{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPo2Ub8jbkyep0mDSTCs2gw"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"yH9KOILDl2hI"},"source":["#Antes de empezar...\n","Asegurate hacer una copia de este archivo si vas a trabajar en Colab. De lo contrario, no podrás guardar cambios.\n","\n","# Esto es markdown\n","Sirve para documentar nuestro trabajo, junto con el codigo. Es muy comodo para realizar informes, **se pueden escribir formulas**:\n","\n","$$x=\\frac{-b \\pm \\sqrt{b^2 -4ac}}{2a}$$\n","\n","Entre otras cosas....\n","\n","Para editar esta celda de Markdown, basta hacerle doble click."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qBBliyE2l05x","executionInfo":{"status":"ok","timestamp":1692332313669,"user_tz":180,"elapsed":5,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"fe769947-383c-44e3-c136-9f68dcdad5d1"},"source":["a = 1\n","b = 2\n","a + b"],"execution_count":1,"outputs":[{"output_type":"execute_result","data":{"text/plain":["3"]},"metadata":{},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"Zv2lZx0vnO9m","executionInfo":{"status":"ok","timestamp":1692332314333,"user_tz":180,"elapsed":3,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}}},"source":[" a = a * b"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zZ8LAFp76Xtb","executionInfo":{"status":"ok","timestamp":1692332316219,"user_tz":180,"elapsed":2,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"a71913df-59e7-46e1-97fb-349421040466"},"source":["a"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["2"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UOaeKSQQndJ2","executionInfo":{"status":"ok","timestamp":1692332318549,"user_tz":180,"elapsed":287,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"47ef92f0-51c3-4538-9aab-cba28927c4cd"},"source":["import numpy as np\n","\n","a = np.array([\n"," [1,2,3],\n"," [4,5,6]]\n"," )\n","a"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1, 2, 3],\n"," [4, 5, 6]])"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ovvv4QKsuNlk","executionInfo":{"status":"ok","timestamp":1692332320896,"user_tz":180,"elapsed":260,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"115c9345-53e5-4b59-886f-06c49a67c757"},"source":["a + 2"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[3, 4, 5],\n"," [6, 7, 8]])"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"slvU5xC_uUQz","executionInfo":{"status":"ok","timestamp":1692332323070,"user_tz":180,"elapsed":289,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"3c7620c4-4d41-4136-9110-5f737e897482"},"source":["a.shape"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(2, 3)"]},"metadata":{},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"jXpfgS_XyFxv"},"source":["Las siguientes celdas son ejemplos de indexado sobre numpy, [aqui tienen](https://numpy.org/doc/stable/reference/arrays.indexing.html) la documentacion completa."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xE2xLI4Y5Afj","executionInfo":{"status":"ok","timestamp":1692332326820,"user_tz":180,"elapsed":336,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"a2acefe9-3325-41eb-f3bd-dab5093a6f43"},"source":["# Los indices empiezan en cero!\n","a[0,0] = 100\n","a"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[100, 2, 3],\n"," [ 4, 5, 6]])"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FX1u9ANl9n87","executionInfo":{"status":"ok","timestamp":1692332328024,"user_tz":180,"elapsed":2,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"de0375fb-22ef-4f1a-da7f-0b01c6ba8946"},"source":["a[:,1] = a[:,1] * 2\n","a"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[100, 4, 3],\n"," [ 4, 10, 6]])"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OIif2-VgwzvV","executionInfo":{"status":"ok","timestamp":1692332329633,"user_tz":180,"elapsed":4,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"f521c0e9-7ae1-4cfd-b9bc-c7969eb23d67"},"source":["# slicing: funciona igual que en python\n","b = np.array([0,1,2,3,4,5,6])\n","\n","start = 0 # por defecto, start =0\n","stop = 7 # por defecto, end = len(b)\n","step = 1 # por defecto, step=1\n","b[start:stop:step]"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 2, 3, 4, 5, 6])"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F6-dTBHTxUfJ","executionInfo":{"status":"ok","timestamp":1692332332076,"user_tz":180,"elapsed":2,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"083def99-073a-4556-981e-8f5cb4de7359"},"source":["# Selecciono solo los pares\n","b[::2]"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 2, 4, 6])"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xqUYIYFexcgR","executionInfo":{"status":"ok","timestamp":1692332335126,"user_tz":180,"elapsed":475,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"228bd688-4576-4005-f38d-ef4ae4955516"},"source":["# selecciono