{"cells":[{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\n#para montar en drive\nfrom google.colab import drive\nimport os\ndrive.mount('/content/gdrive')\n# Establecer ruta de acceso en drive\nimport os\nprint(os.getcwd())\nos.chdir(\"/content/gdrive/My Drive\")\n! pip install pingouin\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport statsmodels.api as sm\nfrom statsmodels.formula.api import ols\nimport statsmodels\nfrom scipy import stats\nfrom pingouin import pairwise_ttests #this is for performing the pairwise tests","metadata":{"id":"u_Tu7qpf7dVA","colab":{"height":1000,"base_uri":"https://localhost:8080/"},"cell_id":"47b625fe0f5d4b1990e908fb5b04a04c","outputId":"98b7d4ac-ba03-4aaf-a8dc-0767e5676b7e","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":23675,"user_tz":300,"timestamp":1641766139572},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n/content/gdrive/My Drive\nCollecting pingouin\n Downloading pingouin-0.5.0.tar.gz (182 kB)\n\u001b[K |████████████████████████████████| 182 kB 5.0 MB/s \n\u001b[?25hRequirement already satisfied: numpy>=1.19 in /usr/local/lib/python3.7/dist-packages (from pingouin) (1.19.5)\nCollecting scipy>=1.7\n Downloading scipy-1.7.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (38.1 MB)\n\u001b[K |████████████████████████████████| 38.1 MB 1.3 MB/s \n\u001b[?25hRequirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.7/dist-packages (from pingouin) (1.1.5)\nRequirement already satisfied: matplotlib>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from pingouin) (3.2.2)\nRequirement already satisfied: seaborn>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from pingouin) (0.11.2)\nCollecting statsmodels>=0.12.0\n Downloading statsmodels-0.13.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.8 MB)\n\u001b[K |████████████████████████████████| 9.8 MB 52.1 MB/s \n\u001b[?25hRequirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from pingouin) (1.0.1)\nCollecting pandas_flavor>=0.2.0\n Downloading pandas_flavor-0.2.0-py2.py3-none-any.whl (6.6 kB)\nCollecting outdated\n Downloading outdated-0.2.1-py3-none-any.whl (7.5 kB)\nRequirement already satisfied: tabulate in /usr/local/lib/python3.7/dist-packages (from pingouin) (0.8.9)\nRequirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->pingouin) (0.11.0)\nRequirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->pingouin) (1.3.2)\nRequirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->pingouin) (3.0.6)\nRequirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->pingouin) (2.8.2)\nRequirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->pingouin) (2018.9)\nRequirement already satisfied: xarray in /usr/local/lib/python3.7/dist-packages (from pandas_flavor>=0.2.0->pingouin) (0.18.2)\nRequirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib>=3.0.2->pingouin) (1.15.0)\nRequirement already satisfied: patsy>=0.5.2 in /usr/local/lib/python3.7/dist-packages (from statsmodels>=0.12.0->pingouin) (0.5.2)\nRequirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from outdated->pingouin) (2.23.0)\nCollecting littleutils\n Downloading littleutils-0.2.2.tar.gz (6.6 kB)\nRequirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->outdated->pingouin) (2.10)\nRequirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->outdated->pingouin) (2021.10.8)\nRequirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->outdated->pingouin) (1.24.3)\nRequirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->outdated->pingouin) (3.0.4)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->pingouin) (3.0.0)\nRequirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->pingouin) (1.1.0)\nRequirement already satisfied: setuptools>=40.4 in /usr/local/lib/python3.7/dist-packages (from xarray->pandas_flavor>=0.2.0->pingouin) (57.4.0)\nBuilding wheels for collected packages: pingouin, littleutils\n Building wheel for pingouin (setup.py) ... \u001b[?25l\u001b[?25hdone\n Created wheel for pingouin: filename=pingouin-0.5.0-py3-none-any.whl size=193661 sha256=99bb9c6a8bb499301b95444bad2d105f67533ab0b0f555fd1bcdf81af435abb2\n Stored in directory: /root/.cache/pip/wheels/14/46/f9/cedd81d68d2515c24bbbd000d5b347e4fe092ccc4b568f7f70\n Building wheel for littleutils (setup.py) ... \u001b[?25l\u001b[?25hdone\n Created wheel for littleutils: filename=littleutils-0.2.2-py3-none-any.whl size=7048 sha256=18d385ac1c4f3103b43d705ab7e4fb3b193f10562bd786308b860f3dcfcdd14f\n Stored in directory: /root/.cache/pip/wheels/d6/64/cd/32819b511a488e4993f2fab909a95330289c3f4e0f6ef4676d\nSuccessfully built pingouin littleutils\nInstalling collected packages: scipy, littleutils, statsmodels, pandas-flavor, outdated, pingouin\n Attempting uninstall: scipy\n Found existing installation: scipy 1.4.1\n Uninstalling scipy-1.4.1:\n Successfully uninstalled scipy-1.4.1\n Attempting uninstall: statsmodels\n Found existing installation: statsmodels 0.10.2\n Uninstalling statsmodels-0.10.2:\n Successfully uninstalled statsmodels-0.10.2\n\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\nalbumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\nSuccessfully installed littleutils-0.2.2 outdated-0.2.1 pandas-flavor-0.2.0 pingouin-0.5.0 scipy-1.7.3 statsmodels-0.13.1\n"},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["scipy","statsmodels"]}}},"metadata":{}}],"execution_count":2},{"cell_type":"markdown","source":"# Inferencia estadistica ejemplo","metadata":{"id":"AQYYk0qZ3DCF","cell_id":"9ff27bdae04a4b568265ba9f5858b4a9","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"bank = pd.read_csv(\"bank-full.csv\")\nprint(bank.shape)\nbank.head()","metadata":{"id":"OkiHw7Yg3K6l","colab":{"height":224,"base_uri":"https://localhost:8080/"},"cell_id":"379be5eb10ff49458ff9ff9d219ef609","outputId":"40d75a14-8c5e-40be-eb23-9e3111119c0b","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":981,"user_tz":300,"timestamp":1641766146230},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"(45211, 17)\n"},{"output_type":"execute_result","data":{"text/html":"\n
\n
\n
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\n \n
\n
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age
\n
job
\n
marital
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education
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default
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balance
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housing
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loan
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month
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pdays
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\n \n \n
\n
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\n
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\n
tertiary
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\n
2143
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unknown
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5
\n
may
\n
261
\n
1
\n
-1
\n
0
\n
unknown
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no
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\n
\n
1
\n
44
\n
technician
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single
\n
secondary
\n
no
\n
29
\n
yes
\n
no
\n
unknown
\n
5
\n
may
\n
151
\n
1
\n
-1
\n
0
\n
unknown
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no
\n
\n
\n
2
\n
33
\n
entrepreneur
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married
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secondary
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2
\n
yes
\n
yes
\n
unknown
\n
5
\n
may
\n
76
\n
1
\n
-1
\n
0
\n
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no
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\n
\n
3
\n
47
\n
blue-collar
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married
