{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# Tutorial 2: Exploración de datos y Gráficos"],"metadata":{"id":"W1CCjbNXfCGa"}},{"cell_type":"markdown","source":["Primero que nada y antes que todo, importamos las librerías"],"metadata":{"id":"bW9qW0zQvZIb"}},{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import seaborn as sns\n","\n","plt.style.use('ggplot')"],"metadata":{"id":"18MF0IDovcCh","executionInfo":{"status":"ok","timestamp":1724897716618,"user_tz":240,"elapsed":3042,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"execution_count":11,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"dsGSmVcjNVcA"},"source":["## Explorar datos"]},{"cell_type":"code","execution_count":2,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.109923Z","start_time":"2020-09-27T20:39:27.985817Z"},"id":"T9Hip3gHd4ia","executionInfo":{"status":"ok","timestamp":1724897535101,"user_tz":240,"elapsed":335,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[],"source":["#Reading data as dataframe from .csv\n","#By default the delimiter or separator is comma. When data has another delimiter, you must define it (for example: sep='\\t')\n","\n","mtcars_df = pd.read_csv(\"https://raw.githubusercontent.com/giturra/tutorial2/main/mtcars.csv\")"]},{"cell_type":"markdown","metadata":{"id":"HMNs30UvXsR3"},"source":["Ejecutando `help(pd.read_csv)` pueden ver la documentación del objeto."]},{"cell_type":"markdown","metadata":{"id":"9nQ-84a1sL1U"},"source":["Una vez cargados los datos, es momento de revisar nuestro dataframe.\n","Ejecutar el nombre del dataframe le proporciona la tabla completa, pero también puede obtener información específica usando comandos como los siguientes."]},{"cell_type":"code","execution_count":3,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.133912Z","start_time":"2020-09-27T20:39:28.109923Z"},"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":675,"status":"ok","timestamp":1724897561822,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"N1aWwNaUvwzx","outputId":"fea6fdcd-ecfc-400f-df39-5e8a0b725c7d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" model mpg cyl disp hp drat wt qsec vs am gear \\\n","0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n","1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n","2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n","3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n","4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n","\n"," carb \n","0 4 \n","1 4 \n","2 1 \n","3 1 \n","4 2 "],"text/html":["\n","
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modelmpgcyldisphpdratwtqsecvsamgearcarb
0Mazda RX421.06160.01103.902.62016.460144
1Mazda RX4 Wag21.06160.01103.902.87517.020144
2Datsun 71022.84108.0933.852.32018.611141
3Hornet 4 Drive21.46258.01103.083.21519.441031
4Hornet Sportabout18.78360.01753.153.44017.020032
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"mtcars_df","summary":"{\n \"name\": \"mtcars_df\",\n \"rows\": 32,\n \"fields\": [\n {\n \"column\": \"model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 32,\n \"samples\": [\n \"Ferrari Dino\",\n \"Lincoln Continental\",\n \"Pontiac Firebird\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mpg\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.026948052089104,\n \"min\": 10.4,\n \"max\": 33.9,\n \"num_unique_values\": 25,\n \"samples\": [\n 17.8,\n 33.9,\n 21.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cyl\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 4,\n \"max\": 8,\n \"num_unique_values\": 3,\n \"samples\": [\n 6,\n 4,\n 8\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"disp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 123.93869383138194,\n \"min\": 71.1,\n \"max\": 472.0,\n \"num_unique_values\": 27,\n \"samples\": [\n 275.8,\n 75.7,\n 472.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"hp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 68,\n \"min\": 52,\n \"max\": 335,\n \"num_unique_values\": 22,\n \"samples\": [\n 110,\n 52,\n 180\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"drat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5346787360709715,\n \"min\": 2.76,\n \"max\": 4.93,\n \"num_unique_values\": 22,\n \"samples\": [\n 3.9,\n 4.93,\n 3.07\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"wt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9784574429896966,\n \"min\": 1.513,\n \"max\": 5.424,\n \"num_unique_values\": 29,\n \"samples\": [\n 2.77,\n 1.615,\n 5.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"qsec\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.7869432360968431,\n \"min\": 14.5,\n \"max\": 22.9,\n \"num_unique_values\": 30,\n \"samples\": [\n 15.5,\n 17.42,\n 17.05\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vs\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"am\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gear\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 3,\n \"max\": 5,\n \"num_unique_values\": 3,\n \"samples\": [\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"carb\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 8,\n \"num_unique_values\": 6,\n \"samples\": [\n 4,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":3}],"source":["# Displays the first 5 rows. You can define the first 'n' rows to show, for example: df.head(n)\n","mtcars_df.head()"]},{"cell_type":"code","execution_count":4,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.157912Z","start_time":"2020-09-27T20:39:28.133912Z"},"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":506,"status":"ok","timestamp":1724897565604,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"eU9RT3hTXsR6","outputId":"2a1189cd-dcad-411c-c1dd-6d97bd1d775c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" model mpg cyl disp hp drat wt qsec vs am gear \\\n","27 Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.9 1 1 5 \n","28 Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.5 0 1 5 \n","29 Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.5 0 1 5 \n","30 Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.6 0 1 5 \n","31 Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.6 1 1 4 \n","\n"," carb \n","27 2 \n","28 4 \n","29 6 \n","30 8 \n","31 2 "],"text/html":["\n","
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modelmpgcyldisphpdratwtqsecvsamgearcarb
27Lotus Europa30.4495.11133.771.51316.91152
28Ford Pantera L15.88351.02644.223.17014.50154
29Ferrari Dino19.76145.01753.622.77015.50156
30Maserati Bora15.08301.03353.543.57014.60158
31Volvo 142E21.44121.01094.112.78018.61142
