A caption
1: INTRODUCCION
La precipitación es una parte importante del ciclo hidrologico, este tranporta agua dulce a la corteza terrestre y por esto favorece a la vida humana, y a todo ser vivo que necesite de la misma.
La temperatura es un factor de mucha importancia debido a que se podra determinar que se puede sembrar y que es apto para ese clima.
Las precipitaciobnes pueden generar que un lugar sea apto o no para el cultivo especialmente en nuestro Pais, a traves de este proyecto se espera poder observar como la precipitación y la temperatura en Cliza interactuan.
2: DATOS CLIZA
cliza es un municipio de Bolivia ubicado en Cochabamba, este tiene un area de 305 Km2, esta a una altitud de 2750 msnm.
## OGR data source with driver: ESRI Shapefile
## Source: "D:\UNIVERSIDAD\2_2021\MODELACION_AMBIENTAL\MODULO_MULTIPARAMETRICO\TRABAJO_1\SALIDAS\Cliza.shp", layer: "Cliza"
## with 1 features
## It has 4 fields## [1] "NOM_DEP" "NOM_MUN" "Estudiante" "area"## [1] "Cliza"
Cliza es catalogada como un municipio de producción especialmente de maÃz en diferentes variedades de calidad y tipo. El uso agricola reflejado por el ordenamiento teritorial , arroja que este comprende de una superficie de 52 km2, ademas de que 76% de la superficie del municipio es apta para la agricultura intensiva.
- Clima2: OBJETIVO
El principal objetivo de esta investigación ver como esta actuando el clima respecto a la pandemia que son desde el año 2019 al 2021.
3: METODOS
3.1: Temperatura y precipitación
TEMPERATURA 2019-2021
2019
En El 2019 se tiene temperaturas iguales o menores que el promedio.
2020
Se aprecia un aumento de temperatura respecto al promedio
2021
No se aprecia un cambio Drástico respecto al año anterior.
Temperatura de 2019, 2020, 2021
PRECIPITACIÓN 2019-2021
2019
Como Se puede apeciar en la Grafica en el año 2019 no se tiene ningun dato que sobre pase la precipitación media que se tiene.
En el grafico tenemos la comparación de el año 2019 y el promedio de los tres años, este es igual un indicador de que la precipitación no tuvo ningun aumento
2020
Se ve un Aumento de temperaturarespecto al Promedio.
Se puede ver un aumento respecto a la precipitación Promedio
2021
Se puede aprecir que el aumento de precipitación es similar al de el año 2020.
No se tiene cambios drástico en comparación a lo datos del 2020
###Precipitaciónes de los 3 años
HERRAMIENTAS
## avg_NDVI_HARV
## MOD11A2.006_LST_Day_1km_doy2019001_aid0001 27.99474
## MOD11A2.006_LST_Day_1km_doy2019009_aid0001 29.15680
## MOD11A2.006_LST_Day_1km_doy2019017_aid0001 28.53639
## MOD11A2.006_LST_Day_1km_doy2019025_aid0001 28.94368
## MOD11A2.006_LST_Day_1km_doy2019033_aid0001 26.59866
## MOD11A2.006_LST_Day_1km_doy2019041_aid0001 21.83065
## MOD11A2.006_LST_Day_1km_doy2019049_aid0001 25.56278
## MOD11A2.006_LST_Day_1km_doy2019057_aid0001 27.77433
## MOD11A2.006_LST_Day_1km_doy2019065_aid0001 30.86072
## MOD11A2.006_LST_Day_1km_doy2019073_aid0001 27.13247
## MOD11A2.006_LST_Day_1km_doy2019081_aid0001 29.13536
## MOD11A2.006_LST_Day_1km_doy2019089_aid0001 28.77474
## MOD11A2.006_LST_Day_1km_doy2019097_aid0001 28.63392
## MOD11A2.006_LST_Day_1km_doy2019105_aid0001 30.12485
## MOD11A2.006_LST_Day_1km_doy2019113_aid0001 29.47021
## MOD11A2.006_LST_Day_1km_doy2019121_aid0001 