\n
unknown
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no
\n
1506
\n
yes
\n
no
\n
unknown
\n
5
\n
may
\n
92
\n
1
\n
-1
\n
0
\n
unknown
\n
no
\n
\n
\n
4
\n
33
\n
unknown
\n
single
\n
unknown
\n
no
\n
1
\n
no
\n
no
\n
unknown
\n
5
\n
may
\n
198
\n
1
\n
-1
\n
0
\n
unknown
\n
no
\n
\n \n
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" age job marital education ... pdays previous poutcome y\n0 58 management married tertiary ... -1 0 unknown no\n1 44 technician single secondary ... -1 0 unknown no\n2 33 entrepreneur married secondary ... -1 0 unknown no\n3 47 blue-collar married unknown ... -1 0 unknown no\n4 33 unknown single unknown ... -1 0 unknown no\n\n[5 rows x 17 columns]"},"metadata":{},"execution_count":3}],"execution_count":3},{"cell_type":"markdown","source":"Las características relevantes que usaremos en este caso son:\n\n1. **balance:** saldo bancario; variable clave de interés\n2. **job:** el título del trabajo (\"gerencia\", \"técnico\", etc.)\n3. **marital:** estado civil (\"soltero\", \"casado\" o \"divorciado\")\n4. **education:** diferentes niveles de educación (\"primaria\", \"secundaria\", \"terciaria\", \"desconocida\")\n5. **default:** el cliente predeterminado (\"sí\" o \"no\")\n6. **loan:** el cliente obtuvo un préstamo (\"sí\" o \"no\")","metadata":{"id":"zUmxDvrNPaPH","cell_id":"71550507cebb4ea8b2449cc673a327fd","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"bank.describe()","metadata":{"id":"ahjj75G7PcAl","colab":{"height":300,"base_uri":"https://localhost:8080/"},"cell_id":"9b28a6f18965486bae505b378386fa1d","outputId":"c67e5d7c-078a-48eb-d2b3-b12dca2749c3","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":315,"user_tz":300,"timestamp":1641766165760},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
\n
\n
\n\n
\n \n
\n
\n
age
\n
balance
\n
day
\n
duration
\n
campaign
\n
pdays
\n
previous
\n
\n \n \n
\n
count
\n
45211.000000
\n
45211.000000
\n
45211.000000
\n
45211.000000
\n
45211.000000
\n
45211.000000
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45211.000000
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\n
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mean
\n
40.936210
\n
1362.272058
\n
15.806419
\n
258.163080
\n
2.763841
\n
40.197828
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0.580323
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\n
\n
std
\n
10.618762
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3044.765829
\n
8.322476
\n
257.527812
\n
3.098021
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100.128746
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2.303441
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min
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18.000000
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\n
1.000000
\n
0.000000
\n
1.000000
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-1.000000
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0.000000
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\n
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25%
\n
33.000000
\n
72.000000
\n
8.000000
\n
103.000000
\n
1.000000
\n
-1.000000
\n
0.000000
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\n
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50%
\n
39.000000
\n
448.000000
\n
16.000000
\n
180.000000
\n
2.000000
\n
-1.000000
\n
0.000000
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75%
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48.000000
\n
1428.000000
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21.000000
\n
319.000000
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3.000000
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102127.000000
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31.000000
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4918.000000
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63.000000