los primeros 4\n","b[:4]"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 2, 3])"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dftXh9Q3ypHl","executionInfo":{"status":"ok","timestamp":1692332336743,"user_tz":180,"elapsed":300,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"0b046b4c-4d2c-4d7b-e412-0001b06cf3da"},"source":["# -1 contiene el ultimo elemento\n","b[-1]"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["6"]},"metadata":{},"execution_count":12}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FpRbMnmDyvdt","executionInfo":{"status":"ok","timestamp":1692332337952,"user_tz":180,"elapsed":2,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"00d65d18-6e8a-4156-b4dc-fde788a13425"},"source":["# -2 contiene el anteultimo elemento, y asisucesivamente....\n","b[-2]"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["5"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gUoWT9QX8V-j","executionInfo":{"status":"ok","timestamp":1692332345691,"user_tz":180,"elapsed":292,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"662ea229-9aa3-46fd-9f6b-0d5c16b82c7c"},"source":["print('a es', a)\n","\n","print('el maximo es', np.max(a))\n","\n","print('el promedio es', np.mean(a))\n","\n","print('el promedio en cada fila es', np.mean(a, axis=1))"],"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["a es [[100 4 3]\n"," [ 4 10 6]]\n","el maximo es 100\n","el promedio es 21.166666666666668\n","el promedio en cada fila es [35.66666667 6.66666667]\n"]}]},{"cell_type":"code","metadata":{"id":"5kZOKPup83jZ","executionInfo":{"status":"ok","timestamp":1692332348679,"user_tz":180,"elapsed":363,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}}},"source":["# Puedo acceder rapido a la documentacion,\n","# agregando un signo de interrogacion al final\n","# Esta funcionalidad es propia de IPython (google Colab o Jupyter notebook)\n","np.median?"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PvRL7oiG9ErY","executionInfo":{"status":"ok","timestamp":1692332355556,"user_tz":180,"elapsed":268,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"88886967-665e-4360-d049-4334c4167222"},"source":["# Puedo generar una mascara booleana con una condicion\n","a>8"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ True, False, False],\n"," [False, True, False]])"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4DSCmL2Ewhr-","executionInfo":{"status":"ok","timestamp":1692332357187,"user_tz":180,"elapsed":3,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"228893ec-e640-43c5-f3f3-0d8fc5137b5e"},"source":["# puedo usar esa mascara para seleccionar elementos!\n","a[a>8]"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([100, 10])"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8nDxZj_W5XTG","executionInfo":{"status":"ok","timestamp":1692332361074,"user_tz":180,"elapsed":353,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"ed4e8073-fbc0-4494-a153-7eaec2c36dd8"},"source":["n_samples, n_features = 10, 3\n","a = np.zeros((n_samples, n_features))\n","# similares: np.ones, np.empty y np.full\n","a"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.],\n"," [0., 0., 0.]])"]},"metadata":{},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"XxsAzpMV7uNA"},"source":["# Ejercicio\n","En la siguiente celda hay un numpy array de notas, donde cada fila corresponde a un alumno, y cada columna a una prueba escrita realizada durante el año:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nD0VcMpF57Fr","executionInfo":{"status":"ok","timestamp":1692332365077,"user_tz":180,"elapsed":388,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"7387785c-bf9c-4c97-f52d-c71c0ed43f48"},"source":["import numpy as np\n","\n","alumnos = ['Juan', 'Pedro', 'Diego', 'Ana', 'Clara', 'Julieta', 'Emiliano']\n","pruebas = ['Tema A', 'Tema B', 'Tema C', 'Tema D', 'Tema E']\n","\n","notas = np.array([\n"," [10, 9,10,12, 4],\n"," [ 7, 6, 4, 5, 3],\n"," [10, 9,10, 7, 1],\n"," [ 1, 9, 8, 6, 2],\n"," [11,12,10,11, 2],\n"," [ 6, 7, 5, 2, 4],\n"," [ 6, 7,12, 5, 1]\n","])\n","\n","n_alumnos, n_pruebas = notas.shape\n","print(f'Hay {n_alumnos} alumnos (filas) con {n_pruebas} pruebas (columnas) cada uno')"],"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["Hay 7 alumnos (filas) con 5 pruebas (columnas) cada uno\n"]}]},{"cell_type":"markdown","metadata":{"id":"HpKUaBuB-nSA"},"source":["Preguntas:\n","\n","\n","1. Cuál fue la nota más baja, y cual la más alta?\n","2. Cuál fue la prueba \"más fácil\" (aquella en que se otorgaron más puntos) y cual fue la \"más difícil\" (aquella en que se otorgaron mas puntos)\n","3. Cuál es el alumno con mejores notas y cual el de las peores\n","4. Para la prueba mas dificil, vamos a beneficiar a nuestros alumnos sumandole 1 punto a todos en esa prueba\n","6. Graficar la evolución de las notas en el tiempo para cada alumno y en promedio.