548974 44.352384 \n8 41.712226 44.092506 \n9 16.516540 10.600821 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 14.795279 16.331155 \n1 10.476947 11.144101 \n2 10.234625 11.143122 \n3 11.956378 13.214573 \n4 29.148594 33.713851 \n5 9.427391 4.553163 \n6 47.382437 56.755969 \n7 24.007238 33.853502 \n8 26.883871 34.958559 \n9 8.744848 5.165298 \n\n[10 rows x 301 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.0000000.0000000.18905050.482263...-1-0.511551-77.163868-0.175031.6932087.67347027.93437628.78782514.79527916.331155
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000000.38000064.438328...-1-1.302615-104.478441-0.920033.5553992.74186920.14466319.27639810.47694711.144101
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.85648478.5714290.0000000.14928636.212780...1-0.428272-113.353531-0.239230.7586588.90358027.91056722.88297210.23462511.143122
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.51211178.5714290.0000000.14911437.663273...1-0.419647-114.361431-0.260033.5629278.59817528.65284323.99889011.95637813.214573
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037878.57142964.2857140.22257930.593581...1-0.409860-58.627594-0.005125.49903619.81235737.41992340.48823329.14859433.713851
5NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.0000000.0000000.70182124.013105...-1-1.145508-204.416812-1.560025.89200111.00695725.98143414.4738599.4273914.553163
6NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000625.82639714.285714100.0000000.39175731.906184...-1-0.634912-24.6943740.470026.17963513.61464741.06522645.83415747.38243756.755969
7NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New364.63000019.8000001443.18965578.5714290.0000000.32785741.221993...1-0.833041-50.0194490.100034.50542410.95199739.54897444.35238424.00723833.853502
8NYSE:BRK.ABRK.ABerkshire Hathaway Inc.556117.000000235.000000222463.26530678.5714290.000000630.02700036.974402...1-1426.243151-64.063334-816.440028.9560629.16779241.71222644.09250626.88387134.958559
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000000.39451457.465402...-1-1.314941-113.472121-0.598534.1796344.53192316.51654010.6008218.7448485.165298
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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 502.660000 \n6 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.340000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.970000 \n8 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132586.134572 0.000000 64.285714 \n1 0.088543 321912.281045 0.000000 64.285714 \n2 2.401327 5118.016722 0.000000 64.285714 \n3 24.312350 363.854791 0.000000 64.285714 \n4 0.065624 103548.029933 100.000000 28.571429 \n5 0.333335 97280.103405 0.000000 64.285714 \n6 19.800000 1440.387931 85.714286 57.142857 \n7 235.000000 221089.100000 78.571429 64.285714 \n8 17.550000 610.107015 100.000000 64.285714 \n9 0.998666 18991.867226 0.000000 64.285714 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.165343 24.857830 ... -1 \n1 0.328193 32.807997 ... -1 \n2 0.126843 47.712707 ... -1 \n3 0.127200 48.366557 ... -1 \n4 0.157607 30.035788 ... -1 \n5 0.748121 49.902238 ... -1 \n6 0.188743 24.856194 ... -1 \n7 169.441957 15.446908 ... -1 \n8 0.717657 58.234381 ... -1 \n9 0.457121 49.408737 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 0.104981 -35.244465 \n1 0.435853 -31.346398 \n2 0.243641 45.677041 \n3 0.239546 42.067407 \n4 0.179179 0.891851 \n5 1.534843 6.532233 \n6 0.187074 -2.183271 \n7 291.062306 -41.025371 \n8 2.063340 5.583618 \n9 1.156169 63.036424 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -0.3850 24.871810 \n1 -0.5075 22.536594 \n2 -0.0700 12.365364 \n3 -0.0800 11.910521 \n4 -0.3300 19.517729 \n5 -0.9328 15.519576 \n6 -0.1000 25.344451 \n7 -407.5050 39.258786 \n8 -1.2300 12.467009 \n9 -0.1199 13.127654 \n\n Prev. Positive Directional Indicator (14) \\\n0 22.615542 \n1 21.459699 \n2 24.731782 \n3 23.659724 \n4 24.513727 \n5 27.954990 \n6 27.125743 \n7 22.722229 \n8 27.670674 \n9 28.369495 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 48.032552 41.726044 \n1 49.434414 39.407204 \n2 60.806234 56.511216 \n3 61.062996 56.386353 \n4 55.090748 47.130994 \n5 56.849216 45.722552 \n6 54.811865 51.028422 \n7 48.537659 42.002441 \n8 58.654483 44.725961 \n9 68.186823 65.238479 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 38.775343 27.164675 \n1 41.964060 27.671854 \n2 60.556051 55.658692 \n3 59.262310 53.833992 \n4 36.775868 28.541142 \n5 44.250178 34.943608 \n6 37.831559 28.707771 \n7 44.439095 26.784150 \n8 49.469202 33.296910 \n9 68.459020 66.067531 \n\n[10 rows x 301 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132586.1345720.00000064.2857140.16534324.857830...-10.104981-35.244465-0.385024.87181022.61554248.03255241.72604438.77534327.164675
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321912.2810450.00000064.2857140.32819332.807997...-10.435853-31.346398-0.507522.53659421.45969949.43441439.40720441.96406027.671854
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275118.0167220.00000064.2857140.12684347.712707...-10.24364145.677041-0.070012.36536424.73178260.80623456.51121660.55605155.658692
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.8547910.00000064.2857140.12720048.366557...-10.23954642.067407-0.080011.91052123.65972461.06299656.38635359.26231053.833992
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000028.5714290.15760730.035788...-10.1791790.891851-0.330019.51772924.51372755.09074847.13099436.77586828.541142
5NASDAQ:NVDANVDANVIDIA Corporation502.6600000.33333597280.1034050.00000064.2857140.74812149.902238...-11.5348436.532233-0.932815.51957627.95499056.84921645.72255244.25017834.943608
6NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.34000019.8000001440.38793185.71428657.1428570.18874324.856194...-10.187074-2.183271-0.100025.34445127.12574354.81186551.02842237.83155928.707771
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.970000235.000000221089.10000078.57142964.285714169.44195715.446908...-1291.062306-41.025371-407.505039.25878622.72222948.53765942.00244144.43909526.784150
8NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000610.107015100.00000064.2857140.71765758.234381...-12.0633405.583618-1.230012.46700927.67067458.65448344.72596149.46920233.296910
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866618991.8672260.00000064.2857140.45712149.408737...-11.15616963.036424-0.119913.12765428.36949568.18682365.23847968.45902066.067531
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" }, "execution_count": 3, "metadata": {}, @@ -107,8 +109,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.291891174Z", - "start_time": "2023-08-10T12:43:38.300280165Z" + "end_time": "2023-09-27T19:34:09.753312Z", + "start_time": "2023-09-27T19:34:07.791030600Z" } }, "id": "b43d16de57ee391a" @@ -147,8 +149,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.357725751Z", - "start_time": "2023-08-10T12:43:39.287313710Z" + "end_time": "2023-09-27T19:34:09.806692700Z", + "start_time": "2023-09-27T19:34:09.754312100Z" } }, "id": "3938fc2af76d082d" @@ -164,8 +166,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.357873120Z", - "start_time": "2023-08-10T12:43:39.327741749Z" + "end_time": "2023-09-27T19:34:09.835204700Z", + "start_time": "2023-09-27T19:34:09.782693100Z" } }, "id": "bfc197b86e25f36b" @@ -194,8 +196,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.357942029Z", - "start_time": "2023-08-10T12:43:39.327825373Z" + "end_time": "2023-09-27T19:34:09.856165800Z", + "start_time": "2023-09-27T19:34:09.811205300Z" } }, "id": "4c768e89cc4841bd" @@ -220,8 +222,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.358002589Z", - "start_time": "2023-08-10T12:43:39.327861480Z" + "end_time": "2023-09-27T19:34:09.883635300Z", + "start_time": "2023-09-27T19:34:09.840164700Z" } }, "id": "7726c96aeabf261f" @@ -249,8 +251,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:39.360768350Z", - "start_time": "2023-08-10T12:43:39.327894891Z" + "end_time": "2023-09-27T19:34:09.897049400Z", + "start_time": "2023-09-27T19:34:09.868638600Z" } }, "id": "4f7607f354753b43" @@ -273,8 +275,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.23000 0.049107 \n1 OTC:AAGIY AAGIY AIA Group, Ltd. 56.53000 9.930000 \n2 OTC:AAIGF AAIGF AIA Group, Ltd. 14.56000 2.460000 \n3 OTC:MKGAF MKGAF Merck KGaA 264.40000 18.250000 \n4 OTC:MKKGY MKKGY Merck KGaA 52.29000 6.989860 \n5 OTC:AAUKF AAUKF Anglo American plc 73.40652 3.131100 \n6 OTC:MRAAY MRAAY Murata Manufacturing Inc. 26.59000 3.083330 \n7 OTC:MRAAF MRAAF Murata Manufacturing Inc. 183.77000 33.552800 \n8 OTC:HENKY HENKY Henkel AG & Co. KGAA 32.21625 4.187458 \n9 OTC:HENOY HENOY Henkel AG & Co. KGAA 36.00100 5.166615 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 138733.483965 100.000000 35.714286 \n1 215.930736 100.000000 35.714286 \n2 217.534722 100.000000 7.142857 \n3 347.084639 0.000000 71.428571 \n4 195.611214 7.142857 71.428571 \n5 61.515063 100.000000 42.857143 \n6 354.710339 71.428571 57.142857 \n7 22.735905 100.000000 71.428571 \n8 261.266733 92.857143 42.857143 \n9 261.527390 92.857143 0.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.065736 40.079355 ... -1.0 \n1 0.758650 15.760823 ... -1.0 \n2 0.435371 13.981267 ... -1.0 \n3 4.739857 18.904303 ... 1.0 \n4 0.469207 16.208810 ... 1.0 \n5 0.430714 10.943106 ... -1.0 \n6 0.333521 12.340245 ... -1.0 \n7 0.980357 14.038983 ... -1.0 \n8 0.175936 14.545648 ... -1.0 \n9 0.154443 23.904056 ... -1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -4.720749 -230.936482 \n1 -1.853754 -208.939941 \n2 -0.489674 -197.455515 \n3 6.772704 64.114957 \n4 1.642201 78.920394 \n5 -0.490315 -81.131481 \n6 -0.113834 -114.841438 \n7 0.382426 -44.801992 \n8 -0.374956 -125.197383 \n9 -0.634318 -125.382012 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -13.8200 37.059393 \n1 -2.4300 36.824480 \n2 -0.5100 18.919587 \n3 2.1500 23.729818 \n4 0.9000 26.732454 \n5 -1.3100 38.882917 \n6 -0.3005 36.337504 \n7 -2.4270 37.281414 \n8 -0.5900 29.754160 \n9 -0.6600 41.124889 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 18.605137 \n2 12.080031 \n3 34.035186 \n4 38.134644 \n5 38.141133 \n6 26.660987 \n7 28.816348 \n8 19.962536 \n9 17.018665 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 30.562472 20.744334 \n2 33.797517 22.544000 \n3 53.860515 55.223620 \n4 60.363718 62.544260 \n5 43.649290 36.998894 \n6 45.237089 40.807561 \n7 46.746933 42.948113 \n8 39.680007 36.643907 \n9 34.062318 25.350571 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 7.800591 3.847783 \n2 28.714994 23.244157 \n3 60.587925 61.596330 \n4 79.173369 77.054288 \n5 26.597545 13.976391 \n6 30.982189 31.802155 \n7 44.784146 30.069184 \n8 9.970209 13.601314 \n9 6.118814 8.882494 \n\n[10 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.230000.049107138733.483965100.00000035.7142863.06573640.079355...-1.0-4.720749-230.936482-13.820037.05939314.54316731.99262120.3099598.3369296.651887
1OTC:AAGIYAAGIYAIA Group, Ltd.56.530009.930000215.930736100.00000035.7142860.75865015.760823...-1.0-1.853754-208.939941-2.430036.82448018.60513730.56247220.7443347.8005913.847783
2OTC:AAIGFAAIGFAIA Group, Ltd.14.560002.460000217.534722100.0000007.1428570.43537113.981267...-1.0-0.489674-197.455515-0.510018.91958712.08003133.79751722.54400028.71499423.244157
3OTC:MKGAFMKGAFMerck KGaA264.4000018.250000347.0846390.00000071.4285714.73985718.904303...1.06.77270464.1149572.150023.72981834.03518653.86051555.22362060.58792561.596330
4OTC:MKKGYMKKGYMerck KGaA52.290006.989860195.6112147.14285771.4285710.46920716.208810...1.01.64220178.9203940.900026.73245438.13464460.36371862.54426079.17336977.054288
5OTC:AAUKFAAUKFAnglo American plc73.406523.13110061.515063100.00000042.8571430.43071410.943106...-1.0-0.490315-81.131481-1.310038.88291738.14113343.64929036.99889426.59754513.976391
6OTC:MRAAYMRAAYMurata Manufacturing Inc.26.590003.083330354.71033971.42857157.1428570.33352112.340245...-1.0-0.113834-114.841438-0.300536.33750426.66098745.23708940.80756130.98218931.802155
7OTC:MRAAFMRAAFMurata Manufacturing Inc.183.7700033.55280022.735905100.00000071.4285710.98035714.038983...-1.00.382426-44.801992-2.427037.28141428.81634846.74693342.94811344.78414630.069184
8OTC:HENKYHENKYHenkel AG & Co. KGAA32.216254.187458261.26673392.85714342.8571430.17593614.545648...-1.0-0.374956-125.197383-0.590029.75416019.96253639.68000736.6439079.97020913.601314
9OTC:HENOYHENOYHenkel AG & Co. KGAA36.001005.166615261.52739092.8571430.0000000.15444323.904056...-1.0-0.634318-125.382012-0.660041.12488917.01866534.06231825.3505716.1188148.882494
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" + "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.23000 0.049107 \n1 OTC:AAIGF AAIGF AIA Group, Ltd. 14.56000 2.460000 \n2 OTC:AAGIY AAGIY AIA Group, Ltd. 56.53000 9.930000 \n3 OTC:MKKGY MKKGY Merck KGaA 52.29000 6.989860 \n4 OTC:MKGAF MKGAF Merck KGaA 264.40000 18.250000 \n5 OTC:AAUKF AAUKF Anglo American plc 73.40652 3.131100 \n6 OTC:MRAAY MRAAY Murata Manufacturing Inc. 26.59000 3.083330 \n7 OTC:MRAAF MRAAF Murata Manufacturing Inc. 183.77000 33.552800 \n8 OTC:HENOF HENOF Henkel AG & Co. KGAA 159.35001 23.000000 \n9 OTC:HENOY HENOY Henkel AG & Co. KGAA 36.00100 5.166615 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 132586.134572 100.000000 14.285714 \n1 182.986111 92.857143 0.000000 \n2 181.341991 92.857143 28.571429 \n3 172.227662 100.000000 0.000000 \n4 306.420063 100.000000 0.000000 \n5 56.033130 50.000000 85.714286 \n6 338.744386 71.428571 35.714286 \n7 18.579879 28.571429 0.000000 \n8 12.214928 100.000000 0.000000 \n9 231.622332 100.000000 14.285714 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1.0 \n1 0.365714 29.895630 ... -1.0 \n2 0.482579 16.338418 ... -1.0 \n3 0.455064 19.813728 ... -1.0 \n4 4.924857 10.217315 ... -1.0 \n5 0.374219 13.469633 ... 1.0 \n6 0.400000 10.277903 ... -1.0 \n7 1.250929 13.892408 ... -1.0 \n8 0.066579 17.635434 ... -1.0 \n9 0.156279 34.955275 ... -1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -0.518029 -180.198951 \n2 -2.059031 -169.851125 \n3 -1.174500 -119.459067 \n4 -5.675028 -119.096003 \n5 -0.417817 161.387549 \n6 -0.110543 -96.010522 \n7 -0.229774 -63.282366 \n8 -1.062590 -198.299884 \n9 -1.032359 -124.272606 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.3400 30.558611 \n1 -0.7300 22.455402 \n2 -2.7300 42.226956 \n3 -1.0300 43.434876 \n4 -6.2540 22.324742 \n5 2.2750 29.629036 \n6 -0.2600 28.501446 \n7 -2.4280 20.780990 \n8 -7.0501 57.399324 \n9 -1.0935 46.497242 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 8.018751 \n2 20.924167 \n3 22.561050 \n4 26.245161 \n5 52.236981 \n6 21.474688 \n7 27.564427 \n8 37.656357 \n9 12.582312 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 31.515184 25.577307 \n2 27.195210 19.695007 \n3 36.760445 28.788114 \n4 41.653193 37.852582 \n5 53.655836 60.256388 \n6 44.000027 40.946516 \n7 46.703859 45.270260 \n8 39.813514 30.860912 \n9 24.398495 15.886250 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 19.715915 21.189097 \n2 10.542012 11.407377 \n3 12.691978 7.808972 \n4 17.487770 11.536634 \n5 77.237132 87.766072 \n6 38.440477 37.658080 \n7 31.877576 26.350204 \n8 13.098674 9.183099 \n9 4.786640 5.167695 \n\n[10 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.230000.049107132586.134572100.00000014.2857143.21842925.653844...-1.0-3.283856-99.336416-4.340030.55861116.82218938.38667633.4268948.4521349.222031
1OTC:AAIGFAAIGFAIA Group, Ltd.14.560002.460000182.98611192.8571430.0000000.36571429.895630...-1.0-0.518029-180.198951-0.730022.4554028.01875131.51518425.57730719.71591521.189097
2OTC:AAGIYAAGIYAIA Group, Ltd.56.530009.930000181.34199192.85714328.5714290.48257916.338418...-1.0-2.059031-169.851125-2.730042.22695620.92416727.19521019.69500710.54201211.407377
3OTC:MKKGYMKKGYMerck KGaA52.290006.989860172.227662100.0000000.0000000.45506419.813728...-1.0-1.174500-119.459067-1.030043.43487622.56105036.76044528.78811412.6919787.808972
4OTC:MKGAFMKGAFMerck KGaA264.4000018.250000306.420063100.0000000.0000004.92485710.217315...-1.0-5.675028-119.096003-6.254022.32474226.24516141.65319337.85258217.48777011.536634
5OTC:AAUKFAAUKFAnglo American plc73.406523.13110056.03313050.00000085.7142860.37421913.469633...1.0-0.417817161.3875492.275029.62903652.23698153.65583660.25638877.23713287.766072
6OTC:MRAAYMRAAYMurata Manufacturing Inc.26.590003.083330338.74438671.42857135.7142860.40000010.277903...-1.0-0.110543-96.010522-0.260028.50144621.47468844.00002740.94651638.44047737.658080
7OTC:MRAAFMRAAFMurata Manufacturing Inc.183.7700033.55280018.57987928.5714290.0000001.25092913.892408...-1.0-0.229774-63.282366-2.428020.78099027.56442746.70385945.27026031.87757626.350204
8OTC:HENOFHENOFHenkel AG & Co. KGAA159.3500123.00000012.214928100.0000000.0000000.06657917.635434...-1.0-1.062590-198.299884-7.050157.39932437.65635739.81351430.86091213.0986749.183099
9OTC:HENOYHENOYHenkel AG & Co. KGAA36.001005.166615231.622332100.00000014.2857140.15627934.955275...-1.0-1.032359-124.272606-1.093546.49724212.58231224.39849515.8862504.7866405.167695
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10 rows × 302 columns

