Dataset info
| Number of variables | 11 |
|---|---|
| Number of observations | 744 |
| Missing cells | 458 (5.6%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 64.1 KiB |
| Average record size in memory | 88.2 B |
Variables types
| Numeric | 6 |
|---|---|
| Categorical | 0 |
| Boolean | 0 |
| Date | 1 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 4 |
| Unsupported | 0 |
Warnings
ECMWF_area is highly skewed (γ1 = 22.03329012) | Skewed |
ECMWF_area has 150 (20.2%) zeros | Zeros |
ECMWF_max is highly correlated with ECMWF_area (ρ = 0.9946261381) | Rejected |
ECMWF_min has 492 (66.1%) zeros | Zeros |
ECMWF_raw is highly correlated with ECMWF_max (ρ = 0.9814667048) | Rejected |
ElPanama_raw is highly correlated with ElPanama_KNN (ρ = 1) | Rejected |
NAM_area has 451 (60.6%) zeros | Zeros |
NAM_area has 26 (3.5%) missing values | Missing |
NAM_max is highly correlated with NAM_area (ρ = 0.9559986529) | Rejected |
NAM_min has 560 (75.3%) zeros | Zeros |
NAM_min has 26 (3.5%) missing values | Missing |
NAM_raw has 509 (68.4%) zeros | Zeros |
NAM_raw has 26 (3.5%) missing values | Missing |
ECMWF_area
Numeric
| Distinct count | 595 |
|---|---|
| Unique (%) | 80.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 378.8552205 |
|---|---|
| Minimum | 0 |
| Maximum | 66671.88766 |
| Zeros (%) | 20.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.4438702239 |
| Median | 25.68653429 |
| Q3 | 310.0319021 |
| 95-th percentile | 1505.674934 |
| Maximum | 66671.88766 |
| Range | 66671.88766 |
| Interquartile range | 309.5880318 |
Descriptive statistics
| Standard deviation | 2671.126821 |
|---|---|
| Coef of variation | 7.050521351 |
| Kurtosis | 525.9092705 |
| Mean | 378.8552205 |
| MAD | 505.7148334 |
| Skewness | 22.03329012 |
| Sum | 281868.2841 |
| Variance | 7134918.495 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 9.45986267e-05 1.26644954e-02 2.06452115e+00 5.14974463e+00 ... 6.50967746e+01 6.61206339e+02 1.84078543e+03 3.21727965e+03 6.66718877e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 150 | 20.2% | |
| 37.63467028 | 1 | 0.1% | |
| 5.566779874 | 1 | 0.1% | |
| 27368.96552 | 1 | 0.1% | |
| 3.652271537 | 1 | 0.1% | |
| 308.2202497 | 1 | 0.1% | |
| 253.0417947 | 1 | 0.1% | |
| 33.13419816 | 1 | 0.1% | |
| 97.84460515 | 1 | 0.1% | |
| 765.1935922 | 1 | 0.1% | |
| Other values (585) | 585 | 78.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 150 | 20.2% | |
| 0.0001891972533 | 1 | 0.1% | |
| 0.0007669054567 | 1 | 0.1% | |
| 0.001780154667 | 1 | 0.1% | |
| 0.002483007333 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 66671.88766 | 1 | 0.1% | |
| 27368.96552 | 1 | 0.1% | |
| 3266.580413 | 1 | 0.1% | |
| 3167.978892 | 1 | 0.1% | |
| 3149.608914 | 1 | 0.1% |
ECMWF_max
Highly correlated
This variable is highly correlated with ECMWF_area and should be ignored for analysis
| Correlation | 0.9946261381 |
|---|
ECMWF_min
Numeric
| Distinct count | 253 |
|---|---|
| Unique (%) | 34.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.54502088 |
|---|---|
| Minimum | 0 |
| Maximum | 1990.1183 |
| Zeros (%) | 66.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.8800290875 |
| 95-th percentile | 141.49033 |
| Maximum | 1990.1183 |
| Range | 1990.1183 |
| Interquartile range | 0.8800290875 |
Descriptive statistics
| Standard deviation | 130.7412857 |
|---|---|
| Coef of variation | 5.11807316 |
| Kurtosis | 146.6832568 |
| Mean | 25.54502088 |
| MAD | 42.19796355 |
| Skewness | 11.34888556 |
| Sum | 19005.49553 |
