{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"editable": true
},
"source": [
"# Niveles de agua del Lago Cocibolca basado en altimetria satelital\n",
"\n",
"**VER LA VERSION DE DESARROLLO PARA APUNTES Y PARTES EXPERIMENTALES**\n",
"\n",
"- Actualizacion: 4/25\n",
"\n",
"**TAREAS:**\n",
"\n",
"Para esta version final nada mas. Para otras tareas, ver la version de desarrollo.\n",
"\n",
"- Remover partes mas exploratorias\n",
"- Definir y utilizar una cabecera (header) estandard, en una celda, con mi nombre, enlace (a github?), fecha, enlace al sitio Jupyter Book, etc.\n",
"- Tambien un footnote con versiones de los paquetes y enlaces al archivo yaml de conda env?\n",
"- HECHO. Orden a seguir:\n",
" 1. Leer el paso satelital y visualizar en un mapa\n",
" 2. Acceder e ingerir los datos de niveles de agua\n",
" 3. Pre-procesar y suplementar los datos ingeridos\n",
" 4. Explorar patrones temporales\n",
" 5. Explorar lakepy (incluyendo el Xolotlan)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduccion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Metas de este cuaderno\n",
"- Un poco sobre datos altimetricos y G-REALM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importar paquetes\n",
"\n",
"Los que se usan mas ampliamente, aqui. Los mas especificos, en sus secciones correspondientes"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"editable": true
},
"outputs": [],
"source": [
"warnings.simplefilter('ignore')\n",
"matplotlib.style.use('ggplot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Leer el paso satelital y visualizar en un mapa\n",
"\n",
"An-adir un enlace a mi tutorial sobre vectores en GHW19?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import folium"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"kmlurl = \"https://ipad.fas.usda.gov/rssiws/ggeoxml/351_Nicaragua.kml\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"gpd.io.file.fiona.drvsupport.supported_drivers['KML'] = 'rw'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See this good reference for reading KMLs and their complexities: https://gis.stackexchange.com/questions/328525/geopandas-read-file-only-reading-first-part-of-kml"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"gdf = gpd.read_file(kmlurl, driver='KML')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"190"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(gdf)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Name \n",
" Description \n",
" geometry \n",
" \n",
" \n",
" \n",
" \n",
" 185 \n",
" \n",
" \n",
" POINT (-85.63035 0.00000) \n",
" \n",
" \n",
" 186 \n",
" \n",
" \n",
" POINT (-85.62943 0.00000) \n",
" \n",
" \n",
" 187 \n",
" \n",
" \n",
" POINT (-85.62851 0.00000) \n",
" \n",
" \n",
" 188 \n",
" \n",
" \n",
" POINT (-85.62759 0.00000) \n",
" \n",
" \n",
" 189 \n",
" Topex/Jason Pass \n",
" \n",
" LINESTRING (-85.80074 11.56268, -85.79982 11.5... \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Name Description \\\n",
"185 \n",
"186 \n",
"187 \n",
"188 \n",
"189 Topex/Jason Pass \n",
"\n",
" geometry \n",
"185 POINT (-85.63035 0.00000) \n",
"186 POINT (-85.62943 0.00000) \n",
"187 POINT (-85.62851 0.00000) \n",
"188 POINT (-85.62759 0.00000) \n",
"189 LINESTRING (-85.80074 11.56268, -85.79982 11.5... "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf.tail()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Point 189\n",
"LineString 1\n",
"dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf.geometry.type.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# usando folium.Figure para controlar el taman-o sin introducir \"padding\"\n",
"fig = folium.Figure(width='60%')\n",
"mapa = folium.Map(tiles='StamenTerrain').add_to(fig)\n",
"\n",
"folium.GeoJson(\n",
" gdf[gdf.Name == 'Topex/Jason Pass'].geometry,\n",
" tooltip=\"Paso satelital Topex/Jason\"\n",
").add_to(mapa)\n",
"\n",
"# Set the map extent (bounds) to the extent of the bounding box\n",
"mapa.fit_bounds(mapa.get_bounds())"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Make this Notebook Trusted to load map: File -> Trust Notebook
"
],
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mapa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Acceder e ingerir los datos de niveles de agua"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'lake0351.10d.1.txt'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datos_tipo = '1' # '1' o '2'\n",
"crudos_o_lisos = '' # '' o '.smooth'\n",
"\n",
"lago_id = '0351'\n",
"fname = f\"lake{lago_id}.10d.{datos_tipo}{crudos_o_lisos}.txt\"\n",
"fname"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"editable": true
},
"outputs": [],
"source": [
"url = f\"https://ipad.fas.usda.gov/lakes/images/{fname}\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Try using `infer_datetime_format` or `date_parser`"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"source": [
"**Para usar los datos \"crudos\":**\n",
"\n",
"```\n",
"Column 1: Satellite mission name\n",
"Column 2: Satellite repeat cycle\n",
"Column 3: Calendar year/month/day of along track observations traversing target\n",
"Column 4: Hour of day at mid point of along track pass traversing target\n",
"Column 5: Minutes of hour at mid point of along track pass traversing target\n",
"Column 6: Target height variation with respect to Jason-2 reference pass mean level (meters, default=999.99)\n",
"Column 7: Estimated error of target height variation with respect to reference mean level (meters, default=99.999)\n",
"Column 8: Mean along track Ku-band backscatter coefficient (decibels, default=999.99)\n",
"Column 9: Wet tropospheric correction applied to range observation (TMR=T/P radiometer, JMR=Jason-1 radiometer, \n",
" AMR=Jason-2 and Jason-3 radiometer, ERA=ECMWF ERA Interim Reanalysis model, ECM=ECMWF Operational model, \n",
" MER=MERRA model, MIX=combination, U/A=unavailable, N/A=not applicable)\n",
"Column 10: Ionosphere correction applied to range observation (GIM=GPS model, NIC=NIC09 model, DOR=DORIS, \n",
" IRI=IRI2007 model, BNT=Bent model, MIX=combination, U/A=unavailable, N/A=not applicable)\n",
"Column 11: Dry tropospheric correction applied to range observation (ERA=ECMWF ERA Interim Reanalysis model, \n",
" ECM=ECMWF Operational model, U/A=unavailable, N/A=not applicable)\n",
"Column 12: Instrument operating mode 1 (default=9)\n",
"Column 13: Instrument operating mode 2 (default=9)\n",
"Column 14: Flag for potential frozen surface (ice-on=1, ice-off or unknown=0)\n",
"Column 15: Target height variation in EGM2008 datum (meters above mean sea level, default=9999.99)\n",
"Column 16: Flag for data source (GDR=0, IGDR=1)\n",
"```\n",
"\n",
"\n",
"**Para usar los datos \"lisos\" (`smooth`):**\n",
"\n",
"```\n",
"Column 1: Calendar year/month/day\n",
"Column 2: Hour of day\n",
"Column 3: Minute of hour\n",
"Column 4: Smoothed target height variation with respect to Jason-2 reference pass level (meters, default=999.99)\n",