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" }, "execution_count": 9, "metadata": {}, @@ -292,8 +294,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:40.146931870Z", - "start_time": "2023-08-10T12:43:39.327927711Z" + "end_time": "2023-09-27T19:34:11.265844200Z", + "start_time": "2023-09-27T19:34:09.897049400Z" } }, "id": "e9c208dd46c5856a" @@ -314,8 +316,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description \\\n0 OTC:CRDE CRDE CARDINAL ETHANOL LLC \n1 OTC:FINN FINN First National of Nebraska, Inc. \n2 OTC:FMBL FMBL Farmers & Merchants Bank of Long Beach (CA) \n3 OTC:WFCL WFCL 1867 WESTN FINL CORP \n4 OTC:LICT LICT LICT Corp. \n.. ... ... ... \n145 AMEX:MUB MUB iShares National Muni Bond ETF \n146 OTC:WTTHF WTTHF SSGA SPDR ETFS EUROPE II PLC MSCI WORLD TECHNO... \n147 AMEX:TIP TIP iShares TIPS Bond ETF \n148 OTC:CNND CNND CANANDAIGUA NATIONAL CORP \n149 OTC:ISRPF ISRPF IShares Plc. \n\n All Time High All Time Low All Time Performance Aroon Down (14) \\\n0 20500.0000 3500.00000 10.512129 0.000000 \n1 14401.0000 1790.00000 303.364444 78.571429 \n2 9200.0000 1725.00000 204.347826 100.000000 \n3 20000.0000 1600.00000 110.000000 35.714286 \n4 26500.0000 1350.00000 667.142857 100.000000 \n.. ... ... ... ... \n145 118.1500 85.10001 5.940000 71.428571 \n146 126.8765 84.55000 35.837396 7.142857 \n147 131.3700 84.14000 4.916256 71.428571 \n148 420.0000 84.00000 33.689840 35.714286 \n149 145.0000 84.00000 9.609130 85.714286 \n\n Aroon Up (14) Average Day Range (14) Average Directional Index (14) \\\n0 78.571429 388.857143 47.790626 \n1 0.000000 118.677143 22.081146 \n2 0.000000 76.427407 51.053743 \n3 28.571429 1.785714 27.089130 \n4 50.000000 221.528529 23.399498 \n.. ... ... ... \n145 14.285714 0.244579 19.334463 \n146 100.000000 0.008371 22.393107 \n147 7.142857 0.400686 20.445899 \n148 0.000000 2.648929 14.899804 \n149 42.857143 0.123364 9.233959 \n\n ... Reco. VWMA Prev. Awesome Oscillator \\\n0 ... 1.0 7126.750000 \n1 ... -1.0 -305.389706 \n2 ... 1.0 -247.939345 \n3 ... -1.0 -1496.088824 \n4 ... -1.0 -894.848487 \n.. ... ... ... \n145 ... -1.0 -0.989623 \n146 ... 1.0 15.755931 \n147 ... -1.0 -0.872306 \n148 ... 1.0 -19.755985 \n149 ... -1.0 -0.333256 \n\n Prev. Commodity Channel Index (20) Prev. Momentum (10) \\\n0 104.088072 9170.0000 \n1 -74.873096 -300.0000 \n2 -133.990260 -340.0000 \n3 -35.424011 25.0000 \n4 -86.958788 -400.0000 \n.. ... ... \n145 -93.437045 -1.2200 \n146 153.977934 19.5708 \n147 -48.961791 -0.9300 \n148 -34.309096 -40.0000 \n149 -115.648155 -1.2606 \n\n Prev. Negative Directional Indicator (14) \\\n0 15.100559 \n1 40.907136 \n2 58.691785 \n3 58.262319 \n4 40.266275 \n.. ... \n145 36.106314 \n146 29.949299 \n147 30.425000 \n148 48.614043 \n149 52.575851 \n\n Prev. Positive Directional Indicator (14) \\\n0 70.500223 \n1 22.879078 \n2 7.742621 \n3 35.796670 \n4 38.422402 \n.. ... \n145 24.689875 \n146 68.759879 \n147 25.384385 \n148 47.010946 \n149 37.648962 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 70.997007 73.197600 \n1 45.184044 42.945052 \n2 14.987400 7.224071 \n3 39.840833 43.515431 \n4 25.717846 19.995402 \n.. ... ... \n145 42.690045 42.337710 \n146 69.800751 79.742816 \n147 45.585518 47.074849 \n148 47.798131 49.498854 \n149 43.156349 39.807627 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 95.142622 91.390942 \n1 23.953569 28.439716 \n2 4.478120 2.828087 \n3 47.224755 71.585425 \n4 7.222333 5.000167 \n.. ... ... \n145 18.392287 24.435028 \n146 90.114176 89.723291 \n147 32.562852 45.893720 \n148 53.143842 54.521964 \n149 56.385569 36.440253 \n\n[150 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0OTC:CRDECRDECARDINAL ETHANOL LLC20500.00003500.0000010.5121290.00000078.571429388.85714347.790626...1.07126.750000104.0880729170.000015.10055970.50022370.99700773.19760095.14262291.390942
1OTC:FINNFINNFirst National of Nebraska, Inc.14401.00001790.00000303.36444478.5714290.000000118.67714322.081146...-1.0-305.389706-74.873096-300.000040.90713622.87907845.18404442.94505223.95356928.439716
2OTC:FMBLFMBLFarmers & Merchants Bank of Long Beach (CA)9200.00001725.00000204.347826100.0000000.00000076.42740751.053743...1.0-247.939345-133.990260-340.000058.6917857.74262114.9874007.2240714.4781202.828087
3OTC:WFCLWFCL1867 WESTN FINL CORP20000.00001600.00000110.00000035.71428628.5714291.78571427.089130...-1.0-1496.088824-35.42401125.000058.26231935.79667039.84083343.51543147.22475571.585425
4OTC:LICTLICTLICT Corp.26500.00001350.00000667.142857100.00000050.000000221.52852923.399498...-1.0-894.848487-86.958788-400.000040.26627538.42240225.71784619.9954027.2223335.000167
..................................................................
145AMEX:MUBMUBiShares National Muni Bond ETF118.150085.100015.94000071.42857114.2857140.24457919.334463...-1.0-0.989623-93.437045-1.220036.10631424.68987542.69004542.33771018.39228724.435028
146OTC:WTTHFWTTHFSSGA SPDR ETFS EUROPE II PLC MSCI WORLD TECHNO...126.876584.5500035.8373967.142857100.0000000.00837122.393107...1.015.755931153.97793419.570829.94929968.75987969.80075179.74281690.11417689.723291
147AMEX:TIPTIPiShares TIPS Bond ETF131.370084.140004.91625671.4285717.1428570.40068620.445899...-1.0-0.872306-48.961791-0.930030.42500025.38438545.58551847.07484932.56285245.893720
148OTC:CNNDCNNDCANANDAIGUA NATIONAL CORP420.000084.0000033.68984035.7142860.0000002.64892914.899804...1.0-19.755985-34.309096-40.000048.61404347.01094647.79813149.49885453.14384254.521964
149OTC:ISRPFISRPFIShares Plc.145.000084.000009.60913085.71428642.8571430.1233649.233959...-1.0-0.333256-115.648155-1.260652.57585137.64896243.15634939.80762756.38556936.440253
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150 rows × 302 columns

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" + "text/plain": " Symbol Name Description \\\n0 OTC:HEOL HEOL HIGHWATER ETHANOL LLC \n1 OTC:CRDE CRDE CARDINAL ETHANOL LLC \n2 OTC:SWIOU SWIOU SOUTHWEST IOWA RENEWABLE ENERGY LLC \n3 OTC:FINN FINN First National of Nebraska, Inc. \n4 OTC:FMBL FMBL Farmers & Merchants Bank of Long Beach (CA) \n.. ... ... ... \n145 OTC:VFAWF VFAWF Vanguard Funds PLC \n146 OTC:PPWLM PPWLM PacifiCorp \n147 AMEX:MUB MUB iShares National Muni Bond ETF \n148 AMEX:BBLB BBLB J.P. Morgan Exchange-Traded Fund Trust JPMorga... \n149 AMEX:TIP TIP iShares TIPS Bond ETF \n\n All Time High All Time Low All Time Performance Aroon Down (14) \\\n0 17500.0000 5500.00000 218.181818 28.571429 \n1 20500.0000 3500.00000 13.881402 0.000000 \n2 8500.0000 3300.00000 17.857143 35.714286 \n3 14401.0000 1790.00000 301.746032 78.571429 \n4 9200.0000 1725.00000 182.956522 0.000000 \n.. ... ... ... ... \n145 119.0000 86.18000 22.218842 0.000000 \n146 187.5000 85.55000 31.296588 0.000000 \n147 118.1500 85.10001 2.855000 100.000000 \n148 102.3178 85.05810 -15.137085 100.000000 \n149 131.3700 84.14000 1.827586 100.000000 \n\n Aroon Up (14) Average Day Range (14) Average Directional Index (14) \\\n0 92.857143 332.857143 33.468850 \n1 85.714286 396.428571 54.218655 \n2 64.285714 181.928571 39.643341 \n3 50.000000 105.571429 29.810794 \n4 21.428571 49.823614 21.356201 \n.. ... ... ... \n145 57.142857 0.000000 16.389832 \n146 100.000000 1.090000 6.553694 \n147 0.000000 0.236007 40.014441 \n148 14.285714 0.132764 24.770290 \n149 28.571429 0.341800 23.601386 \n\n ... Reco. VWMA Prev. Awesome Oscillator \\\n0 ... 1.0 5272.279412 \n1 ... 1.0 6847.485294 \n2 ... 1.0 2549.755882 \n3 ... -1.0 96.447353 \n4 ... 1.0 41.930519 \n.. ... ... ... \n145 ... -1.0 5.242118 \n146 ... 1.0 -1.245985 \n147 ... -1.0 -1.167067 \n148 ... -1.0 -2.520406 \n149 ... -1.0 -0.936849 \n\n Prev. Commodity Channel Index (20) Prev. Momentum (10) \\\n0 189.305409 11090.0000 \n1 71.894768 1400.0000 \n2 110.276037 3300.0000 \n3 100.545614 506.7500 \n4 3.871737 -231.0000 \n.. ... ... \n145 74.782743 1.8053 \n146 77.248132 9.6400 \n147 -231.344109 -1.8500 \n148 -233.740674 -4.2794 \n149 -222.041962 -1.8300 \n\n Prev. Negative Directional Indicator (14) \\\n0 16.449404 \n1 13.095096 \n2 29.407231 \n3 55.639066 \n4 45.374366 \n.. ... \n145 40.695059 \n146 36.829698 \n147 50.180391 \n148 67.461576 \n149 40.497853 \n\n Prev. Positive Directional Indicator (14) \\\n0 78.506647 \n1 74.418005 \n2 69.061477 \n3 21.880803 \n4 29.575049 \n.. ... \n145 58.839957 \n146 40.876466 \n147 9.150802 \n148 22.765572 \n149 15.934920 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 81.239150 90.793317 \n1 72.254645 75.435849 \n2 69.497815 76.177707 \n3 56.133628 69.269173 \n4 44.146646 37.363221 \n.. ... ... \n145 59.292432 58.789485 \n146 53.434949 61.620660 \n147 20.823309 11.427918 \n148 28.437525 21.218477 \n149 31.421618 23.530827 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 99.533147 98.599440 \n1 91.072756 89.454256 \n2 91.666667 90.384615 \n3 99.366453 99.388379 \n4 54.629819 41.637950 \n.. ... ... \n145 64.763468 67.641743 \n146 44.892974 73.768742 \n147 9.656118 7.571300 \n148 4.998660 5.324038 \n149 10.080195 10.339881 \n\n[150 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0OTC:HEOLHEOLHIGHWATER ETHANOL LLC17500.00005500.00000218.18181828.57142992.857143332.85714333.468850...1.05272.279412189.30540911090.000016.44940478.50664781.23915090.79331799.53314798.599440
1OTC:CRDECRDECARDINAL ETHANOL LLC20500.00003500.0000013.8814020.00000085.714286396.42857154.218655...1.06847.48529471.8947681400.000013.09509674.41800572.25464575.43584991.07275689.454256
2OTC:SWIOUSWIOUSOUTHWEST IOWA RENEWABLE ENERGY LLC8500.00003300.0000017.85714335.71428664.285714181.92857139.643341...1.02549.755882110.2760373300.000029.40723169.06147769.49781576.17770791.66666790.384615
3OTC:FINNFINNFirst National of Nebraska, Inc.14401.00001790.00000301.74603278.57142950.000000105.57142929.810794...-1.096.447353100.545614506.750055.63906621.88080356.13362869.26917399.36645399.388379
4OTC:FMBLFMBLFarmers & Merchants Bank of Long Beach (CA)9200.00001725.00000182.9565220.00000021.42857149.82361421.356201...1.041.9305193.871737-231.000045.37436629.57504944.14664637.36322154.62981941.637950
..................................................................
145OTC:VFAWFVFAWFVanguard Funds PLC119.000086.1800022.2188420.00000057.1428570.00000016.389832...-1.05.24211874.7827431.805340.69505958.83995759.29243258.78948564.76346867.641743
146OTC:PPWLMPPWLMPacifiCorp187.500085.5500031.2965880.000000100.0000001.0900006.553694...1.0-1.24598577.2481329.640036.82969840.87646653.43494961.62066044.89297473.768742
147AMEX:MUBMUBiShares National Muni Bond ETF118.150085.100012.855000100.0000000.0000000.23600740.014441...-1.0-1.167067-231.344109-1.850050.1803919.15080220.82330911.4279189.6561187.571300
148AMEX:BBLBBBLBJ.P. Morgan Exchange-Traded Fund Trust JPMorga...102.317885.05810-15.137085100.00000014.2857140.13276424.770290...-1.0-2.520406-233.740674-4.279467.46157622.76557228.43752521.2184774.9986605.324038
149AMEX:TIPTIPiShares TIPS Bond ETF131.370084.140001.827586100.00000028.5714290.34180023.601386...-1.0-0.936849-222.041962-1.830040.49785315.93492031.42161823.53082710.08019510.339881
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150 rows × 302 columns

