{"cells":[{"cell_type":"markdown","source":"# Leer los datos","metadata":{"id":"Tv-Ic-T3QdOT","cell_id":"77f72c0217d447d9bf9e6eb7f0326447","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nurl='https://raw.githubusercontent.com/JJTorresDS/ds-data-sources/main/stocks.csv'\ndf= pd.read_csv(url,index_col='formatted_date',parse_dates=['formatted_date'])\ndf","metadata":{"id":"iuafFQ5YQFXk","colab":{"height":519,"base_uri":"https://localhost:8080/"},"cell_id":"cbd91238936f4650b83c115fb02872a8","outputId":"91a92dc5-2535-465c-c88e-b3125ca40f7a","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":308,"user_tz":300,"timestamp":1646789929721},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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MCDSBUXGOOGAMZNMSFTJPMBACCMARHLTRCLVMAPYPL
formatted_date
2016-01-01106.33214654.353962742.950012587.00000049.85348950.42493812.57301036.89780457.75418935.19284174.23529871.57437185.82262436.139999
2016-02-01100.67104352.064243697.770020552.52002046.04366748.03306611.13254033.70710864.22891241.06160767.36064969.55658083.95656638.139999
2016-03-01108.78221153.571442744.950012593.64001550.33903150.52432312.02171836.22321767.33662444.49988674.79000973.63147791.27816038.599998
2016-04-01109.48330750.457645693.010010659.59002745.45370553.91991012.99572940.15354566.30546643.71604970.46558474.36314493.68325839.180000
2016-05-01105.64892649.255203735.719971722.78997848.30651556.09822513.20101940.44788762.47415541.19815470.45647475.99984792.81732937.790001
.............................................
2021-07-01240.055786120.4411932704.4199223327.590088283.846313150.00645437.98161366.635887145.979996131.44999776.870003245.622177384.999420275.529999
2021-08-01234.863205116.5332722909.2399903470.790039300.752960158.99192841.33817371.392593135.139999124.86000182.730003228.386063345.793121288.660004
2021-09-01239.780670109.8364032665.3100593285.040039281.405182162.70953442.03126969.675041148.089996132.11000188.949997222.358551347.241272260.209991
2021-10-01244.196198105.6146092965.4099123372.429932331.014404168.87239147.55112868.662384160.020004143.94999784.430000211.397858335.096588232.589996
2021-11-01243.251434109.1692812849.0400393507.070068329.986298158.83000244.25698563.700001147.559998135.07000769.820000193.429489314.920013184.889999
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\n ","text/plain":" MCD SBUX GOOG AMZN MSFT \\\nformatted_date \n2016-01-01 106.332146 54.353962 742.950012 587.000000 49.853489 \n2016-02-01 100.671043 52.064243 697.770020 552.520020 46.043667 \n2016-03-01 108.782211 53.571442 744.950012 593.640015 50.339031 \n2016-04-01 109.483307 50.457645 693.010010 659.590027 45.453705 \n2016-05-01 105.648926 49.255203 735.719971 722.789978 48.306515 \n... ... ... ... ... ... \n2021-07-01 240.055786 120.441193 2704.419922 3327.590088 283.846313 \n2021-08-01 234.863205 116.533272 2909.239990 3470.790039 300.752960 \n2021-09-01 239.780670 109.836403 2665.310059 3285.040039 281.405182 \n2021-10-01 244.196198 105.614609 2965.409912 3372.429932 331.014404 \n2021-11-01 243.251434 109.169281 2849.040039 3507.070068 329.986298 \n\n JPM BAC C MAR HLT \\\nformatted_date \n2016-01-01 50.424938 12.573010 36.897804 57.754189 35.192841 \n2016-02-01 48.033066 11.132540 33.707108 64.228912 41.061607 \n2016-03-01 50.524323 12.021718 36.223217 67.336624 44.499886 \n2016-04-01 53.919910 12.995729 40.153545 66.305466 43.716049 \n2016-05-01 56.098225 13.201019 40.447887 62.474155 41.198154 \n... ... ... ... ... ... \n2021-07-01 150.006454 37.981613 66.635887 145.979996 131.449997 \n2021-08-01 158.991928 41.338173 71.392593 135.139999 124.860001 \n2021-09-01 162.709534 42.031269 69.675041 148.089996 132.110001 \n2021-10-01 168.872391 47.551128 68.662384 160.020004 143.949997 \n2021-11-01 158.830002 44.256985 63.700001 147.559998 135.070007 \n\n RCL V MA PYPL \nformatted_date \n2016-01-01 74.235298 71.574371 85.822624 36.139999 \n2016-02-01 67.360649 69.556580 83.956566 38.139999 \n2016-03-01 74.790009 73.631477 91.278160 38.599998 \n2016-04-01 70.465584 74.363144 93.683258 39.180000 \n2016-05-01 70.456474 75.999847 92.817329 37.790001 \n... ... ... ... ... \n2021-07-01 76.870003 245.622177 384.999420 275.529999 \n2021-08-01 82.730003 228.386063 345.793121 288.660004 \n2021-09-01 88.949997 222.358551 347.241272 260.209991 \n2021-10-01 84.430000 211.397858 335.096588 232.589996 \n2021-11-01 69.820000 193.429489 314.920013 184.889999 \n\n[71 rows x 14 columns]"},"metadata":{},"execution_count":26}],"execution_count":26},{"cell_type":"code","source":"df.corr()","metadata":{"id":"010F3AMtQfRF","colab":{"height":553,"base_uri":"https://localhost:8080/"},"cell_id":"7c15f4d0b1cf4cfda5c8c37306bcf584","outputId":"96983972-2a62-491b-bcf8-a511990d8bc2","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":287,"user_tz":300,"timestamp":1646789934520},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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MCDSBUXGOOGAMZNMSFTJPMBACCMARHLTRCLVMAPYPL
MCD1.0000000.9116490.8729500.9152070.9218610.9005870.8575530.5987260.7585670.9418150.0522750.9610730.9562300.889973
SBUX0.9116491.0000000.9003430.8748610.9258710.8546820.7759150.4630750.6083030.895421-0.1383690.9086920.9073810.921438
GOOG0.8729500.9003431.0000000.8981360.9619370.9094420.8761960.5303590.6477680.905074-0.1306850.8553380.8419400.927271
AMZN0.9152070.8748610.8981361.0000000.9630400.8313250.7735670.4145250.5964460.859951-0.2077980.9484220.9510150.959953
MSFT0.9218610.9258710.9619370.9630401.0000000.8739160.8182820.4367130.5968870.897585-0.2323180.9297510.9266210.951394
JPM0.9005870.8546820.9094420.8313250.8739161.0000000.9823490.7945760.8720460.9787720.2025810.8718200.8594200.844586
BAC0.8575530.7759150.8761960.7735670.8182820.9823491.0000000.8417620.8998050.9500600.2924800.8053410.7897930.773794
C0.5987260.4630750.5303590.4145250.4367130.7945760.8417621.0000000.9137960.7405470.6869830.5318590.5101640.439464
MAR0.7585670.6083030.6477680.5964460.5968870.8720460.8998050.9137961.0000000.8716250.5811350.6921430.6797110.580950
HLT0.9418150.8954210.9050740.8599510.8975850.9787720.9500600.7405470.8716251.0000000.1701400.9121650.9051760.862439
RCL0.052275-0.138369-0.130685-0.207798-0.2323180.2025810.2924800.6869830.5811350.1701401.000000-0.056921-0.070195-0.203879
V0.9610730.9086920.8553380.9484220.9297510.8718200.8053410.5318590.6921430.912165-0.0569211.0000000.9967480.921974
MA0.9562300.9073810.8419400.9510150.9266210.8594200.7897930.5101640.6797110.905176-0.0701950.9967481.0000000.918581
PYPL0.8899730.9214380.9272710.9599530.9513940.8445860.7737940.4394640.5809500.862439-0.2038790.9219740.9185811.000000
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\n ","text/plain":" MCD SBUX GOOG AMZN MSFT JPM BAC \\\nMCD 1.000000 0.911649 0.872950 0.915207 0.921861 0.900587 0.857553 \nSBUX 0.911649 1.000000 0.900343 0.874861 0.925871 0.854682 0.775915 \nGOOG 0.872950 0.900343 1.000000 0.898136 0.961937 0.909442 0.876196 \nAMZN 0.915207 0.874861 0.898136 1.000000 0.963040 0.831325 0.773567 \nMSFT 0.921861 0.925871 0.961937 0.963040 1.000000 0.873916 0.818282 \nJPM 0.900587 0.854682 0.909442 0.831325 0.873916 1.000000 0.982349 \nBAC 0.857553 0.775915 0.876196 0.773567 0.818282 0.982349 1.000000 \nC 0.598726 0.463075 0.530359 0.414525 0.436713 0.794576 0.841762 \nMAR 0.758567 0.608303 0.647768 0.596446 0.596887 0.872046 0.899805 \nHLT 0.941815 0.895421 0.905074 0.859951 0.897585 0.978772 0.950060 \nRCL 0.052275 -0.138369 -0.130685 -0.207798 -0.232318 0.202581 0.292480 \nV 0.961073 0.908692 0.855338 0.948422 0.929751 0.871820 0.805341 \nMA 0.956230 0.907381 0.841940 0.951015 0.926621 0.859420 0.789793 \nPYPL 0.889973 0.921438 0.927271 0.959953 0.951394 0.844586 0.773794 \n\n C MAR HLT RCL V MA PYPL \nMCD 0.598726 