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871.000000
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275.000000
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\n \n
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" age balance ... pdays previous\ncount 45211.000000 45211.000000 ... 45211.000000 45211.000000\nmean 40.936210 1362.272058 ... 40.197828 0.580323\nstd 10.618762 3044.765829 ... 100.128746 2.303441\nmin 18.000000 -8019.000000 ... -1.000000 0.000000\n25% 33.000000 72.000000 ... -1.000000 0.000000\n50% 39.000000 448.000000 ... -1.000000 0.000000\n75% 48.000000 1428.000000 ... -1.000000 0.000000\nmax 95.000000 102127.000000 ... 871.000000 275.000000\n\n[8 rows x 7 columns]"},"metadata":{},"execution_count":4}],"execution_count":4},{"cell_type":"markdown","source":"\n\nEl año pasado, el saldo promedio de toda la población de clientes del banco fue de \\\\$1341.12. ¿Cuánto más alto es el saldo promedio de la muestra este año? ¿Es esta diferencia significativa?\n\n**Respuesta.**","metadata":{"id":"ysTrikb4R7XA","cell_id":"54d64b9fa6194b6cbcb28aabf54af725","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"bank['balance'].mean()","metadata":{"id":"VoADpvRfR739","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"c995af3d8bcf438e96dab245c9435c3f","outputId":"1d094223-f444-42d2-e271-dde7dad78366","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":444,"user_tz":300,"timestamp":1641766219939},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"1362.2720576850766"},"metadata":{},"execution_count":5}],"execution_count":5},{"cell_type":"markdown","source":"Esta es una diferencia de \\\\$1362.27 - \\\\$1341.12 = \\\\$22.15. La dirección del banco cree que el comportamiento del consumidor podría haber cambiado ligeramente y que, en promedio, los clientes mantienen más dinero en su cuenta bancaria.\n\nSin embargo, esta diferencia podría deberse a una variación estadística debido a la variabilidad del muestreo. Necesitaríamos realizar una prueba más rigurosa para determinar si esta diferencia es realmente significativa después de tener en cuenta dicha variabilidad.\n\n## Marco analítico para la prueba de hipótesis (20 min)\n\nEl procedimiento que usamos para ayudarnos a decidir si una diferencia entre la media $ \\mu $ de una población y un valor de referencia $\\mu_0$ es **estadísticamente significativa** se llama **prueba de hipótesis**. En nuestro contexto,\n$\\mu$ es el saldo bancario promedio de los clientes este año y $ \\mu_0$ es su saldo bancario promedio el año pasado.\n\nEl primer paso es definir la hipótesis nula (a menudo indicada como $H_0$). Para nosotros, la hipótesis nula **siempre** corresponderá a la hipótesis de no cambio; es decir, el statu quo sigue siendo válido. Formalmente, esto se escribe como: $H_0:\\mu=\\mu_0$.\n\nEn nuestro caso, $H_0$ sería equivalente al plantear la hipótesis de que el saldo promedio para toda la población de clientes $\\mu$ es el mismo que el saldo promedio del año pasado $\\mu_0 =\\$1341.12$. Deseamos probar si $H_0$ es incorrecto; es decir, si $\\mu$ es diferente de $\\mu_0 = \\$ 1341.12$.\n\nAntes de profundizar en el caso, piense en la siguiente pregunta:\n\n### Pregunta: (5 min)\n\nSuponga que usted es Ronald Fisher en la década de 1920 y descubriera la prueba de hipótesis por primera vez. ¿Cómo probaría la veracidad de la hipótesis nula $H_0$?\n\n**Respuesta:** \n\nPodemos usar un enfoque similar al del sistema judicial en todo el mundo: *[Uno se considera inocente hasta que se demuestre lo contrario](https://en.wikipedia.org/wiki/Presumption_of_innocence)*. Aceptaremos la hipótesis nula a menos que encontremos suficiente evidencia en su contra. Nótese que este enfoque, como es el caso del sistema judicial, no es perfecto. Incluso si no encontramos evidencia que vaya en contra de la hipótesis nula, la hipótesis nula puede resultar errónea.