\n","5. Finalmente, para cada alumno vamos a calcular su nota del curso como un promedio de las notas de sus pruebas.\n"]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# Esta celda esta para que contesten las preguntas.\n","# Pueden agregar más si lo necestian\n","#\n","# Cuál fue la nota más baja, y cual la más alta?\n","# Rellenar aqui\n","nota_mas_alta =\n","nota_mas_baja =\n","#\n","print(f'La nota más alta fue {nota_mas_alta} y la más baja {nota_mas_baja}')\n","\n","# Cuál fue la prueba \"más fácil\" (aquella en que se otorgaron más puntos)\n","# y cual fue la \"más difícil\" (aquella en que se otorgaron menos puntos)\n","# rellenar aqui; puede que tome varias lineas\n","\n","\n","\n","prueba_mas_facil_nombre =\n","prueba_mas_facil_puntos =\n","prueba_mas_dificil_nombre =\n","prueba_mas_dificil_puntos =\n","\n","print(f'La prueba más facil fue {prueba_mas_facil_nombre} ({prueba_mas_facil_puntos} puntos)')\n","print(f'La prueba más difícil fue {prueba_mas_dificil_nombre} ({prueba_mas_dificil_puntos} puntos)')\n","\n","\n","# Cuál es el alumno con mejores notas y cual el de las peores,\n","# tomando en cuenta la suma de todas sus notas\n","# rellenar aqui; puede que tome varias lineas\n","\n","\n","mejores_notas_alumno =\n","mejores_notas_nota =\n","peores_notas_alumno =\n","peores_notas_nota =\n","\n","print(f'Las mejores notas las obtuvo {mejores_notas_alumno} ({mejores_notas_nota} puntos)')\n","print(f'Las más bajas las obtuvo {peores_notas_alumno} ({peores_notas_nota} puntos)')\n","\n","# Para la prueba más difícil, vamos a beneficiar a nuestros alumnos sumandole 1 punto a todos en esa prueba\n","# sobreescribir los valores en la matriz de notas propiamente\n","# rellenar aqui\n","notas\n","\n","# Graficar la evolución de las notas en el tiempo para cada alumno y en promedio.\n","# rellenar aqui\n","\n","\n","# Finalmente, para cada alumno vamos a calcular su nota del curso como un promedio de las notas de sus pruebas.\n","# rellenar aqui\n","notas_finales =\n","\n","print('Las notas finales son:')\n","for idx, alm in enumerate(alumnos):\n"," print(f'{alm}, {notas_finales[idx]:.2f}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":684},"id":"KAvEJoIo6cGh","executionInfo":{"status":"ok","timestamp":1692334137579,"user_tz":180,"elapsed":1125,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"38c1e74e-1846-4e35-c074-8568d088ccaf"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["La nota más alta fue 14 y la más baja 1\n","La prueba más facil fue Tema E (17 puntos)\n","La prueba más difícil fue Tema B (73 puntos)\n","Las mejores notas las obtuvo Clara (48 puntos)\n","Las más bajas las obtuvo Julieta (26 puntos)\n","Las notas finales son:\n","Juan, 9.60\n","Pedro, 5.60\n","Diego, 8.00\n","Ana, 5.80\n","Clara, 9.80\n","Julieta, 5.40\n","Emiliano, 6.80\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Solución"],"metadata":{"id":"3KVu-vau-Hmu"}},{"cell_type":"code","metadata":{"id":"K9WEYZoh3wQt","colab":{"base_uri":"https://localhost:8080/","height":684},"executionInfo":{"status":"ok","timestamp":1692334043386,"user_tz":180,"elapsed":1117,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"d83470c3-4d1e-4042-d95c-2eb474b442a8"},"source":["import matplotlib.pyplot as plt\n","\n","# Esta celda esta para que contesten las preguntas.\n","# Pueden agregar más si lo necestian\n","#\n","# Cuál fue la nota más baja, y cual la más alta?\n","# Rellenar aqui\n","nota_mas_alta = np.max(notas) # calculamos el maximo de todas las notas\n","nota_mas_baja = np.min(notas) # calculamos el minimo de todas las notas\n","#\n","print(f'La nota más alta fue {nota_mas_alta} y la más baja {nota_mas_baja}')\n","\n","# Cuál fue la prueba \"más fácil\" (aquella en que se otorgaron más puntos)\n","# y cual fue la \"más difícil\" (aquella en que se otorgaron menos puntos)\n","# rellenar aqui\n","\n","notas_por_pruebas = notas.sum(axis=0)\n","assert len(notas_por_pruebas) == len(pruebas)\n","idx_hardest = np.argmax(notas_por_pruebas)\n","idx_easyest = np.argmin(notas_por_pruebas)\n","\n","prueba_mas_facil_nombre = pruebas[idx_easyest]\n","prueba_mas_facil_puntos = notas_por_pruebas[idx_easyest]\n","prueba_mas_dificil_nombre = pruebas[idx_hardest]\n","prueba_mas_dificil_puntos = notas_por_pruebas[idx_hardest]\n","\n","print(f'La prueba más facil fue {prueba_mas_facil_nombre} ({prueba_mas_facil_puntos} puntos)')\n","print(f'La prueba más difícil fue {prueba_mas_dificil_nombre} ({prueba_mas_dificil_puntos} puntos)')\n","\n","\n","# Cuál es el alumno con mejores notas y cual el de las peores,\n","# tomando en cuenta la suma de todas sus notas\n","# rellenar aqui\n","\n","notas_por_alumnos = notas.sum(axis=1)\n","assert