30.98588
## MOD11A2.006_LST_Day_1km_doy2019129_aid0001 29.47804
## MOD11A2.006_LST_Day_1km_doy2019137_aid0001 29.41784
## MOD11A2.006_LST_Day_1km_doy2019145_aid0001 28.09247
## MOD11A2.006_LST_Day_1km_doy2019153_aid0001 27.50876
## MOD11A2.006_LST_Day_1km_doy2019161_aid0001 27.60691
## MOD11A2.006_LST_Day_1km_doy2019169_aid0001 27.36546
## MOD11A2.006_LST_Day_1km_doy2019177_aid0001 28.16505
## MOD11A2.006_LST_Day_1km_doy2019185_aid0001 27.71763
## MOD11A2.006_LST_Day_1km_doy2019193_aid0001 27.50814
## MOD11A2.006_LST_Day_1km_doy2019201_aid0001 25.99186
## MOD11A2.006_LST_Day_1km_doy2019209_aid0001 29.24897
## MOD11A2.006_LST_Day_1km_doy2019217_aid0001 29.93680
## MOD11A2.006_LST_Day_1km_doy2019225_aid0001 32.93577
## MOD11A2.006_LST_Day_1km_doy2019233_aid0001 32.83103
## MOD11A2.006_LST_Day_1km_doy2019241_aid0001 34.90237
## MOD11A2.006_LST_Day_1km_doy2019249_aid0001 33.23887
## MOD11A2.006_LST_Day_1km_doy2019257_aid0001 38.02485
## MOD11A2.006_LST_Day_1km_doy2019265_aid0001 38.08093
## MOD11A2.006_LST_Day_1km_doy2019273_aid0001 38.82175
## MOD11A2.006_LST_Day_1km_doy2019281_aid0001 40.98526
## MOD11A2.006_LST_Day_1km_doy2019289_aid0001 43.09825
## MOD11A2.006_LST_Day_1km_doy2019297_aid0001 43.94876
## MOD11A2.006_LST_Day_1km_doy2019305_aid0001 42.56897
## MOD11A2.006_LST_Day_1km_doy2019313_aid0001 32.23165
## MOD11A2.006_LST_Day_1km_doy2019321_aid0001 37.84732
## MOD11A2.006_LST_Day_1km_doy2019329_aid0001 35.05124
## MOD11A2.006_LST_Day_1km_doy2019337_aid0001 37.51082
## MOD11A2.006_LST_Day_1km_doy2019345_aid0001 35.46237
## MOD11A2.006_LST_Day_1km_doy2019353_aid0001 35.14299
## MOD11A2.006_LST_Day_1km_doy2019361_aid0001 25.18610
## MOD11A2.006_LST_Day_1km_doy2020001_aid0001 24.01041
## MOD11A2.006_LST_Day_1km_doy2020009_aid0001 26.58649
## MOD11A2.006_LST_Day_1km_doy2020017_aid0001 25.20381
## MOD11A2.006_LST_Day_1km_doy2020025_aid0001 27.94567
## MOD11A2.006_LST_Day_1km_doy2020033_aid0001 20.58000
## MOD11A2.006_LST_Day_1km_doy2020041_aid0001 25.52711
## MOD11A2.006_LST_Day_1km_doy2020049_aid0001 26.97742
## MOD11A2.006_LST_Day_1km_doy2020057_aid0001 22.77990
## MOD11A2.006_LST_Day_1km_doy2020065_aid0001 25.86773
## MOD11A2.006_LST_Day_1km_doy2020073_aid0001 24.99969
## MOD11A2.006_LST_Day_1km_doy2020081_aid0001 25.18381
## MOD11A2.006_LST_Day_1km_doy2020089_aid0001 29.41907
## MOD11A2.006_LST_Day_1km_doy2020097_aid0001 29.47371
## MOD11A2.006_LST_Day_1km_doy2020105_aid0001 27.82052
## MOD11A2.006_LST_Day_1km_doy2020113_aid0001 29.17371
## MOD11A2.006_LST_Day_1km_doy2020121_aid0001 27.94340
## MOD11A2.006_LST_Day_1km_doy2020129_aid0001 29.39907
## MOD11A2.006_LST_Day_1km_doy2020137_aid0001 30.20979
## MOD11A2.006_LST_Day_1km_doy2020145_aid0001 27.09454
## MOD11A2.006_LST_Day_1km_doy2020153_aid0001 26.80814
## MOD11A2.006_LST_Day_1km_doy2020161_aid0001 26.82134
## MOD11A2.006_LST_Day_1km_doy2020169_aid0001 27.87990
## MOD11A2.006_LST_Day_1km_doy2020177_aid0001 26.17784
## MOD11A2.006_LST_Day_1km_doy2020185_aid0001 25.67330
## MOD11A2.006_LST_Day_1km_doy2020193_aid0001 27.02175
## MOD11A2.006_LST_Day_1km_doy2020201_aid0001 30.18505
## MOD11A2.006_LST_Day_1km_doy2020209_aid0001 29.22052
## MOD11A2.006_LST_Day_1km_doy2020217_aid0001 30.75371
## MOD11A2.006_LST_Day_1km_doy2020225_aid0001 29.60732