"Column 5: Smoothed target height variation in EGM2008 datum (meters above mean sea level, default=9999.99)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"nombres_cols = {\n",
" '': ['satmision', 'satrepetciclo', \n",
" 'fecha', 'hora', 'minuto', 'nivel', \n",
" 'est_error_nivel', 'kuband_scattcoef', 'wettropcorr', 'ionoscorr', 'drytropcorr',\n",
" 'instr_opmod1', 'instr_opmod2', 'superfcongelada_flag',\n",
" 'nivel_egm2008',\n",
" 'fuente_flag'],\n",
" '.smooth': ['fecha', 'hora', 'minuto', \n",
" 'nivel', \n",
" 'nivel_egm2008']\n",
"}\n",
"\n",
"skiprows = {\n",
" '1': {'':27, '.smooth':12},\n",
" '2': {'':33, '.smooth':12}\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"df0 = pd.read_csv(\n",
" url, index_col=False, sep='\\s+', \n",
" names=nombres_cols[crudos_o_lisos],\n",
" skiprows=skiprows[datos_tipo][crudos_o_lisos]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1116"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df0)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
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" nivel \n",
" est_error_nivel \n",
" kuband_scattcoef \n",
" wettropcorr \n",
" ionoscorr \n",
" drytropcorr \n",
" instr_opmod1 \n",
" instr_opmod2 \n",
" superfcongelada_flag \n",
" nivel_egm2008 \n",
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" 1107 \n",
" JASN3 \n",
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" 20210125 \n",
" 15 \n",
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" 1112 \n",
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" 189 \n",
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" 12.88 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.08 \n",
" 1 \n",
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" 1115 \n",
" JASN3 \n",
" 190 \n",
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" 23 \n",
" 6 \n",
" -0.10 \n",
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" AMR \n",
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"
],
"text/plain": [
" satmision satrepetciclo fecha hora minuto nivel est_error_nivel \\\n",
"1106 JASN3 181 20210115 17 19 0.57 0.042 \n",
"1107 JASN3 182 20210125 15 18 0.54 0.042 \n",
"1108 JASN3 183 20210204 13 16 0.50 0.042 \n",
"1109 JASN3 184 20210214 11 15 0.31 0.042 \n",
"1110 JASN3 185 20210224 9 13 0.28 0.042 \n",
"1111 JASN3 186 20210306 7 12 0.17 0.042 \n",
"1112 JASN3 187 20210316 5 10 0.12 0.042 \n",
"1113 JASN3 188 20210326 3 9 0.09 0.042 \n",
"1114 JASN3 189 20210405 1 7 -0.02 0.042 \n",
"1115 JASN3 190 20210414 23 6 -0.10 0.042 \n",
"\n",
" kuband_scattcoef wettropcorr ionoscorr drytropcorr instr_opmod1 \\\n",
"1106 13.60 AMR GIM ECM 2 \n",
"1107 13.29 AMR GIM ECM 2 \n",
"1108 12.85 AMR GIM ECM 2 \n",
"1109 13.96 AMR GIM ECM 2 \n",
"1110 13.06 AMR GIM ECM 2 \n",
"1111 13.70 AMR GIM ECM 2 \n",
"1112 13.18 AMR GIM ECM 2 \n",
"1113 12.95 AMR GIM ECM 2 \n",
"1114 12.88 AMR GIM ECM 2 \n",
"1115 13.75 AMR GIM ECM 2 \n",
"\n",
" instr_opmod2 superfcongelada_flag nivel_egm2008 fuente_flag \n",
"1106 2 0 32.67 1 \n",
"1107 2 0 32.64 1 \n",
"1108 2 0 32.60 1 \n",
"1109 2 0 32.41 1 \n",
"1110 2 0 32.38 1 \n",
"1111 2 0 32.27 1 \n",
"1112 2 0 32.22 1 \n",
"1113 2 0 32.19 1 \n",
"1114 2 0 32.08 1 \n",
"1115 2 0 32.00 1 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df0.tail(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pre-procesar y suplementar los datos ingeridos"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"1085"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df0[(df0['fecha'] != 99999999) & (df0['nivel'] < 999)].copy()\n",