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" }, "execution_count": 10, "metadata": {}, @@ -331,8 +333,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:41.092892561Z", - "start_time": "2023-08-10T12:43:40.147649257Z" + "end_time": "2023-09-27T19:34:12.288754900Z", + "start_time": "2023-09-27T19:34:11.265844200Z" } }, "id": "50bd8837a85856a0" @@ -355,8 +357,8 @@ "outputs": [ { "data": { - "text/plain": " symbol name description High.All \\\n Symbol Name Description All Time High \n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 \n6 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 556117.000000 \n8 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 364.630000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n Low.All Perf.All Aroon.Down Aroon.Up \\\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \n0 0.049107 138733.483965 100.000000 35.714286 \n1 0.088543 331333.919957 100.000000 0.000000 \n2 2.401327 5080.856484 0.000000 42.857143 \n3 24.312350 359.512111 0.000000 42.857143 \n4 0.065624 113008.620378 28.571429 78.571429 \n5 0.333335 97165.841070 100.000000 35.714286 \n6 17.550000 625.826397 14.285714 42.857143 \n7 235.000000 222463.265306 0.000000 100.000000 \n8 19.800000 1443.189655 0.000000 85.714286 \n9 0.998666 19020.288316 100.000000 0.000000 \n\n ADR ADX ... Rec.VWMA \\\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \n0 3.065736 40.079355 ... -1 \n1 6.875714 15.697468 ... -1 \n2 2.576786 21.021282 ... 1 \n3 2.574643 19.905580 ... 1 \n4 3.053221 21.411278 ... 1 \n5 13.332879 27.054978 ... -1 \n6 9.424400 29.809315 ... -1 \n7 8380.835714 39.072654 ... 1 \n8 4.427429 36.871340 ... 1 \n9 9.404993 23.365350 ... -1 \n\n AO[1] CCI20[1] \\\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \n0 -4.720749 -230.936482 \n1 -9.388162 -120.951883 \n2 5.906360 72.958312 \n3 5.743768 74.928140 \n4 4.556238 149.672333 \n5 5.990850 -74.360714 \n6 12.985205 34.751045 \n7 16183.480559 204.804702 \n8 10.636768 222.169729 \n9 -13.117041 -127.023557 \n\n Mom[1] ADX-DI[1] \\\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \n0 -13.82 37.059393 \n1 -24.93 26.356568 \n2 9.19 17.483541 \n3 9.05 17.902277 \n4 10.81 19.321047 \n5 -10.15 23.185145 \n6 18.17 13.955954 \n7 24647.99 5.755470 \n8 16.15 7.507344 \n9 -15.58 30.228938 \n\n ADX+DI[1] \\\n Prev. Positive Directional Indicator (14) \n0 14.543167 \n1 20.989642 \n2 27.917242 \n3 27.931277 \n4 35.171936 \n5 23.696781 \n6 23.593786 \n7 27.973242 \n8 31.301009 \n9 18.500734 \n\n RSI[1] RSI7[1] \\\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 63.031565 66.112989 \n3 62.822280 66.262130 \n4 63.522413 66.884776 \n5 51.914409 43.927989 \n6 56.380701 52.050151 \n7 71.024137 75.885871 \n8 73.613628 78.234789 \n9 42.849362 33.497846 \n\n Stoch.D[1] Stoch.K[1] \n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 71.656644 78.135739 \n3 71.754595 78.572202 \n4 63.325131 82.572298 \n5 30.921040 35.446541 \n6 65.652211 65.989356 \n7 82.180259 82.477802 \n8 81.505128 82.596203 \n9 12.583370 13.486642 \n\n[10 rows x 302 columns]", - "text/html": "
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symbolnamedescriptionHigh.AllLow.AllPerf.AllAroon.DownAroon.UpADRADX...Rec.VWMAAO[1]CCI20[1]Mom[1]ADX-DI[1]ADX+DI[1]RSI[1]RSI7[1]Stoch.D[1]Stoch.K[1]
SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...15.90636072.9583129.1917.48354127.91724263.03156566.11298971.65664478.135739
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...15.74376874.9281409.0517.90227727.93127762.82228066.26213071.75459578.572202
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...14.556238149.67233310.8119.32104735.17193663.52241366.88477663.32513182.572298
5NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.00000035.71428613.33287927.054978...-15.990850-74.360714-10.1523.18514523.69678151.91440943.92798930.92104035.446541
6NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000625.82639714.28571442.8571439.42440029.809315...-112.98520534.75104518.1713.95595423.59378656.38070152.05015165.65221165.989356
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.556117.000000235.000000222463.2653060.000000100.0000008380.83571439.072654...116183.480559204.80470224647.995.75547027.97324271.02413775.88587182.18025982.477802
8NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New364.63000019.8000001443.1896550.00000085.7142864.42742936.871340...110.636768222.16972916.157.50734431.30100973.61362878.23478981.50512882.596203
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000009.40499323.365350...-1-13.117041-127.023557-15.5830.22893818.50073442.84936233.49784612.58337013.486642
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10 rows × 302 columns

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" + "text/plain": " symbol name description High.All \\\n Symbol Name Description All Time High \n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 502.660000 \n6 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.340000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.970000 \n8 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n Low.All Perf.All Aroon.Down Aroon.Up \\\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \n0 0.049107 132586.134572 100.000000 14.285714 \n1 0.088543 321912.281045 100.000000 35.714286 \n2 2.401327 5118.016722 92.857143 50.000000 \n3 24.312350 363.854791 92.857143 50.000000 \n4 0.065624 103548.029933 100.000000 35.714286 \n5 0.333335 97280.103405 71.428571 7.142857 \n6 19.800000 1440.387931 100.000000 57.142857 \n7 235.000000 221089.100000 100.000000 57.142857 \n8 17.550000 610.107015 100.000000 35.714286 \n9 0.998666 18991.867226 100.000000 42.857143 \n\n ADR ADX ... Rec.VWMA \\\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \n0 3.218429 25.653844 ... -1 \n1 5.679029 22.120383 ... -1 \n2 2.389257 21.655098 ... -1 \n3 2.365629 21.492701 ... -1 \n4 3.419064 19.421523 ... -1 \n5 13.613557 21.784457 ... -1 \n6 3.878407 29.363976 ... -1 \n7 6706.501429 32.709754 ... -1 \n8 8.038957 11.502149 ... -1 \n9 9.301243 17.663979 ... -1 \n\n AO[1] CCI20[1] \\\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -1.538637 -208.082855 \n3 -1.347657 -209.895909 \n4 -5.099797 -180.562142 \n5 -29.052279 -98.761057 \n6 2.327891 -89.373526 \n7 3813.028971 -84.597110 \n8 1.337631 -48.853156 \n9 4.490718 -99.150391 \n\n Mom[1] ADX-DI[1] \\\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \n0 -4.340 30.558611 \n1 -19.630 32.060557 \n2 -6.775 29.303383 \n3 -6.620 29.765275 \n4 -15.250 33.377752 \n5 -29.590 30.919557 \n6 -8.360 21.644631 \n7 -11545.000 18.570083 \n8 -2.700 19.825841 \n9 -23.360 27.294109 \n\n ADX+DI[1] \\\n Prev. Positive Directional Indicator (14) \n0 16.822189 \n1 13.887596 \n2 16.542888 \n3 16.217965 \n4 15.461261 \n5 17.280311 \n6 19.005636 \n7 16.962556 \n8 19.891917 \n9 22.010251 \n\n RSI[1] RSI7[1] \\\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 38.397693 25.309307 \n3 38.689675 25.502243 \n4 34.513111 24.389321 \n5 37.538715 31.598550 \n6 45.831744 33.505549 \n7 46.101304 34.029793 \n8 49.235942 46.943023 \n9 43.105088 32.583124 \n\n Stoch.D[1] Stoch.K[1] \n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 10.520138 13.047417 \n3 10.465734 13.401442 \n4 6.945989 7.573618 \n5 8.586903 13.653822 \n6 22.081326 15.806692 \n7 22.185337 15.383801 \n8 31.751412 35.851493 \n9 22.251475 13.383379 \n\n[10 rows x 302 columns]", + "text/html": "
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symbolnamedescriptionHigh.AllLow.AllPerf.AllAroon.DownAroon.UpADRADX...Rec.VWMAAO[1]CCI20[1]Mom[1]ADX-DI[1]ADX+DI[1]RSI[1]RSI7[1]Stoch.D[1]Stoch.K[1]
SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132586.134572100.00000014.2857143.21842925.653844...-1-3.283856-99.336416-4.34030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321912.281045100.00000035.7142865.67902922.120383...-1-7.189782-197.323125-19.63032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275118.01672292.85714350.0000002.38925721.655098...-1-1.538637-208.082855-6.77529.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.85479192.85714350.0000002.36562921.492701...-1-1.347657-209.895909-6.62029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1-5.099797-180.562142-15.25033.37775215.46126134.51311124.3893216.9459897.573618
5NASDAQ:NVDANVDANVIDIA Corporation502.6600000.33333597280.10340571.4285717.14285713.61355721.784457...-1-29.052279-98.761057-29.59030.91955717.28031137.53871531.5985508.58690313.653822
6NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.34000019.8000001440.387931100.00000057.1428573.87840729.363976...-12.327891-89.373526-8.36021.64463119.00563645.83174433.50554922.08132615.806692
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.970000235.000000221089.100000100.00000057.1428576706.50142932.709754...-13813.028971-84.597110-11545.00018.57008316.96255646.10130434.02979322.18533715.383801
8NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000610.107015100.00000035.7142868.03895711.502149...-11.337631-48.853156-2.70019.82584119.89191749.23594246.94302331.75141235.851493
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866618991.867226100.00000042.8571439.30124317.663979...-14.490718-99.150391-23.36027.29410922.01025143.10508832.58312422.25147513.383379
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10 rows × 302 columns

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" }, "execution_count": 11, "metadata": {}, @@ -373,8 +375,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:41.821823567Z", - "start_time": "2023-08-10T12:43:41.093531741Z" + "end_time": "2023-09-27T19:34:13.681054100Z", + "start_time": "2023-09-27T19:34:12.288754900Z" } }, "id": "40eb8e6743e99e39" @@ -385,8 +387,8 @@ "outputs": [ { "data": { - "text/plain": " symbol name description High.All \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 \n6 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 556117.000000 \n8 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 364.630000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n Low.All Perf.All Aroon.Down Aroon.Up ADR ADX \\\n0 0.049107 138733.483965 100.000000 35.714286 3.065736 40.079355 \n1 0.088543 331333.919957 100.000000 0.000000 6.875714 15.697468 \n2 2.401327 5080.856484 0.000000 42.857143 2.576786 21.021282 \n3 24.312350 359.512111 0.000000 42.857143 2.574643 19.905580 \n4 0.065624 113008.620378 28.571429 78.571429 3.053221 21.411278 \n5 0.333335 97165.841070 100.000000 35.714286 13.332879 27.054978 \n6 17.550000 625.826397 14.285714 42.857143 9.424400 29.809315 \n7 235.000000 222463.265306 0.000000 100.000000 8380.835714 39.072654 \n8 19.800000 1443.189655 0.000000 85.714286 4.427429 36.871340 \n9 0.998666 19020.288316 100.000000 0.000000 9.404993 23.365350 \n\n ... Rec.VWMA AO[1] CCI20[1] Mom[1] ADX-DI[1] ADX+DI[1] \\\n0 ... -1 -4.720749 -230.936482 -13.82 37.059393 14.543167 \n1 ... -1 -9.388162 -120.951883 -24.93 26.356568 20.989642 \n2 ... 1 5.906360 72.958312 9.19 17.483541 27.917242 \n3 ... 1 5.743768 74.928140 9.05 17.902277 27.931277 \n4 ... 1 4.556238 149.672333 10.81 19.321047 35.171936 \n5 ... -1 5.990850 -74.360714 -10.15 23.185145 23.696781 \n6 ... -1 12.985205 34.751045 18.17 13.955954 23.593786 \n7 ... 1 16183.480559 204.804702 24647.99 5.755470 27.973242 \n8 ... 1 10.636768 222.169729 16.15 7.507344 31.301009 \n9 ... -1 -13.117041 -127.023557 -15.58 30.228938 18.500734 \n\n RSI[1] RSI7[1] Stoch.D[1] Stoch.K[1] \n0 31.992621 20.309959 8.336929 6.651887 \n1 41.620562 34.633610 5.696226 8.199300 \n2 63.031565 66.112989 71.656644 78.135739 \n3 62.822280 66.262130 71.754595 78.572202 \n4 63.522413 66.884776 63.325131 82.572298 \n5 51.914409 43.927989 30.921040 35.446541 \n6 56.380701 52.050151 65.652211 65.989356 \n7 71.024137 75.885871 82.180259 82.477802 \n8 73.613628 78.234789 81.505128 82.596203 \n9 42.849362 33.497846 12.583370 13.486642 \n\n[10 rows x 302 columns]", - "text/html": "
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symbolnamedescriptionHigh.AllLow.AllPerf.AllAroon.DownAroon.UpADRADX...Rec.VWMAAO[1]CCI20[1]Mom[1]ADX-DI[1]ADX+DI[1]RSI[1]RSI7[1]Stoch.D[1]Stoch.K[1]
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...15.90636072.9583129.1917.48354127.91724263.03156566.11298971.65664478.135739
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...15.74376874.9281409.0517.90227727.93127762.82228066.26213071.75459578.572202
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...14.556238149.67233310.8119.32104735.17193663.52241366.88477663.32513182.572298
5NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.00000035.71428613.33287927.054978...-15.990850-74.360714-10.1523.18514523.69678151.91440943.92798930.92104035.446541
6NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000625.82639714.28571442.8571439.42440029.809315...-112.98520534.75104518.1713.95595423.59378656.38070152.05015165.65221165.989356
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.556117.000000235.000000222463.2653060.000000100.0000008380.83571439.072654...116183.480559204.80470224647.995.75547027.97324271.02413775.88587182.18025982.477802
8NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New364.63000019.8000001443.1896550.00000085.7142864.42742936.871340...110.636768222.16972916.157.50734431.30100973.61362878.23478981.50512882.596203
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000009.40499323.365350...-1-13.117041-127.023557-15.5830.22893818.50073442.84936233.49784612.58337013.486642
\n

