diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..32846b0
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,4 @@
+{
+ "diffEditor.codeLens": true,
+ "editor.tabCompletion": "on"
+}
\ No newline at end of file
diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 89f1b11..ba0e2e8 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,12 +12,13 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# Import numpy and pandas\n",
- "\n"
+ "import numpy as np\n",
+ "import pandas as pd"
]
},
{
@@ -33,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
@@ -52,12 +53,154 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " attitude.roll | \n",
+ " attitude.pitch | \n",
+ " attitude.yaw | \n",
+ " gravity.x | \n",
+ " gravity.y | \n",
+ " gravity.z | \n",
+ " rotationRate.x | \n",
+ " rotationRate.y | \n",
+ " rotationRate.z | \n",
+ " userAcceleration.x | \n",
+ " userAcceleration.y | \n",
+ " userAcceleration.z | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1.528132 | \n",
+ " -0.733896 | \n",
+ " 0.696372 | \n",
+ " 0.741895 | \n",
+ " 0.669768 | \n",
+ " -0.031672 | \n",
+ " 0.316738 | \n",
+ " 0.778180 | \n",
+ " 1.082764 | \n",
+ " 0.294894 | \n",
+ " -0.184493 | \n",
+ " 0.377542 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.527992 | \n",
+ " -0.716987 | \n",
+ " 0.677762 | \n",
+ " 0.753099 | \n",
+ " 0.657116 | \n",
+ " -0.032255 | \n",
+ " 0.842032 | \n",
+ " 0.424446 | \n",
+ " 0.643574 | \n",
+ " 0.219405 | \n",
+ " 0.035846 | \n",
+ " 0.114866 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.527765 | \n",
+ " -0.706999 | \n",
+ " 0.670951 | \n",
+ " 0.759611 | \n",
+ " 0.649555 | \n",
+ " -0.032707 | \n",
+ " -0.138143 | \n",
+ " -0.040741 | \n",
+ " 0.343563 | \n",
+ " 0.010714 | \n",
+ " 0.134701 | \n",
+ " -0.167808 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1.516768 | \n",
+ " -0.704678 | \n",
+ " 0.675735 | \n",
+ " 0.760709 | \n",
+ " 0.647788 | \n",
+ " -0.041140 | \n",
+ " -0.025005 | \n",
+ " -1.048717 | \n",
+ " 0.035860 | \n",
+ " -0.008389 | \n",
+ " 0.136788 | \n",
+ " 0.094958 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1.493941 | \n",
+ " -0.703918 | \n",
+ " 0.672994 | \n",
+ " 0.760062 | \n",
+ " 0.647210 | \n",
+ " -0.058530 | \n",
+ " 0.114253 | \n",
+ " -0.912890 | \n",
+ " 0.047341 | \n",
+ " 0.199441 | \n",
+ " 0.353996 | \n",
+ " -0.044299 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " attitude.roll attitude.pitch attitude.yaw gravity.x gravity.y \\\n",
+ "0 1.528132 -0.733896 0.696372 0.741895 0.669768 \n",
+ "1 1.527992 -0.716987 0.677762 0.753099 0.657116 \n",
+ "2 1.527765 -0.706999 0.670951 0.759611 0.649555 \n",
+ "3 1.516768 -0.704678 0.675735 0.760709 0.647788 \n",
+ "4 1.493941 -0.703918 0.672994 0.760062 0.647210 \n",
+ "\n",
+ " gravity.z rotationRate.x rotationRate.y rotationRate.z \\\n",
+ "0 -0.031672 0.316738 0.778180 1.082764 \n",
+ "1 -0.032255 0.842032 0.424446 0.643574 \n",
+ "2 -0.032707 -0.138143 -0.040741 0.343563 \n",
+ "3 -0.041140 -0.025005 -1.048717 0.035860 \n",
+ "4 -0.058530 0.114253 -0.912890 0.047341 \n",
+ "\n",
+ " userAcceleration.x userAcceleration.y userAcceleration.z \n",
+ "0 0.294894 -0.184493 0.377542 \n",
+ "1 0.219405 0.035846 0.114866 \n",
+ "2 0.010714 0.134701 -0.167808 \n",
+ "3 -0.008389 0.136788 0.094958 \n",
+ "4 0.199441 0.353996 -0.044299 "
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "sensor.head()\n"
]
},
{
@@ -69,12 +212,12 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here:\n",
- "\n"
+ "sensor.isnull().sum()\n",
+ "sensor.dropna(inplace=True)"
]
},
{
@@ -86,12 +229,22 @@
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1751, 12)"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "sensor.shape"
]
},
{
@@ -103,12 +256,11 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here:\n",
- "\n"
+ "time_index = pd.date_range(start='1/1/2018 00:00:00', end='1/1/2018 00:29:10', periods=sensor.shape[0])"
]
},
{
@@ -120,12 +272,11 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here:\n",
- "\n"
+ "sensor.index = time_index"
]
},
{
@@ -139,11 +290,38 @@
},
{
"cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
+ "# Load the `statsmodels.api` submodule and plot the decomposed plot of `userAcceleration.x`. Set `freq=60` in the `seasonal_decompose` function.\n",
+ "# Descarga el submódulo `statsmodels.api`\n",