## MOD11A2.006_LST_Day_1km_doy2020233_aid0001 33.58773
## MOD11A2.006_LST_Day_1km_doy2020241_aid0001 35.76918
## MOD11A2.006_LST_Day_1km_doy2020249_aid0001 37.07000
## MOD11A2.006_LST_Day_1km_doy2020257_aid0001 30.63124
## MOD11A2.006_LST_Day_1km_doy2020265_aid0001 37.84485
## MOD11A2.006_LST_Day_1km_doy2020273_aid0001 39.06093
## MOD11A2.006_LST_Day_1km_doy2020281_aid0001 38.30814
## MOD11A2.006_LST_Day_1km_doy2020289_aid0001 34.75474
## MOD11A2.006_LST_Day_1km_doy2020297_aid0001 35.10794
## MOD11A2.006_LST_Day_1km_doy2020305_aid0001 40.09021
## MOD11A2.006_LST_Day_1km_doy2020313_aid0001 37.56732
## MOD11A2.006_LST_Day_1km_doy2020321_aid0001 37.60381
## MOD11A2.006_LST_Day_1km_doy2020329_aid0001 40.92072
## MOD11A2.006_LST_Day_1km_doy2020337_aid0001 33.67066
## MOD11A2.006_LST_Day_1km_doy2020345_aid0001 36.96402
## MOD11A2.006_LST_Day_1km_doy2020353_aid0001 36.70546
## MOD11A2.006_LST_Day_1km_doy2020361_aid0001 24.51123
## MOD11A2.006_LST_Day_1km_doy2021001_aid0001 25.52176
## MOD11A2.006_LST_Day_1km_doy2021009_aid0001 29.85825
## MOD11A2.006_LST_Day_1km_doy2021017_aid0001 14.42143
## MOD11A2.006_LST_Day_1km_doy2021025_aid0001 29.24588
## MOD11A2.006_LST_Day_1km_doy2021033_aid0001 27.90175
## MOD11A2.006_LST_Day_1km_doy2021041_aid0001 27.62072
## MOD11A2.006_LST_Day_1km_doy2021049_aid0001 25.82918
## MOD11A2.006_LST_Day_1km_doy2021057_aid0001 19.24887
## MOD11A2.006_LST_Day_1km_doy2021065_aid0001 24.86670
## MOD11A2.006_LST_Day_1km_doy2021073_aid0001 27.87825
## MOD11A2.006_LST_Day_1km_doy2021081_aid0001 24.69660
## MOD11A2.006_LST_Day_1km_doy2021089_aid0001 25.70093
## MOD11A2.006_LST_Day_1km_doy2021097_aid0001 28.05577
## MOD11A2.006_LST_Day_1km_doy2021105_aid0001 28.96278
## MOD11A2.006_LST_Day_1km_doy2021113_aid0001 27.86155
## MOD11A2.006_LST_Day_1km_doy2021121_aid0001 29.76773
## MOD11A2.006_LST_Day_1km_doy2021129_aid0001 29.46526
## MOD11A2.006_LST_Day_1km_doy2021137_aid0001 27.86649
## MOD11A2.006_LST_Day_1km_doy2021145_aid0001 28.31742
## MOD11A2.006_LST_Day_1km_doy2021153_aid0001 26.12113
## MOD11A2.006_LST_Day_1km_doy2021161_aid0001 23.84216
## MOD11A2.006_LST_Day_1km_doy2021169_aid0001 26.74649
## MOD11A2.006_LST_Day_1km_doy2021177_aid0001 25.16155
## MOD11A2.006_LST_Day_1km_doy2021185_aid0001 26.82670
## MOD11A2.006_LST_Day_1km_doy2021193_aid0001 26.79433
## MOD11A2.006_LST_Day_1km_doy2021201_aid0001 29.40959
## MOD11A2.006_LST_Day_1km_doy2021209_aid0001 27.73041
## MOD11A2.006_LST_Day_1km_doy2021217_aid0001 31.38711
## MOD11A2.006_LST_Day_1km_doy2021225_aid0001 33.17309
## MOD11A2.006_LST_Day_1km_doy2021233_aid0001 31.28155
## MOD11A2.006_LST_Day_1km_doy2021241_aid0001 34.53907
## MOD11A2.006_LST_Day_1km_doy2021249_aid0001 36.89722
## MOD11A2.006_LST_Day_1km_doy2021257_aid0001 39.33330
## MOD11A2.006_LST_Day_1km_doy2021265_aid0001 37.39680
## MOD11A2.006_LST_Day_1km_doy2021273_aid0001 40.04897
## MOD11A2.006_LST_Day_1km_doy2021281_aid0001 38.81722
## MOD11A2.006_LST_Day_1km_doy2021289_aid0001 40.65907
## MOD11A2.006_LST_Day_1km_doy2021297_aid0001 41.89082
## MOD11A2.006_LST_Day_1km_doy2021305_aid0001 39.07247## [1] "avg_NDVI_HARV"## [1] "meanNDVI"## meanNDVI site year
## MOD11A2.006_LST_Day_1km_doy2019001_aid0001 27.99474 HARV 2019
## MOD11A2.006_LST_Day_1km_doy2019009_aid0001 29.15680 HARV 2019