| Variance | 17093.28379 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 7.07566700e-05 7.25452760e-03 4.10426525e-01 1.44118795e+00 ... 8.06554015e+01 8.10835590e+01 1.84279515e+02 3.27759960e+02 1.99011830e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 492 | 66.1% | |
| 6.5863137 | 1 | 0.1% | |
| 181.57926 | 1 | 0.1% | |
| 80.729602 | 1 | 0.1% | |
| 0.97157056 | 1 | 0.1% | |
| 81.055121 | 1 | 0.1% | |
| 99.430035 | 1 | 0.1% | |
| 104.66549 | 1 | 0.1% | |
| 140.57165 | 1 | 0.1% | |
| 4.7108906 | 1 | 0.1% | |
| Other values (243) | 243 | 32.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 492 | 66.1% | |
| 0.00014151334 | 1 | 0.1% | |
| 0.00032741435 | 1 | 0.1% | |
| 0.0011803718 | 1 | 0.1% | |
| 0.001354776 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1990.1183 | 1 | 0.1% | |
| 1700.9478 | 1 | 0.1% | |
| 1650.1659 | 1 | 0.1% | |
| 1274.1918 | 1 | 0.1% | |
| 328.86234 | 1 | 0.1% |
ECMWF_raw
Highly correlated
This variable is highly correlated with ECMWF_max and should be ignored for analysis
| Correlation | 0.9814667048 |
|---|
ElPanama_KNN
Numeric
| Distinct count | 743 |
|---|---|
| Unique (%) | 99.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 38.50706546 |
|---|---|
| Minimum | 0.19367 |
| Maximum | 199.27916 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.19367 |
|---|---|
| 5-th percentile | 5.097866 |
| Q1 | 18.42310382 |
| Median | 25.06357618 |
| Q3 | 46.062785 |
| 95-th percentile | 119.7976835 |
| Maximum | 199.27916 |
| Range | 199.08549 |
| Interquartile range | 27.63968118 |
Descriptive statistics
| Standard deviation | 34.87997018 |
|---|---|
| Coef of variation | 0.9058070191 |
| Kurtosis | 3.753024679 |
| Mean | 38.50706546 |
| MAD | 25.08891774 |
| Skewness | 1.949730118 |
| Sum | 28649.2567 |
| Variance | 1216.61232 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.93670000e-01 1.48297511e+01 1.74641413e+01 2.00520746e+01 2.01905814e+01 ... 2.98902846e+01 5.09866282e+01 9.81837800e+01 1.73924225e+02 1.99279160e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 14.78033 | 2 | 0.3% | |
| 19.41995 | 1 | 0.1% | |
| 16.92419803 | 1 | 0.1% | |
| 29.65348873 | 1 | 0.1% | |
| 18.89534188 | 1 | 0.1% | |
| 25.57098237 | 1 | 0.1% | |
| 18.97082504 | 1 | 0.1% | |
| 8.84645 | 1 | 0.1% | |
| 29.87933927 | 1 | 0.1% | |
| 17.48511391 | 1 | 0.1% | |
| Other values (733) | 733 | 98.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.19367 | 1 | 0.1% | |
| 0.20639 | 1 | 0.1% | |
| 0.48623 | 1 | 0.1% | |
| 0.491 | 1 | 0.1% | |
| 0.63251 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 199.27916 | 1 | 0.1% | |
| 195.32801 | 1 | 0.1% | |
| 174.01883 | 1 | 0.1% | |
| 173.82962 | 1 | 0.1% | |
| 173.22701 | 1 | 0.1% |
ElPanama_raw
Highly correlated
This variable is highly correlated with ElPanama_KNN and should be ignored for analysis
| Correlation | 1 |
|---|
NAM_area
Numeric
| Distinct count | 269 |
|---|---|
| Unique (%) | 36.2% |
| Missing (%) | 3.5% |
| Missing (n) | 26 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 42.6599322 |
|---|---|
| Minimum | 0 |
| Maximum | 2675.248667 |
| Zeros (%) | 60.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1.100006798 |
| 95-th percentile | 237.2296503 |
| Maximum | 2675.248667 |
| Range | 2675.248667 |
| Interquartile range | 1.100006798 |
Descriptive statistics
| Standard deviation | 196.0433147 |
|---|---|
| Coef of variation | 4.595490536 |
| Kurtosis | 86.17786499 |
| Mean | 42.6599322 |
| MAD | 72.89564232 |
| Skewness | 8.199007813 |
| Sum | 30629.83132 |
| Variance | 38432.98124 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 451 | 60.6% | |