len(notas_por_alumnos) == len(alumnos)\n","idx_best = np.argmax(notas_por_alumnos)\n","idx_worst = np.argmin(notas_por_alumnos)\n","\n","mejores_notas_alumno = alumnos[idx_best]\n","mejores_notas_nota = notas_por_alumnos[idx_best]\n","peores_notas_alumno = alumnos[idx_worst]\n","peores_notas_nota = notas_por_alumnos[idx_worst]\n","\n","print(f'Las mejores notas las obtuvo {mejores_notas_alumno} ({mejores_notas_nota} puntos)')\n","print(f'Las más bajas las obtuvo {peores_notas_alumno} ({peores_notas_nota} puntos)')\n","\n","# Para la prueba más difícil, vamos a beneficiar a nuestros alumnos sumandole 1 punto a todos en esa prueba\n","# sobreescribir los valores en la matriz de notas propiamente\n","# rellenar aqui\n","notas[:, idx_hardest] = notas[:, idx_hardest] + 1\n","\n","# Graficar la evolución de las notas en el tiempo para cada alumno y en promedio.\n","# rellenar aqui\n","plt.title('Evolucion en el tiempo de las notas')\n","for idx, alm in enumerate(alumnos):\n"," plt.plot(notas[idx], label=alm)\n","plt.legend()\n","plt.xticks(range(len(pruebas)), pruebas)\n","\n","\n","# Finalmente, para cada alumno vamos a calcular su nota del curso como un promedio de las notas de sus pruebas.\n","# rellenar aqui\n","\n","notas_finales = np.mean(notas, axis=1)\n","\n","print('Las notas finales son:')\n","for idx, alm in enumerate(alumnos):\n"," print(f'{alm}, {notas_finales[idx]:.2f}')\n"],"execution_count":44,"outputs":[{"output_type":"stream","name":"stdout","text":["La nota más alta fue 13 y la más baja 1\n","La prueba más facil fue Tema E (17 puntos)\n","La prueba más difícil fue Tema B (66 puntos)\n","Las mejores notas las obtuvo Clara (47 puntos)\n","Las más bajas las obtuvo Julieta (25 puntos)\n","Las notas finales son:\n","Juan, 9.40\n","Pedro, 5.40\n","Diego, 7.80\n","Ana, 5.60\n","Clara, 9.60\n","Julieta, 5.20\n","Emiliano, 6.60\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"qmko7k3hFH_-","executionInfo":{"status":"ok","timestamp":1692332464399,"user_tz":180,"elapsed":7,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"f7899eb6-f87f-4376-c789-20d0af869e69"},"source":["import numpy as np\n","import matplotlib.pylab as plt\n","\n","x = np.array([1,3,6])\n","y = 2 * x + 1\n","\n","plt.plot(x, y, label='2x+1') # Graficamos x, y\n","\n","plt.legend() # Mostramos las etiquetas\n","plt.title('Mi gráfica') # Agregamos el titulo\n","plt.xlabel('X') # Ponemos nombre al eje x\n","plt.ylabel('y') # Ponemos nombre al eje y\n","plt.show() # Mostramos el grafico construido hasta ahora"],"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Tg6NTIyG1oQc","executionInfo":{"status":"ok","timestamp":1692332547275,"user_tz":180,"elapsed":2538,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"c90e1802-f0dc-4bb3-ae7f-6aef64537bcc"},"source":["# Ejemplo de dataset\n","from sklearn.datasets import fetch_california_housing\n","data = fetch_california_housing()\n","\n","print(data.DESCR)"],"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":[".. _california_housing_dataset:\n","\n","California Housing dataset\n","--------------------------\n","\n","**Data Set Characteristics:**\n","\n"," :Number of Instances: 20640\n","\n"," :Number of Attributes: 8 numeric, predictive attributes and the target\n","\n"," :Attribute Information:\n"," - MedInc median income in block group\n"," - HouseAge median house age in block group\n"," - AveRooms average number of rooms per household\n"," - AveBedrms average number of bedrooms per household\n"," - Population block group population\n"," - AveOccup average number of household members\n"," - Latitude block group latitude\n"," - Longitude block group longitude\n","\n"," :Missing Attribute Values: None\n","\n","This dataset was obtained from the StatLib repository.\n","https://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.html\n","\n","The target variable is the median house value for California districts,\n","expressed in hundreds of thousands of dollars ($100,000).\n","\n","This dataset was derived from the 1990 U.S. census, using one row per census\n","block group. A block group is the smallest geographical unit for which the U.S.\n","Census Bureau publishes sample data (a block group typically has a population\n","of 600 to 3,000 people).\n","\n","A household is a group of people residing within a home. Since the average\n","number of rooms and bedrooms in this dataset are provided per household, these\n","columns may take surprisingly large values for block groups with few households\n","and many empty houses, such as vacation resorts.\n","\n","It can be downloaded/loaded using the\n",":func:`sklearn.datasets.fetch_california_housing` function.