"len(df)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"# Time *must* be zero-padded in conversion from integer to string\n",
"df.insert(1, 'FechaTiempo', \n",
" pd.to_datetime(\n",
" df['fecha'].map(str) \n",
" + df['hora'].map(lambda nbr: \"{0:02d}\".format(nbr))\n",
" + df['minuto'].map(lambda nbr: \"{0:02d}\".format(nbr)),\n",
" format='%Y%m%d%H%M')\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"editable": true
},
"outputs": [],
"source": [
"df.drop(['fecha', 'hora', 'minuto'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Timestamp('1992-10-02 14:54:00'), Timestamp('2021-04-14 23:06:00'))"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.FechaTiempo.min(), df.FechaTiempo.max()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
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" est_error_nivel \n",
" kuband_scattcoef \n",
" wettropcorr \n",
" ionoscorr \n",
" drytropcorr \n",
" instr_opmod1 \n",
" instr_opmod2 \n",
" superfcongelada_flag \n",
" nivel_egm2008 \n",
" fuente_flag \n",
" \n",
" \n",
" \n",
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" 1101 \n",
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" 1103 \n",
" JASN3 \n",
" 2020-12-16 23:23:00 \n",
" 178 \n",
" 0.75 \n",
" 0.042 \n",
" 14.61 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.85 \n",
" 1 \n",
" \n",
" \n",
" 1104 \n",
" JASN3 \n",
" 2020-12-26 21:22:00 \n",
" 179 \n",
" 0.67 \n",
" 0.042 \n",
" 13.27 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.77 \n",
" 1 \n",
" \n",
" \n",
" 1105 \n",
" JASN3 \n",
" 2021-01-05 19:21:00 \n",
" 180 \n",
" 0.66 \n",
" 0.042 \n",
" 13.51 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.76 \n",
" 1 \n",
" \n",
" \n",
" 1106 \n",
" JASN3 \n",
" 2021-01-15 17:19:00 \n",
" 181 \n",
" 0.57 \n",
" 0.042 \n",
" 13.60 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.67 \n",
" 1 \n",
" \n",
" \n",
" 1107 \n",
" JASN3 \n",
" 2021-01-25 15:18:00 \n",
" 182 \n",
" 0.54 \n",
" 0.042 \n",
" 13.29 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.64 \n",
" 1 \n",
" \n",
" \n",
" 1108 \n",
" JASN3 \n",
" 2021-02-04 13:16:00 \n",
" 183 \n",
" 0.50 \n",
" 0.042 \n",
" 12.85 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.60 \n",
" 1 \n",
" \n",
" \n",
" 1109 \n",
" JASN3 \n",
" 2021-02-14 11:15:00 \n",
" 184 \n",
" 0.31 \n",
" 0.042 \n",
" 13.96 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.41 \n",
" 1 \n",
" \n",
" \n",
" 1110 \n",
" JASN3 \n",
" 2021-02-24 09:13:00 \n",
" 185 \n",
" 0.28 \n",
" 0.042 \n",
" 13.06 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.38 \n",
" 1 \n",
" \n",
" \n",
" 1111 \n",
" JASN3 \n",
" 2021-03-06 07:12:00 \n",
" 186 \n",
" 0.17 \n",
" 0.042 \n",
" 13.70 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.27 \n",
" 1 \n",
" \n",
" \n",
" 1112 \n",
" JASN3 \n",
" 2021-03-16 05:10:00 \n",
" 187 \n",
" 0.12 \n",
" 0.042 \n",
" 13.18 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.22 \n",
" 1 \n",
" \n",
" \n",
" 1113 \n",
" JASN3 \n",
" 2021-03-26 03:09:00 \n",
" 188 \n",
" 0.09 \n",
" 0.042 \n",
" 12.95 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.19 \n",
" 1 \n",
" \n",
" \n",
" 1114 \n",
" JASN3 \n",
" 2021-04-05 01:07:00 \n",
" 189 \n",
" -0.02 \n",
" 0.042 \n",
