Basin Map

Pearson Correlation Coefficient: HeatMap, CSV
Spearman Correlation Coefficient: HeatMap, CSV
Kendall Correlation Coefficient: HeatMap, CSV

OrdenSectorReportChartsStatisticsHydrographyVery Strong CorrelationStrong CorrelationModerate Correlation
1Alto Magdalena - Saldaña / Saldaña - Salida

Latitude: 3.90838889, Longitude: -75.10327778, Altitude: 332 m

Calibración
NON STATIONARY:
Q_Station_NA_22057010_ok

STATIONARY (d=2):
Q_Station_NA_22057010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:141, Missing(%):1.015850144092219, Distinct:1779, Distinct(%):12.94854065070238

QUANTILE STATISTICS
Min:0.0, 5-th_percentile:90.0, Q1:143.0, Median:210.0, Q3:257.0, 95-th_percentile:325.0, Max:541.83, Range:541.83, Interquartile_range(IQR):114.0

DESCRIPTIVE STATISTICS
Standard_deviation:75.48723401677728, Coefficient_of_variation(CV):0.36860807378992605, Mean:204.78996360724946, Median_Absolute_Deviation(MAD):56.0, Sum:2813609.3100000024, Variance:5698.322499503697, Kurtosis:-0.28786937695274917, Skewness:0.14505419301653835, ADF(p-value):2.386949492795919e-07, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 204.78996360724943), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_21237010_ok(0.48), Q_Station_NA_21137010_ok(0.47), Q_Station_NA_24017640_ok(0.45), Q_Station_NA_23097030_ok(0.43), Q_Station_NA_21237020_ok(0.43), Q_Station_NA_26207080_ok(0.42), Q_Station_NA_25027410_ok(0.41), Q_Station_NA_25027050_ok(0.4), Q_Station_NA_23167010_ok(0.39), Q_Station_NA_23187280_ok(0.35), Q_Station_NA_25027270_ok(0.33)
2Alto Magdalena - Saldaña / Alto Magdalena antes de Saldaña

Latitude: 3.84952778, Longitude: -74.93577778, Altitude: 293 m

Calibración
NON STATIONARY:
Q_Station_NA_21137010_ok

STATIONARY (d=2):
Q_Station_NA_21137010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:98, Missing(%):0.7060518731988472, Distinct:5335, Distinct(%):38.70991147874039

QUANTILE STATISTICS
Min:148.0, 5-th_percentile:302.0, Q1:484.0, Median:701.2, Q3:974.0, 95-th_percentile:1485.354999999999, Max:4247.0, Range:4099.0, Interquartile_range(IQR):490.0

DESCRIPTIVE STATISTICS
Standard_deviation:401.53668871191843, Coefficient_of_variation(CV):0.5173144862805972, Mean:776.194557393702, Median_Absolute_Deviation(MAD):237.57000000000002, Sum:10697513.390000006, Variance:161231.7123817321, Kurtosis:6.144763907998944, Skewness:1.7111346093709199, ADF(p-value):7.614086677823782e-25, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 776.194557393702), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_21237010_ok(0.83), Q_Station_NA_21237020_ok(0.77)Q_Station_NA_23097030_ok(0.54)Q_Station_NA_26207080_ok(0.48), Q_Station_NA_22057010_ok(0.47), Q_Station_NA_23167010_ok(0.47), Q_Station_NA_25027050_ok(0.44), Q_Station_NA_23187280_ok(0.42), Q_Station_NA_25027020_ok(0.38), Q_Station_NA_25027410_ok(0.37), Q_Station_NA_25027270_ok(0.34), Q_Station_NA_24037360_ok(0.33), Q_Station_NA_24017640_ok(0.31), Q_Station_NA_24067020_ok(0.31), Q_Station_NA_25027930_ok(0.3)
3Alto Magdalena - Saldaña / Alto Magdalena después de Saldaña

Latitude: 4.38777778, Longitude: -74.838375, Altitude: 248 m

Calibración
NON STATIONARY:
Q_Station_NA_21237010_ok

STATIONARY (d=4):
Q_Station_NA_21237010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=4):
ACF, PACF
N:13880, Missing:32, Missing(%):0.23054755043227668, Distinct:5066, Distinct(%):36.582900057770075

QUANTILE STATISTICS
Min:92.689, 5-th_percentile:483.0, Q1:756.075, Median:1044.0, Q3:1386.0, 95-th_percentile:2156.2999999999993, Max:5286.0, Range:5193.311, Interquartile_range(IQR):629.925

DESCRIPTIVE STATISTICS
Standard_deviation:533.3066603087376, Coefficient_of_variation(CV):0.4705954701769032, Mean:1133.2592302859618, Median_Absolute_Deviation(MAD):309.0, Sum:15693373.821, Variance:284415.9939296592, Kurtosis:3.302343051218976, Skewness:1.4005896736605787, ADF(p-value):3.226973265582496e-25, Seasonal:True, Stationary:False, Differencing (d): 4
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 1133.2592302859618), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_21237020_ok(0.94), Q_Station_NA_21137010_ok(0.83), Q_Station_NA_23097030_ok(0.75)Q_Station_NA_23167010_ok(0.69), Q_Station_NA_26207080_ok(0.66), Q_Station_NA_23187280_ok(0.61), Q_Station_NA_25027050_ok(0.59), Q_Station_NA_25027020_ok(0.54), Q_Station_NA_25027410_ok(0.54)Q_Station_NA_24017640_ok(0.49), Q_Station_NA_25027270_ok(0.49), Q_Station_NA_24067020_ok(0.49), Q_Station_NA_22057010_ok(0.48), Q_Station_NA_24037360_ok(0.47), Q_Station_NA_25027930_ok(0.42), Q_Station_NA_25027370_ok(0.4), Q_Station_NA_25027640_ok(0.39), Q_Station_NA_29037020_ok(0.37), Q_Station_NA_27037010_ok(0.36), Q_Station_NA_25027680_ok(0.34), Q_Station_NA_28047050_ok(0.32)
4Alto Magdalena - Saldaña / Alto Magdalena - Salida

Latitude: 5.20241667, Longitude: -74.72761111, Altitude: 212 m

Calibración
NON STATIONARY:
Q_Station_NA_21237020_ok

STATIONARY (d=3):
Q_Station_NA_21237020_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:2250, Missing(%):16.210374639769455, Distinct:3313, Distinct(%):28.48667239896819

QUANTILE STATISTICS
Min:270.2, 5-th_percentile:545.0, Q1:801.45, Median:1115.0, Q3:1524.75, 95-th_percentile:2422.0999999999985, Max:5068.0, Range:4797.8, Interquartile_range(IQR):723.3

