From 0e0c447a0fa8e9162f8f74eaf936bd398f6be450 Mon Sep 17 00:00:00 2001 From: f82c1c4a1227cdba8ff3317d228324d6 Date: Thu, 28 Mar 2024 10:40:56 +0000 Subject: [PATCH] result1 --- module3/exo3/exercice.ipynb | 577 +++++------------------------------- 1 file changed, 78 insertions(+), 499 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 5dd7784..fe3fcfa 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -30,10 +30,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ + "# Cargar datos desde el archivo CSV local\n", "data_file = \"weekly_in_situ_co2.csv\"\n", "\n", "import os\n", @@ -44,430 +45,47 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 27, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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DateConcentration
01958-03-29316.19
11958-04-05317.31
21958-04-12317.69
31958-04-19317.58
41958-04-26316.48
51958-05-03316.95
61958-05-17317.56
71958-05-24317.99
81958-07-05315.85
91958-07-12315.85
101958-07-19315.46
111958-07-26315.59
121958-08-02315.64
131958-08-09315.10
141958-08-16315.09
151958-08-30314.14
161958-09-06313.54
171958-11-08313.05
181958-11-15313.26
191958-11-22313.57
201958-11-29314.01
211958-12-06314.56
221958-12-13314.41
231958-12-20314.77
241958-12-27315.21
251959-01-03315.24
261959-01-10315.50
271959-01-17315.69
281959-01-24315.86
291959-01-31315.42
.........
33282023-06-10424.01
33292023-06-17422.93
33302023-06-24422.21
33312023-07-01422.80
33322023-07-08422.32
33332023-07-15421.43
33342023-07-22420.74
33352023-07-29420.88
33362023-08-05420.39
33372023-08-12420.30
33382023-08-19418.96
33392023-08-26418.84
33402023-09-02418.50
33412023-09-09418.28
33422023-09-16418.52
33432023-09-23417.77
33442023-09-30417.89
33452023-10-07418.10
33462023-10-14418.82
33472023-10-21418.85
33482023-10-28418.62
33492023-11-04419.07
33502023-11-11419.41
33512023-11-18421.18
33522023-11-25421.22
33532023-12-02420.28
33542023-12-09421.23
33552023-12-16422.57
33562023-12-23422.06
33572023-12-30421.76
\n", - "

3358 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " Date Concentration\n", - "0 1958-03-29 316.19\n", - "1 1958-04-05 317.31\n", - "2 1958-04-12 317.69\n", - "3 1958-04-19 317.58\n", - "4 1958-04-26 316.48\n", - "5 1958-05-03 316.95\n", - "6 1958-05-17 317.56\n", - "7 1958-05-24 317.99\n", - "8 1958-07-05 315.85\n", - "9 1958-07-12 315.85\n", - "10 1958-07-19 315.46\n", - "11 1958-07-26 315.59\n", - "12 1958-08-02 315.64\n", - "13 1958-08-09 315.10\n", - "14 1958-08-16 315.09\n", - "15 1958-08-30 314.14\n", - "16 1958-09-06 313.54\n", - "17 1958-11-08 313.05\n", - "18 1958-11-15 313.26\n", - "19 1958-11-22 313.57\n", - "20 1958-11-29 314.01\n", - "21 1958-12-06 314.56\n", - "22 1958-12-13 314.41\n", - "23 1958-12-20 314.77\n", - "24 1958-12-27 315.21\n", - "25 1959-01-03 315.24\n", - "26 1959-01-10 315.50\n", - "27 1959-01-17 315.69\n", - "28 1959-01-24 315.86\n", - "29 1959-01-31 315.42\n", - "... ... ...\n", - "3328 2023-06-10 424.01\n", - "3329 2023-06-17 422.93\n", - "3330 2023-06-24 422.21\n", - "3331 2023-07-01 422.80\n", - "3332 2023-07-08 422.32\n", - "3333 2023-07-15 421.43\n", - "3334 2023-07-22 420.74\n", - "3335 2023-07-29 420.88\n", - "3336 2023-08-05 420.39\n", - "3337 2023-08-12 420.30\n", - "3338 2023-08-19 418.96\n", - "3339 2023-08-26 418.84\n", - "3340 2023-09-02 418.50\n", - "3341 2023-09-09 418.28\n", - "3342 2023-09-16 418.52\n", - "3343 2023-09-23 417.77\n", - "3344 2023-09-30 417.89\n", - "3345 2023-10-07 418.10\n", - "3346 2023-10-14 418.82\n", - "3347 2023-10-21 418.85\n", - "3348 2023-10-28 418.62\n", - "3349 2023-11-04 419.07\n", - "3350 2023-11-11 419.41\n", - "3351 2023-11-18 421.18\n", - "3352 2023-11-25 421.22\n", - "3353 2023-12-02 420.28\n", - "3354 2023-12-09 421.23\n", - "3355 2023-12-16 422.57\n", - "3356 2023-12-23 422.06\n", - "3357 2023-12-30 421.76\n", - "\n", - "[3358 rows x 2 columns]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " Concentration\n", + "Date \n", + "1958-03-29 316.19\n", + "1958-04-05 317.31\n", + "1958-04-12 317.69\n", + "1958-04-19 317.58\n", + "1958-04-26 316.48\n" + ] } ], "source": [ - "raw_data = pd.read_csv(data_file, skiprows=44, names = ['Date', 'Concentration'])\n", - "raw_data" + "data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n", + "\n", + "# Verificar