\n\n### Hipótesis alternativa (3 min)\n\nIn opposition to the null hypothesis, we define an alternative hypothesis (often indicated with $H_1$ or $H_a$) to challenge the status quo. We can have three different ways to define an alternative hypothesis:\n\n\n1. $H_a: \\mu \\neq \\mu_0$ (two-sided test)\n\n2. $H_a: \\mu > \\mu_0$ (one-sided test)\n\n3. $H_a: \\mu < \\mu_0$ (one-sided test)\n\nLa prueba estadística nos ayudará a decidir si hay suficiente evidencia para rechazar la hipótesis nula a favor de una alternativa.\n\n### Realización de una prueba de hipótesis (3 min)\n\nVolviendo a nuestro caso, supongamos que deseamos realizar una prueba estadística para evaluar la hipótesis de gestión:\n\n$$ H_0: \\mu= 1341.12$$\n$$ H_a: \\mu \\neq 1341.12$$\n\nHay dos resultados posibles para esta prueba: (1)Concluimos que $H_0$ es falso y decimos que **rechazamos $H_0$**. En este caso concluiremos que existe evidencia estadística para la alternativa $H_a$ y que el saldo bancario de los clientes este año es de hecho diferente de 1341,12 USD. O (2) **no rechazamos $H_0$**. En este caso, concluimos que no hay suficiente evidencia estadística para decir con certeza que $H_0$ es falso. **Observe que en el segundo caso no podemos decir que la hipótesis original sea verdadera.** (De hecho, no existe ninguna prueba que le diga que una hipótesis es verdadera. ¿Por qué cree que es así?)\n\nPodemos usar [Student's](https://www.guinness-storehouse.com/content/pdf/archive-factsheets/general-history/wsgosset-and-students-t-test.pdf) $t$-[prueba](https://en.wikipedia.org/wiki/Student's_t-test) para realizar una prueba de hipótesis para la media de una sola población. El siguiente comando nos permite ejecutar esta prueba:","metadata":{"id":"ikMAJ5pFR_pu","cell_id":"39600bab06574c88a9a4551451cfef17","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"stats.ttest_1samp(bank['balance'], popmean=1341.12)","metadata":{"id":"Gz50GM8VSAQn","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"3ac303d1c82e4535b3b68716f6c98917","outputId":"3d2b17b8-ca11-4d68-a84f-a4012cd28213","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":407,"user_tz":300,"timestamp":1641766230579},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"Ttest_1sampResult(statistic=1.477137017325908, pvalue=0.13964587808442475)"},"metadata":{},"execution_count":6}],"execution_count":6},{"cell_type":"markdown","source":"**Nota:** Si la alternativa es unilateral, diga $ H_a: \\mu>\\mu_0$ o $H_a:\\mu <\\mu_0$. Luego, simplemente ejecute la prueba de dos lados y luego divida el valor $p$-por la mitad.","metadata":{"id":"40ZLbfnY5Qsx","cell_id":"5de7c26b952c44d0bb8419bbc7656ae8","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"T,p = stats.ttest_1samp(bank['balance'], popmean=1341.122)\np_value = p/2\np_value","metadata":{"id":"6ORZWsrU5RGy","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"afae1906430d40469191faffe27e1e83","outputId":"78590140-3f86-4419-f52e-0acd17aaa1be","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":260,"user_tz":300,"timestamp":1641766268245},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"0.06984165666422609"},"metadata":{},"execution_count":7}],"execution_count":7},{"cell_type":"markdown","source":"### ¿Son los medios del préstamo y los grupos no crediticios significativamente diferentes? (5 min)\n\nNos gustaría probar estadísticamente si las medias de los dos grupos son diferentes entre sí; es decir, si la diferencia entre el saldo medio en los grupos con un préstamo ($\\mu_1 $) es diferente del saldo medio en el grupo sin préstamo ($\\mu_2$). El procedimiento de prueba que describimos también se puede utilizar para responder a esta pregunta:\n\n$$ H_0: \\mu_1=\\mu_2$$\n$$H_a: \\mu_1 \\neq \\mu_2$$\n\nObtenemos lo siguiente","metadata":{"id":"SXecqPsmSSen","cell_id":"229a8de2f124421a8762c9b3abf7f65f","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"loans=bank[bank.loan==\"yes\"].balance\nno_loans=bank[bank.loan==\"no\"].balance\n\nstatistic, pvalue = stats.ttest_ind(loans,no_loans, equal_var=False)\nprint('Estadistico:',round(statistic,2),'p-valor:', round(pvalue,2))","metadata":{"id":"dJWWx5jQSS7g","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"33350434c447480e87b0916ea03dc2e5","outputId":"ef49bdd4-5d08-47c6-a25a-6bb4b7aa4f13","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":404,"user_tz":300,"timestamp":1641766695886},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"Estadistico: -25.18 p-valor: 0.0\n"}],"execution_count":11},{"cell_type":"markdown","source":"# Intervalos de confianza","metadata":{"id":"lCn-RhOk71nn","cell_id":"0b94c275a7fe4aff9141138a9ff73687","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"from scipy.stats import t\nm = bank.balance.mean()\ns = bank.balance.std()\ndof = len(bank.balance)-1\nconfianza = 0.95\nt_crit = np.abs(t.ppf((1-confianza)/2,dof)) # Valor critico\nprint(t_crit)\n(m-s*t_crit/np.sqrt(len(bank.balance)), m+s*t_crit/np.sqrt(len(bank.balance))) # Intervalo","metadata":{"id":"HKFoy0hs723p","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"f660b8ff0f8a47978f680d053fcf7643","outputId":"d320f13c-1ddb-4529-c9b1-adbc20fa38ca","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":10,"user_tz":300,"timestamp":1641767088421},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"1.960016458188857\n"},{"output_type":"execute_result","data":{"text/plain":"(1334.205344373427, 1390.3387709967262)"},"metadata":{},"execution_count":15}],"execution_count":15},{"cell_type":"code","source":"loans.mean(),no_loans.mean()","metadata":{"id":"mj9rNTN59Ico","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"e2ceb9bd52c74608afd3dd23199092db","outputId":"a42b5329-ac5b-42ee-c0ec-8115bdb194e7","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":317,"user_tz":300,"timestamp":1641767287050},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"(774.3099116510215, 1474.4536307846288)"},"metadata":{},"execution_count":19}],"execution_count":19},{"cell_type":"code","source":"import numpy as np, statsmodels.stats.api as sms\nX1, X2 = bank[bank.loan==\"yes\"].balance,bank[bank.loan==\"no\"].balance\ncm = sms.CompareMeans(sms.DescrStatsW(X1), sms.DescrStatsW(X2))\nprint(cm.tconfint_diff(usevar='unequal'))","metadata":{"id":"YtvGW7648-VF","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"8b170a72993d4565ba4abc52c5f4de0c","outputId":"dbd6fd80-d939-49ca-a17f-0742012dfbb7","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":264,"user_tz":300,"timestamp":1641767264005},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"(-754.6437941384797, -645.6436441287349)\n"}],"execution_count":17},{"cell_type":"markdown","source":"# Desafio generico (No ver hasta el final de clase)","metadata":{"id":"DdsTk8QM-vd3","cell_id":"834d16c926c7442aa1681628d534b1c2","deepnote_cell_type":"markdown"}},{"cell_type":"markdown","source":"## Parte 1, 2 y 3: Agregar datos de varias empresas\n\nHasta ahora, solo hemos analizado los datos de una de nuestras cinco empresas. Sigamos adelante y combinemos los cinco archivos CSV para analizar las cinco empresas juntas. Esto también reducirá la cantidad de trabajo de programación requerido, ya que el código se compartirá entre las cinco empresas.\n\nUna forma de realizar esta tarea de agregación es utilizar el método ```pd.concat ()``` de ```pandas```. Una entrada en este método puede ser una lista de DataFrames que le gustaría concatenar. Usaremos un bucle for para recorrer cada símbolo bursátil, cargar el archivo CSV correspondiente y luego agregar el resultado a una lista que luego se agrega usando ```pd.concat()```. Echemos un vistazo a cómo se hace esto.","metadata":{"id":"Xwrwn_PfD9m8","cell_id":"6379f2ec501b4da4bcfb3cbf3cc303f2","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"print(\"Definiendo los simbolos de stock\")\nsymbol_data_to_load = ['D','EXC','NEE','SO','DUK']\nlist_of_df = []\n\n# Ciclo sobre simbolos\n#llenar la lsita de dataframes\nprint(\" --- Inicio de Loop --- \")\nfor i in symbol_data_to_load:\n print(\"Procesando Simbolo: \" + i)\n temp_df = pd.read_csv(i+'.csv',sep=',')\n temp_df['Volume_Millions'] = temp_df['Volume'] / 1000000.0\n temp_df['Symbol'] = i # Agregar nueva columna con el simbolo \n list_of_df.append(temp_df)\n\nprint(\" --- Completado loop simbolos --- \")\n \n# Combinar en un Dataframe unico usando concat\n#permite pegar los dataframes de la lista\nprint(\"Agregando la data\")\nagg_df = pd.concat(list_of_df, axis=0)\n\n# Agregar estadisticas de retorno y volatilidad\n# es mas rápido agregarlo al dataframe que a cada uno de los registros\nprint('Calculando estadisticas finales')\nagg_df['VolStat'] = (agg_df['High'] - agg_df['Low']) / agg_df['Open']\nagg_df['Return'] = (agg_df['Close'] / agg_df['Open']) - 1.0\n\nprint(\"agg_df DataFrame dimension (filas, columnas): \")\nprint(agg_df.shape)\n\nprint(\"Head del DataFrame agg_df: \")\nagg_df.head()\n\n#print(\"agg_df['Symbol'].unique()\")","metadata":{"id":"gzJ2uvfxEMvu","colab":{"height":432,"base_uri":"https://localhost:8080/"},"cell_id":"454ab00374a04d39b71ceed9d83e9034","outputId":"17c823df-1573-49a4-caa9-d1d09f01fb92","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":19033,"user_tz":300,"timestamp":1640793940044},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"Definiendo los simbolos de stock\n --- Inicio de Loop --- \nProcesando Simbolo: D\nProcesando Simbolo: EXC\nProcesando Simbolo: NEE\nProcesando Simbolo: SO\nProcesando Simbolo: DUK\n --- Completado loop simbolos --- \nAgregando la data\nCalculando estadisticas finales\nagg_df DataFrame dimension (filas, columnas): \n(6295, 11)\nHead del DataFrame agg_df: \n"},{"output_type":"execute_result","data":{"text/html":"\n
\n
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\n\n
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\n
Date
\n
Open
\n
High
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Low
\n
Close
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Adj Close
\n
Volume
\n
Volume_Millions
\n
Symbol
\n
VolStat
\n
Return
\n
\n \n \n
\n
0
\n
2014-07-28
\n
69.750000
\n
71.059998
\n
69.750000
\n
70.879997
\n
57.963978
\n
1806400
\n
1.8064
\n
D
\n
0.018781
\n
0.016201
\n
\n
\n
1
\n
2014-07-29
\n
70.669998
\n
70.980003
\n
69.930000
\n
69.930000
\n
57.187099
\n
2231100
\n
2.2311
\n
D
\n
0.014858
\n
-0.010471
\n
\n
\n
2
\n
2014-07-30
\n
70.000000
\n
70.660004
\n
68.400002
\n
68.970001
\n
56.402020
\n
2588900
\n
2.5889
\n
D
\n
0.032286
\n
-0.014714
\n
\n
\n
3
\n
2014-07-31
\n
68.629997
\n
68.849998
\n
67.580002
\n
67.639999
\n
55.314388
\n
3266900
\n
3.2669
\n
D
\n
0.018505
\n
-0.014425
\n
\n
\n
4
\n
2014-08-01
\n
67.330002
\n
68.410004
\n
67.220001
\n
67.589996
\n
55.273487
\n
2601800
\n
2.6018
\n
D
\n
0.017674
\n
0.003861
\n
\n \n
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" Date Open High ... Symbol VolStat Return\n0 2014-07-28 69.750000 71.059998 ... D 0.018781 0.016201\n1 2014-07-29 70.669998 70.980003 ... D 0.014858 -0.010471\n2 2014-07-30 70.000000 70.660004 ... D 0.032286 -0.014714\n3 2014-07-31 68.629997 68.849998 ... D 0.018505 -0.014425\n4 2014-08-01 67.330002 68.410004 ... D 0.017674 0.003861\n\n[5 rows x 11 columns]"},"metadata":{},"execution_count":3}],"execution_count":null},{"cell_type":"code","source":"agg_df.Symbol.unique()","metadata":{"id":"U5KWsZ8g8Foa","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"2a8ddd4be9e046b8a4d08dc4d91eda37","outputId":"a62cb48e-6439-4038-f47b-5fd7b2f0e396","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":457,"user_tz":300,"timestamp":1640793954132},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"array(['D', 'EXC', 'NEE', 'SO', 'DUK'], dtype=object)"},"metadata":{},"execution_count":5}],"execution_count":null},{"cell_type":"markdown","source":"# Parte 