0:00:01.310,0:00:06.420 Bien, bienvenidos a la clase de hoy 0:00:04.440,0:00:08.760 que va a tratar el manejo de datos. 0:00:06.420,0:00:10.620 manejo de datos puede que 0:00:08.760,0:00:12.630 os suene algo raro pero 0:00:10.620,0:00:14.940 la idea básica del manejo de datos es 0:00:12.630,0:00:16.800 que, teniendo los datos en un formato, 0:00:14.940,0:00:18.930 quieres mostrarlos de forma diferente 0:00:16.800,0:00:20.820 es algo que pasa a menudo. No hablo 0:00:18.930,0:00:22.859 de algo similar a convertir imágenes sino 0:00:20.820,0:00:25.080 que es posible que tengas un archivo de 0:00:22.859,0:00:27.480 texto o un log y lo que quieres es verlo 0:00:25.080,0:00:29.429 en otro formato, en un 0:00:27.480,0:00:32.399 gráfico, o quieres ver estadísticas sobre 0:00:29.429,0:00:35.160 esos datos, cualquier cosa que coja un 0:00:32.399,0:00:37.110 conjunto de datos y los represente de otra 0:00:35.160,0:00:40.079 forma; eso es lo que llamaría manejo de 0:00:37.110,0:00:42.180 datos. Hemos visto ya algunos ejemplos de 0:00:40.079,0:00:43.739 este tipo de manejo de datos 0:00:42.180,0:00:45.750 con anterioridad en este semestre 0:00:43.739,0:00:48.000 básicamente cualquier uso de un 0:00:45.750,0:00:49.739 operador sobre pipe que ordene o coja 0:00:48.000,0:00:51.449 la salida de un programa y la introduzca 0:00:49.739,0:00:54.149 en otro programa, esto es manejo de datos 0:00:51.449,0:00:55.289 en cierta manera. 0:00:54.149,0:00:57.960 Lo que vamos a hacer en esta clase 0:00:55.289,0:00:59.850 es echar un vistazo a algunas formas [br]elegantes de 0:00:57.960,0:01:01.859 manejar datos y algunas 0:00:59.850,0:01:05.640 muy útiles. 0:01:01.859,0:01:06.990 Para llevar a cabo cualquier 0:01:05.640,0:01:09.000 manejo de datos lo que se necesita es 0:01:06.990,0:01:12.240 una fuente de datos sobre la que operar 0:01:09.000,0:01:14.400 en primer lugar y hay un gran número de 0:01:12.240,0:01:16.560 buenas muestras de ello. 0:01:14.400,0:01:18.930 Damos algunos ejemplos en la sección de 0:01:16.560,0:01:20.580 ejercicios del apartado de notas de la [br]clase de hoy 0:01:18.930,0:01:23.400 En esta en particular voy a 0:01:20.580,0:01:25.500 utilizar un log del sistema. Tengo un [br]servidor 0:01:23.400,0:01:27.180 ejecutándose en algún lugar de Holanda 0:01:25.500,0:01:29.750 porque parecía algo razonable en su 0:01:27.180,0:01:32.790 momento y, en ese servidor 0:01:29.750,0:01:34.380 corre un daemon de logging normal 0:01:32.790,0:01:36.630 que viene con el sistema Deeb. 0:01:34.380,0:01:39.030 Es un tipo estándar de 0:01:36.630,0:01:41.880 mecanismo de logging en Linux y [br]hay un comando 0:01:39.030,0:01:44.700 llamado journalctl en los sistemas Linux 0:01:41.880,0:01:46.439 que te permiten ver dicho log. 0:01:44.700,0:01:48.689 Así que lo que voy a hacer es 0:01:46.439,0:01:50.009 algunas modificaciones sobre dicho log[br]para ver 0:01:48.689,0:01:52.829 si puedo sacar algo interesante 0:01:50.009,0:01:56.280 de él. Veréis que si ejecuto 0:01:52.829,0:01:59.329 el comando el resultado es un montón de [br]datos 0:01:56.280,0:02:01.979 porque es un log que tiene 0:01:59.329,0:02:03.360 hay un montón de cosas en él, un montón 0:02:01.979,0:02:06.299 de cosas que han pasado en el servidor y 0:02:03.360,0:02:08.250 que se remontan a enero y 0:02:06.299,0:02:10.560 los logs van incluso más atras 0:02:08.250,0:02:12.120 hay mucha información así que 0:02:10.560,0:02:13.440 lo primero que vamos a hacer es tratar de 0:02:12.120,0:02:16.260 limitarla para que veáis 0:02:13.440,0:02:18.060 