" 12.88 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.08 \n",
" 1 \n",
" \n",
" \n",
" 1115 \n",
" JASN3 \n",
" 2021-04-14 23:06:00 \n",
" 190 \n",
" -0.10 \n",
" 0.042 \n",
" 13.75 \n",
" AMR \n",
" GIM \n",
" ECM \n",
" 2 \n",
" 2 \n",
" 0 \n",
" 32.00 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" satmision FechaTiempo satrepetciclo nivel est_error_nivel \\\n",
"1101 JASN3 2020-11-27 03:26:00 176 0.82 0.042 \n",
"1102 JASN3 2020-12-07 01:25:00 177 0.79 0.042 \n",
"1103 JASN3 2020-12-16 23:23:00 178 0.75 0.042 \n",
"1104 JASN3 2020-12-26 21:22:00 179 0.67 0.042 \n",
"1105 JASN3 2021-01-05 19:21:00 180 0.66 0.042 \n",
"1106 JASN3 2021-01-15 17:19:00 181 0.57 0.042 \n",
"1107 JASN3 2021-01-25 15:18:00 182 0.54 0.042 \n",
"1108 JASN3 2021-02-04 13:16:00 183 0.50 0.042 \n",
"1109 JASN3 2021-02-14 11:15:00 184 0.31 0.042 \n",
"1110 JASN3 2021-02-24 09:13:00 185 0.28 0.042 \n",
"1111 JASN3 2021-03-06 07:12:00 186 0.17 0.042 \n",
"1112 JASN3 2021-03-16 05:10:00 187 0.12 0.042 \n",
"1113 JASN3 2021-03-26 03:09:00 188 0.09 0.042 \n",
"1114 JASN3 2021-04-05 01:07:00 189 -0.02 0.042 \n",
"1115 JASN3 2021-04-14 23:06:00 190 -0.10 0.042 \n",
"\n",
" kuband_scattcoef wettropcorr ionoscorr drytropcorr instr_opmod1 \\\n",
"1101 13.96 AMR GIM ECM 2 \n",
"1102 14.44 AMR GIM ECM 2 \n",
"1103 14.61 AMR GIM ECM 2 \n",
"1104 13.27 AMR GIM ECM 2 \n",
"1105 13.51 AMR GIM ECM 2 \n",
"1106 13.60 AMR GIM ECM 2 \n",
"1107 13.29 AMR GIM ECM 2 \n",
"1108 12.85 AMR GIM ECM 2 \n",
"1109 13.96 AMR GIM ECM 2 \n",
"1110 13.06 AMR GIM ECM 2 \n",
"1111 13.70 AMR GIM ECM 2 \n",
"1112 13.18 AMR GIM ECM 2 \n",
"1113 12.95 AMR GIM ECM 2 \n",
"1114 12.88 AMR GIM ECM 2 \n",
"1115 13.75 AMR GIM ECM 2 \n",
"\n",
" instr_opmod2 superfcongelada_flag nivel_egm2008 fuente_flag \n",
"1101 2 0 32.92 1 \n",
"1102 2 0 32.89 1 \n",
"1103 2 0 32.85 1 \n",
"1104 2 0 32.77 1 \n",
"1105 2 0 32.76 1 \n",
"1106 2 0 32.67 1 \n",
"1107 2 0 32.64 1 \n",
"1108 2 0 32.60 1 \n",
"1109 2 0 32.41 1 \n",
"1110 2 0 32.38 1 \n",
"1111 2 0 32.27 1 \n",
"1112 2 0 32.22 1 \n",
"1113 2 0 32.19 1 \n",
"1114 2 0 32.08 1 \n",
"1115 2 0 32.00 1 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail(15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Hay que averiguar porque los datos terminan en Octubre.**"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"editable": true
},
"outputs": [],
"source": [
"df['año'] = df.FechaTiempo.dt.year\n",
"df['mes'] = df.FechaTiempo.dt.month\n",
"df['dia'] = df.FechaTiempo.dt.day\n",
"df['dda'] = df.FechaTiempo.dt.dayofyear"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Explorar patrones temporales"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(x='FechaTiempo', y='nivel', ylim=(-1.5, 1.5), figsize=(14, 7))\n",
"plt.ylabel('desviación de elevación (m)')\n",
"plt.xlabel('fecha');"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=df, x='mes', y='nivel', color='g');\n",
"plt.ylim(-1.5, 1.5)\n",
"plt.xlabel('mes')\n",
"plt.ylabel('desviación de elevación (m)'); "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"palette = sns.cubehelix_palette(light=.9, n_colors=len(df['año'].unique()))\n",
"\n",
"sns.relplot(data=df, x=\"dda\", y=\"nivel\", hue=\"año\", kind='line', palette=palette,\n",
" height=5, aspect=1.5)\n",
"# Change x axis labelling to show months rather than just dda integers\n",
"# 0,365 for start of month; 15,380 for middle of month\n",
"plt.xticks(np.linspace(0,365,13)[:-1], \n",
