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faltantes","metadata":{"tags":[],"cell_id":"27585c63ab28405da1d947146ca96eb0","source_hash":"b623e53d","execution_start":1657058318284,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":313},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"7cde3d5db0e84f72b748b460b4545b84","source_hash":"9b5c5d5d","output_cleared":true,"execution_start":1659559209615,"execution_millis":231,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":319},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### _Run length_ de valores faltantes","metadata":{"tags":[],"cell_id":"e17690876b7b48b9a59d5590e9da2104","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":325},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"375fd3dd5bc7487385a414ed3bcb9bfc","source_hash":"567e3afe","output_cleared":true,"execution_start":1659559209629,"execution_millis":244,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":331},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Visualización inicial de valores faltantes","metadata":{"tags":[],"cell_id":"74f2c6b6f5824127877ce4ff854b345d","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":337},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"### Variable","metadata":{"tags":[],"cell_id":"a426c9169ed44dc4931d5353f86d3cb2","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":343},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"7f64e90682624f98a57b1802049a5e19","source_hash":"b0a18cea","output_cleared":true,"execution_start":1659559209870,"execution_millis":314,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":349},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Casos / Observaciones / Filas","metadata":{"tags":[],"cell_id":"584cdff05bb64da784df4508545b3004","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":355},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"009e087355c643d29c78873726e05420","source_hash":"aede1a50","output_cleared":true,"execution_start":1659559210184,"execution_millis":605,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":361},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"6104c571b16e4e539b75c66c97fef5ab","source_hash":"fe8ed53","output_cleared":true,"execution_start":1659559210791,"execution_millis":786,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":367},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"719871f5f029480d9bc6aeb28c75d74b","source_hash":"eee1c7ee","output_cleared":true,"execution_start":1659559211581,"execution_millis":4611,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":373},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"28da5adbacf94b6dab89bae126c4f412","source_hash":"7cfb3bf9","output_cleared":true,"execution_start":1659559216216,"execution_millis":815,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":379},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"8e69e9f24db041fc943f936537ca9513","source_hash":"cfdeab7b","output_cleared":true,"execution_start":1659559217031,"execution_millis":436,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":385},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Codificación de valores faltantes","metadata":{"tags":[],"cell_id":"b15b0ab95cb94315a71b95a4f77d15e7","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":391},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"<div class=\"alert alert-warning\", role=\"alert\">\n    <b style=\"font-size: 1.5em;\">🚧 Advertencia</b>\n    <p>\n    Al igual que cada persona es una nueva puerta a un mundo diferente, los <b>valores faltantes</b> existen en diferentes formas y colores. Al trabajar con valores faltantes será crítico entender sus distintas representaciones. A pesar de que el conjunto de datos de trabajo pareciera que no contiene valores faltantes, deberás ser capaz de ir más allá de lo observado a simple vista para remover el manto tras el cual se esconde lo desconocido.\n    </p>\n</div>","metadata":{"tags":[],"cell_id":"131ca9c7298d43cba1614429aed38069","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"### Valores comúnmente asociados a valores faltantes","metadata":{"tags":[],"cell_id":"1a359d96723b4e07957504a64d8dd27e","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":403},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"#### Cadenas de texto","metadata":{"tags":[],"cell_id":"dd4cfeaa3271462297b59a6091e1be05","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":409},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"common_na_strings = (\n    \"missing\",\n    \"NA\",\n    \"N A\",\n    \"N/A\",\n    \"#N/A\",\n    \"NA \",\n    \" NA\",\n    \"N /A\",\n    \"N / A\",\n    \" N / A\",\n    \"N / A \",\n    \"na\",\n    \"n a\",\n    \"n/a\",\n    \"na \",\n    \" na\",\n    \"n /a\",\n    \"n / a\",\n    \" a / a\",\n    \"n / a \",\n    \"NULL\",\n    \"null\",\n    \"\",\n    \"?