DESCRIPTIVE STATISTICS
Standard_deviation:587.0245281119635, Coefficient_of_variation(CV):0.47433660514783, Mean:1237.5695270851247, Median_Absolute_Deviation(MAD):347.0, Sum:14392933.6, Variance:344597.79660507344, Kurtosis:2.3508809725276207, Skewness:1.3073778230048094, ADF(p-value):1.3286422420989722e-22, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 1237.5695270851247), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_21237010_ok(0.94), Q_Station_NA_23097030_ok(0.8), Q_Station_NA_21137010_ok(0.77), Q_Station_NA_23167010_ok(0.73)Q_Station_NA_26207080_ok(0.69), Q_Station_NA_23187280_ok(0.66), Q_Station_NA_25027050_ok(0.62), Q_Station_NA_25027020_ok(0.57), Q_Station_NA_25027410_ok(0.55), Q_Station_NA_25027270_ok(0.53), Q_Station_NA_24067020_ok(0.53), Q_Station_NA_24017640_ok(0.51)Q_Station_NA_24037360_ok(0.48), Q_Station_NA_25027930_ok(0.45), Q_Station_NA_25027640_ok(0.44), Q_Station_NA_22057010_ok(0.43), Q_Station_NA_25027370_ok(0.41), Q_Station_NA_27037010_ok(0.39), Q_Station_NA_29037020_ok(0.38), Q_Station_NA_25027680_ok(0.35), Q_Station_NA_28047050_ok(0.34)
5Medio Magdalena - Sogamoso / Sogamoso - Oeste

Latitude: 6.44888889, Longitude: -73.30694444, Altitude: 709 m

Calibración
NON STATIONARY:
Q_Station_NA_24017640_ok

STATIONARY (d=2):
Q_Station_NA_24017640_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:2824, Missing(%):20.345821325648412, Distinct:5302, Distinct(%):47.95586107091172

QUANTILE STATISTICS
Min:8.7, 5-th_percentile:39.18075, Q1:93.1875, Median:172.95, Q3:292.6, 95-th_percentile:556.275, Max:1649.0, Range:1640.3, Interquartile_range(IQR):199.41250000000002

DESCRIPTIVE STATISTICS
Standard_deviation:178.34402253041517, Coefficient_of_variation(CV):0.8100096972256471, Mean:220.17516968162084, Median_Absolute_Deviation(MAD):91.35, Sum:2434256.675999999, Variance:31806.590372329232, Kurtosis:6.434765910541078, Skewness:2.0020239518134972, ADF(p-value):2.1117223933505527e-23, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 220.17516968162084), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_23187280_ok(0.71), Q_Station_NA_24067020_ok(0.7)Q_Station_NA_23097030_ok(0.68), Q_Station_NA_25027410_ok(0.65), Q_Station_NA_25027050_ok(0.64), Q_Station_NA_23167010_ok(0.64), Q_Station_NA_25027270_ok(0.62), Q_Station_NA_26207080_ok(0.61), Q_Station_NA_25027020_ok(0.59), Q_Station_NA_24037360_ok(0.57), Q_Station_NA_27037010_ok(0.55), Q_Station_NA_21237020_ok(0.51), Q_Station_NA_28047050_ok(0.5)Q_Station_NA_21237010_ok(0.49), Q_Station_NA_25027930_ok(0.49), Q_Station_NA_25027640_ok(0.49), Q_Station_NA_28037030_ok(0.48), Q_Station_NA_22057010_ok(0.45), Q_Station_NA_28037090_ok(0.44), Q_Station_NA_25027370_ok(0.44), Q_Station_NA_29037020_ok(0.4), Q_Station_NA_25017010_ok(0.39), Q_Station_NA_25027680_ok(0.37), Q_Station_NA_21137010_ok(0.31)
6Medio Magdalena - Sogamoso / Sogamoso - Este

Latitude: 6.74972222, Longitude: -73.09666667, Altitude: 1002 m

Calibración
NON STATIONARY:
Q_Station_NA_24037360_ok

STATIONARY (d=2):
Q_Station_NA_24037360_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:2927, Missing(%):21.087896253602306, Distinct:4509, Distinct(%):41.16680361544782

QUANTILE STATISTICS
Min:10.0, 5-th_percentile:23.0, Q1:63.6, Median:104.0, Q3:160.1, 95-th_percentile:288.37999999999977, Max:1099.0, Range:1089.0, Interquartile_range(IQR):96.5

DESCRIPTIVE STATISTICS
Standard_deviation:91.55219629379046, Coefficient_of_variation(CV):0.7389296588695079, Mean:123.89839167351411, Median_Absolute_Deviation(MAD):46.95, Sum:1357059.0840000003, Variance:8381.80464621674, Kurtosis:8.862727250337082, Skewness:2.1991804770820584, ADF(p-value):3.151945965944024e-18, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 123.89839167351408), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25017010_ok(0.67), Q_Station_NA_24067020_ok(0.65), Q_Station_NA_28037030_ok(0.65), Q_Station_NA_27037010_ok(0.64), Q_Station_NA_25027270_ok(0.64), Q_Station_NA_23187280_ok(0.6), Q_Station_NA_25027020_ok(0.6), Q_Station_NA_25027050_ok(0.59), Q_Station_NA_25027410_ok(0.58), Q_Station_NA_24017640_ok(0.57), Q_Station_NA_28047050_ok(0.55), Q_Station_NA_25027930_ok(0.55), Q_Station_NA_28037090_ok(0.54), Q_Station_NA_23167010_ok(0.52), Q_Station_NA_23097030_ok(0.51)Q_Station_NA_29037020_ok(0.49), Q_Station_NA_21237020_ok(0.48), Q_Station_NA_25027680_ok(0.47), Q_Station_NA_21237010_ok(0.47), Q_Station_NA_25027640_ok(0.46), Q_Station_NA_25027370_ok(0.43), Q_Station_NA_26207080_ok(0.38), Q_Station_NA_21137010_ok(0.33)
7Medio Magdalena - Sogamoso / Sogamoso - Salida

Latitude: 7.24416667, Longitude: -73.7875, Altitude: 76 m

Calibración
NON STATIONARY:
Q_Station_NA_24067020_ok

STATIONARY (d=2):
Q_Station_NA_24067020_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:10380, Missing:354, Missing(%):3.410404624277456, Distinct:5409, Distinct(%):53.94973070017953

QUANTILE STATISTICS
Min:26.0, 5-th_percentile:120.0, Q1:239.0, Median:364.355, Q3:550.0, 95-th_percentile:985.95, Max:2625.0, Range:2599.0, Interquartile_range(IQR):311.0