10 rows × 302 columns

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" + "text/plain": " symbol name description High.All \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 502.660000 \n6 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.340000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.970000 \n8 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n Low.All Perf.All Aroon.Down Aroon.Up ADR ADX \\\n0 0.049107 132586.134572 100.000000 14.285714 3.218429 25.653844 \n1 0.088543 321912.281045 100.000000 35.714286 5.679029 22.120383 \n2 2.401327 5118.016722 92.857143 50.000000 2.389257 21.655098 \n3 24.312350 363.854791 92.857143 50.000000 2.365629 21.492701 \n4 0.065624 103548.029933 100.000000 35.714286 3.419064 19.421523 \n5 0.333335 97280.103405 71.428571 7.142857 13.613557 21.784457 \n6 19.800000 1440.387931 100.000000 57.142857 3.878407 29.363976 \n7 235.000000 221089.100000 100.000000 57.142857 6706.501429 32.709754 \n8 17.550000 610.107015 100.000000 35.714286 8.038957 11.502149 \n9 0.998666 18991.867226 100.000000 42.857143 9.301243 17.663979 \n\n ... Rec.VWMA AO[1] CCI20[1] Mom[1] ADX-DI[1] ADX+DI[1] \\\n0 ... -1 -3.283856 -99.336416 -4.340 30.558611 16.822189 \n1 ... -1 -7.189782 -197.323125 -19.630 32.060557 13.887596 \n2 ... -1 -1.538637 -208.082855 -6.775 29.303383 16.542888 \n3 ... -1 -1.347657 -209.895909 -6.620 29.765275 16.217965 \n4 ... -1 -5.099797 -180.562142 -15.250 33.377752 15.461261 \n5 ... -1 -29.052279 -98.761057 -29.590 30.919557 17.280311 \n6 ... -1 2.327891 -89.373526 -8.360 21.644631 19.005636 \n7 ... -1 3813.028971 -84.597110 -11545.000 18.570083 16.962556 \n8 ... -1 1.337631 -48.853156 -2.700 19.825841 19.891917 \n9 ... -1 4.490718 -99.150391 -23.360 27.294109 22.010251 \n\n RSI[1] RSI7[1] Stoch.D[1] Stoch.K[1] \n0 38.386676 33.426894 8.452134 9.222031 \n1 33.743284 21.535629 9.572082 8.156310 \n2 38.397693 25.309307 10.520138 13.047417 \n3 38.689675 25.502243 10.465734 13.401442 \n4 34.513111 24.389321 6.945989 7.573618 \n5 37.538715 31.598550 8.586903 13.653822 \n6 45.831744 33.505549 22.081326 15.806692 \n7 46.101304 34.029793 22.185337 15.383801 \n8 49.235942 46.943023 31.751412 35.851493 \n9 43.105088 32.583124 22.251475 13.383379 \n\n[10 rows x 302 columns]", + "text/html": "
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symbolnamedescriptionHigh.AllLow.AllPerf.AllAroon.DownAroon.UpADRADX...Rec.VWMAAO[1]CCI20[1]Mom[1]ADX-DI[1]ADX+DI[1]RSI[1]RSI7[1]Stoch.D[1]Stoch.K[1]
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132586.134572100.00000014.2857143.21842925.653844...-1-3.283856-99.336416-4.34030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321912.281045100.00000035.7142865.67902922.120383...-1-7.189782-197.323125-19.63032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275118.01672292.85714350.0000002.38925721.655098...-1-1.538637-208.082855-6.77529.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.85479192.85714350.0000002.36562921.492701...-1-1.347657-209.895909-6.62029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1-5.099797-180.562142-15.25033.37775215.46126134.51311124.3893216.9459897.573618
5NASDAQ:NVDANVDANVIDIA Corporation502.6600000.33333597280.10340571.4285717.14285713.61355721.784457...-1-29.052279-98.761057-29.59030.91955717.28031137.53871531.5985508.58690313.653822
6NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.34000019.8000001440.387931100.00000057.1428573.87840729.363976...-12.327891-89.373526-8.36021.64463119.00563645.83174433.50554922.08132615.806692
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.970000235.000000221089.100000100.00000057.1428576706.50142932.709754...-13813.028971-84.597110-11545.00018.57008316.96255646.10130434.02979322.18533715.383801
8NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000610.107015100.00000035.7142868.03895711.502149...-11.337631-48.853156-2.70019.82584119.89191749.23594246.94302331.75141235.851493
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866618991.867226100.00000042.8571439.30124317.663979...-14.490718-99.150391-23.36027.29410922.01025143.10508832.58312422.25147513.383379
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10 rows × 302 columns

\n
" }, "execution_count": 12, "metadata": {}, @@ -401,8 +403,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:41.922490379Z", - "start_time": "2023-08-10T12:43:41.822709651Z" + "end_time": "2023-09-27T19:34:13.746565Z", + "start_time": "2023-09-27T19:34:13.681054100Z" } }, "id": "65ee5fbcae73b3f5" @@ -427,10 +429,10 @@ "evalue": "This will take time to render and the dataframe will be huge (~235Mb).", "output_type": "error", "traceback": [ - "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[0;31mWarning\u001B[0m Traceback (most recent call last)", - "Cell \u001B[0;32mIn[13], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mWarning\u001B[39;00m(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mThis will take time to render and the dataframe will be huge (~235Mb).\u001B[39m\u001B[38;5;124m'\u001B[39m)\n", - "\u001B[0;31mWarning\u001B[0m: This will take time to render and the dataframe will be huge (~235Mb)." + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mWarning\u001B[0m Traceback (most recent call last)", + "Cell \u001B[1;32mIn[13], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mWarning\u001B[39;00m(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mThis will take time to render and the dataframe will be huge (~235Mb).\u001B[39m\u001B[38;5;124m'\u001B[39m)\n", + "\u001B[1;31mWarning\u001B[0m: This will take time to render and the dataframe will be huge (~235Mb)." ] } ], @@ -440,8 +442,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:42.022264304Z", - "start_time": "2023-08-10T12:43:41.863834245Z" + "end_time": "2023-09-27T19:34:13.965047400Z", + "start_time": "2023-09-27T19:34:13.715563700Z" } }, "id": "1e4d02294ef54294" @@ -452,7 +454,7 @@ "outputs": [], "source": [ "ss = tvs.StockScreener()\n", - "ss.set_markets(StocksMarket.ALL)\n", + "ss.set_markets(Market.ALL)\n", "ss.set_range(0, 10**6)\n", "df = ss.get()\n", "df.head(10)" @@ -460,7 +462,7 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "start_time": "2023-08-10T12:43:41.983608664Z" + "start_time": "2023-09-27T19:34:13.915570500Z" } }, "id": "2ce6848611e9d049" diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb index 5018d30..d1a5879 100644 --- a/notebooks/example.ipynb +++ b/notebooks/example.ipynb @@ -7,15 +7,14 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2023-08-10T12:43:55.651585678Z", - "start_time": "2023-08-10T12:43:55.528809190Z" + "end_time": "2023-09-27T19:34:57.182173800Z", + "start_time": "2023-09-27T19:34:56.833163200Z" } }, "outputs": [], "source": [ "import tvscreener as tvs\n", - "from tvscreener import StockField, TimeInterval, StocksMarket\n", - "from tvscreener.filter import SymbolType, Exchange, Country, SubMarket, FilterOperator\n", + "from tvscreener import StockField\n", "\n", "%load_ext autoreload\n", "%autoreload 2" @@ -37,8 +36,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n3 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 \n6 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 556117.000000 \n8 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 364.630000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 138733.483965 100.000000 35.714286 \n1 0.088543 331333.919957 100.000000 0.000000 \n2 24.312350 359.512111 0.000000 42.857143 \n3 2.401327 5080.856484 0.000000 42.857143 \n4 0.065624 113008.620378 28.571429 78.571429 \n5 0.333335 97165.841070 100.000000 35.714286 \n6 17.550000 625.826397 14.285714 42.857143 \n7 235.000000 222463.265306 0.000000 100.000000 \n8 19.800000 1443.189655 0.000000 85.714286 \n9 0.998666 19020.288316 100.000000 0.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.065736 40.079355 ... -1 \n1 6.875714 15.697468 ... -1 \n2 2.574643 19.905580 ... 1 \n3 2.576786 21.021282 ... 1 \n4 3.053221 21.411278 ... 1 \n5 13.332879 27.054978 ... -1 \n6 9.424400 29.809315 ... -1 \n7 8380.835714 39.072654 ... 1 \n8 4.427429 36.871340 ... 1 \n9 9.404993 23.365350 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -4.720749 -230.936482 \n1 -9.388162 -120.951883 \n2 5.743768 74.928140 \n3 5.906360 72.958312 \n4 4.556238 149.672333 \n5 5.990850 -74.360714 \n6 12.985205 34.751045 \n7 16183.480559 204.804702 \n8 10.636768 222.169729 \n9 -13.117041 -127.023557 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -13.82 37.059393 \n1 -24.93 26.356568 \n2 9.05 17.902277 \n3 9.19 17.483541 \n4 10.81 19.321047 \n5 -10.15 23.185145 \n6 18.17 13.955954 \n7 24647.99 5.755470 \n8 16.15 7.507344 \n9 -15.58 30.228938 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 20.989642 \n2 27.931277 \n3 27.917242 \n4 35.171936 \n5 23.696781 \n6 23.593786 \n7 27.973242 \n8 31.301009 \n9 18.500734 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 62.822280 66.262130 \n3 63.031565 66.112989 \n4 63.522413 66.884776 \n5 51.914409 43.927989 \n6 56.380701 52.050151 \n7 71.024137 75.885871 \n8 73.613628 78.234789 \n9 42.849362 33.497846 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 71.754595 78.572202 \n3 71.656644 78.135739 \n4 63.325131 82.572298 \n5 30.921040 35.446541 \n6 65.652211 65.989356 \n7 82.180259 82.477802 \n8 81.505128 82.596203 \n9 12.583370 13.486642 \n\n[10 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...15.74376874.9281409.0517.90227727.93127762.82228066.26213071.75459578.572202
3NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...15.90636072.9583129.1917.48354127.91724263.03156566.11298971.65664478.135739
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...14.556238149.67233310.8119.32104735.17193663.52241366.88477663.32513182.572298
5NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.00000035.71428613.33287927.054978...-15.990850-74.360714-10.1523.18514523.69678151.91440943.92798930.92104035.446541
6NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000625.82639714.28571442.8571439.42440029.809315...-112.98520534.75104518.1713.95595423.59378656.38070152.05015165.65221165.989356
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.556117.000000235.000000222463.2653060.000000100.0000008380.83571439.072654...116183.480559204.80470224647.995.75547027.97324271.02413775.88587182.18025982.477802
8NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New364.63000019.8000001443.1896550.00000085.7142864.42742936.871340...110.636768222.16972916.157.50734431.30100973.61362878.23478981.50512882.596203
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000009.40499323.365350...-1-13.117041-127.023557-15.5830.22893818.50073442.84936233.49784612.58337013.486642
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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n5 NASDAQ:NVDA NVDA NVIDIA Corporation 502.660000 \n6 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.340000 \n7 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.970000 \n8 NASDAQ:META META Meta Platforms, Inc. 384.330000 \n9 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132586.134572 100.000000 14.285714 \n1 0.088543 321912.281045 100.000000 35.714286 \n2 2.401327 5118.016722 92.857143 50.000000 \n3 24.312350 363.854791 92.857143 50.000000 \n4 0.065624 103548.029933 100.000000 35.714286 \n5 0.333335 97280.103405 71.428571 7.142857 \n6 19.800000 1440.387931 100.000000 57.142857 \n7 235.000000 221089.100000 100.000000 57.142857 \n8 17.550000 610.107015 100.000000 35.714286 \n9 0.998666 18991.867226 100.000000 42.857143 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1 \n1 5.679029 22.120383 ... -1 \n2 2.389257 21.655098 ... -1 \n3 2.365629 21.492701 ... -1 \n4 3.419064 19.421523 ... -1 \n5 13.613557 21.784457 ... -1 \n6 3.878407 29.363976 ... -1 \n7 6706.501429 32.709754 ... -1 \n8 8.038957 11.502149 ... -1 \n9 9.301243 17.663979 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -1.538637 -208.082855 \n3 -1.347657 -209.895909 \n4 -5.099797 -180.562142 \n5 -29.052279 -98.761057 \n6 2.327891 -89.373526 \n7 3813.028971 -84.597110 \n8 1.337631 -48.853156 \n9 4.490718 -99.150391 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.340 30.558611 \n1 -19.630 32.060557 \n2 -6.775 29.303383 \n3 -6.620 29.765275 \n4 -15.250 33.377752 \n5 -29.590 30.919557 \n6 -8.360 21.644631 \n7 -11545.000 18.570083 \n8 -2.700 19.825841 \n9 -23.360 27.294109 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 13.887596 \n2 16.542888 \n3 16.217965 \n4 15.461261 \n5 17.280311 \n6 19.005636 \n7 16.962556 \n8 19.891917 \n9 22.010251 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 38.397693 25.309307 \n3 38.689675 25.502243 \n4 34.513111 24.389321 \n5 37.538715 31.598550 \n6 45.831744 33.505549 \n7 46.101304 34.029793 \n8 49.235942 46.943023 \n9 43.105088 32.583124 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 10.520138 13.047417 \n3 10.465734 13.401442 \n4 6.945989 7.573618 \n5 8.586903 13.653822 \n6 22.081326 15.806692 \n7 22.185337 15.383801 \n8 31.751412 35.851493 \n9 22.251475 13.383379 \n\n[10 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132586.134572100.00000014.2857143.21842925.653844...-1-3.283856-99.336416-4.34030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321912.281045100.00000035.7142865.67902922.120383...-1-7.189782-197.323125-19.63032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275118.01672292.85714350.0000002.38925721.655098...-1-1.538637-208.082855-6.77529.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.85479192.85714350.0000002.36562921.492701...-1-1.347657-209.895909-6.62029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1-5.099797-180.562142-15.25033.37775215.46126134.51311124.3893216.9459897.573618
5NASDAQ:NVDANVDANVIDIA Corporation502.6600000.33333597280.10340571.4285717.14285713.61355721.784457...-1-29.052279-98.761057-29.59030.91955717.28031137.53871531.5985508.58690313.653822
6NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.34000019.8000001440.387931100.00000057.1428573.87840729.363976...-12.327891-89.373526-8.36021.64463119.00563645.83174433.50554922.08132615.806692
7NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.970000235.000000221089.100000100.00000057.1428576706.50142932.709754...-13813.028971-84.597110-11545.00018.57008316.96255646.10130434.02979322.18533715.383801
8NASDAQ:METAMETAMeta Platforms, Inc.384.33000017.550000610.107015100.00000035.7142868.03895711.502149...-11.337631-48.853156-2.70019.82584119.89191749.23594246.94302331.75141235.851493
9NASDAQ:TSLATSLATesla, Inc.414.4962520.99866618991.867226100.00000042.8571439.30124317.663979...-14.490718-99.150391-23.36027.29410922.01025143.10508832.58312422.25147513.383379
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" }, "execution_count": 2, "metadata": {}, @@ -53,8 +52,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:56.613333679Z", - "start_time": "2023-08-10T12:43:55.653135086Z" + "end_time": "2023-09-27T19:34:58.925757300Z", + "start_time": "2023-09-27T19:34:57.182173800Z" } }, "id": "180f141359f1e171" @@ -75,8 +74,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High \\\n0 FX_IDC:AEDAUD AEDAUD U.A.E. DIRHAM / AUSTRALIAN DOLLAR 0.48967 \n1 FX_IDC:AEDCAD AEDCAD U.A.E. DIRHAM / CANADIAN DOLLAR 0.39856 \n2 FX_IDC:AEDCHF AEDCHF U.A.E. DIRHAM / SWISS FRANC 0.28102 \n3 FX_IDC:AEDEUR AEDEUR U.A.E. DIRHAM / EURO 0.28516 \n4 FX_IDC:AEDGBP AEDGBP U.A.E. DIRHAM / BRITISH POUND 0.25919 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.25641 61.189614 28.571429 85.714286 \n1 0.25670 39.521623 14.285714 85.714286 \n2 0.22759 -10.616903 28.571429 57.142857 \n3 0.12633 15.190818 0.000000 64.285714 \n4 0.13346 53.758146 28.571429 64.285714 \n\n Ask Average Day Range (14) ... Reco. UO Prev. Awesome Oscillator \\\n0 0.41488 0.003900 ... 0.0 0.008427 \n1 0.36537 0.001534 ... 0.0 0.003991 \n2 0.23813 0.001412 ... 0.0 -0.000747 \n3 0.24730 0.001408 ... 0.0 0.000919 \n4 0.21314 0.001305 ... 0.0 0.001448 \n\n Prev. Commodity Channel Index (20) Prev. Momentum (10) \\\n0 112.920303 0.01412 \n1 151.877740 0.00572 \n2 101.382887 0.00439 \n3 75.749502 0.00247 \n4 89.303225 0.00369 \n\n Prev. Negative Directional Indicator (14) \\\n0 18.406860 \n1 12.745768 \n2 20.795305 \n3 21.382914 \n4 21.654827 \n\n Prev. Positive Directional Indicator (14) \\\n0 33.795178 \n1 33.774324 \n2 23.341176 \n3 29.227570 \n4 32.655723 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 63.594072 70.914886 \n1 64.208003 75.032446 \n2 51.661148 62.423309 \n3 53.171872 56.869359 \n4 56.414320 63.465780 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 84.488412 85.983547 \n1 86.198847 80.385967 \n2 73.143625 77.371263 \n3 76.355147 76.101548 \n4 68.600269 66.249341 \n\n[5 rows x 179 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)AskAverage Day Range (14)...Reco. UOPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0FX_IDC:AEDAUDAEDAUDU.A.E. DIRHAM / AUSTRALIAN DOLLAR0.489670.2564161.18961428.57142985.7142860.414880.003900...0.00.008427112.9203030.0141218.40686033.79517863.59407270.91488684.48841285.983547
1FX_IDC:AEDCADAEDCADU.A.E. DIRHAM / CANADIAN DOLLAR0.398560.2567039.52162314.28571485.7142860.365370.001534...0.00.003991151.8777400.0057212.74576833.77432464.20800375.03244686.19884780.385967
2FX_IDC:AEDCHFAEDCHFU.A.E. DIRHAM / SWISS FRANC0.281020.22759-10.61690328.57142957.1428570.238130.001412...0.0-0.000747101.3828870.0043920.79530523.34117651.66114862.42330973.14362577.371263
3FX_IDC:AEDEURAEDEURU.A.E. DIRHAM / EURO0.285160.1263315.1908180.00000064.2857140.247300.001408...0.00.00091975.7495020.0024721.38291429.22757053.17187256.86935976.35514776.101548
4FX_IDC:AEDGBPAEDGBPU.A.E. DIRHAM / BRITISH POUND0.259190.1334653.75814628.57142964.2857140.213140.001305...0.00.00144889.3032250.0036921.65482732.65572356.41432063.46578068.60026966.249341
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5 rows × 179 columns