sólo parte del contenido. El comando [br]grep 0:02:16.260,0:02:19.830 es aquí el más adecuado así que vamos 0:02:18.060,0:02:23.220 a pasarlo a través del pipe y vamos 0:02:19.830,0:02:24.810 a llamar a SSH. Sobre SSH no hemos 0:02:23.220,0:02:26.760 hablado todavía pero es 0:02:24.810,0:02:28.560 una manera de acceder a ordenadores[br]de forma remota 0:02:26.760,0:02:30.780 usando la línea de comandos y en 0:02:28.560,0:02:32.190 particular lo que pasa cuando pones 0:02:30.780,0:02:34.080 un servidor público en Internet es que 0:02:32.190,0:02:35.700 un montón de gente de todo el mundo 0:02:34.080,0:02:37.530 intenta conectar, loguearse y 0:02:35.700,0:02:39.360 tomar el servidor. Si quieres 0:02:37.530,0:02:41.480 ver lo que esta gente intenta hacer 0:02:39.360,0:02:44.850 y demás, voy a hacer un grep por SSH 0:02:41.480,0:02:47.700 y veréis como rápidamente se 0:02:44.850,0:02:51.270 genera un montón de contenido, 0:02:47.700,0:02:55.980 al menos en teoría. Va a ir 0:02:51.270,0:02:58.650 lento ... ahí está. Esto genera toneladas 0:02:55.980,0:03:00.240 y toneladas de contenido y es 0:02:58.650,0:03:01.860 muy difícil incluso ver 0:03:00.240,0:03:05.070 qué está pasando, así que vamos a[br]observar 0:03:01.860,0:03:06.660 sólo los nombres de usuario con [br]los que la gente 0:03:05.070,0:03:09.780 intenta loguear en mi servidor, así [br]podéis ver 0:03:06.660,0:03:12.540 que en algunas de estas líneas pone[br]desconectado 0:03:09.780,0:03:14.940 desconectado por usuario inválido y 0:03:12.540,0:03:17.430 un nombre de usuario. Sólo quiero quedarme[br]con esas líneas, 0:03:14.940,0:03:19.080 es lo único que me interesa, voy a hacer 0:03:17.430,0:03:21.750 un cambio más aquí que, si 0:03:19.080,0:03:26.459 pensáis en cómo funciona esta pipeline, 0:03:21.750,0:03:29.160 si hago esto aquí conectado de esta manera 0:03:26.459,0:03:31.320 la pipeline del final lo que 0:03:29.160,0:03:33.420 hará es que mandará entero 0:03:31.320,0:03:36.209 el archivo de log a traves de la red a mi[br]máquina 0:03:33.420,0:03:38.250 y localmente ejecutará grep para mostrar[br]sólo 0:03:36.209,0:03:40.530 las líneas que contienen ssh y 0:03:38.250,0:03:42.150 localmente las filtrará todavía más.[br]Puede parecer 0:03:40.530,0:03:44.220 un poco ineficiente porque no me [br]importan 0:03:42.150,0:03:45.959 muchas de estas líneas y el site remoto 0:03:44.220,0:03:48.900 también está ejecutando una shell, [br]así que 0:03:45.959,0:03:51.510 lo que puedo hacer es ejecutar el 0:03:48.900,0:03:53.519 comando entero en el servidor 0:03:51.510,0:03:55.200 así que lo que os digo, el comando SSH 0:03:53.519,0:03:57.420 que quiero ejecutar en el servidor es[br]esta 0:03:55.200,0:04:01.230 pipeline de tres elementos y lo que 0:03:57.420,0:04:02.700 obtenga como resultado lo quiero mandar a[br]less ya 0:04:01.230,0:04:04.260 que lo que esta vez hace bien es 0:04:02.700,0:04:06.150 el mismo filtrado que hicimos antes pero 0:04:04.260,0:04:08.280 en el lado del servidor y 0:04:06.150,0:04:11.730 este sólo me va a mandar aquellas 0:04:08.280,0:04:13.290 líneas que me interesan para que 0:04:11.730,0:04:16.320 cuando las mande localmente a través del[br]programa 0:04:13.290,0:04:17.519 llamada less ... less es un paginador del[br]que veréis 0:04:16.320,0:04:19.290 algunos ejemplos, de hecho ya habéis visto 0:04:17.519,0:04:21.900 algunos, por ejemplo al 0:04:19.290,0:04:24.180 escribir man y algún otro comando que se [br]abre en 0:04:21.900,0:04:26.669 un paginador. Un paginador es una forma [br]práctica 0:04:24.180,0:04:27.389 