DESCRIPTIVE STATISTICS
Standard_deviation:286.69871748774165, Coefficient_of_variation(CV):0.6600500267306766, Mean:434.35907261121093, Median_Absolute_Deviation(MAD):147.64499999999998, Sum:4354884.062, Variance:82196.15460911591, Kurtosis:5.744283152699948, Skewness:1.8536768393075176, ADF(p-value):1.828541399931413e-17, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 434.3590726112108), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_24017640_ok(0.7)Q_Station_NA_23187280_ok(0.65), Q_Station_NA_24037360_ok(0.65), Q_Station_NA_25027410_ok(0.65), Q_Station_NA_25027050_ok(0.61), Q_Station_NA_23167010_ok(0.61), Q_Station_NA_23097030_ok(0.59), Q_Station_NA_25027020_ok(0.59), Q_Station_NA_25027270_ok(0.59), Q_Station_NA_28047050_ok(0.55), Q_Station_NA_21237020_ok(0.53), Q_Station_NA_28037030_ok(0.52), Q_Station_NA_27037010_ok(0.52), Q_Station_NA_26207080_ok(0.51)Q_Station_NA_25017010_ok(0.49), Q_Station_NA_21237010_ok(0.49), Q_Station_NA_25027930_ok(0.48), Q_Station_NA_28037090_ok(0.41), Q_Station_NA_25027640_ok(0.41), Q_Station_NA_25027680_ok(0.41), Q_Station_NA_25027370_ok(0.4), Q_Station_NA_29037020_ok(0.39), Q_Station_NA_21137010_ok(0.31)
8Medio Magdalena - Sogamoso / Medio Magdalena - Central

Latitude: 6.48513889, Longitude: -74.40116667, Altitude: 108 m

Calibración
NON STATIONARY:
Q_Station_NA_23097030_ok

STATIONARY (d=2):
Q_Station_NA_23097030_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:124, Missing(%):0.8933717579250721, Distinct:4940, Distinct(%):35.91160220994475

QUANTILE STATISTICS
Min:531.5, 5-th_percentile:1101.0, Q1:1548.0, Median:2074.0, Q3:2814.0, 95-th_percentile:4167.25, Max:8317.0, Range:7785.5, Interquartile_range(IQR):1266.0

DESCRIPTIVE STATISTICS
Standard_deviation:1002.6835949065322, Coefficient_of_variation(CV):0.4379958931571259, Mean:2289.2534166908986, Median_Absolute_Deviation(MAD):597.0, Sum:31490970.0, Variance:1005374.3914946868, Kurtosis:2.520500683918756, Skewness:1.3037538649420601, ADF(p-value):1.9176525322631375e-24, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 2289.2534166908986), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_23167010_ok(0.91), Q_Station_NA_23187280_ok(0.85), Q_Station_NA_21237020_ok(0.8), Q_Station_NA_26207080_ok(0.79), Q_Station_NA_21237010_ok(0.75), Q_Station_NA_25027410_ok(0.75), Q_Station_NA_25027020_ok(0.71), Q_Station_NA_25027050_ok(0.71)Q_Station_NA_24017640_ok(0.68), Q_Station_NA_25027270_ok(0.63), Q_Station_NA_24067020_ok(0.59), Q_Station_NA_25027930_ok(0.56), Q_Station_NA_21137010_ok(0.54), Q_Station_NA_25027370_ok(0.53), Q_Station_NA_24037360_ok(0.51)Q_Station_NA_27037010_ok(0.49), Q_Station_NA_29037020_ok(0.48), Q_Station_NA_28047050_ok(0.47), Q_Station_NA_25027640_ok(0.46), Q_Station_NA_28037090_ok(0.45), Q_Station_NA_25027680_ok(0.45), Q_Station_NA_28037030_ok(0.43), Q_Station_NA_22057010_ok(0.43)
9Medio Magdalena - Sogamoso / Medio Magdalena antes de Sogamoso

Latitude: 6.95472222, Longitude: -73.95083333, Altitude: 75 m

Calibración
NON STATIONARY:
Q_Station_NA_23167010_ok

STATIONARY (d=1):
Q_Station_NA_23167010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=1):
ACF, PACF
N:16237, Missing:5787, Missing(%):35.64082034858656, Distinct:4931, Distinct(%):47.1866028708134

QUANTILE STATISTICS
Min:732.6, 5-th_percentile:1363.3600000000001, Q1:2033.0, Median:2732.0, Q3:3576.0, 95-th_percentile:4995.219999999999, Max:8562.0, Range:7829.4, Interquartile_range(IQR):1543.0

DESCRIPTIVE STATISTICS
Standard_deviation:1108.112306747966, Coefficient_of_variation(CV):0.38309667453537183, Mean:2892.513510047847, Median_Absolute_Deviation(MAD):752.0, Sum:30226766.180000003, Variance:1227912.8843662983, Kurtosis:0.07537099899002442, Skewness:0.6611776188553257, ADF(p-value):2.8153909352248597e-23, Seasonal:True, Stationary:False, Differencing (d): 1
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 2921.025490150367), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_23097030_ok(0.91), Q_Station_NA_23187280_ok(0.9), Q_Station_NA_26207080_ok(0.77), Q_Station_NA_25027410_ok(0.76), Q_Station_NA_21237020_ok(0.73), Q_Station_NA_25027020_ok(0.71)Q_Station_NA_25027050_ok(0.7), Q_Station_NA_21237010_ok(0.69), Q_Station_NA_24017640_ok(0.64), Q_Station_NA_25027270_ok(0.62), Q_Station_NA_24067020_ok(0.61), Q_Station_NA_25027930_ok(0.55), Q_Station_NA_28047050_ok(0.53), Q_Station_NA_25027370_ok(0.52), Q_Station_NA_24037360_ok(0.52)Q_Station_NA_21137010_ok(0.47), Q_Station_NA_29037020_ok(0.46), Q_Station_NA_28037030_ok(0.46), Q_Station_NA_25027680_ok(0.45), Q_Station_NA_27037010_ok(0.45), Q_Station_NA_25027640_ok(0.43), Q_Station_NA_28037090_ok(0.42), Q_Station_NA_22057010_ok(0.39), Q_Station_NA_25017010_ok(0.32)
10Medio Magdalena - Sogamoso / Medio Magdalena después de Sogamoso

Latitude: 7.784, Longitude: -73.80191667, Altitude: 49 m

Calibración
NON STATIONARY:
Q_Station_NA_23187280_ok

STATIONARY (d=2):
Q_Station_NA_23187280_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:1170, Missing(%):8.429394812680115, Distinct:5447, Distinct(%):42.856018882769476

QUANTILE STATISTICS
Min:724.0, 5-th_percentile:1613.0, Q1:2424.0, Median:3282.0, Q3:4462.25, 95-th_percentile:6046.549999999999, Max:8159.0, Range:7435.0, Interquartile_range(IQR):2038.25