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" + "text/plain": " Symbol Name Description All Time High \\\n0 FX_IDC:AEDAUD AEDAUD U.A.E. DIRHAM / AUSTRALIAN DOLLAR 0.48967 \n1 FX_IDC:AEDCAD AEDCAD U.A.E. DIRHAM / CANADIAN DOLLAR 0.39856 \n2 FX_IDC:AEDCHF AEDCHF U.A.E. DIRHAM / SWISS FRANC 0.28102 \n3 FX_IDC:AEDEUR AEDEUR U.A.E. DIRHAM / EURO 0.28516 \n4 FX_IDC:AEDGBP AEDGBP U.A.E. DIRHAM / BRITISH POUND 0.25919 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.25641 66.514851 64.285714 100.0 \n1 0.25670 40.547264 57.142857 0.0 \n2 0.22759 -5.792407 14.285714 100.0 \n3 0.12633 20.752076 28.571429 100.0 \n4 0.13346 62.063722 14.285714 100.0 \n\n Ask Average Day Range (14) ... Reco. UO Prev. Awesome Oscillator \\\n0 0.42856 0.002596 ... 0 0.000402 \n1 0.36805 0.001286 ... 0 -0.001846 \n2 0.25094 0.000955 ... 1 0.004777 \n3 0.25922 0.001196 ... 0 0.003579 \n4 0.22461 0.000876 ... 0 0.004907 \n\n Prev. Commodity Channel Index (20) Prev. Momentum (10) \\\n0 64.333165 0.00171 \n1 -56.595260 -0.00100 \n2 191.092591 0.00671 \n3 153.774562 0.00437 \n4 160.704248 0.00600 \n\n Prev. Negative Directional Indicator (14) \\\n0 22.215646 \n1 23.889564 \n2 7.232409 \n3 11.381795 \n4 9.126961 \n\n Prev. Positive Directional Indicator (14) \\\n0 26.143277 \n1 24.052925 \n2 47.351941 \n3 35.891263 \n4 46.663111 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 58.540581 61.783409 \n1 51.156980 52.651401 \n2 82.880157 93.478890 \n3 71.588862 79.679576 \n4 80.668676 91.042357 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 51.157779 55.969561 \n1 21.343461 24.039321 \n2 94.249980 97.215705 \n3 86.414771 90.761886 \n4 95.752124 98.039010 \n\n[5 rows x 179 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)AskAverage Day Range (14)...Reco. UOPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0FX_IDC:AEDAUDAEDAUDU.A.E. DIRHAM / AUSTRALIAN DOLLAR0.489670.2564166.51485164.285714100.00.428560.002596...00.00040264.3331650.0017122.21564626.14327758.54058161.78340951.15777955.969561
1FX_IDC:AEDCADAEDCADU.A.E. DIRHAM / CANADIAN DOLLAR0.398560.2567040.54726457.1428570.00.368050.001286...0-0.001846-56.595260-0.0010023.88956424.05292551.15698052.65140121.34346124.039321
2FX_IDC:AEDCHFAEDCHFU.A.E. DIRHAM / SWISS FRANC0.281020.22759-5.79240714.285714100.00.250940.000955...10.004777191.0925910.006717.23240947.35194182.88015793.47889094.24998097.215705
3FX_IDC:AEDEURAEDEURU.A.E. DIRHAM / EURO0.285160.1263320.75207628.571429100.00.259220.001196...00.003579153.7745620.0043711.38179535.89126371.58886279.67957686.41477190.761886
4FX_IDC:AEDGBPAEDGBPU.A.E. DIRHAM / BRITISH POUND0.259190.1334662.06372214.285714100.00.224610.000876...00.004907160.7042480.006009.12696146.66311180.66867691.04235795.75212498.039010
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5 rows × 179 columns

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" }, "execution_count": 3, "metadata": {}, @@ -91,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:57.166912150Z", - "start_time": "2023-08-10T12:43:56.613671743Z" + "end_time": "2023-09-27T19:35:00.370013900Z", + "start_time": "2023-09-27T19:34:58.923758Z" } }, "id": "5a3140ab1afc7830" @@ -113,8 +112,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description \\\n0 BINANCE:BTCUSDT.P BTCUSDT.P Bitcoin / TetherUS PERPETUAL CONTRACT \n1 BITGET:BTCUSDT.P BTCUSDT.P BTCUSDTPERP PERPETUAL MIX CONTRACT \n2 OKX:BTCUSDT.P BTCUSDT.P BTCUSDT Perpetual Swap Contract \n3 BYBIT:BTCUSDT.P BTCUSDT.P BTCUSDT Perpetual Contract \n4 BINANCE:ETHUSDT.P ETHUSDT.P Ethereum / TetherUS PERPETUAL CONTRACT \n\n All Time High All Time Low All Time Performance Aroon Down (14) \\\n0 69198.70 3621.81 195.158000 35.714286 \n1 69145.50 3794.50 125.609056 35.714286 \n2 69158.00 3728.80 328.266767 35.714286 \n3 69138.50 5841.50 354.172308 35.714286 \n4 4877.54 84.23 1170.116438 78.571429 \n\n Aroon Up (14) Ask Available Coins ... Reco. VWMA \\\n0 85.714286 29474.3 NaN ... 1.0 \n1 85.714286 29468.5 NaN ... 1.0 \n2 85.714286 29500.0 NaN ... 1.0 \n3 85.714286 29490.5 NaN ... 1.0 \n4 14.285714 1853.8 NaN ... -1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -446.943824 93.536524 \n1 -448.382353 93.437094 \n2 -449.005882 92.190516 \n3 -443.895294 91.939108 \n4 -34.297471 2.279656 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 301.70 16.416206 \n1 296.50 15.495737 \n2 299.60 15.762226 \n3 291.90 16.424444 \n4 -6.06 20.118612 \n\n Prev. Positive Directional Indicator (14) \\\n0 20.499402 \n1 21.468034 \n2 21.130188 \n3 20.330865 \n4 13.296458 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 51.659645 57.615481 \n1 51.480388 57.026400 \n2 51.616855 57.504498 \n3 51.554039 57.385536 \n4 48.693594 53.523472 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 47.581188 58.170127 \n1 47.357034 57.998530 \n2 47.749716 58.324949 \n3 47.309590 57.523937 \n4 40.575223 52.874447 \n\n[5 rows x 193 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)AskAvailable Coins...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0BINANCE:BTCUSDT.PBTCUSDT.PBitcoin / TetherUS PERPETUAL CONTRACT69198.703621.81195.15800035.71428685.71428629474.3NaN...1.0-446.94382493.536524301.7016.41620620.49940251.65964557.61548147.58118858.170127
1BITGET:BTCUSDT.PBTCUSDT.PBTCUSDTPERP PERPETUAL MIX CONTRACT69145.503794.50125.60905635.71428685.71428629468.5NaN...1.0-448.38235393.437094296.5015.49573721.46803451.48038857.02640047.35703457.998530
2OKX:BTCUSDT.PBTCUSDT.PBTCUSDT Perpetual Swap Contract69158.003728.80328.26676735.71428685.71428629500.0NaN...1.0-449.00588292.190516299.6015.76222621.13018851.61685557.50449847.74971658.324949
3BYBIT:BTCUSDT.PBTCUSDT.PBTCUSDT Perpetual Contract69138.505841.50354.17230835.71428685.71428629490.5NaN...1.0-443.89529491.939108291.9016.42444420.33086551.55403957.38553647.30959057.523937
4BINANCE:ETHUSDT.PETHUSDT.PEthereum / TetherUS PERPETUAL CONTRACT4877.5484.231170.11643878.57142914.2857141853.8NaN...-1.0-34.2974712.279656-6.0620.11861213.29645848.69359453.52347240.57522352.874447
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5 rows × 193 columns

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" + "text/plain": " Symbol Name Description \\\n0 BINANCE:BTCUSDT.P BTCUSDT.P Bitcoin / TetherUS PERPETUAL CONTRACT \n1 OKX:BTCUSDT.P BTCUSDT.P BTCUSDT Perpetual Swap Contract \n2 BINANCE:ETHUSDT.P ETHUSDT.P Ethereum / TetherUS PERPETUAL CONTRACT \n3 BYBIT:BTCUSDT.P BTCUSDT.P BTCUSDT Perpetual Contract \n4 OKX:ETHUSDT.P ETHUSDT.P ETHUSDT Perpetual Swap Contract \n\n All Time High All Time Low All Time Performance Aroon Down (14) \\\n0 69198.70 3621.81 162.769000 0.000000 \n1 69158.00 3728.80 281.428717 0.000000 \n2 4877.54 84.23 994.534247 85.714286 \n3 69138.50 5841.50 304.301538 0.000000 \n4 4877.70 85.39 1151.142589 85.714286 \n\n Aroon Up (14) Ask Available Coins ... Reco. VWMA \\\n0 42.857143 26278.70 NaN ... -1.0 \n1 42.857143 26297.40 NaN ... -1.0 \n2 35.714286 1598.28 NaN ... -1.0 \n3 42.857143 26279.60 NaN ... -1.0 \n4 35.714286 1598.72 NaN ... -1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 130.574706 -21.840955 \n1 129.997647 -21.970741 \n2 -41.852176 -64.954265 \n3 130.767353 -21.897394 \n4 -42.013824 -65.165793 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -338.20 20.004511 \n1 -335.40 20.549694 \n2 -40.38 26.827003 \n3 -342.60 20.181973 \n4 -40.73 27.754387 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.421322 \n1 16.537063 \n2 10.938446 \n3 16.590241 \n4 10.585786 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 45.107474 40.160469 \n1 45.156540 40.302772 \n2 41.747940 42.932555 \n3 45.062777 40.025893 \n4 41.619878 42.646125 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 52.831218 42.685320 \n1 52.903784 42.724851 \n2 37.981703 32.850382 \n3 53.098199 42.837735 \n4 37.744747 32.716651 \n\n[5 rows x 193 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)AskAvailable Coins...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0BINANCE:BTCUSDT.PBTCUSDT.PBitcoin / TetherUS PERPETUAL CONTRACT69198.703621.81162.7690000.00000042.85714326278.70NaN...-1.0130.574706-21.840955-338.2020.00451116.42132245.10747440.16046952.83121842.685320
1OKX:BTCUSDT.PBTCUSDT.PBTCUSDT Perpetual Swap Contract69158.003728.80281.4287170.00000042.85714326297.40NaN...-1.0129.997647-21.970741-335.4020.54969416.53706345.15654040.30277252.90378442.724851
2BINANCE:ETHUSDT.PETHUSDT.PEthereum / TetherUS PERPETUAL CONTRACT4877.5484.23994.53424785.71428635.7142861598.28NaN...-1.0-41.852176-64.954265-40.3826.82700310.93844641.74794042.93255537.98170332.850382
3BYBIT:BTCUSDT.PBTCUSDT.PBTCUSDT Perpetual Contract69138.505841.50304.3015380.00000042.85714326279.60NaN...-1.0130.767353-21.897394-342.6020.18197316.59024145.06277740.02589353.09819942.837735
4OKX:ETHUSDT.PETHUSDT.PETHUSDT Perpetual Swap Contract4877.7085.391151.14258985.71428635.7142861598.72NaN...-1.0-42.013824-65.165793-40.7327.75438710.58578641.61987842.64612537.74474732.716651
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5 rows × 193 columns