\",\n    \"*\",\n    \".\",\n)","metadata":{"tags":[],"cell_id":"0710edd968064c39bf983736da8f20ee","source_hash":"f4b445a7","output_cleared":true,"execution_start":1659559217461,"execution_millis":2,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":415},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Números","metadata":{"tags":[],"cell_id":"b1db40e05773434494878c44a61fe22b","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":421},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"common_na_numbers = (-9, -99, -999, -9999, 9999, 66, 77, 88, -1)","metadata":{"tags":[],"cell_id":"ab1f258819d7484ab708a08928f27adf","source_hash":"f7e4ca","output_cleared":true,"execution_start":1659559217471,"execution_millis":0,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":427},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### ¿Cómo encontrar los valores comúnmente asociados a valores faltantes?","metadata":{"tags":[],"cell_id":"59b2bad5844a4fe380cf53081d57cf25","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":433},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"missing_data_example_df = pd.DataFrame.from_dict(\n    dict(\n        x = [1, 3, \"NA\", -99, -98, -99],\n        y = [\"A\", \"N/A\", \"NA\", \"E\", \"F\", \"G\"],\n        z = [-100, -99, -98, -101, -1, -1]\n    )\n)\n\nmissing_data_example_df","metadata":{"tags":[],"cell_id":"0b2afe9d10e84d35922a7e28780ab238","source_hash":"a8fbfadb","output_cleared":true,"execution_start":1659559217476,"execution_millis":105,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":439},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"ffe78fb4c1a4475ebf653220c3764227","source_hash":"42f6552a","output_cleared":true,"execution_start":1659559217506,"execution_millis":816,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":445},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Revisar tipos de datos","metadata":{"tags":[],"cell_id":"8d58958f025a4f78a5a538c65e0b6e89","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":451},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"10655c3d3e9640aea49313f170629b30","source_hash":"6b954eb2","output_cleared":true,"execution_start":1659559217517,"execution_millis":885,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":457},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Revisar valores únicos de los datos","metadata":{"tags":[],"cell_id":"7bfa613272e84d46824524c5ac32c962","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":463},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"09b86715a9a3478f9c910345c703d4f8","source_hash":"7cc2ac10","output_cleared":true,"execution_start":1659559217532,"execution_millis":0,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":469},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"7f3467f3191d4f75ae1a0a67a4547f5b","source_hash":"4b39843d","output_cleared":true,"execution_start":1659559217545,"execution_millis":861,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":475},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Sustituyendo valores comúnmente asociados a valores faltantes","metadata":{"tags":[],"cell_id":"b601ef81bdfa457ba629edffb7fe2cc0","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":481},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"#### Sustitución desde la lectura de datos","metadata":{"tags":[],"cell_id":"85f34df7a6b24cf6a43a7cc7409d7bc2","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":487},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"0d606b11de644267b0cfd1a458d53267","source_hash":"3f2dd524","output_cleared":true,"execution_start":1659559217583,"execution_millis":823,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":493},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Sustitución global","metadata":{"tags":[],"cell_id":"95f97530c59a44b080ea385798bf9e64","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":499},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"cc28d030ecc04a15bd1d4e29f698a8ad","source_hash":"8184b4e9","output_cleared":true,"execution_start":1659559217584,"execution_millis":822,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":505},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Sustitución dirigida","metadata":{"tags":[],"cell_id":"cd6ec8c24c3544d0ac22b057a91d2d11","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":511},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"40018e85dd254959be79cf8dc216cc54","source_hash":"48b9230b","output_cleared":true,"execution_start":1659559217630,"execution_millis":777,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":517},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Conversión de valores faltantes implícitos a explícitos","metadata":{"tags":[],"cell_id":"eb9c03cd591c43d1a8d7e1f5ae73bc6a","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":523},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"<div class=\"alert alert-warning\", role=\"alert\">\n    <b style=\"font-size: 1.5em;\">🚧 Advertencia</b>\n    <br>\n    <br>\n    <p>\n        <i>\n        \"<b>Implícito</b> se refiere a todo aquello que se entiende que está incluido\n        pero sin ser expresado de forma directa o explícitamente.