\n","\n",".. topic:: References\n","\n"," - Pace, R. Kelley and Ronald Barry, Sparse Spatial Autoregressions,\n"," Statistics and Probability Letters, 33 (1997) 291-297\n","\n"]}]},{"cell_type":"code","metadata":{"id":"1XYt7ftnuYsd","executionInfo":{"status":"ok","timestamp":1692332578611,"user_tz":180,"elapsed":447,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}}},"source":["from sklearn.datasets import load_digits\n","from sklearn.model_selection import train_test_split\n","from sklearn.neighbors import KNeighborsClassifier\n","\n","X, y = load_digits(return_X_y=True)\n","\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","\n","# Instanciamos en clasificador con los parametros que queremos\n","clf = KNeighborsClassifier(n_neighbors=3)\n","\n","# Lo entrenamos\n","clf.fit(X_train, y_train)\n","\n","# Lo usamos para predecir\n","y_pred = clf.predict(X_test)\n"],"execution_count":24,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lPL9Nsj1FXCa","executionInfo":{"status":"ok","timestamp":1692332585822,"user_tz":180,"elapsed":309,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"dd4ebf74-ef9c-4844-e520-ad8226780e50"},"source":["from sklearn.datasets import load_digits\n","from sklearn.feature_selection import SelectKBest, chi2\n","\n","X, y = load_digits(return_X_y=True)\n","print(X.shape)\n","\n","selector = SelectKBest(chi2, k=20).fit(X, y)\n","\n","X_new = selector.transform(X)\n","print(X_new.shape)"],"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["(1797, 64)\n","(1797, 20)\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HZUi7KnfpSXT","executionInfo":{"status":"ok","timestamp":1692332588333,"user_tz":180,"elapsed":301,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"f4399083-7540-4f37-99f7-46097d482bd4"},"source":["from sklearn.datasets import make_friedman1\n","from sklearn.feature_selection import RFE\n","from sklearn.svm import SVR\n","\n","X, y = make_friedman1(n_samples=50, n_features=10, random_state=0)\n","\n","print(X.shape)\n","\n","estimator = SVR(kernel=\"linear\")\n","\n","selector = RFE(estimator, n_features_to_select=5, step=1)\n","selector = selector.fit(X, y)\n","\n","X_new = selector.transform(X)\n","print(X_new.shape)"],"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["(50, 10)\n","(50, 5)\n"]}]},{"cell_type":"markdown","metadata":{"id":"IYxoL9DHzaM5"},"source":["En las siguientes celdas vamos a visualizar el dataset [Iris](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html) mostrando sus atributos y como se relacionan entre si, y con su clase.\n","\n","Luego, vamos a aplicar PCA a sus atributos para poder mostrarlos en dos dimensiones."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"A_uC6WiYw4QE","executionInfo":{"status":"ok","timestamp":1692332615570,"user_tz":180,"elapsed":6445,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"d66a9ef7-ad3a-4f58-8d78-8fff8abfb62a"},"source":["import numpy as np\n","from sklearn.datasets import load_iris\n","import matplotlib.pyplot as plt\n","\n","\n","X, y = load_iris(return_X_y=True)\n","\n","features_names = ['sepal length (cm)', 'sepal width (cm)',\n"," 'petal length (cm)', 'petal width (cm)']\n","target_names = ['setosa', 'versicolor', 'virginica']\n","\n","cdict = {0: 'green', 1: 'red', 2: 'blue'}\n","plt.figure(figsize=(18,18))\n","\n","for idx, feat_y in enumerate(features_names):\n"," for jdx, feat_x in enumerate(features_names):\n","\n"," plt.subplot(4,4,idx * 4 + jdx+1)\n"," if idx == jdx:\n"," for cdx, cls in enumerate(target_names):\n"," plt.hist(X[y==cdx,idx], label=cls, alpha=.7, color=cdict[cdx])\n"," else:\n"," for cdx, cls in enumerate(target_names):\n"," plt.scatter(X[y==cdx,idx], X[y==cdx,jdx], label=cls, alpha=.7, color=cdict[cdx])\n","\n"," plt.legend()\n"," plt.xlabel(feat_x)\n"," plt.ylabel(feat_y)\n"],"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":718},"id":"FuuaaCIfvSBB","executionInfo":{"status":"ok","timestamp":1692332620253,"user_tz":180,"elapsed":861,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"e8e81745-877e-41c1-8ccf-8e79517d20f4"},"source":["import matplotlib.pyplot as plt\n","from sklearn.datasets import load_iris\n","from sklearn.decomposition import PCA\n","\n","X, y = load_iris(return_X_y=True)\n","\n","pca = PCA(n_components=2)\n","pca.fit(X)\n","X2 = pca.transform(X)\n","\n","\n","plt.figure(figsize=(12,8))\n","for cdx, cls in enumerate(target_names):\n"," plt.scatter(X2[y==cdx,0], X2[y==cdx,1], label=cls, alpha=.7, color=cdict[cdx])\n","\n","plt.legend()\n","plt.xlabel('1st component')\n","plt.ylabel('2nd component')\n","plt.title('PCA - two principal components');"],"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7d3BufB3JiKP","executionInfo":{"status":"ok","timestamp":1692332622364,"user_tz":180,"elapsed":4,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"faf5bb36-24b9-466a-f3ba-d7bbba062df2"},"source":["pca.explained_variance_ratio_"],"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.92461872, 0.05306648])"]},"metadata":{},"execution_count":29}]},{"cell_type":"markdown","metadata":{"id":"GmQODluX0fiL"},"source":["Ejercicio: clasificar los ejemplos del Iris dataset, con una accuracy mayor al 90%. Pueden seguir todos los pasos previos que consideren necesarios.