DESCRIPTIVE STATISTICS
Standard_deviation:1366.1116971180186, Coefficient_of_variation(CV):0.3893810728286493, Mean:3508.41833988985, Median_Absolute_Deviation(MAD):988.5, Sum:44591997.09999999, Variance:1866261.1690026731, Kurtosis:-0.5058280467707164, Skewness:0.4938467842790085, ADF(p-value):6.5586413601440845e-21, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 3508.418339889851), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027410_ok(0.91), Q_Station_NA_23167010_ok(0.9), Q_Station_NA_25027020_ok(0.86), Q_Station_NA_23097030_ok(0.85), Q_Station_NA_25027050_ok(0.79), Q_Station_NA_25027270_ok(0.77), Q_Station_NA_26207080_ok(0.76), Q_Station_NA_25027930_ok(0.72), Q_Station_NA_24017640_ok(0.71)Q_Station_NA_25027370_ok(0.69), Q_Station_NA_28047050_ok(0.67), Q_Station_NA_21237020_ok(0.66), Q_Station_NA_24067020_ok(0.65), Q_Station_NA_29037020_ok(0.64), Q_Station_NA_27037010_ok(0.63), Q_Station_NA_25027640_ok(0.63), Q_Station_NA_28037090_ok(0.63), Q_Station_NA_25027680_ok(0.63), Q_Station_NA_21237010_ok(0.61), Q_Station_NA_24037360_ok(0.6), Q_Station_NA_28037030_ok(0.6)Q_Station_NA_25017010_ok(0.47), Q_Station_NA_21137010_ok(0.42), Q_Station_NA_22057010_ok(0.35)
11Medio Magdalena - Sogamoso / Medio Magdalena - Salida

Latitude: 8.66633333, Longitude: -73.82080556, Altitude: 33 m

Calibración
NON STATIONARY:
Q_Station_NA_25027410_ok

STATIONARY (d=3):
Q_Station_NA_25027410_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:2769, Missing(%):19.94956772334294, Distinct:5291, Distinct(%):47.619476194761944

QUANTILE STATISTICS
Min:1235.0, 5-th_percentile:1986.1, Q1:3026.0, Median:4193.0, Q3:5483.0, 95-th_percentile:7280.5, Max:9092.0, Range:7857.0, Interquartile_range(IQR):2457.0

DESCRIPTIVE STATISTICS
Standard_deviation:1616.572140050171, Coefficient_of_variation(CV):0.37312657994247034, Mean:4332.5033030330305, Median_Absolute_Deviation(MAD):1227.0, Sum:48138444.2, Variance:2613305.4839863894, Kurtosis:-0.655770780419096, Skewness:0.3649380078780197, ADF(p-value):7.709848252931003e-19, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 4332.5033030330305), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_23187280_ok(0.91), Q_Station_NA_25027020_ok(0.89), Q_Station_NA_25027050_ok(0.83), Q_Station_NA_25027270_ok(0.81), Q_Station_NA_25027930_ok(0.81), Q_Station_NA_25027370_ok(0.78), Q_Station_NA_23167010_ok(0.76), Q_Station_NA_23097030_ok(0.75), Q_Station_NA_26207080_ok(0.72), Q_Station_NA_25027680_ok(0.72), Q_Station_NA_29037020_ok(0.72), Q_Station_NA_28037090_ok(0.71)Q_Station_NA_25027640_ok(0.69), Q_Station_NA_28047050_ok(0.69), Q_Station_NA_27037010_ok(0.66), Q_Station_NA_24017640_ok(0.65), Q_Station_NA_24067020_ok(0.65), Q_Station_NA_28037030_ok(0.62), Q_Station_NA_24037360_ok(0.58), Q_Station_NA_21237020_ok(0.55), Q_Station_NA_21237010_ok(0.54)Q_Station_NA_25017010_ok(0.49), Q_Station_NA_22057010_ok(0.41), Q_Station_NA_21137010_ok(0.37)
12Nechí - Cauca / Cauca antes de Nechí

Latitude: 8.03, Longitude: -74.79, Altitude: 41 m

Calibración
NON STATIONARY:
Q_Station_NA_27037010_ok

STATIONARY (d=4):
Q_Station_NA_27037010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=4):
ACF, PACF
N:13880, Missing:249, Missing(%):1.7939481268011526, Distinct:4933, Distinct(%):36.18956789670604

QUANTILE STATISTICS
Min:103.45, 5-th_percentile:294.96500000000003, Q1:507.95, Median:806.1, Q3:1082.0, 95-th_percentile:1478.0, Max:2430.0, Range:2326.55, Interquartile_range(IQR):574.05

DESCRIPTIVE STATISTICS
Standard_deviation:373.5224903730513, Coefficient_of_variation(CV):0.4538382101170934, Mean:823.0300623578607, Median_Absolute_Deviation(MAD):288.80000000000007, Sum:11218722.780000001, Variance:139519.0508144862, Kurtosis:-0.3527916177785113, Skewness:0.43740400854316136, ADF(p-value):1.1637566785425626e-18, Seasonal:True, Stationary:False, Differencing (d): 4
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 823.0300623578609), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027270_ok(0.87), Q_Station_NA_25027930_ok(0.75), Q_Station_NA_25027640_ok(0.72), Q_Station_NA_28037030_ok(0.72), Q_Station_NA_25017010_ok(0.71), Q_Station_NA_25027050_ok(0.7), Q_Station_NA_25027020_ok(0.7)Q_Station_NA_28047050_ok(0.69), Q_Station_NA_29037020_ok(0.68), Q_Station_NA_25027410_ok(0.66), Q_Station_NA_28037090_ok(0.66), Q_Station_NA_25027680_ok(0.65), Q_Station_NA_24037360_ok(0.64), Q_Station_NA_23187280_ok(0.63), Q_Station_NA_25027370_ok(0.57), Q_Station_NA_24017640_ok(0.55), Q_Station_NA_24067020_ok(0.52)Q_Station_NA_23097030_ok(0.49), Q_Station_NA_23167010_ok(0.45), Q_Station_NA_21237020_ok(0.39), Q_Station_NA_26207080_ok(0.38), Q_Station_NA_21237010_ok(0.36)
13Nechí - Cauca / Cauca - Sur

Latitude: 5.97, Longitude: -75.84, Altitude: 532 m

Calibración
NON STATIONARY:
Q_Station_NA_26207080_ok

STATIONARY (d=2):
Q_Station_NA_26207080_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:76, Missing(%):0.547550432276657, Distinct:5567, Distinct(%):40.32889017676035

QUANTILE STATISTICS
Min:135.23, 5-th_percentile:323.0, Q1:491.0, Median:724.135, Q3:1092.0, 95-th_percentile:1729.8499999999985, Max:3183.2, Range:3047.97, Interquartile_range(IQR):601.0