\"\n        </i>\n    </p>\n    <p>\n    Un <code>valor faltante implícito</code> indica que el valor faltante <b>debería estar incluido</b>\n    en el conjunto de datos del análisis, <b>sin que éste lo diga</b> o lo <b>especifique</b>.\n    Por lo general, son valores que podemos encontrar al pivotar nuestros datos\n    o contabilizar el número de apariciones de combinaciones de las variables de estudio.\n    </p>\n</div>","metadata":{"tags":[],"cell_id":"fcdeea22dbc5464ab4305ceaa171914a","source_hash":"978d2856","execution_start":1657070588973,"execution_millis":2,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":529},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"implicit_to_explicit_df = pd.DataFrame.from_dict(\n    data={\n        \"name\": [\"lynn\", \"lynn\", \"lynn\", \"zelda\"],\n        \"time\": [\"morning\", \"afternoon\", \"night\", \"morning\"],\n        \"value\": [350, 310, np.nan, 320]\n    }\n)\n\nimplicit_to_explicit_df","metadata":{"tags":[],"cell_id":"7bfa972b5c074f0ab91fd45bfa3c1898","source_hash":"887afa1e","output_cleared":true,"execution_start":1659559217644,"execution_millis":764,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":535},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Estrategias para la identificación de valores faltantes implícitos","metadata":{"tags":[],"cell_id":"1a850b747c1f4bf28dfa0e8c6b24a37d","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":541},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"#### Pivotar la tabla de datos","metadata":{"tags":[],"cell_id":"e7daa15deb8f4316bf909c10778214bd","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":547},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"2d8b19ea0bde42698f4ed46b908af877","source_hash":"167293a","output_cleared":true,"execution_start":1659559217662,"execution_millis":782,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":553},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Cuantificar ocurrencias de n-tuplas","metadata":{"tags":[],"cell_id":"aaca9cb595904e44858b4f6b44566a80","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":559},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"91f8262162d14cd497d0e96e5b9aae04","source_hash":"6c0b9a1a","output_cleared":true,"execution_start":1659559217699,"execution_millis":745,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":565},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Exponer filas faltantes implícitas a explícitas","metadata":{"tags":[],"cell_id":"23c7beab16e54abebc10d3f58ad39aa0","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":571},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"<div class=\"alert alert-info\">\n    <b style=\"font-size: 1.5em;\">📘 Información</b>\n    <p>\n       <a href=\"https://pyjanitor-devs.github.io/pyjanitor/api/functions/#janitor.functions.complete.complete\", class=\"alert-link\"><code>janitor.complete()</code></a> está modelada a partir de la función <a href=\"https://tidyr.tidyverse.org/reference/complete.html\", class=\"alert-link\"><code>complete()</code></a> del paquete <a href=\"https://tidyr.tidyverse.org/index.html\", class=\"alert-link\"><code>tidyr</code></a> y es un <i>wrapper</i> alrededor de <a href=\"https://pyjanitordevs.github.io/pyjanitor/api/functions/#janitor.functions.expand_grid.expand_grid\", class=\"alert-link\"><code>janitor.expand_grid()</code></a>, <a href=\"https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.merge.html\", class=\"alert-link\"><code>pd.merge()</code></a> y <a href=\"https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.merge.html\", class=\"alert-link\"><code>pd.fillna()</code></a>. En cierto modo, es lo contrario de <a href=\"https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.dropna.html\", class=\"alert-link\"><code>pd.dropna()</code></a>, ya que expone implícitamente las filas que faltan.\n    </p>\n    <p>\n    Son posibles combinaciones de nombres de columnas o una lista/tupla de nombres de columnas, o incluso un  diccionario de nombres de columna y nuevos valores.