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"mtcars_df\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Ford Pantera L\",\n \"Volvo 142E\",\n \"Ferrari Dino\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mpg\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.160194802114621,\n \"min\": 15.0,\n \"max\": 30.4,\n \"num_unique_values\": 5,\n \"samples\": [\n 15.8,\n 21.4,\n 19.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cyl\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 4,\n \"max\": 8,\n \"num_unique_values\": 3,\n \"samples\": [\n 4,\n 8,\n 6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"disp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 115.36646826526328,\n \"min\": 95.1,\n \"max\": 351.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 351.0,\n 121.0,\n 145.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"hp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 98,\n \"min\": 109,\n \"max\": 335,\n \"num_unique_values\": 5,\n \"samples\": [\n 264,\n 109,\n 175\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"drat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2999499958326387,\n \"min\": 3.54,\n \"max\": 4.22,\n \"num_unique_values\": 5,\n \"samples\": [\n 4.22,\n 4.11,\n 3.62\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"wt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.771314981055081,\n \"min\": 1.513,\n \"max\": 3.57,\n \"num_unique_values\": 5,\n \"samples\": [\n 3.17,\n 2.78,\n 2.77\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"qsec\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.7340703561274557,\n \"min\": 14.5,\n \"max\": 18.6,\n \"num_unique_values\": 5,\n \"samples\": [\n 14.5,\n 18.6,\n 15.5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vs\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"am\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 1,\n \"num_unique_values\": 1,\n \"samples\": [\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gear\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 4,\n \"max\": 5,\n \"num_unique_values\": 2,\n \"samples\": [\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"carb\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 2,\n \"max\": 8,\n \"num_unique_values\": 4,\n \"samples\": [\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":4}],"source":["# Similar to head, but displays the last rows\n","mtcars_df.tail()"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.165913Z","start_time":"2020-09-27T20:39:28.157912Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1712087718929,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"},"user_tz":180},"id":"waVA0bc5XsR7","outputId":"68e7e856-6c27-478c-e5d5-aa16b5dcbc32"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(32, 12)"]},"metadata":{},"execution_count":49}],"source":["# The dimensions of the dataframe as a (rows, cols) tuple\n","mtcars_df.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.173913Z","start_time":"2020-09-27T20:39:28.165913Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1712087718929,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"},"user_tz":180},"id":"L45spGJXXsR9","outputId":"343f1990-65ed-4496-f33b-d08db8fd94c6"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["32"]},"metadata":{},"execution_count":50}],"source":["# The number of rows. Equal to df.shape[0]\n","len(mtcars_df)"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.197912Z","start_time":"2020-09-27T20:39:28.173913Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1712087718929,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"},"user_tz":180},"id":"nd8RQsiDXsR_","outputId":"aca33d65-cd90-4658-e2d6-771e1b9f61d6"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['model', 'mpg', 'cyl', 'disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am',\n"," 'gear', 'carb'],\n"," dtype='object')"]},"metadata":{},"execution_count":51}],"source":["# An object with the column names\n","mtcars_df.columns"]},{"cell_type":"code","execution_count":5,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.221913Z","start_time":"2020-09-27T20:39:28.197912Z"},"colab":{"base_uri":"https://localhost:8080/","height":112},"executionInfo":{"elapsed":524,"status":"ok","timestamp":1724897598522,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"YQmhDlZfXsSB","outputId":"f1ccf0e9-0a45-4a95-bc53-945d66c2481c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Model MPG CYL DISP HP DRAT WT QSEC VS AM GEAR \\\n","0 Mazda RX4 21.0 6 160.0 110 3.9 2.620 16.46 0 1 4 \n","1 Mazda RX4 Wag 21.0 6 160.0 110 3.9 2.875 17.02 0 1 4 \n","\n"," CARB \n","0 4 \n","1 4 "],"text/html":["\n","
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ModelMPGCYLDISPHPDRATWTQSECVSAMGEARCARB
0Mazda RX421.06160.01103.92.62016.460144
1Mazda RX4 Wag21.06160.01103.92.87517.020144
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"mtcars_df","summary":"{\n \"name\": \"mtcars_df\",\n \"rows\": 32,\n \"fields\": [\n {\n \"column\": \"Model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 32,\n \"samples\": [\n \"Ferrari Dino\",\n \"Lincoln Continental\",\n \"Pontiac Firebird\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MPG\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.026948052089104,\n \"min\": 10.4,\n \"max\": 33.9,\n \"num_unique_values\": 25,\n \"samples\": [\n 17.8,\n 33.9,\n 21.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CYL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 4,\n \"max\": 8,\n \"num_unique_values\": 3,\n \"samples\": [\n 6,\n 4,\n 8\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DISP\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 123.93869383138194,\n \"min\": 71.1,\n \"max\": 472.0,\n \"num_unique_values\": 27,\n \"samples\": [\n 275.8,\n 75.7,\n 472.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HP\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 68,\n \"min\": 52,\n \"max\": 335,\n \"num_unique_values\": 22,\n \"samples\": [\n 110,\n 52,\n 180\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DRAT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5346787360709715,\n \"min\": 2.76,\n \"max\": 4.93,\n \"num_unique_values\": 22,\n \"samples\": [\n 3.9,\n 4.93,\n 3.07\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"WT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9784574429896966,\n \"min\": 1.513,\n \"max\": 5.424,\n \"num_unique_values\": 29,\n \"samples\": [\n 2.77,\n 1.615,\n 5.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"QSEC\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.7869432360968431,\n \"min\": 14.5,\n \"max\": 22.9,\n \"num_unique_values\": 30,\n \"samples\": [\n 15.5,\n 17.42,\n 17.05\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"VS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AM\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"GEAR\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 3,\n \"max\": 5,\n \"num_unique_values\": 3,\n \"samples\": [\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CARB\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 8,\n \"num_unique_values\": 6,\n \"samples\": [\n 4,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":5}],"source":["# You can rename (specific) columns using its names (for example: \"model\" or mtcars_df.columns[0])\n","# Also can be renamed by its index\n","\n","mtcars_df = mtcars_df.rename(columns={\n"," 'model': 'Model', 'mpg':'MPG', 'cyl':'CYL',\n"," 'disp': 'DISP', 'hp': 'HP', 'drat': 'DRAT',\n"," 'wt': 'WT', 'qsec': 'QSEC', 'vs': 'VS',\n"," 'am': 'AM','gear': 'GEAR', 'carb': 'CARB'})\n","\n","\n","#Also you can do it modifying the data frame, but is necessary write all cols names (in order)\n","mtcars_df.columns = ['Model', 'MPG', 'CYL', 'DISP', 'HP', 'DRAT', 'WT', 'QSEC', 'VS', 'AM','GEAR', 'CARB']\n","\n","mtcars_df.head(2)"]},{"cell_type":"code","execution_count":6,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.237912Z","start_time":"2020-09-27T20:39:28.221913Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":350,"status":"ok","timestamp":1724897603732,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"uehWBpVfXsSD","outputId":"fc33cd80-f06e-4a9b-b8b2-1b7856625eb3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 Mazda RX4\n","1 Mazda RX4 Wag\n","2 Datsun 710\n","3 Hornet 4 Drive\n","4 Hornet Sportabout\n","5 Valiant\n","6 Duster 360\n","7 Merc 240D\n","8 Merc 230\n","9 Merc 280\n","10 Merc 280C\n","11 Merc 450SE\n","12 Merc 450SL\n","13 Merc 450SLC\n","14 Cadillac Fleetwood\n","15 Lincoln Continental\n","16 Chrysler Imperial\n","17 Fiat 128\n","18 Honda Civic\n","19 Toyota Corolla\n","20 Toyota Corona\n","21 Dodge Challenger\n","22 AMC Javelin\n","23 Camaro Z28\n","24 Pontiac Firebird\n","25 Fiat X1-9\n","26 Porsche 914-2\n","27 Lotus Europa\n","28 Ford Pantera L\n","29 Ferrari Dino\n","30 Maserati Bora\n","31 Volvo 142E\n","Name: Model, dtype: object"],"text/html":["