4","metadata":{"id":"N4wqLIw28OaT","cell_id":"c1c08977c18f4685865faaab7a9ec2f6","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"agg_df1=agg_df[['Date','Symbol','VolStat']].groupby(by=['Date','Symbol']).mean().reset_index()\nagg_df1['Date']=pd.to_datetime(agg_df1['Date']) \nagg_df1.head()","metadata":{"id":"S8TNirr28xg3","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"8d7659e97c844831bea03045b4efa064","outputId":"08bd3a46-4a47-41c6-fa66-20974cdef328","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":418,"user_tz":300,"timestamp":1640794266877},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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\n\n
\n \n
\n
\n
Date
\n
Symbol
\n
VolStat
\n
\n \n \n
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0
\n
2014-07-28
\n
D
\n
0.018781
\n
\n
\n
1
\n
2014-07-28
\n
DUK
\n
0.017051
\n
\n
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2
\n
2014-07-28
\n
EXC
\n
0.023878
\n
\n
\n
3
\n
2014-07-28
\n
NEE
\n
0.016858
\n
\n
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4
\n
2014-07-28
\n
SO
\n
0.018153
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\n ","text/plain":" Date Symbol VolStat\n0 2014-07-28 D 0.018781\n1 2014-07-28 DUK 0.017051\n2 2014-07-28 EXC 0.023878\n3 2014-07-28 NEE 0.016858\n4 2014-07-28 SO 0.018153"},"metadata":{},"execution_count":15}],"execution_count":null},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\nplt.figure(figsize=(15,8))\nsns.lineplot(x= agg_df1.Date, y= agg_df1.VolStat, hue=agg_df1.Symbol)\nplt.xlabel('Fecha')\nplt.ylabel('VolStat')\nplt.title('Comparacion de volatilidad relativa vs Fecha')","metadata":{"id":"eieqCIiJ8N0_","colab":{"height":530,"base_uri":"https://localhost:8080/"},"cell_id":"fea9587190ed4c05b1033dbde0bf5cd9","outputId":"a98c33c0-bc87-4c9a-a5f6-7bc0d09d6337","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":1783,"user_tz":300,"timestamp":1640794338830},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Comparacion de volatilidad relativa vs Fecha')"},"metadata":{},"execution_count":19},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":null},{"cell_type":"code","source":"agg_df2=agg_df[['Date','Symbol','Return']].groupby(by=['Date','Symbol']).mean().reset_index()\nagg_df2['Date']=pd.to_datetime(agg_df1['Date']) \nagg_df2.head()","metadata":{"id":"9aHu5Mxw9uGO","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"768d5894ab274373aeed9ac26af0ecf1","outputId":"36a6181b-e4c1-4600-cb4d-bce0e9a2e4c7","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":558,"user_tz":300,"timestamp":1640794371937},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
\n
\n
\n\n
\n \n
\n
\n
Date
\n
Symbol
\n
Return
\n
\n \n \n
\n
0
\n
2014-07-28
\n
D
\n
0.016201
\n
\n
\n
1
\n
2014-07-28
\n
DUK
\n
0.014732
\n
\n
\n
2
\n
2014-07-28
\n
EXC
\n
0.017192
\n
\n
\n
3
\n
2014-07-28
\n
NEE
\n
0.011272
\n
\n
\n
4
\n
2014-07-28
\n
SO
\n
0.016585
\n
\n \n
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" Date Symbol Return\n0 2014-07-28 D 0.016201\n1 2014-07-28 DUK 0.014732\n2 2014-07-28 EXC 0.017192\n3 2014-07-28 NEE 0.011272\n4 2014-07-28 SO 0.016585"},"metadata":{},"execution_count":20}],"execution_count":null},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\nplt.figure(figsize=(15,8))\nsns.lineplot(x= agg_df2.Date, y= agg_df2.Return, hue=agg_df2.Symbol)\nplt.xlabel('Fecha')\nplt.ylabel('VolStat')\nplt.title('Comparacion de retorno vs Fecha')","metadata":{"id":"navwfPl89zoB","colab":{"height":530,"base_uri":"https://localhost:8080/"},"cell_id":"20129bbcd5fd47e4a198591c68b75c33","outputId":"9f2014c6-c33c-4a2a-fe92-6f28860511d3","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":2529,"user_tz":300,"timestamp":1640794407031},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Comparacion de retorno vs Fecha')"},"metadata":{},"execution_count":23},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"