los primeros registros de datos\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "data_subset = data.dropna()" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -481,7 +99,7 @@ "source": [ "# Visualizar el conjunto de datos\n", "plt.figure(figsize=(15, 6))\n", - "plt.plot(raw_data['Date'][::5], raw_data['Concentration'][::5], label='CO2 Concentration')\n", + "plt.plot(data, label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", @@ -492,12 +110,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -511,7 +129,7 @@ "source": [ "# Visualizar el conjunto de datos\n", "plt.figure(figsize=(15, 6))\n", - "plt.plot(raw_data['Date'][-300:][::5], raw_data['Concentration'][-300:][::5], label='CO2 Concentration')\n", + "plt.plot(data[-300:], label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", @@ -522,72 +140,49 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 31, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - " 316.19\n", - "1958-03-29, \n", - "1958-04-05 317.31\n", - "1958-04-12 317.69\n", - "1958-04-19 317.58\n", - "1958-04-26 316.48\n", - "1958-05-03 316.95\n" + "ename": "KeyError", + "evalue": "'interpolated'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2524\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2525\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2526\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'interpolated'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# Filtrar la componente periódica utilizando un filtro de picos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mpeaks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfind_peaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'interpolated'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m315\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdistance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;31m# Visualizar los picos identificados\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2137\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2138\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2139\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2141\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2144\u001b[0m \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2145\u001b[0m \u001b[0;32mif\u001b[0m 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"\u001b[0;31mKeyError\u001b[0m: 'interpolated'" ] } ], "source": [ - "# Cargar datos desde el archivo CSV local\n", - "file_path = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\" # Reemplaza con la ruta correcta a tu archivo\n", + "from scipy.signal import find_peaks\n", "\n", - "data_file_co2 = \"weekly_co2_in_situ_co2.csv\"\n", + "# Filtrar la componente periódica utilizando un filtro de picos\n", + "peaks, _ = find_peaks(data['interpolated'], height=315, distance=50)\n", "\n", - "import os\n", - "import urllib.request\n", - "if not os.path.exists(data_file):\n", - " urllib.request.urlretrieve(file_path, data_file_co2)\n", - "\n", - "data_co2 = pd.read_csv(file_path, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0])\n", - "\n", - "# Verificar los primeros registros de datos\n", - "print(data_co2.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "data_co2_subset = data_co2.dropna()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Visualizar el conjunto de datos\n", + "# Visualizar los picos identificados\n", "plt.figure(figsize=(15, 6))\n", - "plt.plot(data_co2, label='CO2 Concentration')\n", - "plt.title('CO2 Concentration Over Time')\n", + "plt.plot(data.index, data['interpolated'], label='CO2 Concentration')\n", + "plt.plot(data.index[peaks], data['interpolated'][peaks], 'ro', label='Peaks')\n", + "plt.title('Identifying Periodic Oscillation')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", @@ -597,33 +192,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Visualizar el conjunto de datos\n", - "plt.figure(figsize=(15, 6))\n", - "plt.plot(data_co2[-300:], label='CO2 Concentration')\n", - "plt.title('CO2 Concentration Over Time')\n", - "plt.xlabel('Year')\n", - "plt.ylabel('CO2 Concentration (ppm)')\n", - "plt.legend()\n", - "plt.grid(True)\n", - "plt.show()\n" - ] + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] }, { "cell_type": "markdown", -- 2.18.1