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Model
0Mazda RX4
1Mazda RX4 Wag
2Datsun 710
3Hornet 4 Drive
4Hornet Sportabout
5Valiant
6Duster 360
7Merc 240D
8Merc 230
9Merc 280
10Merc 280C
11Merc 450SE
12Merc 450SL
13Merc 450SLC
14Cadillac Fleetwood
15Lincoln Continental
16Chrysler Imperial
17Fiat 128
18Honda Civic
19Toyota Corolla
20Toyota Corona
21Dodge Challenger
22AMC Javelin
23Camaro Z28
24Pontiac Firebird
25Fiat X1-9
26Porsche 914-2
27Lotus Europa
28Ford Pantera L
29Ferrari Dino
30Maserati Bora
31Volvo 142E
\n","

"]},"metadata":{},"execution_count":6}],"source":["# Unique values from a column\n","mtcars_df.Model.drop_duplicates()"]},{"cell_type":"code","execution_count":7,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.261828Z","start_time":"2020-09-27T20:39:28.237912Z"},"colab":{"base_uri":"https://localhost:8080/","height":460},"executionInfo":{"elapsed":506,"status":"ok","timestamp":1724897614559,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"Dge346byXsSF","outputId":"aa15b3cb-8048-4e36-b6b7-ec64c7305cda"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Model object\n","MPG float64\n","CYL int64\n","DISP float64\n","HP int64\n","DRAT float64\n","WT float64\n","QSEC float64\n","VS int64\n","AM int64\n","GEAR int64\n","CARB int64\n","dtype: object"],"text/html":["
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0
Modelobject
MPGfloat64
CYLint64
DISPfloat64
HPint64
DRATfloat64
WTfloat64
QSECfloat64
VSint64
AMint64
GEARint64
CARBint64
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"]},"metadata":{},"execution_count":7}],"source":["# Columns and their types\n","mtcars_df.dtypes"]},{"cell_type":"code","execution_count":8,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.281939Z","start_time":"2020-09-27T20:39:28.261828Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":378,"status":"ok","timestamp":1724897621974,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"J1Xv9VREXsSG","outputId":"9fe39c58-cb99-4da6-e9cc-e68c72a1317d"},"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 32 entries, 0 to 31\n","Data columns (total 12 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 Model 32 non-null object \n"," 1 MPG 32 non-null float64\n"," 2 CYL 32 non-null int64 \n"," 3 DISP 32 non-null float64\n"," 4 HP 32 non-null int64 \n"," 5 DRAT 32 non-null float64\n"," 6 WT 32 non-null float64\n"," 7 QSEC 32 non-null float64\n"," 8 VS 32 non-null int64 \n"," 9 AM 32 non-null int64 \n"," 10 GEAR 32 non-null int64 \n"," 11 CARB 32 non-null int64 \n","dtypes: float64(5), int64(6), object(1)\n","memory usage: 3.1+ KB\n"]}],"source":["# Prints information about index dtype and column dtypes, non-null values and memory usage.\n","mtcars_df.info()"]},{"cell_type":"code","execution_count":9,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.372284Z","start_time":"2020-09-27T20:39:28.281939Z"},"colab":{"base_uri":"https://localhost:8080/","height":300},"executionInfo":{"elapsed":471,"status":"ok","timestamp":1724897626222,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"9r81B6XDXsSI","outputId":"64597ab4-d65a-4a0d-b019-0c41197c59fa"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" MPG CYL DISP HP DRAT WT \\\n","count 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 \n","mean 20.090625 6.187500 230.721875 146.687500 3.596563 3.217250 \n","std 6.026948 1.785922 123.938694 68.562868 0.534679 0.978457 \n","min 10.400000 4.000000 71.100000 52.000000 2.760000 1.513000 \n","25% 15.425000 4.000000 120.825000 96.500000 3.080000 2.581250 \n","50% 19.200000 6.000000 196.300000 123.000000 3.695000 3.325000 \n","75% 22.800000 8.000000 326.000000 180.000000 3.920000 3.610000 \n","max 33.900000 8.000000 472.000000 335.000000 4.930000 5.424000 \n","\n"," QSEC VS AM GEAR CARB \n","count 32.000000 32.000000 32.000000 32.000000 32.0000 \n","mean 17.848750 0.437500 0.406250 3.687500 2.8125 \n","std 1.786943 0.504016 0.498991 0.737804 1.6152 \n","min 14.500000 0.000000 0.000000 3.000000 1.0000 \n","25% 16.892500 0.000000 0.000000 3.000000 2.0000 \n","50% 17.710000 0.000000 0.000000 4.000000 2.0000 \n","75% 18.900000 1.000000 1.000000 4.000000 4.0000 \n","max 22.900000 1.000000 1.000000 5.000000 8.0000 "],"text/html":["\n","
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MPGCYLDISPHPDRATWTQSECVSAMGEARCARB
count32.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.0000
mean20.0906256.187500230.721875146.6875003.5965633.21725017.8487500.4375000.4062503.6875002.8125
std6.0269481.785922123.93869468.5628680.5346790.9784571.7869430.5040160.4989910.7378041.6152
min10.4000004.00000071.10000052.0000002.7600001.51300014.5000000.0000000.0000003.0000001.0000
25%15.4250004.000000120.82500096.5000003.0800002.58125016.8925000.0000000.0000003.0000002.0000
50%19.2000006.000000196.300000123.0000003.6950003.32500017.7100000.0000000.0000004.0000002.0000
75%22.8000008.000000326.000000180.0000003.9200003.61000018.9000001.0000001.0000004.0000004.0000
max33.9000008.000000472.000000335.0000004.9300005.42400022.9000001.0000001.0000005.0000008.0000
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"mtcars_df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"MPG\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9.666081498312616,\n \"min\": 6.026948052089104,\n \"max\": 33.9,\n \"num_unique_values\": 8,\n \"samples\": [\n 20.090625000000003,\n 19.2,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CYL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9.632087040247756,\n \"min\": 1.7859216469465444,\n \"max\": 32.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 32.0,\n 6.1875,\n 8.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DISP\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 145.2184745613077,\n \"min\": 32.0,\n \"max\": 472.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 230.72187499999998,\n 196.3,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HP\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 96.68236768464196,\n \"min\": 32.0,\n \"max\": 335.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 146.6875,\n 123.0,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DRAT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.25494235098045,\n \"min\": 0.5346787360709715,\n \"max\": 32.