0.758567 0.941815 0.052275 0.961073 0.956230 0.889973 \nSBUX 0.463075 0.608303 0.895421 -0.138369 0.908692 0.907381 0.921438 \nGOOG 0.530359 0.647768 0.905074 -0.130685 0.855338 0.841940 0.927271 \nAMZN 0.414525 0.596446 0.859951 -0.207798 0.948422 0.951015 0.959953 \nMSFT 0.436713 0.596887 0.897585 -0.232318 0.929751 0.926621 0.951394 \nJPM 0.794576 0.872046 0.978772 0.202581 0.871820 0.859420 0.844586 \nBAC 0.841762 0.899805 0.950060 0.292480 0.805341 0.789793 0.773794 \nC 1.000000 0.913796 0.740547 0.686983 0.531859 0.510164 0.439464 \nMAR 0.913796 1.000000 0.871625 0.581135 0.692143 0.679711 0.580950 \nHLT 0.740547 0.871625 1.000000 0.170140 0.912165 0.905176 0.862439 \nRCL 0.686983 0.581135 0.170140 1.000000 -0.056921 -0.070195 -0.203879 \nV 0.531859 0.692143 0.912165 -0.056921 1.000000 0.996748 0.921974 \nMA 0.510164 0.679711 0.905176 -0.070195 0.996748 1.000000 0.918581 \nPYPL 0.439464 0.580950 0.862439 -0.203879 0.921974 0.918581 1.000000 "},"metadata":{},"execution_count":27}],"execution_count":27},{"cell_type":"markdown","source":"# Parte 1: Correlaciones","metadata":{"id":"xOoYaUFvQ26i","cell_id":"e03c55cc7ce441cba52f31b9d4d44cd2","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"import seaborn as sns \nsns.heatmap(df.corr(), cmap='jet')","metadata":{"id":"3iwCPFTEQujM","colab":{"height":307,"base_uri":"https://localhost:8080/"},"cell_id":"03ae5ea4a0dc4d67a605faa42349f22e","outputId":"2d89a797-eaad-4f31-a172-a0d9c63b0c5b","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":773,"user_tz":300,"timestamp":1646789941751},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":28},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":28},{"cell_type":"markdown","source":"# Parte 2: Analizar si hay valores faltantes","metadata":{"id":"8_618KclQ6PS","cell_id":"c47253ab9152474797ceab155729e7fc","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"df.isnull().sum()","metadata":{"id":"dW-EpiH-Q8vp","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"3a0dca5a6a994ad48b160abcd03de96f","outputId":"70c28055-8b58-4ceb-f71e-5cba1cc81db4","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":418,"user_tz":300,"timestamp":1646789086623},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"MCD 0\nSBUX 0\nGOOG 0\nAMZN 0\nMSFT 0\nJPM 0\nBAC 0\nC 0\nMAR 0\nHLT 0\nRCL 0\nV 0\nMA 0\nPYPL 0\ndtype: int64"},"metadata":{},"execution_count":14}],"execution_count":14},{"cell_type":"markdown","source":"Para este caso no tenemos problema con los valores faltantes","metadata":{"id":"gWUItRNNQ-r6","cell_id":"b846fd3254184a88aa62b5eaae103312","deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"# Parte 3","metadata":{"id":"tAnPdZthRCGK","cell_id":"29c54846dda74f87972a3a5e3040fb79","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"# graficando la serie de tiempo\ndf.plot(kind='line', figsize=(12,8), xlabel='Fecha', ylabel='Precio', title='Acciones en el tiempo')","metadata":{"id":"HRzkYt4qRDCg","colab":{"height":530,"base_uri":"https://localhost:8080/"},"cell_id":"71405879a7fe47959a0652d5e098115a","outputId":"3e976094-dfcf-44fc-efa7-f199ab1917f3","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":1053,"user_tz":300,"timestamp":1646789153174},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":19},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":19},{"cell_type":"code","source":"df_melt=pd.melt(df)\ndf_melt","metadata":{"id":"GJxmNBFySLeT","colab":{"height":424,"base_uri":"https://localhost:8080/"},"cell_id":"db02b8097ccf4f7e94aa47635201f0fb","outputId":"8683e5a4-3a14-4c62-8daa-6ea3d1638478","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":310,"user_tz":300,"timestamp":1646789949926},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
\n
\n
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
variablevalue
0MCD106.332146
1MCD100.671043
2MCD108.782211
3MCD109.483307
4MCD105.648926
.........