DESCRIPTIVE STATISTICS
Standard_deviation:460.17438515527493, Coefficient_of_variation(CV):0.5458982478600677, Mean:842.9673239640683, Median_Absolute_Deviation(MAD):273.69, Sum:11636320.939999998, Variance:211760.46475303534, Kurtosis:1.8190492882894849, Skewness:1.2572127013462755, ADF(p-value):3.69326470934672e-16, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 842.9673239640684), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_23097030_ok(0.79), Q_Station_NA_25027050_ok(0.79), Q_Station_NA_23167010_ok(0.77), Q_Station_NA_23187280_ok(0.76), Q_Station_NA_25027410_ok(0.72), Q_Station_NA_25027020_ok(0.71)Q_Station_NA_21237020_ok(0.69), Q_Station_NA_21237010_ok(0.66), Q_Station_NA_25027370_ok(0.62), Q_Station_NA_25027270_ok(0.62), Q_Station_NA_24017640_ok(0.61), Q_Station_NA_25027930_ok(0.6), Q_Station_NA_25027640_ok(0.56), Q_Station_NA_29037020_ok(0.55), Q_Station_NA_25027680_ok(0.54), Q_Station_NA_24067020_ok(0.51)Q_Station_NA_21137010_ok(0.48), Q_Station_NA_28047050_ok(0.45), Q_Station_NA_22057010_ok(0.42), Q_Station_NA_28037090_ok(0.39), Q_Station_NA_24037360_ok(0.38), Q_Station_NA_27037010_ok(0.38)
14Nechí - Cauca / Cauca antes de Nechí

Latitude: 8.02544444, Longitude: -75.08975, Altitude: 53 m

Calibración
NON STATIONARY:
Q_Station_NA_25027050_ok

STATIONARY (d=2):
Q_Station_NA_25027050_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:1179, Missing(%):8.494236311239193, Distinct:4366, Distinct(%):34.37524604361861

QUANTILE STATISTICS
Min:121.6, 5-th_percentile:616.0, Q1:962.1, Median:1294.4, Q3:1692.8, 95-th_percentile:2433.7, Max:4539.0, Range:4417.4, Interquartile_range(IQR):730.6999999999999

DESCRIPTIVE STATISTICS
Standard_deviation:578.9822450472549, Coefficient_of_variation(CV):0.4201381005158275, Mean:1378.0760286591608, Median_Absolute_Deviation(MAD):363.5999999999999, Sum:17502943.639999997, Variance:335220.4400799595, Kurtosis:1.968888254188732, Skewness:1.007756399630454, ADF(p-value):1.3259809768501683e-18, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 1378.0760286591608), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027270_ok(0.89), Q_Station_NA_25027410_ok(0.83), Q_Station_NA_25027020_ok(0.82), Q_Station_NA_25027640_ok(0.81), Q_Station_NA_25027930_ok(0.8), Q_Station_NA_23187280_ok(0.79), Q_Station_NA_26207080_ok(0.79), Q_Station_NA_23097030_ok(0.71), Q_Station_NA_29037020_ok(0.71), Q_Station_NA_27037010_ok(0.7)Q_Station_NA_23167010_ok(0.7), Q_Station_NA_25027370_ok(0.69), Q_Station_NA_25027680_ok(0.69), Q_Station_NA_24017640_ok(0.64), Q_Station_NA_21237020_ok(0.62), Q_Station_NA_28047050_ok(0.61), Q_Station_NA_24067020_ok(0.61), Q_Station_NA_24037360_ok(0.59), Q_Station_NA_21237010_ok(0.59), Q_Station_NA_28037090_ok(0.58), Q_Station_NA_25017010_ok(0.56), Q_Station_NA_28037030_ok(0.55)Q_Station_NA_21137010_ok(0.44), Q_Station_NA_22057010_ok(0.4)
15Nechí - Cauca / Cauca después de Nechí

Latitude: 8.10241667, Longitude: -74.77344444, Altitude: 31 m

Calibración
NON STATIONARY:
Q_Station_NA_25027270_ok

STATIONARY (d=3):
Q_Station_NA_25027270_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:2155, Missing(%):15.525936599423632, Distinct:4884, Distinct(%):41.6545842217484

QUANTILE STATISTICS
Min:228.3, 5-th_percentile:921.2, Q1:1655.1, Median:2245.0, Q3:2841.4, 95-th_percentile:3785.0, Max:6694.0, Range:6465.7, Interquartile_range(IQR):1186.3000000000002

DESCRIPTIVE STATISTICS
Standard_deviation:879.8907021845597, Coefficient_of_variation(CV):0.38529981177248723, Mean:2283.6520426439233, Median_Absolute_Deviation(MAD):593.0, Sum:26775820.2, Variance:774207.6477908376, Kurtosis:0.24309058780666692, Skewness:0.404958272802777, ADF(p-value):9.008908053570203e-18, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 2283.6520426439233), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027050_ok(0.89), Q_Station_NA_27037010_ok(0.87), Q_Station_NA_25027640_ok(0.84), Q_Station_NA_25027930_ok(0.81), Q_Station_NA_25027410_ok(0.81), Q_Station_NA_25027020_ok(0.8), Q_Station_NA_23187280_ok(0.77)Q_Station_NA_29037020_ok(0.69), Q_Station_NA_28047050_ok(0.69), Q_Station_NA_25027680_ok(0.67), Q_Station_NA_28037090_ok(0.65), Q_Station_NA_25027370_ok(0.65), Q_Station_NA_25017010_ok(0.64), Q_Station_NA_28037030_ok(0.64), Q_Station_NA_24037360_ok(0.64), Q_Station_NA_23097030_ok(0.63), Q_Station_NA_23167010_ok(0.62), Q_Station_NA_24017640_ok(0.62), Q_Station_NA_26207080_ok(0.62), Q_Station_NA_24067020_ok(0.59), Q_Station_NA_21237020_ok(0.53)Q_Station_NA_21237010_ok(0.49), Q_Station_NA_21137010_ok(0.34), Q_Station_NA_22057010_ok(0.33)
16Nechí - Cauca / Cauca - Salida

Latitude: 8.70308333, Longitude: -74.51730556, Altitude: 20 m

Calibración
NON STATIONARY:
Q_Station_NA_25027640_ok

STATIONARY (d=3):
Q_Station_NA_25027640_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:1298, Missing(%):9.351585014409222, Distinct:4443, Distinct(%):35.31235097758703

QUANTILE STATISTICS
Min:14.22, 5-th_percentile:898.2, Q1:1685.0, Median:2402.0, Q3:3159.0, 95-th_percentile:4086.899999999998, Max:5244.0, Range:5229.78, Interquartile_range(IQR):1474.0