" ('Ene', 'Feb', 'Mar', 'Abr', 'May', 'Jun', 'Jul', 'Ago', 'Sep', 'Oct', 'Nov', 'Dic')\n",
" );"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nota: Para estas figuras, hay que eliminar los años incompletos -- el primero y tipicamente el ultimo (a menos que la fecha mas reciente sea mediados de diciembre)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"editable": true
},
"outputs": [],
"source": [
"dfg = df.groupby('año')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Una sola figura con el promedio, minimo y maximo anual"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ejes = plt.subplots(nrows=2, figsize=(14,10), sharex=True)\n",
"\n",
"dfg.nivel.mean().iloc[1:-1].plot(ax=ejes[0], label='promedio', linewidth=3)\n",
"dfg.nivel.max().iloc[1:-1].plot(ax=ejes[0], label='maximo')\n",
"dfg.nivel.min().iloc[1:-1].plot(ax=ejes[0], label='minimo')\n",
"ejes[0].set_ylabel('nivel anual (m)')\n",
"ejes[0].legend()\n",
"\n",
"dfheightrange = dfg.nivel.max().iloc[1:-1] - dfg.nivel.min().iloc[1:-1]\n",
"dfheightrange.plot(ax=ejes[1])\n",
"ejes[1].set_ylabel('variacion anual del nivel (m)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Explorar lakepy\n",
"\n",
"Incluyendo accesso a datos del Lago de Managua (Xolotlan)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import lakepy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lago Nicaragua"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" id_No source lake_name\n",
"0 129 hydroweb Nicaragua\n",
"1 1943 grealm Nicaragua\n"
]
}
],
"source": [
"lago_nica_lp = lakepy.search(name='%nicaragua%')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id_No \n",
" lake_name \n",
" source \n",
" Type \n",
" Country \n",
" Continent \n",
" Resolution \n",
" grealm_database_ID \n",
" Satellite Observation Period \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1943 \n",
" Nicaragua \n",
" grealm \n",
" open \n",
" Nicaragua \n",
" Central America \n",
" 10.0 \n",
" 351 \n",
" Sept 1992-present \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id_No lake_name source Type Country Continent Resolution \\\n",
"0 1943 Nicaragua grealm open Nicaragua Central America 10.0 \n",
"\n",
" grealm_database_ID Satellite Observation Period \n",
"0 351 Sept 1992-present "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading lake level records from database...\n"
]
}
],
"source": [
"lago_nica_lp_grealm = lakepy.search(id_No=1943)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La informacion que fue imprimida arriba es la misma que ahora esta disponible por medio de `lago_nica_lp_grealm.metadata`."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id_No \n",
" date \n",
" lake_name \n",
" water_level \n",
" \n",
" \n",
" \n",
" \n",
" 1006 \n",
" 1943 \n",
" 2020-10-18 \n",
" Nicaragua \n",
" 32.43 \n",
" \n",
" \n",
" 1007 \n",
" 1943 \n",
" 2020-11-07 \n",
" Nicaragua \n",
" 32.64 \n",
" \n",
" \n",
" 1008 \n",
" 1943 \n",
" 2020-11-27 \n",
" Nicaragua \n",
" 32.93 \n",
" \n",
" \n",
" 1009 \n",
" 1943 \n",
" 2020-12-16 \n",
" Nicaragua \n",
" 32.85 \n",
" \n",
" \n",
" 1010 \n",
" 1943 \n",
" 2020-12-26 \n",
" Nicaragua \n",
" 32.76 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id_No date lake_name water_level\n",
"1006 1943 2020-10-18 Nicaragua 32.43\n",
"1007 1943 2020-11-07 Nicaragua 32.64\n",
"1008 1943 2020-11-27 Nicaragua 32.93\n",
"1009 1943 2020-12-16 Nicaragua 32.85\n",