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.5965625,\n 3.6950000000000003,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"WT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.359802177603342,\n \"min\": 0.9784574429896966,\n \"max\": 32.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.2172500000000004,\n 3.325,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"QSEC\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8.426146658426392,\n \"min\": 1.7869432360968431,\n \"max\": 32.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 17.848750000000003,\n 17.71,\n 32.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"VS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.172873686081271,\n \"min\": 0.0,\n \"max\": 32.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.4375,\n 1.0,\n 0.5040161287741853\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AM\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.174697506687018,\n \"min\": 0.0,\n \"max\": 32.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.40625,\n 1.0,\n 0.49899091723584604\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"GEAR\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.206065911631294,\n \"min\": 0.7378040652569471,\n \"max\": 32.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 32.0,\n 3.6875,\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CARB\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.465618107507089,\n \"min\": 1.0,\n \"max\": 32.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 32.0,\n 2.8125,\n 4.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":9}],"source":["# Displays descriptive stats for all columns\n","mtcars_df.describe()"]},{"cell_type":"code","execution_count":10,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.388284Z","start_time":"2020-09-27T20:39:28.372284Z"},"colab":{"base_uri":"https://localhost:8080/","height":460},"executionInfo":{"elapsed":363,"status":"ok","timestamp":1724897633142,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"},"user_tz":240},"id":"4ijB6-3_XsSN","outputId":"7a8b0868-3f78-4838-8fc3-fe91127d776c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Model 0\n","MPG 0\n","CYL 0\n","DISP 0\n","HP 0\n","DRAT 0\n","WT 0\n","QSEC 0\n","VS 0\n","AM 0\n","GEAR 0\n","CARB 0\n","dtype: int64"],"text/html":["
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0
Model0
MPG0
CYL0
DISP0
HP0
DRAT0
WT0
QSEC0
VS0
AM0
GEAR0
CARB0
\n","

"]},"metadata":{},"execution_count":10}],"source":["#Allows you to count nan values by columns\n","mtcars_df.isna().sum()"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.412284Z","start_time":"2020-09-27T20:39:28.388284Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1712087718930,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"},"user_tz":180},"id":"53auAzfAXsSO","outputId":"4be2aee9-a22a-4219-8c7f-9300a4bfbb30","scrolled":true},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 19\n","1 13\n","Name: AM, dtype: int64"]},"metadata":{},"execution_count":58}],"source":["# would allow you to view unique values and counts for a series (like a column or a few columns).\n","mtcars_df['AM'].value_counts(dropna=False)"]},{"cell_type":"markdown","metadata":{"id":"aT4DE8ahXsSQ"},"source":["También es posible obtener estadísticas sobre todo el dataframe o una serie (una columna, etc.):\n","\n","* *df.mean()* Returns the mean of all columns\n","* *df.corr()* Returns the correlation between columns in a data frame\n","* *df.count()* Returns the number of non-null values in each data frame column\n","* *df.max()* Returns the highest value in each column\n","* *df.min()* Returns the lowest value in each column\n","* *df.median()* Returns the median of each column\n","* *df.std()* Returns the standard deviation of each column"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2020-09-27T20:39:28.428284Z","start_time":"2020-09-27T20:39:28.412284Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1712087718930,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"},"user_tz":180},"id":"0d5SgCWNXsSQ","outputId":"b4fbc48e-9087-476f-88fc-1d2745d77ac6"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([['Mazda RX4', 21.0, 6, 160.0, 110, 3.9, 2.62, 16.46, 0, 1, 4, 4],\n"," ['Mazda RX4 Wag', 21.0, 6, 160.0, 110, 3.9, 2.875, 17.02, 0, 1, 4,\n"," 4],\n"," ['Datsun 710', 22.8, 4, 108.0, 93, 3.85, 2.32, 18.61, 1, 1, 4, 1],\n"," ['Hornet 4 Drive', 21.4, 6, 258.0, 110, 3.08, 3.215, 19.44, 1, 0,\n"," 3, 1],\n"," ['Hornet Sportabout', 18.7, 8, 360.0, 175, 3.15, 3.44, 17.02, 0,\n"," 0, 3, 2]], dtype=object)"]},"metadata":{},"execution_count":59}],"source":["# Converts the frame to a two-dimensional table\n","# we use [0:5] for printing only the first 5 examples\n","mtcars_df.values[0:5]"]},{"cell_type":"markdown","source":["Con el método ``apply`` se puede mapear una función sobre una columna del dataframe."],"metadata":{"id":"tY0Hj5LK6qn4"}},{"cell_type":"code","source":["mtcars_df['AM'].apply(lambda x: x + 1).head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":241},"id":"8CmplECQ63rQ","executionInfo":{"status":"ok","timestamp":1724897896770,"user_tz":240,"elapsed":383,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}},"outputId":"19c543bd-6eec-4a0c-c214-3a882530a431"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 2\n","1 2\n","2 2\n","3 1\n","4 1\n","Name: AM, dtype: int64"],"text/html":["
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AM
02
12
22
31
41
\n","

"]},"metadata":{},"execution_count":13}]},{"cell_type":"markdown","source":["## Gráficar"],"metadata":{"id":"5I0Ue0BDvKDv"}},{"cell_type":"markdown","metadata":{"id":"NFpNCUwdaDof"},"source":["### Gráfico de Barras"]},{"cell_type":"code","execution_count":16,"metadata":{"id":"bwUeQwC0aDof","outputId":"f0df180c-c72a-46ba-d8e4-937d7380f114","colab":{"base_uri":"https://localhost:8080/","height":723},"executionInfo":{"status":"ok","timestamp":1724898187234,"user_tz":240,"elapsed":1136,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(figsize=(6, 8))\n","\n","ax.barh(mtcars_df.Model, mtcars_df['QSEC'])\n","\n","ax.set_title('Gráfico de Barras')\n","ax.set_xlabel('QSEC')\n","ax.set_ylabel('Modelo')\n","\n","plt.show()"]},{"cell_type":"markdown","source":["### Scatter Plot"],"metadata":{"id":"fOVuSxlY8pC_"}},{"cell_type":"code","execution_count":28,"metadata":{"id":"ikVH-7HVaDoh","outputId":"ebb080f1-4a93-4e99-bc67-7ee1a3b7e684","colab":{"base_uri":"https://localhost:8080/","height":954},"executionInfo":{"status":"ok","timestamp":1724899220982,"user_tz":240,"elapsed":1751,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(12, 11))\n","\n","# 1\n","ax1.scatter(mtcars_df.HP, mtcars_df['DISP'])\n","\n","ax1.set_title('Scatter')\n","ax1.set_xlabel('HP')\n","ax1.set_ylabel('DISP')\n","\n","# 2\n","ax2.set_title('Colores')\n","ax2.set_xlabel('HP')\n","ax2.set_ylabel('DISP')\n","\n","ax2 = ax2.scatter(mtcars_df.HP, mtcars_df['DISP'], c=mtcars_df.WT)\n","\n","fig.colorbar(ax2, label='WT')\n","\n","# 3\n","ax3.scatter(mtcars_df[mtcars_df.AM == 1].HP, mtcars_df[mtcars_df.AM == 1]['DISP'], label='1')\n","ax3.scatter(mtcars_df[mtcars_df.AM == 0].HP, mtcars_df[mtcars_df.AM == 0]['DISP'], label='0')\n","\n","ax3.set_title('Labels')\n","ax3.set_xlabel('HP')\n","ax3.set_ylabel('DISP')\n","ax3.legend()\n","\n","# 4\n","ax4.scatter(mtcars_df.HP, mtcars_df['DISP'], s=mtcars_df.CYL**2)\n","\n","ax4.set_title('Tamaños')\n","ax4.set_xlabel('HP')\n","ax4.set_ylabel('DISP')\n","\n","plt.show()"]},{"cell_type":"markdown","source":["### Curvas"],"metadata":{"id":"2Ga7MxtMAtqN"}},{"cell_type":"code","execution_count":31,"metadata":{"id":"387s0ZKwaDoi","outputId":"d337477a-77aa-4c64-e242-f499f90ff009","colab":{"base_uri":"https://localhost:8080/","height":453},"executionInfo":{"status":"ok","timestamp":1724899502709,"user_tz":240,"elapsed":379,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots()\n","\n","ax.plot(range(len(mtcars_df)), mtcars_df['DRAT'], marker='o')\n","\n","ax.set_title('Curva')\n","ax.set_ylabel('DRAT')\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"dwBycil-aDoj"},"source":["### Boxplot"]},{"cell_type":"code","execution_count":32,"metadata":{"id":"g4xYKZDLaDoj","outputId":"c3f64f66-ae8a-49f5-a8da-a7240474dbe1","colab":{"base_uri":"https://localhost:8080/","height":477},"executionInfo":{"status":"ok","timestamp":1724899797023,"user_tz":240,"elapsed":388,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["gdf = mtcars_df.groupby('AM')['DISP'].apply(list)\n","\n","fig, ax = plt.subplots()\n","\n","ax.boxplot(gdf, labels=gdf.index)\n","\n","ax.set_title('Boxplot')\n","ax.set_xlabel('AM')\n","ax.set_ylabel('DISP')\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"kCyo9j3kaDom"},"source":["### Histograma"]},{"cell_type":"code","execution_count":37,"metadata":{"id":"j8qiNLCaaDon","outputId":"7cfe1641-7deb-410d-be1d-710fe3f9855e","colab":{"base_uri":"https://localhost:8080/","height":493},"executionInfo":{"status":"ok","timestamp":1724900119022,"user_tz":240,"elapsed":2954,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n","\n","ax[1].hist(mtcars_df.HP, bins=10)\n","\n","ax[1].set_title('Histograma')\n","ax[1].set_xlabel('HP')\n","\n","mtcars_df.hist('HP', ax=ax[0])\n","\n","ax[0].set_title('Histograma')\n","ax[0].set_xlabel('HP')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"qUTXByXDaDoo"},"source":["### Densidad"]},{"cell_type":"code","execution_count":39,"metadata":{"id":"GPpfsYAwaDov","outputId":"d94a9385-4815-4e39-9bba-21074265d2c5","colab":{"base_uri":"https://localhost:8080/","height":477},"executionInfo":{"status":"ok","timestamp":1724900256627,"user_tz":240,"elapsed":701,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots()\n","\n","sns.kdeplot(mtcars_df.HP, fill=True, ax=ax)\n","\n","ax.set_title('Histograma')\n","ax.set_xlabel('HP')\n","\n","plt.show()"]},{"cell_type":"markdown","source":["### Heatmap"],"metadata":{"id":"leN3y1t1EZhm"}},{"cell_type":"code","source":["fig, ax = plt.subplots()\n","\n","sns.heatmap(mtcars_df[['AM', 'DISP', 'HP', 'DRAT', 'CYL', 'WT']].corr(), annot=True, vmin=-1, cmap='bwr', ax=ax)\n","ax.set_title('Correlación')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":453},"id":"jary1ctpEbA3","executionInfo":{"status":"ok","timestamp":1724900452275,"user_tz":240,"elapsed":904,"user":{"displayName":"Benjamín Farías","userId":"04005724800837770137"}},"outputId":"1360cf98-df31-415a-f3df-fa1568318da2"},"execution_count":41,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"GrXiPiF4aDow"},"source":["## Lectura adicional (opcional): Manipulación de texto\n","\n","Si bien, para los humanos es fácil entender y representar el lenguaje (palabras, oraciones, etc), para un computador no es trivial. Para ello, debemos realizar ciertas operaciones para que estas sean comprendidas para el análisis. Para ello, usaremos una colección de mensajes de redes sociales."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2o13BYcNaDow"},"outputs":[],"source":["msj = pd.read_csv(\"http://users.dcc.uchile.cl/~hsarmien/mineria/datasets/messages.csv\",sep = \";\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Mc5DcaJeaDow","outputId":"515d1649-4a89-4edc-e932-61812bbb9f6d","colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1712087729849,"user_tz":180,"elapsed":20,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" tweet_id tweet_text\n","0 9725643670 fuentes sobre el terremoto en chile http://bit...\n","1 9725759250 sube el parte de víctimas: las autoridades chi...\n","2 9725877906 despierta desde el terremoto y no puedo pegar ...\n","3 9726077826 en magallanes estamos muy preocupados por parr...\n","4 9721475512 #internetnecesario rt @ac_scl se recogió el ma..."],"text/html":["\n","
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tweet_idtweet_text
09725643670fuentes sobre el terremoto en chile http://bit...
19725759250sube el parte de víctimas: las autoridades chi...
29725877906despierta desde el terremoto y no puedo pegar ...
39726077826en magallanes estamos muy preocupados por parr...
49721475512#internetnecesario rt @ac_scl se recogió el ma...
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"msj","summary":"{\n \"name\": \"msj\",\n \"rows\": 400,\n \"fields\": [\n {\n \"column\": \"tweet_id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 25277724,\n \"min\": 9704066266,\n \"max\": 9789238876,\n \"num_unique_values\": 400,\n \"samples\": [\n 9742355525,\n 9738692947,\n 9720223901\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tweet_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 400,\n \"samples\": [\n \"en menos de dos horas se espera que llegu\\u00e9 el tsunami a hawaii\",\n \"tvn el unico que informa de lo que pasa en concepcio\",\n \"@flowhotwebsite advertencia de tsunami mas detallada http://www.prh.noaa.gov/ptwc/messages/pacific/2010/pacific.2010.02.27.064454.txt\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":72}],"source":["msj.head()"]},{"cell_type":"markdown","metadata":{"id":"YT3TNNSraDow"},"source":["Crearemos una tercera columna en nuestro dataset el cual tendrá el texto (mensaje) sin tildes. Para ello usaremos un diccionario que convertirá un patrón en otro."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"N8rqZS0LaDow","outputId":"4c8ceac5-2820-4b8e-e143-4a8164fb3031","colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1712087729849,"user_tz":180,"elapsed":20,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" tweet_id tweet_text \\\n","0 9725643670 fuentes sobre el terremoto en chile http://bit... \n","1 9725759250 sube el parte de víctimas: las autoridades chi... \n","2 9725877906 despierta desde el terremoto y no puedo pegar ... \n","3 9726077826 en magallanes estamos muy preocupados por parr... \n","4 9721475512 #internetnecesario rt @ac_scl se recogió el ma... \n","\n"," tweet_text_nacc \n","0 fuentes sobre el terremoto en chile http://bit... \n","1 sube el parte de victimas: las autoridades chi... \n","2 despierta desde el terremoto y no puedo pegar ... \n","3 en magallanes estamos muy preocupados por parr... \n","4 #internetnecesario rt @ac_scl se recogio el ma... "],"text/html":["\n","
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tweet_idtweet_texttweet_text_nacc
09725643670fuentes sobre el terremoto en chile http://bit...fuentes sobre el terremoto en chile http://bit...