de coger un extracto largo de cierto[br]contenido y adaptarlo 0:04:26.669,0:04:29.759 a la ventana de tu terminal 0:04:27.389,0:04:31.889 y permitirte avanzar, 0:04:29.759,0:04:33.150 retroceder y navegar por él para 0:04:31.889,0:04:36.120 que no avance por entero 0:04:33.150,0:04:37.409 por la pantalla, así que, si lo ejecuto 0:04:36.120,0:04:40.800 va a llevar un tiempo porque tiene que 0:04:37.409,0:04:42.919 analizar un montón de archivos de log, 0:04:40.800,0:04:45.930 en particular grep está rellenando un [br]buffer 0:04:42.919,0:04:46.919 lo que resulta ser relativamente 0:04:45.930,0:04:56.039 de poca ayuda 0:04:46.919,0:05:01.259 Podría hacer, veamos si esto 0:04:56.039,0:05:05.189 es más útil, ¿por qué no quiere 0:05:01.259,0:05:09.949 hacerme el favor? bien, voy a hacer trampa 0:05:05.189,0:05:09.949 un poco, no me hagáis caso 0:05:17.380,0:05:22.520 quizá la red va muy lenta, 0:05:20.570,0:05:27.140 son dos posibles razones, por suerte hay 0:05:22.520,0:05:30.470 arreglo porque antes he 0:05:27.140,0:05:33.080 ejecutado el siguiente comando y 0:05:30.470,0:05:34.340 lo que este comando hace es coger [br]la salida 0:05:33.080,0:05:36.560 de este otro comando y la anexa a un [br]archivo 0:05:34.340,0:05:38.660 local, en mi computadora, bien, así que [br]ejecuto 0:05:36.560,0:05:40.970 esto cuando llego a mi oficina y así 0:05:38.660,0:05:43.490 lo que esto hizo fue descargar todos 0:05:40.970,0:05:45.530 los logs de SSH que contenían 0:05:43.490,0:05:47.330 desconectado de, así que ahora los tengo[br]en local 0:05:45.530,0:05:49.070 lo cual es muy útil. Aquí está, 0:05:47.330,0:05:50.990 no hay razones para que abra el log entero 0:05:49.070,0:05:52.640 cada vez porque sé que ese 0:05:50.990,0:05:55.220 patrón del inicio es lo que me 0:05:52.640,0:05:57.260 interesa, por lo que echamos un vistazo 0:05:55.220,0:05:59.480 al SSH punto log y veréis que hay 0:05:57.260,0:06:01.760 montones y montones de líneas en 0:05:59.480,0:06:04.940 las que aparece desconectado de usuario[br]no válido 0:06:01.760,0:06:06.230 usuarios autenticados, etc. Bien, aquíe 0:06:04.940,0:06:08.870 están las líneas sobre las que tenemos que[br]trabajar 0:06:06.230,0:06:10.550 lo que también significa que más adelante 0:06:08.870,0:06:12.500 no tenemos que pasar por completo por este 0:06:10.550,0:06:16.220 proceso SSH, simplemente hacemos cat sobre[br]este archivo 0:06:12.500,0:06:18.080 y operamos sobre él directamente 0:06:16.220,0:06:21.680 puedo mostrar este paginador 0:06:18.080,0:06:23.720 así que si hago cat s al SSH punto log 0:06:21.680,0:06:25.220 y lo mando a less, me da una 0:06:23.720,0:06:28.850 página por la que puedo retroceder y [br]avanzar 0:06:25.220,0:06:30.560 quizá hacer esto un poco más pequeño para 0:06:28.850,0:06:33.320 poder recorrer el archivo, estropear el 0:06:30.560,0:06:36.260 archivo y puedo hacer esto que son 0:06:33.320,0:06:37.820 básicamente atajos de teclado de vim de[br]manera que control ] para 0:06:36.260,0:06:42.770 avanzar, control D para retroceder y 0:06:37.820,0:06:45.169 q para salir. Hay todavía un montón de 0:06:42.770,0:06:47.000 contenido y estas líneas contienen un 0:06:45.169,0:06:48.440 montón de basura en la que no estoy 0:06:47.000,0:06:50.030 interesado, lo que realmente quiero ver 0:06:48.440,0:06:52.610 es cuáles son estos nombres de usuario 0:06:50.030,0:06:55.790 y esta es la herramienta que vamos a 0:06:52.610,0:06:59.210 empezar a utilizar, llamada sent y que es 0:06:55.790,0:07:01.040 un editor de flujo que está modificado