| 0.03694173411 | 1 | 0.1% | |
| 0.04118819122 | 1 | 0.1% | |
| 2417.47879 | 1 | 0.1% | |
| 682.0759965 | 1 | 0.1% | |
| 0.9781514178 | 1 | 0.1% | |
| 0.02323748698 | 1 | 0.1% | |
| 73.64165711 | 1 | 0.1% | |
| 22.88606981 | 1 | 0.1% | |
| 674.2230311 | 1 | 0.1% | |
| Other values (258) | 258 | 34.7% | |
| (Missing) | 26 | 3.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 451 | 60.6% | |
| 2.076743111e-06 | 1 | 0.1% | |
| 0.0002507481244 | 1 | 0.1% | |
| 0.0006494881556 | 1 | 0.1% | |
| 0.001494105572 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2675.248667 | 1 | 0.1% | |
| 2417.47879 | 1 | 0.1% | |
| 1606.659167 | 1 | 0.1% | |
| 1284.937852 | 1 | 0.1% | |
| 1236.624724 | 1 | 0.1% |
NAM_max
Highly correlated
This variable is highly correlated with NAM_area and should be ignored for analysis
| Correlation | 0.9559986529 |
|---|
NAM_min
Numeric
| Distinct count | 160 |
|---|---|
| Unique (%) | 21.5% |
| Missing (%) | 3.5% |
| Missing (n) | 26 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.265579795 |
|---|---|
| Minimum | 0 |
| Maximum | 840.00407 |
| Zeros (%) | 75.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 10.20885335 |
| Maximum | 840.00407 |
| Range | 840.00407 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 44.13003211 |
|---|---|
| Coef of variation | 8.38084956 |
| Kurtosis | 223.4977509 |
| Mean | 5.265579795 |
| MAD | 9.645520028 |
| Skewness | 13.9293179 |
| Sum | 3780.686293 |
| Variance | 1947.459734 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 560 | 75.3% | |
| 8.2918023 | 1 | 0.1% | |
| 0.058688183 | 1 | 0.1% | |
| 0.0025690925 | 1 | 0.1% | |
| 62.795007 | 1 | 0.1% | |
| 22.141712 | 1 | 0.1% | |
| 0.055979509 | 1 | 0.1% | |
| 69.686525 | 1 | 0.1% | |
| 0.080606064 | 1 | 0.1% | |
| 5.0687481 | 1 | 0.1% | |
| Other values (149) | 149 | 20.0% | |
| (Missing) | 26 | 3.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 560 | 75.3% | |
| 5.9702736e-05 | 1 | 0.1% | |
| 0.00021557263 | 1 | 0.1% | |
| 0.00043393006 | 1 | 0.1% | |
| 0.00051053622 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 840.00407 | 1 | 0.1% | |
| 553.9431 | 1 | 0.1% | |
| 345.23575 | 1 | 0.1% | |
| 336.22663 | 1 | 0.1% | |
| 312.0164 | 1 | 0.1% |
NAM_raw
Numeric
| Distinct count | 211 |
|---|---|
| Unique (%) | 28.4% |
| Missing (%) | 3.5% |
| Missing (n) | 26 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 24.84326621 |
|---|---|
| Minimum | 0 |
| Maximum | 1106.8869 |
| Zeros (%) | 68.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0487237045 |
| 95-th percentile | 81.3270781 |
| Maximum | 1106.8869 |
| Range | 1106.8869 |
| Interquartile range | 0.0487237045 |
Descriptive statistics
| Standard deviation | 121.8669061 |
|---|---|
| Coef of variation | 4.90543011 |
| Kurtosis | 42.63335324 |
| Mean | 24.84326621 |
| MAD | 43.59727123 |
| Skewness | 6.365899186 |
| Sum | 17837.46514 |
| Variance | 14851.5428 |
| Memory size | 5.9 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 509 | 68.4% | |
| 0.070827653 | 1 | 0.1% | |
| 14.419989 | 1 | 0.1% | |
| 0.0054125917 | 1 | 0.1% | |
| 1.5223586 | 1 | 0.1% | |
| 38.081798 | 1 | 0.1% | |
| 1.7662785 | 1 | 0.1% | |
| 0.045377906 | 1 | 0.1% | |
| 1.0111494 | 1 | 0.1% | |
| 1.7428748 | 1 | 0.1% | |
| Other values (200) | 200 | 26.9% | |
| (Missing) | 26 | 3.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 509 | 68.4% | |
| 0.0002512307 | 1 | 0.1% | |
| 0.00064993949 | 1 | 0.1% | |
| 0.00094084518 | 1 | 0.1% | |
| 0.0026961489 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1106.8869 | 1 | 0.1% | |