19725759250sube el parte de víctimas: las autoridades chi...sube el parte de victimas: las autoridades chi...
29725877906despierta desde el terremoto y no puedo pegar ...despierta desde el terremoto y no puedo pegar ...
39726077826en magallanes estamos muy preocupados por parr...en magallanes estamos muy preocupados por parr...
49721475512#internetnecesario rt @ac_scl se recogió el ma...#internetnecesario rt @ac_scl se recogio el ma...
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"msj","summary":"{\n \"name\": \"msj\",\n \"rows\": 400,\n \"fields\": [\n {\n \"column\": \"tweet_id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 25277724,\n \"min\": 9704066266,\n \"max\": 9789238876,\n \"num_unique_values\": 400,\n \"samples\": [\n 9742355525,\n 9738692947,\n 9720223901\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tweet_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 400,\n \"samples\": [\n \"en menos de dos horas se espera que llegu\\u00e9 el tsunami a hawaii\",\n \"tvn el unico que informa de lo que pasa en concepcio\",\n \"@flowhotwebsite advertencia de tsunami mas detallada http://www.prh.noaa.gov/ptwc/messages/pacific/2010/pacific.2010.02.27.064454.txt\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tweet_text_nacc\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 400,\n \"samples\": [\n \"en menos de dos horas se espera que llegue el tsunami a hawaii\",\n \"tvn el unico que informa de lo que pasa en concepcio\",\n \"@flowhotwebsite advertencia de tsunami mas detallada http://www.prh.noaa.gov/ptwc/messages/pacific/2010/pacific.2010.02.27.064454.txt\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":73}],"source":["\n","# Definir el diccionario de reemplazo\n","replacement_dict = {'á': 'a', 'é': 'e', 'í': 'i', 'ó': 'o', 'ú': 'u', 'Á': 'A', 'É': 'E', 'Í': 'I', 'Ó': 'O', 'Ú': 'U'}\n","\n","# Aplicar el reemplazo de caracteres en la columna 'tweet_text' de tu marco de datos\n","msj['tweet_text_nacc'] = msj['tweet_text'].str.translate(str.maketrans(replacement_dict))\n","\n","# Visualizar el marco de datos con la nueva columna\n","msj.head()\n"]},{"cell_type":"markdown","metadata":{"id":"ZoXFBJOAaDox"},"source":["En un comienzo, el contenido de cada documento en nuestra colección contendrá mucha información que podría no ser relevante para nosotros. Por ejemplo, puntuaciones, números, palabras no relevantes, urls etc. Por ello, es necesario efectuar el pre-procesamiento y limpieza de los datos."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"e5Vsv4iPaDox"},"outputs":[],"source":["import re\n","\n","# Definir una función para eliminar la puntuación de un documento\n","def remove_punctuation(text):\n"," return re.sub(r'[^\\w\\s]', '', text)\n","\n","#remover caracteres especiales\n","def remove_special_chars(text):\n"," return re.sub(r'[^ñÑa-zA-Z0-9 ]', '', text)\n","\n","#remover urls\n","def remove_urls(text):\n"," return re.sub(r'http\\S+', '', text)\n","\n","#remover numeros\n","def remove_numbers(text):\n"," return re.sub(r'\\d+', '', text)\n","\n","#convertir a minusculas\n","def to_lower(text):\n"," return text.lower()\n","\n","#remover espacios en blanco\n","def strip_whitespace(text):\n"," return ' '.join(text.split())\n","\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(remove_urls)\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(remove_special_chars)\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(remove_punctuation)\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(remove_numbers)\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(to_lower)\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(strip_whitespace)\n"]},{"cell_type":"markdown","metadata":{"id":"o2P5HBX0aDox"},"source":["Dado que necesitamos representar los datos de alguna manera, una forma tradicional de hacerlo es mediante una matriz. La idea principal es considerar cada documento como una fila, la cual a su vez tiene tantas columnas como términos existan en el corpus completo de documento (no por documento). De esta forma, podríamos conocer cuáles términos se repiten entre documentos (por ejemplo).\n","\n","Para esto, usaremos la función CountVectorizer, que utilizará nuestra colección completa de documentos."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LJugsbYNaDox","outputId":"7fa34c8e-02c4-4088-aae2-40d1caf543a7","colab":{"base_uri":"https://localhost:8080/","height":255},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":20,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" aabuelo aayala abierto abrazo absurdo abuelos aburria aca acabo \\\n","0 0 0 0 0 0 0 0 0 0 \n","1 0 0 0 0 0 0 0 0 0 \n","2 0 0 0 0 0 0 0 0 0 \n","3 0 0 0 0 0 0 0 0 0 \n","4 0 0 0 0 0 0 0 0 0 \n","\n"," accion ... xd xddd xdla ya yo yomeroquai yosoyallendista \\\n","0 0 ... 0 0 0 0 0 0 0 \n","1 0 ... 0 0 0 0 0 0 0 \n","2 0 ... 0 0 0 0 0 0 0 \n","3 0 ... 0 0 0 0 0 0 0 \n","4 0 ... 0 0 0 0 0 0 0 \n","\n"," yosoycheka zapala zona \n","0 0 0 0 \n","1 0 0 0 \n","2 0 0 0 \n","3 0 0 0 \n","4 0 0 0 \n","\n","[5 rows x 1887 columns]"],"text/html":["\n","
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aabueloaayalaabiertoabrazoabsurdoabuelosaburriaacaacaboaccion...xdxdddxdlayayoyomeroquaiyosoyallendistayosoychekazapalazona
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5 rows × 1887 columns