o 0:06:59.210,0:07:04.100 es una modificación de un programa [br]anterior 0:07:01.040,0:07:05.540 llamado edie que era un editor muy raro 0:07:04.100,0:07:12.320 que ninguno de vosotros probablemente 0:07:05.540,0:07:16.270 querrá utilizar, si, oh, tsp es el nombre 0:07:12.320,0:07:16.270 de la computadora remota a la que estoy [br]conectando 0:07:16.390,0:07:23.720 como he dicho un editor de flujo y 0:07:19.850,0:07:26.060 básicamente lo que te permite es cambiar 0:07:23.720,0:07:28.490 el contenido de un flujo, puedes pensar[br]que 0:07:26.060,0:07:29.870 es un poco como hacer cambios pero 0:07:28.490,0:07:30.410 en realidad es un completo lenguaje 0:07:29.870,0:07:33.440 de programación 0:07:30.410,0:07:35.180 0:07:33.440,0:07:38.060 0:07:35.180,0:07:40.610 0:07:38.060,0:07:44.590 0:07:40.610,0:07:44.590 0:07:45.160,0:07:50.000 0:07:47.780,0:07:52.540 0:07:50.000,0:07:58.370 0:07:52.540,0:08:00.980 0:07:58.370,0:08:03.950 0:08:00.980,0:08:06.230 0:08:03.950,0:08:07.310 0:08:06.230,0:08:09.740 0:08:07.310,0:08:11.930 0:08:09.740,0:08:13.580 0:08:11.930,0:08:15.170 0:08:13.580,0:08:18.200 0:08:15.170,0:08:20.360 0:08:18.200,0:08:21.980 0:08:20.360,0:08:25.730 0:08:21.980,0:08:27.620 0:08:25.730,0:08:30.590 0:08:27.620,0:08:32.360 0:08:30.590,0:08:34.430 0:08:32.360,0:08:36.470 0:08:34.430,0:08:39.560 0:08:36.470,0:08:40.820 0:08:39.560,0:08:43.099 0:08:40.820,0:08:45.380 0:08:43.099,0:08:49.760 0:08:45.380,0:08:52.220 0:08:49.760,0:08:54.740 0:08:52.220,0:08:57.890 0:08:54.740,0:08:59.480 0:08:57.890,0:09:01.820 0:08:59.480,0:09:03.620 0:09:01.820,0:09:04.970 0:09:03.620,0:09:06.710 0:09:04.970,0:09:08.030 0:09:06.710,0:09:09.920 0:09:08.030,0:09:12.550 0:09:09.920,0:09:16.040 0:09:12.550,0:09:18.080 0:09:16.040,0:09:19.580 0:09:18.080,0:09:23.030 0:09:19.580,0:09:26.840 0:09:23.030,0:09:29.810 0:09:26.840,0:09:31.580 0:09:29.810,0:09:34.210 0:09:31.580,0:09:36.980 0:09:34.210,0:09:39.770 0:09:36.980,0:09:42.040 0:09:39.770,0:09:46.000 0:09:42.040,0:09:48.730 0:09:46.000,0:09:51.910 0:09:48.730,0:09:54.399 0:09:51.910,0:09:57.579 0:09:54.399,0:10:00.490 0:09:57.579,0:10:02.680 0:10:00.490,0:10:05.560 0:10:02.680,0:10:07.660 0:10:05.560,0:10:09.310 0:10:07.660,0:10:11.500 0:10:09.310,0:10:12.459 0:10:11.500,0:10:14.560 0:10:12.459,0:10:16.149 0:10:14.560,0:10:17.620 0:10:16.149,0:10:19.139 0:10:17.620,0:10:22.509 0:10:19.139,0:10:24.910 0:10:22.509,0:10:27.180 0:10:24.910,0:10:29.800 0:10:27.180,0:10:36.370 0:10:29.800,0:10:41.680 0:10:36.370,0:10:43.899 0:10:41.680,0:10:46.540 0:10:43.899,0:10:50.079 0:10:46.540,0:10:52.810 0:10:50.079,0:10:54.100 0:10:52.810,0:10:56.019 0:10:54.100,0:10:57.699 0:10:56.019,0:11:00.160 0:10:57.699,0:11:01.569 0:11:00.160,0:11:04.269 0:11:01.569,0:11:07.360 0:11:04.269,0:11:09.279 0:11:07.360,0:11:12.250 0:11:09.279,0:11:14.139 0:11:12.250,0:11:15.790 0:11:14.139,0:11:18.699 0:11:15.790,0:11:21.100 0:11:18.699,0:11:23.019 0:11:21.100,0:11:24.370 0:11:23.019,0:11:26.260 0:11:24.370,0:11:34.209 0:11:26.260,0:11:37.889 0:11:34.209,0:11:37.889 0:11:42.330,0:11:51.730 0:11:46.720,0:11:52.800 0:11:51.730,0:11:55.270 0:11:52.800,0:11:57.400 0:11:55.270,0:11:59.560 0:11:57.400,0:12:01.540 0:11:59.560,0:12:09.580 0:12:01.540,0:12:11.940 0:12:09.580,0:12:11.940 0:12:12.340,0:12:18.250 0:12:15.160,0:12:19.930 0:12:18.250,0:12:22.270 0:12:19.930,0:12:24.070 0:12:22.270,0:12:25.810 0:12:24.070,0:12:28.620 0:12:25.810,0:12:30.940 0:12:28.620,0:12:33.160 0:12:30.940,0:12:35.650 0:12:33.160,0:12:37.180 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