DESCRIPTIVE STATISTICS
Standard_deviation:990.0294355278827, Coefficient_of_variation(CV):0.40676476334557726, Mean:2433.9115005563503, Median_Absolute_Deviation(MAD):738.0, Sum:30623474.5, Variance:980158.2832116581, Kurtosis:-0.4462042390132197, Skewness:0.19060569817759293, ADF(p-value):9.91619323905228e-14, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 2433.9115005563503), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027270_ok(0.84), Q_Station_NA_25027050_ok(0.81), Q_Station_NA_25027930_ok(0.77), Q_Station_NA_25027020_ok(0.73), Q_Station_NA_27037010_ok(0.72)Q_Station_NA_29037020_ok(0.7), Q_Station_NA_25027410_ok(0.69), Q_Station_NA_25027680_ok(0.67), Q_Station_NA_25027370_ok(0.65), Q_Station_NA_28047050_ok(0.64), Q_Station_NA_23187280_ok(0.63), Q_Station_NA_28037090_ok(0.6), Q_Station_NA_26207080_ok(0.56), Q_Station_NA_25017010_ok(0.54), Q_Station_NA_28037030_ok(0.53)Q_Station_NA_24017640_ok(0.49), Q_Station_NA_24037360_ok(0.46), Q_Station_NA_23097030_ok(0.46), Q_Station_NA_21237020_ok(0.44), Q_Station_NA_23167010_ok(0.43), Q_Station_NA_24067020_ok(0.41), Q_Station_NA_21237010_ok(0.39)
17Cesar / Cesar - Este

Latitude: 10.38411111, Longitude: -73.23247222, Altitude: 107 m

Calibración
NON STATIONARY:
Q_Station_NA_28037030_ok

STATIONARY (d=2):
Q_Station_NA_28037030_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:1538, Missing(%):11.080691642651297, Distinct:3972, Distinct(%):32.18279047156052

QUANTILE STATISTICS
Min:0.3, 5-th_percentile:2.304, Q1:5.7, Median:15.1295, Q3:37.5, 95-th_percentile:127.39849999999997, Max:435.6, Range:435.3, Interquartile_range(IQR):31.8

DESCRIPTIVE STATISTICS
Standard_deviation:46.054608853365174, Coefficient_of_variation(CV):1.4270444042944992, Mean:32.27272305947172, Median_Absolute_Deviation(MAD):11.2075, Sum:398309.94799999986, Variance:2121.0269966364617, Kurtosis:11.779969774879527, Skewness:3.0346820002435786, ADF(p-value):1.6384859941171612e-20, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 32.27272305947172), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_28037090_ok(0.79), Q_Station_NA_28047050_ok(0.74), Q_Station_NA_27037010_ok(0.72)Q_Station_NA_24037360_ok(0.65), Q_Station_NA_25027020_ok(0.64), Q_Station_NA_25027930_ok(0.64), Q_Station_NA_25027270_ok(0.64), Q_Station_NA_25027410_ok(0.62), Q_Station_NA_25017010_ok(0.62), Q_Station_NA_29037020_ok(0.6), Q_Station_NA_23187280_ok(0.6), Q_Station_NA_25027680_ok(0.59), Q_Station_NA_25027370_ok(0.55), Q_Station_NA_25027050_ok(0.55), Q_Station_NA_25027640_ok(0.53), Q_Station_NA_24067020_ok(0.52)Q_Station_NA_24017640_ok(0.48), Q_Station_NA_23167010_ok(0.46), Q_Station_NA_23097030_ok(0.43)
18Cesar / Cesar - Central

Latitude: 9.64633333, Longitude: -73.65183333, Altitude: 40 m

Calibración
NON STATIONARY:
Q_Station_NA_28037090_ok

STATIONARY (d=3):
Q_Station_NA_28037090_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:3435, Missing(%):24.7478386167147, Distinct:3532, Distinct(%):33.815222594542846

QUANTILE STATISTICS
Min:0.1, 5-th_percentile:2.2, Q1:10.4, Median:39.578, Q3:97.3, 95-th_percentile:178.4, Max:299.0, Range:298.9, Interquartile_range(IQR):86.89999999999999

DESCRIPTIVE STATISTICS
Standard_deviation:59.58042062220873, Coefficient_of_variation(CV):0.9820505032570285, Mean:60.66940592628052, Median_Absolute_Deviation(MAD):33.978, Sum:633691.9449, Variance:3549.8265215193146, Kurtosis:0.29555195678111446, Skewness:1.0588232684376895, ADF(p-value):1.947472341365015e-18, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 60.66940592628052), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_28037030_ok(0.79), Q_Station_NA_28047050_ok(0.74), Q_Station_NA_25027930_ok(0.71), Q_Station_NA_25027410_ok(0.71)Q_Station_NA_25027020_ok(0.68), Q_Station_NA_25027680_ok(0.68), Q_Station_NA_29037020_ok(0.67), Q_Station_NA_27037010_ok(0.66), Q_Station_NA_25027270_ok(0.65), Q_Station_NA_25027370_ok(0.65), Q_Station_NA_23187280_ok(0.63), Q_Station_NA_25027640_ok(0.6), Q_Station_NA_25027050_ok(0.58), Q_Station_NA_25017010_ok(0.55), Q_Station_NA_24037360_ok(0.54)Q_Station_NA_23097030_ok(0.45), Q_Station_NA_24017640_ok(0.44), Q_Station_NA_23167010_ok(0.42), Q_Station_NA_24067020_ok(0.41), Q_Station_NA_26207080_ok(0.39)
19Cesar / Cesar Oeste

Latitude: 9.93097222, Longitude: -73.95880556, Altitude: 58 m

Calibración
NON STATIONARY:
Q_Station_NA_28047050_ok

STATIONARY (d=3):
Q_Station_NA_28047050_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:2368, Missing(%):17.060518731988473, Distinct:4559, Distinct(%):39.60215427380125

QUANTILE STATISTICS
Min:0.0, 5-th_percentile:0.417, Q1:2.24, Median:7.464, Q3:18.8325, 95-th_percentile:48.01149999999992, Max:115.9, Range:115.9, Interquartile_range(IQR):16.5925

DESCRIPTIVE STATISTICS
Standard_deviation:15.484488520888302, Coefficient_of_variation(CV):1.152804812538026, Mean:13.432012386205699, Median_Absolute_Deviation(MAD):6.014, Sum:154629.32658999998, Variance:239.7693847535216, Kurtosis:3.543196666907149, Skewness:1.7911588560632754, ADF(p-value):1.4641604601662061e-15, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 13.432012386205699), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_28037030_ok(0.74), Q_Station_NA_28037090_ok(0.74), Q_Station_NA_25027020_ok(0.71), Q_Station_NA_25027680_ok(0.7)Q_Station_NA_27037010_ok(0.69), Q_Station_NA_25027930_ok(0.69), Q_Station_NA_25027410_ok(0.69), Q_Station_NA_29037020_ok(0.69), Q_Station_NA_25027270_ok(0.69), Q_Station_NA_23187280_ok(0.67), Q_Station_NA_25027370_ok(0.66), Q_Station_NA_25027640_ok(0.64), Q_Station_NA_25027050_ok(0.61), Q_Station_NA_25017010_ok(0.56), Q_Station_NA_24037360_ok(0.55), Q_Station_NA_24067020_ok(0.55), Q_Station_NA_23167010_ok(0.53), Q_Station_NA_24017640_ok(0.5)Q_Station_NA_23097030_ok(0.47), Q_Station_NA_26207080_ok(0.45), Q_Station_NA_21237020_ok(0.34), Q_Station_NA_21237010_ok(0.32)
20Cesar / Cesar - Salida (+ Medio Mag.)