\n","\n","_Nota: el problema en si es una excusa para que se empapen con las herramientas._"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DPbh8xGj0FnF","executionInfo":{"status":"ok","timestamp":1692332627747,"user_tz":180,"elapsed":329,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"e55e472c-fa84-483c-a8b9-6645aaafb1ee"},"source":["from sklearn.model_selection import train_test_split\n","\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","# Aqui deberia ir su codigo. Pueden usar funciones auxiliares\n","# o agregar mas celdas si lo necesitan\n","\n","\n","# la variable y_pred debe contener las predicciones para\n","# que se ejecuten las lineas de evaluacion\n","\n","y_pred = np.zeros_like(y_test) # modificar esta linea\n","\n","from sklearn.metrics import classification_report\n","print(classification_report(y_test, y_pred))"],"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," 0 0.36 1.00 0.52 16\n"," 1 0.00 0.00 0.00 18\n"," 2 0.00 0.00 0.00 11\n","\n"," accuracy 0.36 45\n"," macro avg 0.12 0.33 0.17 45\n","weighted avg 0.13 0.36 0.19 45\n","\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n"]}]},{"cell_type":"markdown","metadata":{"id":"Xr66j3MS4jOq"},"source":["Las siguientes celdas tienen un ejemplo de regresion. Sus parametros no fueron elegidos de forma optima, solamente lo hicimos para generar las visualizaciones de error usadas en clase. Con esto se llega a un MAE de 0.06.\n","\n","Ejercicio: dar una solucion al problema de regresion que obtenga un MAE menor"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wnKwz8RvqVgv","executionInfo":{"status":"ok","timestamp":1692332711598,"user_tz":180,"elapsed":303,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"08ea97e1-0ef9-4369-f429-2e24a8497208"},"source":["from sklearn.datasets import fetch_california_housing\n","\n","X, y = fetch_california_housing(return_X_y=True)\n","\n","X.dtype"],"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["dtype('float64')"]},"metadata":{},"execution_count":33}]},{"cell_type":"code","metadata":{"id":"Iv2JpXUoVBxB","executionInfo":{"status":"ok","timestamp":1692332724535,"user_tz":180,"elapsed":421,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}}},"source":["from sklearn.model_selection import train_test_split\n","train_test_split?"],"execution_count":34,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"n1XcTodj9Up3","executionInfo":{"status":"ok","timestamp":1692332768012,"user_tz":180,"elapsed":1076,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"8ccebb69-bc12-4bc8-9ab7-b11486ea3400"},"source":["from sklearn.preprocessing import StandardScaler\n","from sklearn.neighbors import KNeighborsRegressor\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import mean_absolute_error\n","\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","# El siguiente codigo es de ejemplo. Pueden modificarlo\n","# para obtener un MAE menor.\n","# Si necesitan, pueden agregar mas celdas.\n","nrm = StandardScaler()\n","reg = KNeighborsRegressor()\n","\n","XX_train = nrm.fit_transform(X_train, y_train)\n","XX_test = nrm.transform(X_test)\n","\n","reg.fit(XX_train, y_train)\n","\n","y_pred = reg.predict(XX_test)\n","\n","mean_absolute_error(y_test, y_pred)"],"execution_count":36,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.4413406107881137"]},"metadata":{},"execution_count":36}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":490},"id":"vEDkGSaT_C-S","executionInfo":{"status":"ok","timestamp":1692332776792,"user_tz":180,"elapsed":1082,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"69fa0e46-8a55-4a15-e811-16da0c4ae555"},"source":["import matplotlib.pylab as plt\n","\n","plt.scatter(y_test, y_pred, marker='x')\n","plt.title('Regression')\n","plt.ylabel('Real')\n","plt.xlabel('Predicted')\n","plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], color='r', label='Perfect fit')\n","plt.legend()"],"execution_count":37,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":37},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":490},"id":"1wV5VMrN_Iot","executionInfo":{"status":"ok","timestamp":1692332786670,"user_tz":180,"elapsed":767,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"f793ad81-efaa-48c7-9497-8b33b3d6016d"},"source":["plt.hist(y_test-y_pred)\n","plt.title('Histograma del error')\n","plt.xlabel('y_true - y_pred')"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 0, 'y_true - y_pred')"]},"metadata":{},"execution_count":38},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"2EshxrII5NAG"},"source":["# Grid