| 1023.8925 | 1 | 0.1% | |
| 1011.0027 | 1 | 0.1% | |
| 994.8971 | 1 | 0.1% | |
| 953.57175 | 1 | 0.1% |
TimeBeginning
Date
| Distinct count | 744 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Minimum | 2017-03-01 00:00:00 |
|---|---|
| Maximum | 2017-03-31 23:00:00 |
Histogram of 'TimeBeginning' (bins=N)
First rows
| ECMWF_area | ECMWF_max | ECMWF_min | ECMWF_raw | ElPanama_KNN | ElPanama_raw | NAM_area | NAM_max | NAM_min | NAM_raw | TimeBeginning | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11.097967 | 24.019875 | 1.141195 | 22.639317 | 142.63700 | 142.63700 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 00:00:00 |
| 1 | 5.201221 | 10.258064 | 0.673216 | 9.502705 | 39.26633 | 39.26633 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 01:00:00 |
| 2 | 50.687521 | 113.233090 | 3.808609 | 113.233090 | 32.56289 | 32.56289 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 02:00:00 |
| 3 | 50.965738 | 117.420680 | 1.935306 | 93.659692 | 104.96672 | 104.96672 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 03:00:00 |
| 4 | 52.207585 | 155.826350 | 0.020210 | 60.950464 | 114.76112 | 114.76112 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 04:00:00 |
| 5 | 4.775193 | 10.018025 | 1.907214 | 5.051441 | 27.92645 | 27.92645 | 26.275082 | 62.777428 | 0.000000 | 42.763411 | 2017-03-01 05:00:00 |
| 6 | 1.458345 | 2.204049 | 0.282150 | 1.918750 | 32.49134 | 32.49134 | 1.355688 | 2.425576 | 0.053269 | 1.732695 | 2017-03-01 06:00:00 |
| 7 | 1.470583 | 2.207635 | 0.340740 | 2.023964 | 21.42812 | 21.42812 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 07:00:00 |
| 8 | 34.383213 | 109.750370 | 0.101438 | 18.460225 | 44.36228 | 44.36228 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 08:00:00 |
| 9 | 42.982247 | 141.273410 | 0.000000 | 40.776569 | 73.28756 | 73.28756 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2017-03-01 09:00:00 |
Last rows
| ECMWF_area | ECMWF_max | ECMWF_min | ECMWF_raw | ElPanama_KNN | ElPanama_raw | NAM_area | NAM_max | NAM_min | NAM_raw | TimeBeginning | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 734 | 2389.729522 | 2814.105200 | 1990.118300 | 2389.424900 | 18.148337 | NaN | 0.281791 | 0.289074 | 0.274374 | 0.281735 | 2017-03-31 14:00:00 |
| 735 | 1396.230978 | 1550.634300 | 1274.191800 | 1391.752200 | 18.248541 | NaN | 0.586489 | 0.632843 | 0.534517 | 0.586096 | 2017-03-31 15:00:00 |
| 736 | 366.859551 | 408.710740 | 326.657580 | 367.355240 | 18.343654 | NaN | 1.012627 | 1.080377 | 0.940945 | 1.012493 | 2017-03-31 16:00:00 |
| 737 | 29.454502 | 35.496611 | 23.989456 | 29.351546 | 18.434069 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 17:00:00 |
| 738 | 3.002217 | 3.710479 | 2.360176 | 2.998867 | 18.520135 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 18:00:00 |
| 739 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.602170 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 19:00:00 |
| 740 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.680460 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 20:00:00 |
| 741 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.755265 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 21:00:00 |
| 742 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.826821 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 22:00:00 |
| 743 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 18.895342 | NaN | NaN | NaN | NaN | NaN | 2017-03-31 23:00:00 |
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