\n    </p>\n    <p>\n    Las columnas <a href=\"https://pandas.pydata.org/docs/user_guide/advanced.html\"><code>MultiIndex</code></a> no son complatibles.\n    </p>\n</div>","metadata":{"tags":[],"cell_id":"9bd2eb86fc134f25b2f5eb01d2d6bb47","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":661},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"#### Exponer n-tuplas de valores faltantes\n\nEjemplo, encontrar los pares faltantes de `name` y `time`.","metadata":{"tags":[],"cell_id":"9feb2ca918aa45bb8ee4a67b114fc3ef","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"ea97ccb476c8491085b6f8ef4089899a","source_hash":"963c2013","output_cleared":true,"execution_start":1659559217748,"execution_millis":696,"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Limitar la exposición de n-tuplas de valores faltantes","metadata":{"tags":[],"cell_id":"b5145b65318f4c97bb90b9f0320a6ce9","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":577},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"21ccea05b45f4836abd7ad6ad4224b69","source_hash":"5bb4753e","output_cleared":true,"execution_start":1659559217759,"execution_millis":685,"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Rellenar los valores faltantes","metadata":{"tags":[],"cell_id":"a4fc6cc2201e4a4cb0fd7386ed8e7dfb","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"e276db69c12746268a04b1c7a24345e2","source_hash":"4c53f6d1","output_cleared":true,"execution_start":1659559217838,"execution_millis":607,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Limitar el rellenado de valores faltantes implícitos","metadata":{"tags":[],"cell_id":"fde6911db2e14f499d2c5d35885b8145","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":589},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"972d74bebd4f4d07b07968856f967304","source_hash":"3c2f05e0","output_cleared":true,"execution_start":1659559217897,"execution_millis":548,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":595},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Tipos de valores faltantes","metadata":{"tags":[],"cell_id":"9fe6b2121f4c412db91beeab035c0e01","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":601},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"853756cec4d04e24ab36c514aabe1388","source_hash":"f244bbee","output_cleared":true,"execution_start":1659559217945,"execution_millis":510,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"6cb4ffa5fe0e4da4a2fb25a4002d5769","source_hash":"a9357d40","output_cleared":true,"execution_start":1659559218333,"execution_millis":313,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### _Missing Completely At Random_ 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En cualquier otro caso, realizar una\n    eliminación de valores faltantes podrá ocasionar <b>sesgos</b> en los\n    análisis y modelos subsecuentes.\n    </p>\n</div>","metadata":{"tags":[],"cell_id":"c882fcf6fd624a8b9a6220ac9f86d046","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"Primero observa el número total de observaciones y variables que tiene tu conjunto de datos.","metadata":{"tags":[],"cell_id":"0b38263c1ba44449aa7711b5b2960653","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"e1cf2087dce9461b853e6915820de346","source_hash":"f161de07","output_cleared":true,"execution_start":1659559226895,"execution_millis":7,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### 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faltantes","metadata":{"tags":[],"cell_id":"1bf730599def45dba870c846c6cb1a7a","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"ca88f511e83248a3ab3e730ca414edb0","source_hash":"7f5e7427","output_cleared":true,"execution_start":1659559226983,"execution_millis":382,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"5d6c1e6ebff34868b92953c970d1b0c2","source_hash":"471b0389","output_cleared":true,"execution_start":1659559227374,"execution_millis":431,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Imputación básica de valores faltantes","metadata":{"tags":[],"cell_id":"6f391b0775954e6691ee43defe886531","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"### Imputación con base en el contexto","metadata":{"tags":[],"cell_id":"a6085d2c93f54c20b1dd2177e16eb208","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"implicit_to_explicit_df = pd.DataFrame(\n    data={\n        \"name\": [\"lynn\", np.nan, \"zelda\", np.nan, \"shadowsong\", np.nan],\n        \"time\": [\"morning\", \"afternoon\", \"morning\", \"afternoon\", \"morning\", \"afternoon\",],\n        \"value\": [350, 310, 320, 350, 310, 320]\n    }\n)\n\nimplicit_to_explicit_df","metadata":{"tags":[],"cell_id":"b504b00ff66f44549050212ab29d6b63","source_hash":"b688ade5","output_cleared":true,"execution_start":1659559664019,"execution_millis":0,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"887295f7ef094524863624720c6d9b83","source_hash":"684872d1","output_cleared":true,"execution_start":1659559765348,"execution_millis":73,"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Imputación de un único valor","metadata":{"tags":[],"cell_id":"b80f2ebad24e416aa07ef141b3830218","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"4528ea5606884c968f916b84cb5f4270","source_hash":"f8a38757","output_cleared":true,"execution_start":1659559989174,"execution_millis":866,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"84a4c0915be84867968b5e747dbe06bd","source_hash":"e565f12","output_cleared":true,"execution_start":1659560335114,"execution_millis":397,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"tags":[],"cell_id":"5b168cc0eb73462aa442159b9714510b","source_hash":"8176e865","output_cleared":true,"execution_start":1659561288702,"execution_millis":1758,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Continúa aprendiendo sobre el manejo de valores faltantes","metadata":{"tags":[],"cell_id":"3ab8e4ddc9314a5c974b523bab679331","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"<div class=\"alert alert-success\">\n    <b style=\"font-size: 1.5em;\">✅ ¡Felicidades por terminar el curso!</b>\n    <p>\nHas aprendido bastante sobre la exploración y manipulación de valores faltantes.\n    </p>\n    <p>\nEmpezaste conociento las principales operaciones al trabajar con valores faltantes. Ahora, eres consciente de que estas operaciones no son universales y cada software decide tratar a los valores faltantes a su conveniencia.\n    </p>\n    <p>\nY, hablando de conveniencias, comenzaste tu camino en la exploración de valores faltantes a través de una representación universal de qué es lo que faltaba. No obstante, no pasó mucho para darte cuenta de que los valores faltantes pueden existir en formas muy variables. Incluso, en formas en las que no sabemos que nos faltan estos valores en sí mismos. \n    </p>\n    <p>\nCon los valores faltantes ya expuestos, te conviertes en una persona capaz de explorarlos en profundidad de forma estadística y visual. Entendiendo así, los distintos mecanismos que pueden tener los valores faltantes: MCAR, MAR y MNAR.\n    </p>\n    <p>\nA su vez, aprendiste las bases sobre cómo tratarlos a través de la eliminación de elementos o la imputación de valores de una forma básica y sencilla. Por lo tanto, necesitarás continuar tu camino de aprendizaje con un curso que te permita profundizar en estas técnicas de tratamiento para valores faltantes.\n    </p>\n    <p>\nTe recomiendo continuar con mi <a href=\"https://platzi.com/cursos/datos-faltantes-imputacion/\">Curso de Manejo de Datos Faltantes: Imputación</a>. Estoy seguro de que tus habilidades adquiridas hasta el momento mejorarán, permitiéndote realizar análisis cada vez más complejos y cercanos al mundo real.\n    </p>\n    <p>\n    Con mucha alegría por tu logro,\n   Jesús Vélez Santiago\n    </p>\n    \n</div>","metadata":{"tags":[],"cell_id":"622c3131691b4916ab6aa48ba20a4605","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":0},"deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"## Información de sesión","metadata":{"tags":[],"cell_id":"014c22420a8b4de4afa8375a2707039b","deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":649},"deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"session_info.show()","metadata":{"tags":[],"cell_id":"98f8b4de58d84a5ea6f97210adfef5a6","source_hash":"e8587130","output_cleared":true,"execution_start":1659215529131,"execution_millis":416,"deepnote_app_coordinates":{"h":5,"w":12,"x":0,"y":655},"deepnote_to_be_reexecuted":false,"deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"<a style='text-decoration:none;line-height:16px;display:flex;color:#5B5B62;padding:10px;justify-content:end;' href='https://deepnote.com?utm_source=created-in-deepnote-cell&projectId=694a3d08-7f18-421d-9e2f-c2820a79680e' target=\"_blank\">\n<img alt='Created in deepnote.com' style='display:inline;max-height:16px;margin:0px;margin-right:7.5px;' src='data:image/svg+xml;base64,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' > </img>\nCreated in <span style='font-weight:600;margin-left:4px;'>Deepnote</span></a>","metadata":{"tags":[],"created_in_deepnote_cell":true,"deepnote_cell_type":"markdown"}}],"nbformat":4,"nbformat_minor":0,"metadata":{"deepnote":{},"orig_nbformat":2,"deepnote_app_layout":"article","deepnote_notebook_id":"42154722e2624d31afecdde77e512199","deepnote_execution_queue":[]}}