Latitude: 8.99252778, Longitude: -73.96944444, Altitude: 37 m

Calibración
NON STATIONARY:
Q_Station_NA_25027020_ok

STATIONARY (d=2):
Q_Station_NA_25027020_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:13, Missing(%):0.09365994236311238, Distinct:6034, Distinct(%):43.51337708228167

QUANTILE STATISTICS
Min:911.9, 5-th_percentile:1912.0, Q1:3010.65, Median:3912.0, Q3:4957.4, 95-th_percentile:6496.699999999999, Max:9681.0, Range:8769.1, Interquartile_range(IQR):1946.7499999999995

DESCRIPTIVE STATISTICS
Standard_deviation:1408.3869323339477, Coefficient_of_variation(CV):0.3483517855903247, Mean:4043.0019038003893, Median_Absolute_Deviation(MAD):972.6999999999998, Sum:56064307.400000006, Variance:1983553.7511690278, Kurtosis:0.11403357015523019, Skewness:0.45914854358036117, ADF(p-value):6.866990579013063e-23, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 4043.0019038003898), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027930_ok(0.93), Q_Station_NA_25027410_ok(0.89), Q_Station_NA_25027370_ok(0.88), Q_Station_NA_29037020_ok(0.87), Q_Station_NA_25027680_ok(0.86), Q_Station_NA_23187280_ok(0.86), Q_Station_NA_25027050_ok(0.82), Q_Station_NA_25027270_ok(0.8), Q_Station_NA_25027640_ok(0.73), Q_Station_NA_23167010_ok(0.71), Q_Station_NA_28047050_ok(0.71), Q_Station_NA_23097030_ok(0.71), Q_Station_NA_26207080_ok(0.71), Q_Station_NA_27037010_ok(0.7)Q_Station_NA_28037090_ok(0.68), Q_Station_NA_28037030_ok(0.64), Q_Station_NA_24037360_ok(0.6), Q_Station_NA_24067020_ok(0.59), Q_Station_NA_24017640_ok(0.59), Q_Station_NA_21237020_ok(0.57), Q_Station_NA_21237010_ok(0.54), Q_Station_NA_25017010_ok(0.51)Q_Station_NA_21137010_ok(0.38)
21Bajo Magdalena - Bajo Cauca / Bajo Cauca - Sur

Latitude: 7.98797222, Longitude: -75.41733333, Altitude: 38 m

Calibración
NON STATIONARY:
Q_Station_NA_25017010_ok

STATIONARY (d=2):
Q_Station_NA_25017010_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:2191, Missing(%):15.785302593659942, Distinct:6059, Distinct(%):51.835058602104546

QUANTILE STATISTICS
Min:11.67, 5-th_percentile:35.744, Q1:84.65, Median:175.6, Q3:295.7, 95-th_percentile:565.0800000000002, Max:1191.0, Range:1179.33, Interquartile_range(IQR):211.04999999999998

DESCRIPTIVE STATISTICS
Standard_deviation:173.39423916803875, Coefficient_of_variation(CV):0.7983341933096574, Mean:217.19505518008384, Median_Absolute_Deviation(MAD):100.28999999999999, Sum:2538793.0, Variance:30065.562176663025, Kurtosis:3.2712754274271907, Skewness:1.5781312033273915, ADF(p-value):3.366965045813851e-16, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 217.19505518008384), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_27037010_ok(0.71)Q_Station_NA_24037360_ok(0.67), Q_Station_NA_25027270_ok(0.64), Q_Station_NA_28037030_ok(0.62), Q_Station_NA_28047050_ok(0.56), Q_Station_NA_25027050_ok(0.56), Q_Station_NA_28037090_ok(0.55), Q_Station_NA_25027930_ok(0.54), Q_Station_NA_25027640_ok(0.54), Q_Station_NA_25027020_ok(0.51), Q_Station_NA_29037020_ok(0.5)Q_Station_NA_25027410_ok(0.49), Q_Station_NA_24067020_ok(0.49), Q_Station_NA_25027680_ok(0.48), Q_Station_NA_23187280_ok(0.47), Q_Station_NA_24017640_ok(0.39), Q_Station_NA_25027370_ok(0.36), Q_Station_NA_23167010_ok(0.32)
22Bajo Magdalena - Bajo Cauca / Bajo Magdalena después del Bajo Cauca

Latitude: 9.24, Longitude: -74.74166667, Altitude: 18 m

Calibración
NON STATIONARY:
Q_Station_NA_25027680_ok

STATIONARY (d=2):
Q_Station_NA_25027680_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:1283, Missing(%):9.243515850144092, Distinct:5345, Distinct(%):42.430737477177104

QUANTILE STATISTICS
Min:997.38, 5-th_percentile:2334.2000000000003, Q1:4160.8, Median:5308.3, Q3:6614.0, 95-th_percentile:8346.79999999999, Max:11127.0, Range:10129.62, Interquartile_range(IQR):2453.2

DESCRIPTIVE STATISTICS
Standard_deviation:1810.3204350896588, Coefficient_of_variation(CV):0.336928900167691, Mean:5373.004316900849, Median_Absolute_Deviation(MAD):1228.3000000000002, Sum:67683735.37999998, Variance:3277260.0777032115, Kurtosis:-0.15153936041031768, Skewness:0.15155501681311623, ADF(p-value):8.617728573303348e-17, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 5373.004316900849), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_29037020_ok(0.98), Q_Station_NA_25027930_ok(0.93), Q_Station_NA_25027370_ok(0.92), Q_Station_NA_25027020_ok(0.86), Q_Station_NA_25027410_ok(0.72), Q_Station_NA_28047050_ok(0.7)Q_Station_NA_25027050_ok(0.69), Q_Station_NA_28037090_ok(0.68), Q_Station_NA_25027640_ok(0.67), Q_Station_NA_25027270_ok(0.67), Q_Station_NA_27037010_ok(0.65), Q_Station_NA_23187280_ok(0.63), Q_Station_NA_28037030_ok(0.59), Q_Station_NA_26207080_ok(0.54)Q_Station_NA_25017010_ok(0.48), Q_Station_NA_24037360_ok(0.47), Q_Station_NA_23167010_ok(0.45), Q_Station_NA_23097030_ok(0.45), Q_Station_NA_24067020_ok(0.41), Q_Station_NA_24017640_ok(0.37), Q_Station_NA_21237020_ok(0.35), Q_Station_NA_21237010_ok(0.34)
23Bajo Magdalena - Bajo Cauca / Bajo Magdalena + Medio Mag + Cesar + Cauca

Latitude: 8.94999722, Longitude: -74.49, Altitude: 14 m

Calibración
NON STATIONARY:
Q_Station_NA_25027930_ok

STATIONARY (d=3):
Q_Station_NA_25027930_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:1923, Missing(%):13.854466858789625, Distinct:4769, Distinct(%):39.884586434724426