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" }, "execution_count": 4, "metadata": {}, @@ -129,8 +128,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:43:57.946534937Z", - "start_time": "2023-08-10T12:43:57.167792749Z" + "end_time": "2023-09-27T19:35:02.335982700Z", + "start_time": "2023-09-27T19:35:00.367013500Z" } }, "id": "bbede913c3cf6067" @@ -161,8 +160,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description \\\n0 NASDAQ:AAPL AAPL Apple Inc. \n1 NASDAQ:MSFT MSFT Microsoft Corporation \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. \n3 NASDAQ:GOOG GOOG Alphabet Inc. \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. \n... ... ... ... \n9995 NASDAQ:ELBM ELBM Electra Battery Materials Corporation \n9996 OTC:EAGRF EAGRF EAST SIDE GAMES GROUP INC. \n9997 OTC:BNXTF BNXTF BIONXT SOLUTIONS INC. \n9998 AMEX:MPTI MPTI M-tron Industries, Inc. \n9999 NASDAQ:MRM MRM MEDIROM Healthcare Technologies Inc. \n\n All Time High All Time Low All Time Performance Aroon Down (14) \\\n0 198.230000 0.049107 138733.483965 100.000000 \n1 366.780000 0.088543 331333.919957 100.000000 \n2 151.546575 2.401327 5080.856484 0.000000 \n3 152.100000 24.312350 359.512111 0.000000 \n4 188.653910 0.065624 113008.620378 28.571429 \n... ... ... ... ... \n9995 23.455021 0.820000 -92.614108 100.000000 \n9996 6.300000 0.356300 -87.072417 85.714286 \n9997 3.100000 0.001400 -52.867249 57.142857 \n9998 21.000000 7.990000 41.250000 0.000000 \n9999 19.800000 4.010100 -68.181818 0.000000 \n\n Aroon Up (14) Average Day Range (14) Average Directional Index (14) \\\n0 35.714286 3.065736 40.079355 \n1 0.000000 6.875714 15.697468 \n2 42.857143 2.576786 21.021282 \n3 42.857143 2.574643 19.905580 \n4 78.571429 3.053221 21.411278 \n... ... ... ... \n9995 21.428571 0.269314 25.152353 \n9996 21.428571 0.006087 20.369659 \n9997 0.000000 0.016761 15.480164 \n9998 57.142857 0.152014 22.625735 \n9999 14.285714 0.218700 16.328872 \n\n ... Reco. VWMA Prev. Awesome Oscillator \\\n0 ... -1.0 -4.720749 \n1 ... -1.0 -9.388162 \n2 ... 1.0 5.906360 \n3 ... 1.0 5.743768 \n4 ... 1.0 4.556238 \n... ... ... ... \n9995 ... -1.0 0.136351 \n9996 ... -1.0 -0.185927 \n9997 ... -1.0 -0.053805 \n9998 ... 1.0 -0.016993 \n9999 ... -1.0 0.342581 \n\n Prev. Commodity Channel Index (20) Prev. Momentum (10) \\\n0 -230.936482 -13.82000 \n1 -120.951883 -24.93000 \n2 72.958312 9.19000 \n3 74.928140 9.05000 \n4 149.672333 10.81000 \n... ... ... \n9995 -50.088133 -0.96000 \n9996 -87.578283 -0.20000 \n9997 -74.772551 -0.03402 \n9998 -14.288878 0.10000 \n9999 -12.463751 -0.55230 \n\n Prev. Negative Directional Indicator (14) \\\n0 37.059393 \n1 26.356568 \n2 17.483541 \n3 17.902277 \n4 19.321047 \n... ... \n9995 25.508187 \n9996 57.584131 \n9997 46.360923 \n9998 15.968953 \n9999 33.959075 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 20.989642 \n2 27.917242 \n3 27.931277 \n4 35.171936 \n... ... \n9995 30.926418 \n9996 34.908785 \n9997 34.199245 \n9998 28.527973 \n9999 28.495395 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 63.031565 66.112989 \n3 62.822280 66.262130 \n4 63.522413 66.884776 \n... ... ... \n9995 45.748822 39.182510 \n9996 37.654229 39.521487 \n9997 44.625250 42.430652 \n9998 46.972336 47.226542 \n9999 51.539283 44.440279 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 71.656644 78.135739 \n3 71.754595 78.572202 \n4 63.325131 82.572298 \n... ... ... \n9995 19.994490 13.878636 \n9996 3.151068 7.761156 \n9997 61.373469 50.783694 \n9998 49.210414 37.874144 \n9999 33.307018 29.758145 \n\n[10000 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1.0-4.720749-230.936482-13.8200037.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1.0-9.388162-120.951883-24.9300026.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...1.05.90636072.9583129.1900017.48354127.91724263.03156566.11298971.65664478.135739
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...1.05.74376874.9281409.0500017.90227727.93127762.82228066.26213071.75459578.572202
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...1.04.556238149.67233310.8100019.32104735.17193663.52241366.88477663.32513182.572298
..................................................................
9995NASDAQ:ELBMELBMElectra Battery Materials Corporation23.4550210.820000-92.614108100.00000021.4285710.26931425.152353...-1.00.136351-50.088133-0.9600025.50818730.92641845.74882239.18251019.99449013.878636
9996OTC:EAGRFEAGRFEAST SIDE GAMES GROUP INC.6.3000000.356300-87.07241785.71428621.4285710.00608720.369659...-1.0-0.185927-87.578283-0.2000057.58413134.90878537.65422939.5214873.1510687.761156
9997OTC:BNXTFBNXTFBIONXT SOLUTIONS INC.3.1000000.001400-52.86724957.1428570.0000000.01676115.480164...-1.0-0.053805-74.772551-0.0340246.36092334.19924544.62525042.43065261.37346950.783694
9998AMEX:MPTIMPTIM-tron Industries, Inc.21.0000007.99000041.2500000.00000057.1428570.15201422.625735...1.0-0.016993-14.2888780.1000015.96895328.52797346.97233647.22654249.21041437.874144
9999NASDAQ:MRMMRMMEDIROM Healthcare Technologies Inc.19.8000004.010100-68.1818180.00000014.2857140.21870016.328872...-1.00.342581-12.463751-0.5523033.95907528.49539551.53928344.44027933.30701829.758145
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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n... ... ... ... ... \n9995 OTC:FLHLF FLHLF Filament Health Corp. 0.368000 \n9996 NASDAQ:ADN ADN Advent Technologies Holdings, Inc. 19.210000 \n9997 OTC:DSHK DSHK Drive Shack Inc. 8.060000 \n9998 OTC:DSHKO DSHKO Drive Shack Inc. 27.221500 \n9999 OTC:DSHKN DSHKN Drive Shack Inc. 26.930000 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132500.430081 100.000000 14.285714 \n1 0.088543 321948.280757 100.000000 35.714286 \n2 2.401327 5117.017791 92.857143 50.000000 \n3 24.312350 363.996017 92.857143 50.000000 \n4 0.065624 103548.029933 100.000000 35.714286 \n... ... ... ... ... \n9995 0.006600 -54.107083 50.000000 14.285714 \n9996 0.400000 -95.819979 100.000000 0.000000 \n9997 0.152500 -93.731971 7.142857 35.714286 \n9998 1.940000 -80.211030 0.000000 57.142857 \n9999 0.905100 -79.800000 14.285714 57.142857 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1.0 \n1 5.679029 22.120383 ... -1.0 \n2 2.389257 21.655098 ... -1.0 \n3 2.365629 21.492701 ... -1.0 \n4 3.419064 19.421523 ... -1.0 \n... ... ... ... ... \n9995 0.013482 25.370038 ... 1.0 \n9996 0.046857 33.051227 ... -1.0 \n9997 0.038504 33.426293 ... -1.0 \n9998 0.406500 23.548556 ... 1.0 \n9999 0.154857 28.025378 ... 1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -1.538637 -208.082855 \n3 -1.347657 -209.895909 \n4 -5.099797 -180.562142 \n... ... ... \n9995 -0.004664 9.313081 \n9996 -0.104228 -116.064926 \n9997 0.023216 -21.932262 \n9998 1.535343 75.246195 \n9999 1.488157 72.487426 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.3400 30.558611 \n1 -19.6300 32.060557 \n2 -6.7750 29.303383 \n3 -6.6200 29.765275 \n4 -15.2500 33.377752 \n... ... ... \n9995 -0.0100 17.527398 \n9996 -0.0422 22.595601 \n9997 0.0011 14.324476 \n9998 2.1500 30.032327 \n9999 1.5000 26.300994 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 13.887596 \n2 16.542888 \n3 16.217965 \n4 15.461261 \n... ... \n9995 34.754864 \n9996 10.191190 \n9997 26.092134 \n9998 41.007077 \n9999 48.871150 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 38.397693 25.309307 \n3 38.689675 25.502243 \n4 34.513111 24.389321 \n... ... ... \n9995 53.042165 57.262287 \n9996 29.431115 25.563017 \n9997 47.768548 43.297714 \n9998 57.368513 56.195822 \n9999 59.237800 59.107357 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 10.520138 13.047417 \n3 10.465734 13.401442 \n4 6.945989 7.573618 \n... ... ... \n9995 20.573783 27.674750 \n9996 11.628181 10.178987 \n9997 33.646515 30.316861 \n9998 79.855072 74.903382 \n9999 76.172392 71.144279 \n\n[10000 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132500.430081100.00000014.2857143.21842925.653844...-1.0-3.283856-99.336416-4.340030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321948.280757100.00000035.7142865.67902922.120383...-1.0-7.189782-197.323125-19.630032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275117.01779192.85714350.0000002.38925721.655098...-1.0-1.538637-208.082855-6.775029.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.99601792.85714350.0000002.36562921.492701...-1.0-1.347657-209.895909-6.620029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1.0-5.099797-180.562142-15.250033.37775215.46126134.51311124.3893216.9459897.573618
..................................................................
9995OTC:FLHLFFLHLFFilament Health Corp.0.3680000.006600-54.10708350.00000014.2857140.01348225.370038...1.0-0.0046649.313081-0.010017.52739834.75486453.04216557.26228720.57378327.674750
9996NASDAQ:ADNADNAdvent Technologies Holdings, Inc.19.2100000.400000-95.819979100.0000000.0000000.04685733.051227...-1.0-0.104228-116.064926-0.042222.59560110.19119029.43111525.56301711.62818110.178987
9997OTC:DSHKDSHKDrive Shack Inc.8.0600000.152500-93.7319717.14285735.7142860.03850433.426293...-1.00.023216-21.9322620.001114.32447626.09213447.76854843.29771433.64651530.316861
9998OTC:DSHKODSHKODrive Shack Inc.27.2215001.940000-80.2110300.00000057.1428570.40650023.548556...1.01.53534375.2461952.150030.03232741.00707757.36851356.19582279.85507274.903382
9999OTC:DSHKNDSHKNDrive Shack Inc.26.9300000.905100-79.80000014.28571457.1428570.15485728.025378...1.01.48815772.4874261.500026.30099448.87115059.23780059.10735776.17239271.144279
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" }, "execution_count": 5, "metadata": {}, @@ -178,8 +177,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:03.551784888Z", - "start_time": "2023-08-10T12:43:57.945985777Z" + "end_time": "2023-09-27T19:35:15.301251Z", + "start_time": "2023-09-27T19:35:02.333982500Z" } }, "id": "47a993423929c7bb" @@ -200,8 +199,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 OTC:FNMAP FNMAP Fannie Mae 51.37500 0.200 \n1 OTC:FNMAT FNMAT Fannie Mae 26.10001 0.150 \n2 OTC:FNMAO FNMAO Fannie Mae 50.75000 0.301 \n3 OTC:FNMA FNMA Fannie Mae 89.37500 0.185 \n4 OTC:FNMFM FNMFM Fannie Mae 28.10001 0.010 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 -94.413965 35.714286 28.571429 \n1 -91.769380 100.000000 7.142857 \n2 -94.430000 100.000000 21.428571 \n3 -53.016610 21.428571 57.142857 \n4 343.076923 28.571429 85.714286 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.087143 19.825800 ... -1.0 \n1 0.143929 19.693646 ... -1.0 \n2 0.080886 21.982378 ... -1.0 \n3 0.020150 48.615501 ... -1.0 \n4 0.042143 17.925291 ... 1.0 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 0.149169 23.308273 \n1 -0.043156 -111.447411 \n2 0.083553 -10.588738 \n3 0.011775 33.860057 \n4 0.266206 112.363228 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -0.12000 30.629596 \n1 -0.10000 10.093238 \n2 0.00000 30.023823 \n3 0.00476 7.088322 \n4 1.02000 34.418596 \n\n Prev. Positive Directional Indicator (14) \\\n0 24.724662 \n1 11.548222 \n2 26.128366 \n3 31.635059 \n4 48.629829 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 54.388115 53.701948 \n1 52.336771 41.507402 \n2 53.343557 51.317855 \n3 52.050546 51.287504 \n4 56.787202 68.158342 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 47.482993 46.258503 \n1 48.148148 50.000000 \n2 57.298475 61.437908 \n3 16.282882 16.965577 \n4 98.798799 97.297297 \n\n[5 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0OTC:FNMAPFNMAPFannie Mae51.375000.200-94.41396535.71428628.5714290.08714319.825800...-1.00.14916923.308273-0.1200030.62959624.72466254.38811553.70194847.48299346.258503
1OTC:FNMATFNMATFannie Mae26.100010.150-91.769380100.0000007.1428570.14392919.693646...-1.0-0.043156-111.447411-0.1000010.09323811.54822252.33677141.50740248.14814850.000000
2OTC:FNMAOFNMAOFannie Mae50.750000.301-94.430000100.00000021.4285710.08088621.982378...-1.00.083553-10.5887380.0000030.02382326.12836653.34355751.31785557.29847561.437908
3OTC:FNMAFNMAFannie Mae89.375000.185-53.01661021.42857157.1428570.02015048.615501...-1.00.01177533.8600570.004767.08832231.63505952.05054651.28750416.28288216.965577
4OTC:FNMFMFNMFMFannie Mae28.100010.010343.07692328.57142985.7142860.04214317.925291...1.00.266206112.3632281.0200034.41859648.62982956.78720268.15834298.79879997.297297
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" + "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 OTC:FNMAH FNMAH Fannie Mae 30.13000 0.1300 \n1 OTC:FNMFM FNMFM Fannie Mae 28.10001 0.0100 \n2 OTC:FNMAP FNMAP Fannie Mae 51.37500 0.2000 \n3 OTC:FNMAG FNMAG Fannie Mae 54.50000 0.4245 \n4 OTC:FNMFN FNMFN Fannie Mae 24.99000 0.0100 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 -92.240350 64.285714 14.285714 \n1 378.461538 0.000000 85.714286 \n2 -93.197007 7.142857 64.285714 \n3 -93.213574 100.000000 50.000000 \n4 672.000000 21.428571 0.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.055357 9.991306 ... -1 \n1 0.024286 18.346385 ... 1 \n2 0.053857 19.389708 ... 1 \n3 0.036429 21.353978 ... -1 \n4 0.041429 29.514368 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -0.007279 42.583321 \n1 0.412853 133.780256 \n2 0.180603 76.005299 \n3 0.241993 39.554172 \n4 0.159729 16.808209 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 0.13 24.998566 \n1 0.74 33.211915 \n2 0.11 28.723862 \n3 0.09 32.593516 \n4 0.04 24.388350 \n\n Prev. Positive Directional Indicator (14) \\\n0 26.192926 \n1 56.293061 \n2 19.920057 \n3 41.092865 \n4 37.150419 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 52.634089 54.021445 \n1 61.768137 68.687389 \n2 57.270874 57.599556 \n3 57.162054 52.636127 \n4 52.794256 46.140263 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 34.910394 50.430108 \n1 86.515339 88.975446 \n2 81.159420 76.328502 \n3 82.853738 75.499619 \n4 43.580551 38.970399 \n\n[5 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0OTC:FNMAHFNMAHFannie Mae30.130000.1300-92.24035064.28571414.2857140.0553579.991306...-1-0.00727942.5833210.1324.99856626.19292652.63408954.02144534.91039450.430108
1OTC:FNMFMFNMFMFannie Mae28.100010.0100378.4615380.00000085.7142860.02428618.346385...10.412853133.7802560.7433.21191556.29306161.76813768.68738986.51533988.975446
2OTC:FNMAPFNMAPFannie Mae51.375000.2000-93.1970077.14285764.2857140.05385719.389708...10.18060376.0052990.1128.72386219.92005757.27087457.59955681.15942076.328502
3OTC:FNMAGFNMAGFannie Mae54.500000.4245-93.213574100.00000050.0000000.03642921.353978...-10.24199339.5541720.0932.59351641.09286557.16205452.63612782.85373875.499619
4OTC:FNMFNFNMFNFannie Mae24.990000.0100672.00000021.4285710.0000000.04142929.514368...-10.15972916.8082090.0424.38835037.15041952.79425646.14026343.58055138.970399
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" }, "execution_count": 6, "metadata": {}, @@ -218,8 +217,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:04.382102553Z", - "start_time": "2023-08-10T12:44:03.552409086Z" + "end_time": "2023-09-27T19:35:16.625331200Z", + "start_time": "2023-09-27T19:35:15.300251100Z" } }, "id": "293d3c14f5cf6b4f" @@ -250,8 +249,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 KRX:005930 005930 SAMSUNG ELEC 96800.000 261.7141 \n1 KRX:005935 005935 SAMSUNGELEC(1P) 86800.000 4200.0000 \n2 KRX:373220 373220 LG ENERGY SOLUTION 629000.000 352000.0000 \n3 KRX:000660 000660 SK HYNIX 150500.000 5030.0000 \n4 KRX:207940 207940 SAMSUNG BIOLOGICS 1036002.312 124181.7480 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 21383.422080 85.714286 35.714286 \n1 1234.123223 85.714286 0.000000 \n2 -6.867672 78.571429 21.428571 \n3 1640.088106 21.428571 35.714286 \n4 500.380471 21.428571 71.428571 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 1485.714286 20.935984 ... -1 \n1 1064.285714 24.026038 ... -1 \n2 23785.714286 12.497448 ... -1 \n3 4592.857143 22.356018 ... -1 \n4 21214.285714 21.016305 ... 1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -2428.823529 -93.821720 \n1 -2132.647059 -104.922820 \n2 -18767.647059 -37.177064 \n3 3166.176471 -8.764631 \n4 42379.411765 83.800826 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -900.0 25.787872 \n1 -600.0 27.613998 \n2 -27000.0 24.617283 \n3 5500.0 19.230774 \n4 71000.0 15.715437 \n\n Prev. Positive Directional Indicator (14) \\\n0 15.463812 \n1 13.523388 \n2 21.691936 \n3 26.674162 \n4 26.036898 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 43.896063 44.229610 \n1 41.589914 42.427225 \n2 50.135902 54.313322 \n3 51.185101 45.612159 \n4 59.024928 61.287250 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 12.254827 17.102564 \n1 11.358859 15.743243 \n2 9.784952 16.510903 \n3 50.156937 47.269303 \n4 82.810635 81.099656 \n\n[5 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0KRX:005930005930SAMSUNG ELEC96800.000261.714121383.42208085.71428635.7142861485.71428620.935984...-1-2428.823529-93.821720-900.025.78787215.46381243.89606344.22961012.25482717.102564
1KRX:005935005935SAMSUNGELEC(1P)86800.0004200.00001234.12322385.7142860.0000001064.28571424.026038...-1-2132.647059-104.922820-600.027.61399813.52338841.58991442.42722511.35885915.743243
2KRX:373220373220LG ENERGY SOLUTION629000.000352000.0000-6.86767278.57142921.42857123785.71428612.497448...-1-18767.647059-37.177064-27000.024.61728321.69193650.13590254.3133229.78495216.510903
3KRX:000660000660SK HYNIX150500.0005030.00001640.08810621.42857135.7142864592.85714322.356018...-13166.176471-8.7646315500.019.23077426.67416251.18510145.61215950.15693747.269303
4KRX:207940207940SAMSUNG BIOLOGICS1036002.312124181.7480500.38047121.42857171.42857121214.28571421.016305...142379.41176583.80082671000.015.71543726.03689859.02492861.28725082.81063581.099656
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" + "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 KRX:005935 005935 SAMSUNGELEC(1P) 86800.000 4200.0000 \n1 KRX:005930 005930 SAMSUNG ELEC 96800.000 261.7141 \n2 KRX:373220 373220 LG ENERGY SOLUTION 629000.000 352000.0000 \n3 KRX:000660 000660 SK HYNIX 150500.000 5030.0000 \n4 KRX:207940 207940 SAMSUNG BIOLOGICS 1036002.312 124181.7480 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 1191.469194 100.000000 42.857143 \n1 21509.795151 100.000000 42.857143 \n2 -20.184255 85.714286 0.000000 \n3 1584.287812 100.000000 42.857143 \n4 409.799377 100.000000 50.000000 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 664.285714 21.596805 ... -1 \n1 1007.142857 19.004666 ... -1 \n2 13928.571429 25.211939 ... -1 \n3 3264.285714 13.237725 ... -1 \n4 11571.428571 30.224972 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -479.705882 -140.204271 \n1 402.352941 -62.556155 \n2 -37326.470588 -144.600195 \n3 -1561.176471 -110.213911 \n4 -41385.294118 -249.452082 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -3000.0 35.411456 \n1 -1900.0 22.650330 \n2 -24000.0 33.342449 \n3 -1700.0 26.772428 \n4 -43000.0 42.480608 \n\n Prev. Positive Directional Indicator (14) \\\n0 17.082089 \n1 27.850462 \n2 12.285689 \n3 21.543570 \n4 12.538893 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 35.255373 23.112500 \n1 44.344478 36.114217 \n2 33.080158 25.800703 \n3 43.026987 34.454517 \n4 22.261590 10.765980 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 5.854701 0.000000 \n1 16.850249 15.833333 \n2 15.550591 19.845761 \n3 35.153257 31.321839 \n4 3.649793 3.296703 \n\n[5 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0KRX:005935005935SAMSUNGELEC(1P)86800.0004200.00001191.469194100.00000042.857143664.28571421.596805...-1-479.705882-140.204271-3000.035.41145617.08208935.25537323.1125005.8547010.000000
1KRX:005930005930SAMSUNG ELEC96800.000261.714121509.795151100.00000042.8571431007.14285719.004666...-1402.352941-62.556155-1900.022.65033027.85046244.34447836.11421716.85024915.833333
2KRX:373220373220LG ENERGY SOLUTION629000.000352000.0000-20.18425585.7142860.00000013928.57142925.211939...-1-37326.470588-144.600195-24000.033.34244912.28568933.08015825.80070315.55059119.845761
3KRX:000660000660SK HYNIX150500.0005030.00001584.287812100.00000042.8571433264.28571413.237725...-1-1561.176471-110.213911-1700.026.77242821.54357043.02698734.45451735.15325731.321839
4KRX:207940207940SAMSUNG BIOLOGICS1036002.312124181.7480409.799377100.00000050.00000011571.42857130.224972...-1-41385.294118-249.452082-43000.042.48060812.53889322.26159010.7659803.6497933.296703
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" }, "execution_count": 7, "metadata": {}, @@ -259,16 +258,18 @@ } ], "source": [ + "from tvscreener import Market\n", + "\n", "ss = tvs.StockScreener()\n", - "ss.set_markets(StocksMarket.KOREA)\n", + "ss.set_markets(Market.KOREA)\n", "df = ss.get()\n", "df.head()" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:05.184364784Z", - "start_time": "2023-08-10T12:44:04.382821611Z" + "end_time": "2023-09-27T19:35:17.743014700Z", + "start_time": "2023-09-27T19:35:16.624333300Z" } }, "id": "7f6b8ff3f9bf5cf5" @@ -287,13 +288,13 @@ ], "source": [ "# List the available stock markets\n", - "print(StocksMarket.values())" + "print(Market.values())" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:05.244311759Z", - "start_time": "2023-08-10T12:44:05.184599612Z" + "end_time": "2023-09-27T19:35:17.771682800Z", + "start_time": "2023-09-27T19:35:17.742014500Z" } }, "id": "3ed464ea6f5604b1" @@ -314,8 +315,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 0.049107 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 0.088543 \n2 NASDAQ:NVDA NVDA NVIDIA Corporation 480.880000 0.333335 \n3 NASDAQ:TSLA TSLA Tesla, Inc. 414.496252 0.998666 \n4 NYSE:LLY LLY Eli Lilly and Company 538.000000 2.039063 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 138733.483965 100.000000 35.714286 \n1 331333.919957 100.000000 0.000000 \n2 97165.841070 100.000000 35.714286 \n3 19020.288316 100.000000 0.000000 \n4 18636.421142 28.571429 92.857143 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.065736 40.079355 ... -1 \n1 6.875714 15.697468 ... -1 \n2 13.332879 27.054978 ... -1 \n3 9.404993 23.365350 ... -1 \n4 9.374421 21.184836 ... 1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -4.720749 -230.936482 \n1 -9.388162 -120.951883 \n2 5.990850 -74.360714 \n3 -13.117041 -127.023557 \n4 9.112656 503.933049 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -13.82 37.059393 \n1 -24.93 26.356568 \n2 -10.15 23.185145 \n3 -15.58 30.228938 \n4 64.06 10.747826 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 20.989642 \n2 23.696781 \n3 18.500734 \n4 55.594458 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 51.914409 43.927989 \n3 42.849362 33.497846 \n4 79.178076 88.898617 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 30.921040 35.446541 \n3 12.583370 13.486642 \n4 35.312412 46.336922 \n\n[5 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:NVDANVDANVIDIA Corporation480.8800000.33333597165.841070100.00000035.71428613.33287927.054978...-15.990850-74.360714-10.1523.18514523.69678151.91440943.92798930.92104035.446541
3NASDAQ:TSLATSLATesla, Inc.414.4962520.99866619020.288316100.0000000.0000009.40499323.365350...-1-13.117041-127.023557-15.5830.22893818.50073442.84936233.49784612.58337013.486642
4NYSE:LLYLLYEli Lilly and Company538.0000002.03906318636.42114228.57142992.8571439.37442121.184836...19.112656503.93304964.0610.74782655.59445879.17807688.89861735.31241246.336922
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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.23000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.78000 \n2 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.65391 \n3 NYSE:BRK.B BRK.B Berkshire Hathaway Inc. New 373.34000 \n4 NYSE:BRK.A BRK.A Berkshire Hathaway Inc. 566569.97000 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132500.430081 100.0 14.285714 \n1 0.088543 321948.280757 100.0 35.714286 \n2 0.065624 103548.029933 100.0 35.714286 \n3 19.800000 1440.258621 100.0 57.142857 \n4 235.000000 221302.072980 100.0 57.142857 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1 \n1 5.679029 22.120383 ... -1 \n2 3.419064 19.421523 ... -1 \n3 3.878407 29.363976 ... -1 \n4 6706.501429 32.709754 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -5.099797 -180.562142 \n3 2.327891 -89.373526 \n4 3813.028971 -84.597110 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.34 30.558611 \n1 -19.63 32.060557 \n2 -15.25 33.377752 \n3 -8.36 21.644631 \n4 -11545.00 18.570083 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 13.887596 \n2 15.461261 \n3 19.005636 \n4 16.962556 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 34.513111 24.389321 \n3 45.831744 33.505549 \n4 46.101304 34.029793 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 6.945989 7.573618 \n3 22.081326 15.806692 \n4 22.185337 15.383801 \n\n[5 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.230000.049107132500.430081100.014.2857143.21842925.653844...-1-3.283856-99.336416-4.3430.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.780000.088543321948.280757100.035.7142865.67902922.120383...-1-7.189782-197.323125-19.6332.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:AMZNAMZNAmazon.com, Inc.188.653910.065624103548.029933100.035.7142863.41906419.421523...-1-5.099797-180.562142-15.2533.37775215.46126134.51311124.3893216.9459897.573618
3NYSE:BRK.BBRK.BBerkshire Hathaway Inc. New373.3400019.8000001440.258621100.057.1428573.87840729.363976...-12.327891-89.373526-8.3621.64463119.00563645.83174433.50554922.08132615.806692
4NYSE:BRK.ABRK.ABerkshire Hathaway Inc.566569.97000235.000000221302.072980100.057.1428576706.50142932.709754...-13813.028971-84.597110-11545.0018.57008316.96255646.10130434.02979322.18533715.383801
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" }, "execution_count": 9, "metadata": {}, @@ -333,8 +334,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:05.776472630Z", - "start_time": "2023-08-10T12:44:05.231624279Z" + "end_time": "2023-09-27T19:35:19.237880800Z", + "start_time": "2023-09-27T19:35:17.770680700Z" } }, "id": "e6fb33b84475de00" @@ -355,8 +356,8 @@ "outputs": [ { "data": { - "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 0.049107 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 0.088543 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 2.401327 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 24.312350 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 0.065624 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 138733.483965 35.714286 14.285714 \n1 331333.919957 35.714286 14.285714 \n2 5080.856484 42.857143 14.285714 \n3 359.512111 42.857143 14.285714 \n4 113008.620378 42.857143 14.285714 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.849836 29.248891 ... -1 \n1 1.551843 18.427691 ... -1 \n2 0.737057 13.315354 ... 1 \n3 0.738307 13.276180 ... 1 \n4 0.802679 18.165424 ... 1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 0.280190 35.422698 \n1 -1.196241 32.359973 \n2 -0.257365 -53.128313 \n3 -0.211257 -51.509480 \n4 -1.069162 -17.286483 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 0.3385 25.689519 \n1 0.4300 21.510074 \n2 -0.8600 24.340284 \n3 -0.8200 23.618319 \n4 -0.2999 25.024265 \n\n Prev. Positive Directional Indicator (14) \\\n0 23.371629 \n1 19.455621 \n2 22.185998 \n3 22.343815 \n4 20.640663 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 48.619925 58.448403 \n1 47.732551 55.856536 \n2 48.844697 47.881114 \n3 49.035066 47.880517 \n4 48.847059 52.964765 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 51.449546 54.889456 \n1 59.956656 62.486868 \n2 54.586988 53.618421 \n3 56.999813 55.567173 \n4 48.959282 53.830228 \n\n[5 rows x 303 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.48396535.71428614.2857140.84983629.248891...-10.28019035.4226980.338525.68951923.37162948.61992558.44840351.44954654.889456
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.91995735.71428614.2857141.55184318.427691...-1-1.19624132.3599730.430021.51007419.45562147.73255155.85653659.95665662.486868
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.85648442.85714314.2857140.73705713.315354...1-0.257365-53.128313-0.860024.34028422.18599848.84469747.88111454.58698853.618421
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.51211142.85714314.2857140.73830713.276180...1-0.211257-51.509480-0.820023.61831922.34381549.03506647.88051756.99981355.567173
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037842.85714314.2857140.80267918.165424...1-1.069162-17.286483-0.299925.02426520.64066348.84705952.96476548.95928253.830228
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5 rows × 303 columns