989PYPL275.529999
990PYPL288.660004
991PYPL260.209991
992PYPL232.589996
993PYPL184.889999
\n

994 rows × 2 columns

\n
\n \n \n \n\n \n
\n
\n ","text/plain":" variable value\n0 MCD 106.332146\n1 MCD 100.671043\n2 MCD 108.782211\n3 MCD 109.483307\n4 MCD 105.648926\n.. ... ...\n989 PYPL 275.529999\n990 PYPL 288.660004\n991 PYPL 260.209991\n992 PYPL 232.589996\n993 PYPL 184.889999\n\n[994 rows x 2 columns]"},"metadata":{},"execution_count":29}],"execution_count":29},{"cell_type":"code","source":"# Con atipicos\nplt.figure(figsize=(12,6))\nsns.boxplot(data=df)","metadata":{"id":"2RHTv4caTwfC","colab":{"height":391,"base_uri":"https://localhost:8080/"},"cell_id":"3784a04234ce4822800062726e36f564","outputId":"17f6fd8c-fe6d-412b-dd99-14a775eec85a","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":1210,"user_tz":300,"timestamp":1646789642132},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":23},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":23},{"cell_type":"code","source":"# Sin atipicos\nplt.figure(figsize=(12,6))\nsns.boxplot(data=df, showfliers=False)","metadata":{"id":"sprkICksT_XP","colab":{"height":391,"base_uri":"https://localhost:8080/"},"cell_id":"166f8c85fa8840f0a56a22a5929e510c","outputId":"149671a0-0a47-427d-9d3d-43abc574b1cd","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":841,"user_tz":300,"timestamp":1646789660051},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":24},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":24},{"cell_type":"code","source":"# Cambio porcentual\ndf.pct_change().plot(kind='line', figsize=(15,6),xlabel='Fecha',ylabel='Cambio %')\nplt.legend(fontsize='xx-large', ncol=4, loc='lower left')","metadata":{"id":"gKaH1cRFVQ40","colab":{"height":399,"base_uri":"https://localhost:8080/"},"cell_id":"cb05db18c2f4460eb5d94770667166e2","outputId":"39c5f9cb-ed76-4554-a4e9-a5a5c7e077bf","executionInfo":{"user":{"userId":"09471607480253994520","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjvGjd5VpSUEHTxlxXRYAinh8eCspL5nxvcW9wD=s64","displayName":"David Francisco Bustos Usta"},"status":"ok","elapsed":1645,"user_tz":300,"timestamp":1646790109995},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":36},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":36},{"cell_type":"markdown","source":"\nCreated in deepnote.com \nCreated in Deepnote","metadata":{"created_in_deepnote_cell":true,"deepnote_cell_type":"markdown"}}],"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Clase 9- Exploratory Data Analysis.ipynb","provenance":[],"authorship_tag":"ABX9TyO9+mK+3ZGYgNaf8pZXuU0A","collapsed_sections":[]},"deepnote":{},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"deepnote_notebook_id":"18dfc3d65ffa4a3fab41991b1f1fb99e","deepnote_execution_queue":[]}}