QUANTILE STATISTICS
Min:1293.0, 5-th_percentile:2472.0, Q1:3985.0, Median:4998.0, Q3:6040.3, 95-th_percentile:7245.399999999998, Max:8306.0, Range:7013.0, Interquartile_range(IQR):2055.3

DESCRIPTIVE STATISTICS
Standard_deviation:1432.1509725396506, Coefficient_of_variation(CV):0.2880451921358613, Mean:4971.966245713807, Median_Absolute_Deviation(MAD):1027.0, Sum:59449800.4, Variance:2051056.408146267, Kurtosis:-0.5651457673433122, Skewness:-0.11557168522130723, ADF(p-value):3.3854011968914594e-19, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 4971.966245713807), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_29037020_ok(0.94), Q_Station_NA_25027680_ok(0.93), Q_Station_NA_25027020_ok(0.93), Q_Station_NA_25027370_ok(0.89), Q_Station_NA_25027270_ok(0.81), Q_Station_NA_25027410_ok(0.81), Q_Station_NA_25027050_ok(0.8), Q_Station_NA_25027640_ok(0.77), Q_Station_NA_27037010_ok(0.75), Q_Station_NA_23187280_ok(0.72), Q_Station_NA_28037090_ok(0.71)Q_Station_NA_28047050_ok(0.69), Q_Station_NA_28037030_ok(0.64), Q_Station_NA_26207080_ok(0.6), Q_Station_NA_23097030_ok(0.56), Q_Station_NA_23167010_ok(0.55), Q_Station_NA_24037360_ok(0.55), Q_Station_NA_25017010_ok(0.54)Q_Station_NA_24017640_ok(0.49), Q_Station_NA_24067020_ok(0.48), Q_Station_NA_21237020_ok(0.45), Q_Station_NA_21237010_ok(0.42), Q_Station_NA_21137010_ok(0.3)
24Bajo Magdalena - Bajo Cauca / Bajo Magdalena - Calamar

Latitude: 10.25386111, Longitude: -74.91169444, Altitude: 13 m

Calibración
NON STATIONARY:
Q_Station_NA_29037020_ok

STATIONARY (d=3):
Q_Station_NA_29037020_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=3):
ACF, PACF
N:13880, Missing:71, Missing(%):0.5115273775216139, Distinct:5918, Distinct(%):42.856108335143745

QUANTILE STATISTICS
Min:2092.0, 5-th_percentile:3047.8, Q1:5185.0, Median:6980.0, Q3:9096.0, 95-th_percentile:12070.599999999999, Max:14909.0, Range:12817.0, Interquartile_range(IQR):3911.0

DESCRIPTIVE STATISTICS
Standard_deviation:2697.2497742258356, Coefficient_of_variation(CV):0.37402601759841125, Mean:7211.396125715113, Median_Absolute_Deviation(MAD):1953.0, Sum:99582169.1, Variance:7275156.344561322, Kurtosis:-0.47659773913562287, Skewness:0.342178200492957, ADF(p-value):5.1134597174782876e-20, Seasonal:True, Stationary:False, Differencing (d): 3
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 7211.396125715113), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027680_ok(0.98), Q_Station_NA_25027930_ok(0.94), Q_Station_NA_25027370_ok(0.92), Q_Station_NA_25027020_ok(0.87), Q_Station_NA_25027410_ok(0.72), Q_Station_NA_25027050_ok(0.71)Q_Station_NA_25027640_ok(0.7), Q_Station_NA_25027270_ok(0.69), Q_Station_NA_28047050_ok(0.69), Q_Station_NA_27037010_ok(0.68), Q_Station_NA_28037090_ok(0.67), Q_Station_NA_23187280_ok(0.64), Q_Station_NA_28037030_ok(0.6), Q_Station_NA_26207080_ok(0.55), Q_Station_NA_25017010_ok(0.5)Q_Station_NA_24037360_ok(0.49), Q_Station_NA_23097030_ok(0.48), Q_Station_NA_23167010_ok(0.46), Q_Station_NA_24017640_ok(0.4), Q_Station_NA_24067020_ok(0.39), Q_Station_NA_21237020_ok(0.38), Q_Station_NA_21237010_ok(0.37)
25Bajo Magdalena - Bajo Cauca / Bajo Magdalena - Brazo de Mompós

Latitude: 9.32025278, Longitude: -74.57455833, Altitude: 19 m

Calibración
NON STATIONARY:
Q_Station_NA_25027370_ok

STATIONARY (d=2):
Q_Station_NA_25027370_ok
NON STATIONARY:
Time_Series, Histogram, Boxplot, Seasonal_Decomposition, ACF, PACF

STATIONARY (d=2):
ACF, PACF
N:13880, Missing:2238, Missing(%):16.123919308357348, Distinct:4637, Distinct(%):39.82992612953101

QUANTILE STATISTICS
Min:50.2, 5-th_percentile:189.6, Q1:357.0, Median:526.4, Q3:746.0, 95-th_percentile:1095.0, Max:1527.0, Range:1476.8, Interquartile_range(IQR):389.0

DESCRIPTIVE STATISTICS
Standard_deviation:273.2853843803782, Coefficient_of_variation(CV):0.4819349109109283, Mean:567.0587006528089, Median_Absolute_Deviation(MAD):189.2, Sum:6601697.392999998, Variance:74684.90131593109, Kurtosis:-0.23045229332976902, Skewness:0.6021302747694164, ADF(p-value):3.4617656865856413e-16, Seasonal:True, Stationary:False, Differencing (d): 2
Régimen Estacional (Mensual), Régimen Estacional (Anual), Régimen Estacional (Todos), Distribución de los Caudales (Módulo: 567.0587006528089), Curva de Duración de Caudales (lineal), Curva de Duración de Caudales (lowess)Q_Station_NA_25027680_ok(0.92), Q_Station_NA_29037020_ok(0.92), Q_Station_NA_25027930_ok(0.89), Q_Station_NA_25027020_ok(0.88), Q_Station_NA_25027410_ok(0.78)Q_Station_NA_25027050_ok(0.69), Q_Station_NA_23187280_ok(0.69), Q_Station_NA_28047050_ok(0.66), Q_Station_NA_25027270_ok(0.65), Q_Station_NA_25027640_ok(0.65), Q_Station_NA_28037090_ok(0.65), Q_Station_NA_26207080_ok(0.62), Q_Station_NA_27037010_ok(0.57), Q_Station_NA_28037030_ok(0.55), Q_Station_NA_23097030_ok(0.53), Q_Station_NA_23167010_ok(0.52)Q_Station_NA_24017640_ok(0.44), Q_Station_NA_24037360_ok(0.43), Q_Station_NA_21237020_ok(0.41), Q_Station_NA_21237010_ok(0.4), Q_Station_NA_24067020_ok(0.4), Q_Station_NA_25017010_ok(0.36)