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" + "text/plain": " Symbol Name Description All Time High All Time Low \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 0.049107 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 0.088543 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 2.401327 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 24.312350 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 0.065624 \n\n All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 132500.430081 78.571429 21.428571 \n1 321948.280757 85.714286 100.000000 \n2 5117.017791 0.000000 100.000000 \n3 363.996017 0.000000 100.000000 \n4 103548.029933 35.714286 21.428571 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 0.884850 32.330412 ... -1 \n1 1.510443 32.424466 ... -1 \n2 0.672129 23.370502 ... -1 \n3 0.671064 22.706308 ... -1 \n4 0.946171 28.161208 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.169434 -60.984578 \n1 -1.942762 128.391652 \n2 0.204082 125.617471 \n3 0.126974 123.005932 \n4 -2.520996 7.880685 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -1.3100 26.869593 \n1 0.5050 20.426142 \n2 0.5400 16.778925 \n3 0.5213 17.099797 \n4 -0.0551 21.828222 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.990798 \n1 25.037292 \n2 26.303580 \n3 25.879135 \n4 23.211046 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 35.223733 41.031392 \n1 51.288938 63.574234 \n2 59.081409 70.894576 \n3 58.345686 70.375011 \n4 45.499397 60.063410 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 13.802653 22.138680 \n1 25.681799 41.732904 \n2 68.415998 73.800467 \n3 69.050396 74.322041 \n4 31.106827 43.381095 \n\n[5 rows x 303 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132500.43008178.57142921.4285710.88485032.330412...-1-3.169434-60.984578-1.310026.86959316.99079835.22373341.03139213.80265322.138680
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321948.28075785.714286100.0000001.51044332.424466...-1-1.942762128.3916520.505020.42614225.03729251.28893863.57423425.68179941.732904
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275117.0177910.000000100.0000000.67212923.370502...-10.204082125.6174710.540016.77892526.30358059.08140970.89457668.41599873.800467
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.9960170.000000100.0000000.67106422.706308...-10.126974123.0059320.521317.09979725.87913558.34568670.37501169.05039674.322041
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.02993335.71428621.4285710.94617128.161208...-1-2.5209967.880685-0.055121.82822223.21104645.49939760.06341031.10682743.381095
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5 rows × 303 columns