## MOD11A2.006_LST_Day_1km_doy2019017_aid0001 28.53639 HARV 2019
## MOD11A2.006_LST_Day_1km_doy2019025_aid0001 28.94368 HARV 2019
## MOD11A2.006_LST_Day_1km_doy2019033_aid0001 26.59866 HARV 2019
## MOD11A2.006_LST_Day_1km_doy2019041_aid0001 21.83065 HARV 2019## 2019001 2019009 2019017 2019025 2019033 2019041
## "2019-01-01" "2019-01-09" "2019-01-17" "2019-01-25" "2019-02-02" "2019-02-10"
## 2019049 2019057 2019065 2019073 2019081 2019089
## "2019-02-18" "2019-02-26" "2019-03-06" "2019-03-14" "2019-03-22" "2019-03-30"
## 2019097 2019105 2019113 2019121 2019129 2019137
## "2019-04-07" "2019-04-15" "2019-04-23" "2019-05-01" "2019-05-09" "2019-05-17"
## 2019145 2019153 2019161 2019169 2019177 2019185
## "2019-05-25" "2019-06-02" "2019-06-10" "2019-06-18" "2019-06-26" "2019-07-04"
## 2019193 2019201 2019209 2019217 2019225 2019233
## "2019-07-12" "2019-07-20" "2019-07-28" "2019-08-05" "2019-08-13" "2019-08-21"
## 2019241 2019249 2019257 2019265 2019273 2019281
## "2019-08-29" "2019-09-06" "2019-09-14" "2019-09-22" "2019-09-30" "2019-10-08"
## 2019289 2019297 2019305 2019313 2019321 2019329
## "2019-10-16" "2019-10-24" "2019-11-01" "2019-11-09" "2019-11-17" "2019-11-25"
## 2019337 2019345 2019353 2019361 2020001 2020009
## "2019-12-03" "2019-12-11" "2019-12-19" "2019-12-27" "2020-01-01" "2020-01-09"
## 2020017 2020025 2020033 2020041 2020049 2020057
## "2020-01-17" "2020-01-25" "2020-02-02" "2020-02-10" "2020-02-18" "2020-02-26"
## 2020065 2020073 2020081 2020089 2020097 2020105
## "2020-03-05" "2020-03-13" "2020-03-21" "2020-03-29" "2020-04-06" "2020-04-14"
## 2020113 2020121 2020129 2020137 2020145 2020153
## "2020-04-22" "2020-04-30" "2020-05-08" "2020-05-16" "2020-05-24" "2020-06-01"
## 2020161 2020169 2020177 2020185 2020193 2020201
## "2020-06-09" "2020-06-17" "2020-06-25" "2020-07-03" "2020-07-11" "2020-07-19"
## 2020209 2020217 2020225 2020233 2020241 2020249
## "2020-07-27" "2020-08-04" "2020-08-12" "2020-08-20" "2020-08-28" "2020-09-05"
## 2020257 2020265 2020273 2020281 2020289 2020297
## "2020-09-13" "2020-09-21" "2020-09-29" "2020-10-07" "2020-10-15" "2020-10-23"
## 2020305 2020313 2020321 2020329 2020337 2020345
## "2020-10-31" "2020-11-08" "2020-11-16" "2020-11-24" "2020-12-02" "2020-12-10"
## 2020353 2020361 2021001 2021009 2021017 2021025
## "2020-12-18" "2020-12-26" "2021-01-01" "2021-01-09" "2021-01-17" "2021-01-25"
## 2021033 2021041 2021049 2021057 2021065 2021073
## "2021-02-02" "2021-02-10" "2021-02-18" "2021-02-26" "2021-03-06" "2021-03-14"
## 2021081 2021089 2021097 2021105 2021113 2021121
## "2021-03-22" "2021-03-30" "2021-04-07" "2021-04-15" "2021-04-23" "2021-05-01"
## 2021129 2021137 2021145 2021153 2021161 2021169
## "2021-05-09" "2021-05-17" "2021-05-25" "2021-06-02" "2021-06-10" "2021-06-18"
## 2021177 2021185 2021193 2021201 2021209 2021217
## "2021-06-26" "2021-07-04" "2021-07-12" "2021-07-20" "2021-07-28" "2021-08-05"
## 2021225 2021233 2021241 2021249 2021257 2021265
## "2021-08-13" "2021-08-21" "2021-08-29" "2021-09-06" "2021-09-14" "2021-09-22"
## 2021273 2021281 2021289 2021297 2021305
## "2021-09-30" "2021-10-08" "2021-10-16" "2021-10-24" "2021-11-01"## [1] "Date"## [1] "2019-01-01" "2019-01-09" "2019-01-17" "2019-01-25" "2019-02-02"
## [6] "2019-02-10"## [1] "Date"## [1] "integer"