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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df"}},"metadata":{},"execution_count":75}],"source":["# creat bag of words from msj\n","from sklearn.feature_extraction.text import CountVectorizer\n","\n","# Crear el objeto CountVectorizer\n","vectorizer = CountVectorizer()\n","\n","# Crear la matriz de términos del documento\n","X = vectorizer.fit_transform(msj['tweet_text_nacc'])\n","\n","# Crear el DataFrame de la matriz de términos del documento\n","df = pd.DataFrame(X.toarray(), columns=vectorizer.get_feature_names_out())\n","\n","# Mostrar el DataFrame\n","df.head()\n","\n"]},{"cell_type":"markdown","metadata":{"id":"c5KBHdNGaDox"},"source":["Esta matriz, tendrá en cada celda (i,j) la frecuencia de un término j dentro del documento i.\n","\n","Además, algo interesante a ver acá, es el valor de Sparsity. Se tienen 400 documentos y 1887 términos, esto genera 400 * 1887 = 754800 celdas.\n","Para ver el tamaño de la matriz, utilizaremos el siguiente comando:"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HGvYdByJaDoy","outputId":"9dd40366-95e4-4beb-9db0-ca07ec2181d8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":20,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(400, 1887)"]},"metadata":{},"execution_count":76}],"source":["df.shape"]},{"cell_type":"markdown","metadata":{"id":"nmcKm_ikaDoy"},"source":["Podemos buscar los términos más frecuentes"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vO_tSB96aDoy"},"outputs":[],"source":["\n","word_freq = df.sum(axis=0).sort_values(ascending=False)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"tIKGYmRfaDoy","outputId":"e57e1a91-9a0c-4c35-db68-a9a8343daf07","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":18,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"display_data","data":{"text/html":["
"]},"metadata":{}}],"source":["top_word_freq = word_freq.head(20)\n","\n","# Crear el gráfico de barras horizontal con Plotly\n","fig = px.bar( x=top_word_freq.index, y=top_word_freq.values, title='Top-20 palabras de la colección',\n"," labels={'freq': 'Frecuencia', 'word': 'Palabra'})\n","\n","# Mostrar el gráfico\n","fig.show()"]},{"cell_type":"markdown","metadata":{"id":"fLGHeb4IaDoz"},"source":["Como es posible apreciar, la mayor de estas palabras son aquellas que no entregan mayor significado a los documentos. Por ejemplo, artículos o preposiciones en su mayoría. Para solucionar este problema, podemos considerar una bolsa de palabras comunes llamada stopwords. Por lo tanto, eliminaremos palabras comunes para luego calcular la matriz nuevamente.\n","\n","Primero, podemos ver cuáles son las stopwords que considera la librería nltk para el español:"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"tc8OdVDoaDoz","outputId":"78761dea-9642-467a-c100-c5f91d4df882","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":18,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data] Package stopwords is already up-to-date!\n"]}],"source":["import nltk\n","\n","from nltk.corpus import stopwords\n","\n","nltk.download ('stopwords')\n","#Algunas características de NLTK\n","nltk_sw_list = stopwords.words ('spanish')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pq4kaIUzaDoz","outputId":"87027e62-4890-40ec-e805-005885d4f9b8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":17,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['de',\n"," 'la',\n"," 'que',\n"," 'el',\n"," 'en',\n"," 'y',\n"," 'a',\n"," 'los',\n"," 'del',\n"," 'se',\n"," 'las',\n"," 'por',\n"," 'un',\n"," 'para',\n"," 'con',\n"," 'no',\n"," 'una',\n"," 'su',\n"," 'al',\n"," 'lo',\n"," 'como',\n"," 'más',\n"," 'pero',\n"," 'sus',\n"," 'le',\n"," 'ya',\n"," 'o',\n"," 'este',\n"," 'sí',\n"," 'porque',\n"," 'esta',\n"," 'entre',\n"," 'cuando',\n"," 'muy',\n"," 'sin',\n"," 'sobre',\n"," 'también',\n"," 'me',\n"," 'hasta',\n"," 'hay',\n"," 'donde',\n"," 'quien',\n"," 'desde',\n"," 'todo',\n"," 'nos',\n"," 'durante',\n"," 'todos',\n"," 'uno',\n"," 'les',\n"," 'ni',\n"," 'contra',\n"," 'otros',\n"," 'ese',\n"," 'eso',\n"," 'ante',\n"," 'ellos',\n"," 'e',\n"," 'esto',\n"," 'mí',\n"," 'antes',\n"," 'algunos',\n"," 'qué',\n"," 'unos',\n"," 'yo',\n"," 'otro',\n"," 'otras',\n"," 'otra',\n"," 'él',\n"," 'tanto',\n"," 'esa',\n"," 'estos',\n"," 'mucho',\n"," 'quienes',\n"," 'nada',\n"," 'muchos',\n"," 'cual',\n"," 'poco',\n"," 'ella',\n"," 'estar',\n"," 'estas',\n"," 'algunas',\n"," 'algo',\n"," 'nosotros',\n"," 'mi',\n"," 'mis',\n"," 'tú',\n"," 'te',\n"," 'ti',\n"," 'tu',\n"," 'tus',\n"," 'ellas',\n"," 'nosotras',\n"," 'vosotros',\n"," 'vosotras',\n"," 'os',\n"," 'mío',\n"," 'mía',\n"," 'míos',\n"," 'mías',\n"," 'tuyo',\n"," 'tuya',\n"," 'tuyos',\n"," 'tuyas',\n"," 'suyo',\n"," 'suya',\n"," 'suyos',\n"," 'suyas',\n"," 'nuestro',\n"," 'nuestra',\n"," 'nuestros',\n"," 'nuestras',\n"," 'vuestro',\n"," 'vuestra',\n"," 'vuestros',\n"," 'vuestras',\n"," 'esos',\n"," 'esas',\n"," 'estoy',\n"," 'estás',\n"," 'está',\n"," 'estamos',\n"," 'estáis',\n"," 'están',\n"," 'esté',\n"," 'estés',\n"," 'estemos',\n"," 'estéis',\n"," 'estén',\n"," 'estaré',\n"," 'estarás',\n"," 'estará',\n"," 'estaremos',\n"," 'estaréis',\n"," 'estarán',\n"," 'estaría',\n"," 'estarías',\n"," 'estaríamos',\n"," 'estaríais',\n"," 'estarían',\n"," 'estaba',\n"," 'estabas',\n"," 'estábamos',\n"," 'estabais',\n"," 'estaban',\n"," 'estuve',\n"," 'estuviste',\n"," 'estuvo',\n"," 'estuvimos',\n"," 'estuvisteis',\n"," 'estuvieron',\n"," 'estuviera',\n"," 'estuvieras',\n"," 'estuviéramos',\n"," 'estuvierais',\n"," 'estuvieran',\n"," 'estuviese',\n"," 'estuvieses',\n"," 'estuviésemos',\n"," 'estuvieseis',\n"," 'estuviesen',\n"," 'estando',\n"," 'estado',\n"," 'estada',\n"," 'estados',\n"," 'estadas',\n"," 'estad',\n"," 'he',\n"," 'has',\n"," 'ha',\n"," 'hemos',\n"," 'habéis',\n"," 'han',\n"," 'haya',\n"," 'hayas',\n"," 'hayamos',\n"," 'hayáis',\n"," 'hayan',\n"," 'habré',\n"," 'habrás',\n"," 'habrá',\n"," 'habremos',\n"," 'habréis',\n"," 'habrán',\n"," 'habría',\n"," 'habrías',\n"," 'habríamos',\n"," 'habríais',\n"," 'habrían',\n"," 'había',\n"," 'habías',\n"," 'habíamos',\n"," 'habíais',\n"," 'habían',\n"," 