search\n","El siguiente ejemplo muestra como ejecutar una grid search en sklearn:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mN0nsbcsLcq6","executionInfo":{"status":"ok","timestamp":1692332852255,"user_tz":180,"elapsed":294,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"ee4516c3-cfee-4409-c4ab-70707d2bfa59"},"source":["from sklearn.datasets import load_iris\n","from sklearn.metrics import classification_report\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.model_selection import GridSearchCV, train_test_split\n","\n","X, y = load_iris(return_X_y=True)\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","parameters = {'n_neighbors': [10,15,20,25], # valores a probar para el parametro n_neighbors\n"," 'weights': ['uniform', 'distance']} # valores a probar para el parametro weights\n","\n","knn = KNeighborsClassifier()\n","\n","clf = GridSearchCV(knn, parameters, cv=10, scoring='accuracy')\n","clf.fit(X_train, y_train)\n","\n","print(f'Best parameters found: {clf.best_params_}\\n')\n","\n","\n","y_pred = clf.predict(X_test)\n","print(classification_report(y_test, y_pred))"],"execution_count":39,"outputs":[{"output_type":"stream","name":"stdout","text":["Best parameters found: {'n_neighbors': 10, 'weights': 'uniform'}\n","\n"," precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 16\n"," 1 1.00 0.94 0.97 18\n"," 2 0.92 1.00 0.96 11\n","\n"," accuracy 0.98 45\n"," macro avg 0.97 0.98 0.98 45\n","weighted avg 0.98 0.98 0.98 45\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"J5jp-2Sh5nV0"},"source":["# Random search\n","El siguiente ejemplo muestra como ejecutar una random search en sklearn:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vFs-G6NGIVeU","executionInfo":{"status":"ok","timestamp":1692332899455,"user_tz":180,"elapsed":769,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"b8263e03-08bc-4fcb-e2a4-48e01766fc8e"},"source":["from sklearn.datasets import load_iris\n","from sklearn.metrics import classification_report\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.model_selection import RandomizedSearchCV, train_test_split\n","\n","X, y = load_iris(return_X_y=True)\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","parameters = {'n_neighbors': [10,12,14,16,18,20,22,24,26,28,30],\n"," 'weights': ['uniform', 'distance']}\n","\n","knn = KNeighborsClassifier()\n","\n","clf = RandomizedSearchCV(knn, parameters, cv=10, scoring='accuracy',\n"," random_state=0, n_iter=15)\n","clf.fit(X_train, y_train)\n","\n","print(f'Best parameters found: {clf.best_params_}\\n')\n","\n","y_pred = clf.predict(X_test)\n","print(classification_report(y_test, y_pred))"],"execution_count":40,"outputs":[{"output_type":"stream","name":"stdout","text":["Best parameters found: {'weights': 'distance', 'n_neighbors': 22}\n","\n"," precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 16\n"," 1 1.00 0.94 0.97 18\n"," 2 0.92 1.00 0.96 11\n","\n"," accuracy 0.98 45\n"," macro avg 0.97 0.98 0.98 45\n","weighted avg 0.98 0.98 0.98 45\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"koBAEFkJ54_i"},"source":["# Pipe completo, manual\n","Las siguientes celdas contienen el código que usamos en las diapositivas de clase, sobre como es el pipe habitual de trabajo que vimos hasta ahora, donde cada paso se ejecuta manualmente (escalado y seleccion de atributos, entrenamiento)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-F_YkUKLECbH","executionInfo":{"status":"ok","timestamp":1692332926300,"user_tz":180,"elapsed":271,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"4b4940f0-f6f7-435d-f54e-1942e94dd096"},"source":["from sklearn.datasets import load_digits\n","from sklearn.metrics import classification_report\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import MinMaxScaler\n","from sklearn.feature_selection import SelectKBest, chi2\n","\n","# load and split dataset\n","X, y = load_digits(return_X_y=True)\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n","\n","# 1) scale the atributes to range (0,1)\n","scaler = MinMaxScaler()\n","scaler.fit(X_train, y_train)\n","\n","X_train_scaled = scaler.transform(X_train)\n","\n","# 2) select the best 100 atributes\n","selector = SelectKBest(chi2, k=20)\n","selector.fit(X_train_scaled, y_train)\n","\n","X_train_scaled_selected = selector.transform(X_train_scaled)\n","\n","# 3) fit the classifier with scaled-selected attributes\n","knn = KNeighborsClassifier(n_neighbors=10, weights='distance')\n","\n","knn.fit(X_train_scaled_selected, y_train)\n","\n","# 3) evaluate the classifier with training dataset\n","y_pred = knn.predict(X_train_scaled_selected)\n","print(classification_report(y_train, y_pred))"],"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 133\n"," 