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" }, "execution_count": 10, "metadata": {}, @@ -371,8 +372,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-08-10T12:44:06.735872939Z", - "start_time": "2023-08-10T12:44:05.777515298Z" + "end_time": "2023-09-27T19:35:21.659659500Z", + "start_time": "2023-09-27T19:35:19.236879900Z" } }, "id": "8864827cc8cc60d8" @@ -727,8 +728,8 @@ }, { "data": { - "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n.. ... ... ... ... \n145 NASDAQ:INTU INTU Intuit Inc. 716.860000 \n146 NASDAQ:AMGN AMGN Amgen Inc. 296.670000 \n147 NYSE:VZ VZ Verizon Communications Inc. 63.997594 \n148 NASDAQ:SNY SNY Sanofi 58.100000 \n149 NYSE:RY RY Royal Bank Of Canada 119.410000 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 138733.483965 100.000000 35.714286 \n1 0.088543 331333.919957 100.000000 0.000000 \n2 2.401327 5080.856484 0.000000 42.857143 \n3 24.312350 359.512111 0.000000 42.857143 \n4 0.065624 113008.620378 28.571429 78.571429 \n.. ... ... ... ... \n145 1.999980 21574.396198 14.285714 50.000000 \n146 0.078124 75339.203833 71.428571 92.857143 \n147 7.481733 304.524991 85.714286 21.428571 \n148 22.530000 74.491803 71.428571 7.142857 \n149 5.125000 1551.826087 92.857143 14.285714 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.065736 40.079355 ... -1 \n1 6.875714 15.697468 ... -1 \n2 2.576786 21.021282 ... 1 \n3 2.574643 19.905580 ... 1 \n4 3.053221 21.411278 ... 1 \n.. ... ... ... ... \n145 9.613214 28.226034 ... -1 \n146 4.704136 28.098042 ... 1 \n147 0.682857 31.898218 ... -1 \n148 0.646371 16.601899 ... 1 \n149 1.079286 20.007005 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -4.720749 -230.936482 \n1 -9.388162 -120.951883 \n2 5.906360 72.958312 \n3 5.743768 74.928140 \n4 4.556238 149.672333 \n.. ... ... \n145 20.316662 18.746156 \n146 11.973362 329.869005 \n147 -1.869425 -104.652281 \n148 -1.330594 -33.354018 \n149 -0.498243 -153.194506 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -13.82 37.059393 \n1 -24.93 26.356568 \n2 9.19 17.483541 \n3 9.05 17.902277 \n4 10.81 19.321047 \n.. ... ... \n145 4.34 20.374244 \n146 25.49 11.895949 \n147 -1.67 31.145517 \n148 -1.11 42.701596 \n149 -3.70 32.276024 \n\n Prev. Positive Directional Indicator (14) \\\n0 14.543167 \n1 20.989642 \n2 27.917242 \n3 27.931277 \n4 35.171936 \n.. ... \n145 24.277430 \n146 50.174659 \n147 11.878362 \n148 32.062266 \n149 21.427547 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 31.992621 20.309959 \n1 41.620562 34.633610 \n2 63.031565 66.112989 \n3 62.822280 66.262130 \n4 63.522413 66.884776 \n.. ... ... \n145 60.301132 54.781562 \n146 81.578389 89.422508 \n147 35.866167 29.814110 \n148 49.575508 51.734317 \n149 41.370824 30.154933 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.336929 6.651887 \n1 5.696226 8.199300 \n2 71.656644 78.135739 \n3 71.754595 78.572202 \n4 63.325131 82.572298 \n.. ... ... \n145 51.153791 53.496338 \n146 74.237975 90.550436 \n147 28.773679 16.219283 \n148 30.765170 42.933333 \n149 10.526930 13.909854 \n\n[150 rows x 302 columns]", - "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107138733.483965100.00000035.7142863.06573640.079355...-1-4.720749-230.936482-13.8237.05939314.54316731.99262120.3099598.3369296.651887
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543331333.919957100.0000000.0000006.87571415.697468...-1-9.388162-120.951883-24.9326.35656820.98964241.62056234.6336105.6962268.199300
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275080.8564840.00000042.8571432.57678621.021282...15.90636072.9583129.1917.48354127.91724263.03156566.11298971.65664478.135739
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350359.5121110.00000042.8571432.57464319.905580...15.74376874.9281409.0517.90227727.93127762.82228066.26213071.75459578.572202
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624113008.62037828.57142978.5714293.05322121.411278...14.556238149.67233310.8119.32104735.17193663.52241366.88477663.32513182.572298
..................................................................
145NASDAQ:INTUINTUIntuit Inc.716.8600001.99998021574.39619814.28571450.0000009.61321428.226034...-120.31666218.7461564.3420.37424424.27743060.30113254.78156251.15379153.496338
146NASDAQ:AMGNAMGNAmgen Inc.296.6700000.07812475339.20383371.42857192.8571434.70413628.098042...111.973362329.86900525.4911.89594950.17465981.57838989.42250874.23797590.550436
147NYSE:VZVZVerizon Communications Inc.63.9975947.481733304.52499185.71428621.4285710.68285731.898218...-1-1.869425-104.652281-1.6731.14551711.87836235.86616729.81411028.77367916.219283
148NASDAQ:SNYSNYSanofi58.10000022.53000074.49180371.4285717.1428570.64637116.601899...1-1.330594-33.354018-1.1142.70159632.06226649.57550851.73431730.76517042.933333
149NYSE:RYRYRoyal Bank Of Canada119.4100005.1250001551.82608792.85714314.2857141.07928620.007005...-1-0.498243-153.194506-3.7032.27602421.42754741.37082430.15493310.52693013.909854
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150 rows × 302 columns

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" + "text/plain": " Symbol Name Description All Time High \\\n0 NASDAQ:AAPL AAPL Apple Inc. 198.230000 \n1 NASDAQ:MSFT MSFT Microsoft Corporation 366.780000 \n2 NASDAQ:GOOGL GOOGL Alphabet Inc. 151.546575 \n3 NASDAQ:GOOG GOOG Alphabet Inc. 152.100000 \n4 NASDAQ:AMZN AMZN Amazon.com, Inc. 188.653910 \n.. ... ... ... ... \n145 NASDAQ:HON HON Honeywell International Inc. 236.860000 \n146 NASDAQ:PDD PDD PDD Holdings Inc. 212.596500 \n147 NYSE:UL UL Unilever PLC 64.840000 \n148 NYSE:UNP UNP Union Pacific Corporation 278.940000 \n149 NYSE:NEE NEE NextEra Energy, Inc. 93.730000 \n\n All Time Low All Time Performance Aroon Down (14) Aroon Up (14) \\\n0 0.049107 132500.430081 100.000000 14.285714 \n1 0.088543 321948.280757 100.000000 35.714286 \n2 2.401327 5117.017791 92.857143 50.000000 \n3 24.312350 363.996017 92.857143 50.000000 \n4 0.065624 103548.029933 100.000000 35.714286 \n.. ... ... ... ... \n145 5.920335 1756.993099 0.000000 64.285714 \n146 16.530000 258.301887 71.428571 28.571429 \n147 0.388892 8319.186502 100.000000 64.285714 \n148 0.627748 20904.578020 100.000000 35.714286 \n149 0.843750 2446.882914 100.000000 42.857143 \n\n Average Day Range (14) Average Directional Index (14) ... Reco. VWMA \\\n0 3.218429 25.653844 ... -1 \n1 5.679029 22.120383 ... -1 \n2 2.389257 21.655098 ... -1 \n3 2.365629 21.492701 ... -1 \n4 3.419064 19.421523 ... -1 \n.. ... ... ... ... \n145 2.889821 21.872927 ... -1 \n146 2.718493 18.857763 ... -1 \n147 0.424429 14.811011 ... -1 \n148 3.498100 35.159602 ... -1 \n149 1.360000 23.863762 ... -1 \n\n Prev. Awesome Oscillator Prev. Commodity Channel Index (20) \\\n0 -3.283856 -99.336416 \n1 -7.189782 -197.323125 \n2 -1.538637 -208.082855 \n3 -1.347657 -209.895909 \n4 -5.099797 -180.562142 \n.. ... ... \n145 2.940596 -16.888551 \n146 4.561622 -81.826747 \n147 -0.498387 -184.650285 \n148 -8.665449 -147.622431 \n149 -0.499912 -142.176883 \n\n Prev. Momentum (10) Prev. Negative Directional Indicator (14) \\\n0 -4.340 30.558611 \n1 -19.630 32.060557 \n2 -6.775 29.303383 \n3 -6.620 29.765275 \n4 -15.250 33.377752 \n.. ... ... \n145 -1.320 22.809433 \n146 -4.950 25.353865 \n147 -1.040 39.235525 \n148 -9.030 35.305364 \n149 -2.390 26.721117 \n\n Prev. Positive Directional Indicator (14) \\\n0 16.822189 \n1 13.887596 \n2 16.542888 \n3 16.217965 \n4 15.461261 \n.. ... \n145 20.791103 \n146 25.296198 \n147 29.355803 \n148 10.833192 \n149 16.780491 \n\n Prev. Relative Strength Index (14) Prev. Relative Strength Index (7) \\\n0 38.386676 33.426894 \n1 33.743284 21.535629 \n2 38.397693 25.309307 \n3 38.689675 25.502243 \n4 34.513111 24.389321 \n.. ... ... \n145 43.978674 38.237195 \n146 51.317135 42.839860 \n147 32.205082 21.575090 \n148 28.402860 19.803548 \n149 35.105943 27.779272 \n\n Prev. Stochastic %D (14, 3, 3) Prev. Stochastic %K (14, 3, 3) \n0 8.452134 9.222031 \n1 9.572082 8.156310 \n2 10.520138 13.047417 \n3 10.465734 13.401442 \n4 6.945989 7.573618 \n.. ... ... \n145 55.459355 47.715248 \n146 29.347582 37.396161 \n147 28.857293 13.902054 \n148 20.535843 12.301976 \n149 40.276154 33.287116 \n\n[150 rows x 302 columns]", + "text/html": "
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SymbolNameDescriptionAll Time HighAll Time LowAll Time PerformanceAroon Down (14)Aroon Up (14)Average Day Range (14)Average Directional Index (14)...Reco. VWMAPrev. Awesome OscillatorPrev. Commodity Channel Index (20)Prev. Momentum (10)Prev. Negative Directional Indicator (14)Prev. Positive Directional Indicator (14)Prev. Relative Strength Index (14)Prev. Relative Strength Index (7)Prev. Stochastic %D (14, 3, 3)Prev. Stochastic %K (14, 3, 3)
0NASDAQ:AAPLAAPLApple Inc.198.2300000.049107132500.430081100.00000014.2857143.21842925.653844...-1-3.283856-99.336416-4.34030.55861116.82218938.38667633.4268948.4521349.222031
1NASDAQ:MSFTMSFTMicrosoft Corporation366.7800000.088543321948.280757100.00000035.7142865.67902922.120383...-1-7.189782-197.323125-19.63032.06055713.88759633.74328421.5356299.5720828.156310
2NASDAQ:GOOGLGOOGLAlphabet Inc.151.5465752.4013275117.01779192.85714350.0000002.38925721.655098...-1-1.538637-208.082855-6.77529.30338316.54288838.39769325.30930710.52013813.047417
3NASDAQ:GOOGGOOGAlphabet Inc.152.10000024.312350363.99601792.85714350.0000002.36562921.492701...-1-1.347657-209.895909-6.62029.76527516.21796538.68967525.50224310.46573413.401442
4NASDAQ:AMZNAMZNAmazon.com, Inc.188.6539100.065624103548.029933100.00000035.7142863.41906419.421523...-1-5.099797-180.562142-15.25033.37775215.46126134.51311124.3893216.9459897.573618
..................................................................
145NASDAQ:HONHONHoneywell International Inc.236.8600005.9203351756.9930990.00000064.2857142.88982121.872927...-12.940596-16.888551-1.32022.80943320.79110343.97867438.23719555.45935547.715248
146NASDAQ:PDDPDDPDD Holdings Inc.212.59650016.530000258.30188771.42857128.5714292.71849318.857763...-14.561622-81.826747-4.95025.35386525.29619851.31713542.83986029.34758237.396161
147NYSE:ULULUnilever PLC64.8400000.3888928319.186502100.00000064.2857140.42442914.811011...-1-0.498387-184.650285-1.04039.23552529.35580332.20508221.57509028.85729313.902054
148NYSE:UNPUNPUnion Pacific Corporation278.9400000.62774820904.578020100.00000035.7142863.49810035.159602...-1-8.665449-147.622431-9.03035.30536410.83319228.40286019.80354820.53584312.301976
149NYSE:NEENEENextEra Energy, Inc.93.7300000.8437502446.882914100.00000042.8571431.36000023.863762...-1-0.499912-142.176883-2.39026.72111716.78049135.10594327.77927240.27615433.287116
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