'hube',\n"," 'hubiste',\n"," 'hubo',\n"," 'hubimos',\n"," 'hubisteis',\n"," 'hubieron',\n"," 'hubiera',\n"," 'hubieras',\n"," 'hubiéramos',\n"," 'hubierais',\n"," 'hubieran',\n"," 'hubiese',\n"," 'hubieses',\n"," 'hubiésemos',\n"," 'hubieseis',\n"," 'hubiesen',\n"," 'habiendo',\n"," 'habido',\n"," 'habida',\n"," 'habidos',\n"," 'habidas',\n"," 'soy',\n"," 'eres',\n"," 'es',\n"," 'somos',\n"," 'sois',\n"," 'son',\n"," 'sea',\n"," 'seas',\n"," 'seamos',\n"," 'seáis',\n"," 'sean',\n"," 'seré',\n"," 'serás',\n"," 'será',\n"," 'seremos',\n"," 'seréis',\n"," 'serán',\n"," 'sería',\n"," 'serías',\n"," 'seríamos',\n"," 'seríais',\n"," 'serían',\n"," 'era',\n"," 'eras',\n"," 'éramos',\n"," 'erais',\n"," 'eran',\n"," 'fui',\n"," 'fuiste',\n"," 'fue',\n"," 'fuimos',\n"," 'fuisteis',\n"," 'fueron',\n"," 'fuera',\n"," 'fueras',\n"," 'fuéramos',\n"," 'fuerais',\n"," 'fueran',\n"," 'fuese',\n"," 'fueses',\n"," 'fuésemos',\n"," 'fueseis',\n"," 'fuesen',\n"," 'sintiendo',\n"," 'sentido',\n"," 'sentida',\n"," 'sentidos',\n"," 'sentidas',\n"," 'siente',\n"," 'sentid',\n"," 'tengo',\n"," 'tienes',\n"," 'tiene',\n"," 'tenemos',\n"," 'tenéis',\n"," 'tienen',\n"," 'tenga',\n"," 'tengas',\n"," 'tengamos',\n"," 'tengáis',\n"," 'tengan',\n"," 'tendré',\n"," 'tendrás',\n"," 'tendrá',\n"," 'tendremos',\n"," 'tendréis',\n"," 'tendrán',\n"," 'tendría',\n"," 'tendrías',\n"," 'tendríamos',\n"," 'tendríais',\n"," 'tendrían',\n"," 'tenía',\n"," 'tenías',\n"," 'teníamos',\n"," 'teníais',\n"," 'tenían',\n"," 'tuve',\n"," 'tuviste',\n"," 'tuvo',\n"," 'tuvimos',\n"," 'tuvisteis',\n"," 'tuvieron',\n"," 'tuviera',\n"," 'tuvieras',\n"," 'tuviéramos',\n"," 'tuvierais',\n"," 'tuvieran',\n"," 'tuviese',\n"," 'tuvieses',\n"," 'tuviésemos',\n"," 'tuvieseis',\n"," 'tuviesen',\n"," 'teniendo',\n"," 'tenido',\n"," 'tenida',\n"," 'tenidos',\n"," 'tenidas',\n"," 'tened']"]},"metadata":{},"execution_count":80}],"source":["nltk_sw_list"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Gd3kwXXjaDoz"},"outputs":[],"source":["from nltk.tokenize import word_tokenize\n","\n","def remove_stopwords(text):\n"," tokens = word_tokenize(text) # Tokenizar el texto\n"," filtered_tokens = [word for word in tokens if word not in nltk_sw_list] # Filtrar las stopwords\n"," return ' '.join(filtered_tokens)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pTDMEP3aaDo0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":16,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}},"outputId":"6170c2b1-3ee1-46c0-fb39-8c5261af7517"},"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package punkt to /root/nltk_data...\n","[nltk_data] Package punkt is already up-to-date!\n","[nltk_data] Downloading package wordnet to /root/nltk_data...\n","[nltk_data] Package wordnet is already up-to-date!\n","[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n","[nltk_data] Package omw-1.4 is already up-to-date!\n"]}],"source":["nltk.download('punkt')\n","nltk.download('wordnet')\n","nltk.download('omw-1.4')\n","msj['tweet_text_nacc'] = msj['tweet_text_nacc'].apply(remove_stopwords)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8HRdsezCaDo0","executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":13,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}},"colab":{"base_uri":"https://localhost:8080/","height":542},"outputId":"c6d229e1-e080-4da2-99b0-47c1e080d072"},"outputs":[{"output_type":"display_data","data":{"text/html":["
"]},"metadata":{}}],"source":["vectorizer = CountVectorizer()\n","\n","# Crear la matriz de términos del documento\n","X = vectorizer.fit_transform(msj['tweet_text_nacc'])\n","\n","# Crear el DataFrame de la matriz de términos del documento\n","df = pd.DataFrame(X.toarray(), columns=vectorizer.get_feature_names_out())\n","\n","word_freq = df.sum(axis=0).sort_values(ascending=False)\n","\n","\n","top_word_freq = word_freq.head(20)\n","\n","# Crear el gráfico de barras horizontal con Plotly\n","fig = px.bar( x=top_word_freq.index, y=top_word_freq.values, title='Top-20 palabras de la colección',\n"," labels={'freq': 'Frecuencia', 'word': 'Palabra'})\n","\n","# Mostrar el gráfico\n","fig.show()"]},{"cell_type":"markdown","metadata":{"id":"VcnViKXaaDo0"},"source":["También podemos hacer un \"word cloud\" para ver las palabras más comunes:"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"hZscdYC8aDo1","outputId":"d54ddba6-f9da-40a7-f21d-3ad11f8ee0c4","colab":{"base_uri":"https://localhost:8080/","height":422},"executionInfo":{"status":"ok","timestamp":1712087729850,"user_tz":180,"elapsed":12,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["from wordcloud import WordCloud\n","\n","wordcloud = WordCloud(width=800, height=400, background_color='white').generate(msj['tweet_text_nacc'].to_string())\n","\n","# Mostrar la nube de palabras\n","plt.figure(figsize=(10, 5))\n","plt.imshow(wordcloud, interpolation='bilinear')\n","plt.axis('off') # Desactivar los ejes\n","plt.show()"]},{"cell_type":"code","source":["%%shell\n","jupyter nbconvert '/content/Tutorial_2_EDA_Graficos (2).ipynb' --to html"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3igdvgpLXnkA","executionInfo":{"status":"ok","timestamp":1712087824118,"user_tz":180,"elapsed":2602,"user":{"displayName":"Lucas carrasco","userId":"15019657167211167265"}},"outputId":"02faef7d-144c-472e-b2c2-d3ad83349b4c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[NbConvertApp] Converting notebook /content/Tutorial_2_EDA_Graficos (2).ipynb to html\n","[NbConvertApp] Writing 5003447 bytes to /content/Tutorial_2_EDA_Graficos (2).html\n"]},{"output_type":"execute_result","data":{"text/plain":[]},"metadata":{},"execution_count":86}]},{"cell_type":"code","source":[],"metadata":{"id":"eYr8sMfxXswl"},"execution_count":null,"outputs":[]}]}