1 1.00 1.00 1.00 130\n"," 2 1.00 1.00 1.00 124\n"," 3 1.00 1.00 1.00 129\n"," 4 1.00 1.00 1.00 133\n"," 5 1.00 1.00 1.00 125\n"," 6 1.00 1.00 1.00 121\n"," 7 1.00 1.00 1.00 126\n"," 8 1.00 1.00 1.00 113\n"," 9 1.00 1.00 1.00 123\n","\n"," accuracy 1.00 1257\n"," macro avg 1.00 1.00 1.00 1257\n","weighted avg 1.00 1.00 1.00 1257\n","\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XzP-gHCpAr-j","executionInfo":{"status":"ok","timestamp":1692332935338,"user_tz":180,"elapsed":293,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"44b6e8a7-6bf7-448b-ffd8-50eafa6647b8"},"source":["from sklearn.metrics import classification_report\n","\n","# 1) scale test atributes\n","X_test_scaled = scaler.transform(X_test)\n","\n","# 2) select ony the best atributes\n","X_test_scaled_selected = selector.transform(X_test_scaled)\n","\n","# 3) make the prediction\n","y_pred = knn.predict(X_test_scaled_selected)\n","\n","# 4) evaluate it\n","print(classification_report(y_test, y_pred))"],"execution_count":42,"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 45\n"," 1 0.87 1.00 0.93 52\n"," 2 1.00 0.94 0.97 53\n"," 3 0.96 0.91 0.93 54\n"," 4 0.98 0.98 0.98 48\n"," 5 1.00 0.96 0.98 57\n"," 6 1.00 1.00 1.00 60\n"," 7 0.88 0.96 0.92 53\n"," 8 0.98 0.82 0.89 61\n"," 9 0.93 0.98 0.96 57\n","\n"," accuracy 0.95 540\n"," macro avg 0.96 0.96 0.95 540\n","weighted avg 0.96 0.95 0.95 540\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"k1uYWKdq6fs4"},"source":["# Pipelines!\n","\n","El siguiente ejemplo muestra como implementar un pipelines utilizando sklearn"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Gpub8M2I9Nl1","executionInfo":{"status":"ok","timestamp":1692332947552,"user_tz":180,"elapsed":5,"user":{"displayName":"Rodrigo Laguna","userId":"16454622511494825193"}},"outputId":"1060e839-7b24-4977-ed25-2cea50ae6114"},"source":["from sklearn.pipeline import Pipeline\n","from sklearn.preprocessing import MinMaxScaler\n","from sklearn.feature_selection import SelectKBest, chi2\n","\n","pipe = Pipeline([\n"," ('scaler', MinMaxScaler()),\n"," ('selector', SelectKBest(chi2, k=20)),\n"," ('knn', KNeighborsClassifier(n_neighbors=10, weights='distance'))\n"," ])\n","\n","print(X.shape)\n","pipe.fit(X_train, y_train)\n","\n","y_pred = pipe.predict(X_test)\n","\n","print(classification_report(y_test, y_pred))"],"execution_count":43,"outputs":[{"output_type":"stream","name":"stdout","text":["(1797, 64)\n"," precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 45\n"," 1 0.87 1.00 0.93 52\n"," 2 1.00 0.94 0.97 53\n"," 3 0.96 0.91 0.93 54\n"," 4 0.98 0.98 0.98 48\n"," 5 1.00 0.96 0.98 57\n"," 6 1.00 1.00 1.00 60\n"," 7 0.88 0.96 0.92 53\n"," 8 0.98 0.82 0.89 61\n"," 9 0.93 0.98 0.96 57\n","\n"," accuracy 0.95 540\n"," macro avg 0.96 0.96 0.95 540\n","weighted avg 0.96 0.95 0.95 540\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"DGK6Unip6qvm"},"source":["# Pipeline + parameter search\n","El siguiente ejemplo muestra como realizar la busqueda de hiperparámetros en un pipeline:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HMM3MHNyMYo5","executionInfo":{"status":"ok","timestamp":1629200023976,"user_tz":180,"elapsed":32834,"user":{"displayName":"rodrigo laguna","photoUrl":"","userId":"16454622511494825193"}},"outputId":"8563285e-3ab6-4600-b596-c796bf633f77"},"source":["from sklearn.model_selection import RandomizedSearchCV\n","\n","pipe = Pipeline([\n"," ('scaler', MinMaxScaler()),\n"," ('selector', SelectKBest(chi2, k=2)),\n"," ('pca', PCA(n_components=4)),\n"," ('knn', KNeighborsClassifier(n_neighbors=10, weights='distance'))\n"," ])\n","\n","parameters = {'scaler': [MinMaxScaler(min=0), MinMaxScaler(min=5),\n"," None, StandardScaler()],\n"," #'scaler__min': [0,5],\n"," 'selector__k': [10,20,30,40,'all'],\n"," 'pca__n_components': [0.8, 0.9, 0.95],\n"," 'knn__n_neighbors': [10,12,14,16,18,20,22,24,26,28,30],\n"," 'knn__weights': ['uniform', 'distance']}\n","\n","clf = RandomizedSearchCV(pipe, parameters, cv=10, scoring='accuracy',\n"," random_state=0, n_iter=100)\n","clf.fit(X_train, y_train)\n","\n","y_pred = clf.predict(X_test)\n","print(classification_report(y_test, y_pred))\n","clf.best_params_"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 45\n"," 1 0.96 1.00 0.98 52\n"," 2 0.98 0.98 0.98 53\n"," 3 0.96 0.98 0.97 54\n"," 4 1.00 0.98 0.99 48\n"," 5 0.98 0.96 0.97 57\n"," 6 0.98 1.00 0.99 60\n"," 7 0.95 1.00 0.97 53\n"," 8 1.00 0.92 0.96 61\n"," 9 0.98 0.98 0.98 57\n","\n"," accuracy 0.98 540\n"," macro avg 0.98 0.98 0.98 540\n","weighted avg 0.98 0.98 0.98 540\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["{'knn__n_neighbors': 10,\n"," 'knn__weights': 'distance',\n"," 'pca__n_components': 0.9,\n"," 'scaler': None,\n"," 'selector__k': 'all'}"]},"metadata":{"tags":[]},"execution_count":41}]}]}