"1010 1943 2020-12-26 Nicaragua 32.76"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lago_nica_lp_grealm.data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lago_nica_lp_grealm.data.plot(x='date', y='water_level', figsize=(10,5));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparar con los resultados de la fuente `hydroweb`"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id_No \n",
" lake_name \n",
" source \n",
" basin \n",
" status \n",
" country \n",
" end_date \n",
" latitude \n",
" longitude \n",
" identifier \n",
" start_date \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 129 \n",
" Nicaragua \n",
" hydroweb \n",
" San Juan \n",
" operational \n",
" Nicaragua \n",
" 2020-09-28 15:35 \n",
" 11.5 \n",
" -85.5 \n",
" L_nicaragua \n",
" 1992-10-12 11:31 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id_No lake_name source basin status country \\\n",
"0 129 Nicaragua hydroweb San Juan operational Nicaragua \n",
"\n",
" end_date latitude longitude identifier start_date \n",
"0 2020-09-28 15:35 11.5 -85.5 L_nicaragua 1992-10-12 11:31 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading lake level records from database...\n"
]
}
],
"source": [
"lago_nica_lp_hw = lakepy.search(id_No=129)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lago_nica_lp_hw.plot_timeseries(how='matplotlib')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lago Managua (Xolotlan)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id_No \n",
" lake_name \n",
" source \n",
" basin \n",
" status \n",
" country \n",
" end_date \n",
" latitude \n",
" longitude \n",
" identifier \n",
" start_date \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 109 \n",
" Managua \n",
" hydroweb \n",
" San Juan \n",
" research \n",
" Nicaragua \n",
" 2015-01-26 20:12 \n",
" 12.35 \n",
" -86.35 \n",
" L_managua \n",
" 2002-10-30 22:47 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id_No lake_name source basin status country end_date \\\n",
"0 109 Managua hydroweb San Juan research Nicaragua 2015-01-26 20:12 \n",
"\n",
" latitude longitude identifier start_date \n",
"0 12.35 -86.35 L_managua 2002-10-30 22:47 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading lake level records from database...\n"
]
}
],
"source": [
"lago_managua_lp = lakepy.search(name='%managua%')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" id_No \n",
" lake_name \n",
" source \n",
" basin \n",
" status \n",
" country \n",
" end_date \n",
" latitude \n",
" longitude \n",
" identifier \n",
" start_date \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 109 \n",
" Managua \n",
" hydroweb \n",
" San Juan \n",
" research \n",
" Nicaragua \n",
" 2015-01-26 20:12 \n",
" 12.35 \n",
" -86.35 \n",
" L_managua \n",
" 2002-10-30 22:47 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id_No lake_name source basin status country end_date \\\n",
"0 109 Managua hydroweb San Juan research Nicaragua 2015-01-26 20:12 \n",
"\n",
" latitude longitude identifier start_date \n",
"0 12.35 -86.35 L_managua 2002-10-30 22:47 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading lake level records from database...\n"
]
}
],
"source": [
"lago_managua_lp_hw = lakepy.search(id_No=109)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lago_managua_lp_hw.plot_timeseries(how='matplotlib')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:nica_natur_jb]",
"language": "python",
"name": "python"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}