+ "import statsmodels.api as sm\n",
+ "import matplotlib.pyplot as plt\n",
+ "# Descarga seasonal_decompose\n",
+ "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+ "# Realiza la descomposición de la serie temporal\n",
+ "# Asigna los parametros de la serie temporal y la frecuencia de 60\n",
+ "decomposition = seasonal_decompose(sensor['userAcceleration.x'], period=60)\n",
+ "# Grafica la descomposición\n",
+ "fig = decomposition.plot()\n",
+ "plt.show()\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
"\n"
]
},
@@ -154,6 +332,28 @@
"Plot the decomposed time series of `rotationRate.x` also with a frequency of 60."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "decomposition = seasonal_decompose(sensor['rotationRate.x'], period=60)\n",
+ "fig = decomposition.plot()\n",
+ "plt.show()\n"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -165,12 +365,24 @@
},
{
"cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "from pandas.plotting import lag_plot\n",
+ "lag_plot(sensor['userAcceleration.x'])\n",
+ "plt.show()"
]
},
{
@@ -182,12 +394,23 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "lag_plot(sensor['rotationRate.x'])\n",
+ "plt.show()"
]
},
{
@@ -198,12 +421,12 @@
]
},
{
- "cell_type": "code",
- "execution_count": 11,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "# Your conclusions here:\n",
+ "### Your conclusions here:\n",
+ "### En el caso de `userAcceleration.x` se observa una correlación positiva entre los valores de la serie temporal y sus valores retrasados. En el caso de `rotationRate.x` no se observa una correlación entre los valores de la serie temporal y sus valores retrasados.\n",
+ "\n",
"\n"
]
},
@@ -216,12 +439,31 @@
},
{
"cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-5.269860625086407,\n",
+ " 6.320230335912605e-06,\n",
+ " 25,\n",
+ " 1725,\n",
+ " {'1%': -3.4341465551936534,\n",
+ " '5%': -2.863216966926812,\n",
+ " '10%': -2.567662770090317},\n",
+ " 2619.6049719981947)"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "from statsmodels.tsa.stattools import adfuller\n",
+ "adfuller(sensor['userAcceleration.x'])\n",
+ "adfuller(sensor['rotationRate.x'])"
]
},
{
@@ -232,13 +474,12 @@
]
},
{
- "cell_type": "code",
- "execution_count": 13,
+ "attachments": {},
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "# Your conclusions here:\n",
- "\n"
+ "## Your conclusions here:\n",
+ "### La prueba de Dickey Fuller Aumentada nos indica que ambas variables no son estacionarias, ya que el valor de p es mayor que 0.05. Por lo tanto, ambas variables tienen una tendencia y una estacionalidad. Por lo tanto, ambas variables no son estacionarias. \n"
]
},
{
@@ -250,12 +491,43 @@
},
{
"cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\gdlcm\\AppData\\Roaming\\Python\\Python310\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency S will be used.\n",
+ " self._init_dates(dates, freq)\n",
+ "C:\\Users\\gdlcm\\AppData\\Roaming\\Python\\Python310\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency S will be used.\n",
+ " self._init_dates(dates, freq)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "\n",
+ "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
+ "model = SARIMAX(sensor['userAcceleration.x'], order=(2, 1, 0))\n",
+ "train = sensor['userAcceleration.x'][:-10]\n",
+ "test = sensor['userAcceleration.x'][-10:]\n",
+ "model_fit = model.fit(disp=False)\n",
+ "predictions = model_fit.predict(start=len(train), end=len(train)+len(test)-1, dynamic=False)\n",
+ "plt.plot(train, label='train')\n",
+ "plt.plot(test, label='test')\n",
+ "plt.plot(predictions, label='predictions')\n",
+ "plt.legend()\n",
+ "plt.show()"
]
},
{
@@ -267,20 +539,28 @@
},
{
"cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [],
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n",
- "\n"
+ "from statsmodels.tools.eval_measures import rmse\n",
+ "rmse(sensor['userAcceleration.x'][-10:], predictions)\n",
+ "plt.plot(sensor['userAcceleration.x'][-10:], label='observed')\n",
+ "plt.plot(predictions, label='predicted')\n",
+ "plt.legend()\n",
+ "plt.show()"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
@@ -299,7 +579,12 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.6"
+ "version": "3.10.7"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "173ae74ecd759d33659dc89cc0ace91dba90ddaa088b7a848a7f37d845ddcc5d"
+ }
}
},
"nbformat": 4,