\n",
" A | \n",
- " 22735 | \n",
+ " 22739 | \n",
" 49.7% | \n",
" \n",
" \n",
@@ -1571,7 +1551,7 @@
" name \n",
" Categorical, Unique\n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" First 3 values | \n",
@@ -1579,17 +1559,17 @@
" \n",
" \n",
" \n",
- " Allan Hills A81307 | \n",
+ " Dominion Range 10049 | \n",
" \n",
" \n",
- " Yamato 74279 | \n",
+ " Yamato 74391 | \n",
" \n",
" \n",
- " Hammadah al Hamra 119 | \n",
+ " Miller Range 090500 | \n",
" \n",
" \n",
" \n",
- "\n",
+ "\n",
" \n",
" \n",
" Last 3 values | \n",
@@ -1597,23 +1577,23 @@
" \n",
" \n",
" \n",
- " Devri-Khera | \n",
+ " Roberts Massif 04129 | \n",
" \n",
" \n",
- " Yamato 982475 | \n",
+ " Lewis Cliff 87087 | \n",
" \n",
" \n",
- " Allan Hills 85015 | \n",
+ " Northwest Africa 6079 | \n",
" \n",
" \n",
" \n",
"\n",
- "\n",
+ " \n",
" First 10 values \n",
" \n",
" \n",
@@ -1736,7 +1716,7 @@
" \n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" Valid | \n",
@@ -1760,12 +1740,12 @@
" \n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" \n",
@@ -1818,7 +1798,7 @@
" \n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" L6 | \n",
@@ -1860,12 +1840,12 @@
" \n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" \n",
@@ -2015,32 +1995,32 @@
" \n",
" \n",
"\n",
- "\n",
- " \n",
+ " \n",
+ " \n",
"\n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
"\n",
" \n",
- " \n",
+ " \n",
" \n",
" Quantile statistics \n",
" \n",
@@ -2124,10 +2104,10 @@
" \n",
" \n",
" \n",
- " \n",
- " \n",
+ " \n",
+ " \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" \n",
@@ -2225,7 +2205,7 @@
"\n",
" \n",
" \n",
- " \n",
+ " \n",
" Minimum 5 values \n",
" \n",
" \n",
@@ -2337,7 +2317,7 @@
" \n",
" \n",
" Correlation | \n",
- " 0.99423 | \n",
+ " 0.99424 | \n",
" \n",
" \n",
"\n",
@@ -2400,32 +2380,32 @@
" \n",
" \n",
"\n",
- "\n",
- " \n",
+ " \n",
+ " \n",
"\n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
"\n",
" \n",
- " \n",
+ " \n",
" \n",
" Quantile statistics \n",
" \n",
@@ -2509,10 +2489,10 @@
" \n",
" \n",
" \n",
- " \n",
- " \n",
+ " \n",
+ " \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" \n",
@@ -2559,14 +2539,14 @@
" \n",
" \n",
"\n",
- " 159.66667 | \n",
+ " 159.66666999999998 | \n",
" 637 | \n",
" 1.4% | \n",
" \n",
" \n",
" | \n",
" \n",
- " 157.16667 | \n",
+ " 157.16666999999998 | \n",
" 542 | \n",
" 1.2% | \n",
" \n",
@@ -2610,7 +2590,7 @@
" | \n",
" \n",
" \n",
- " \n",
+ " \n",
" Minimum 5 values \n",
" \n",
" \n",
@@ -2637,7 +2617,7 @@
" \n",
" \n",
"\n",
- " -163.16667 | \n",
+ " -163.16666999999998 | \n",
" 1 | \n",
" 0.0% | \n",
" \n",
@@ -2685,7 +2665,7 @@
" \n",
" | \n",
" \n",
- " 178.08333 | \n",
+ " 178.08333000000002 | \n",
" 1 | \n",
" 0.0% | \n",
" \n",
@@ -2775,25 +2755,25 @@
" \n",
" \n",
"\n",
- "\n",
- " \n",
+ " \n",
+ " \n",
" \n",
" \n",
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- " \n",
+ " \n",
+ " \n",
" \n",
" \n",
" \n",
" Correlations\n",
" \n",
" \n",
- " \n",
- " \n",
+ " \n",
+ " \n",
" \n",
" \n",
" Sample\n",
@@ -2836,7 +2816,7 @@
" NASA | \n",
" True | \n",
" A | \n",
- " 49.201450 | \n",
+ " 53.104124 | \n",
" | \n",
" \n",
" 1 | \n",
@@ -2853,7 +2833,7 @@
" NASA | \n",
" True | \n",
" 1 | \n",
- " 61.898170 | \n",
+ " 58.838867 | \n",
" \n",
" \n",
" 2 | \n",
@@ -2868,9 +2848,9 @@
" -113.00000 | \n",
" (54.216670, -113.000000) | \n",
" NASA | \n",
- " False | \n",
- " A | \n",
- " 59.410937 | \n",
+ " True | \n",
+ " 1 | \n",
+ " 59.307067 | \n",
" \n",
" \n",
" 3 | \n",
@@ -2885,9 +2865,9 @@
" -99.90000 | \n",
" (16.883330, -99.900000) | \n",
" NASA | \n",
- " True | \n",
+ " False | \n",
" A | \n",
- " 15.352447 | \n",
+ " 23.087539 | \n",
" \n",
" \n",
" 4 | \n",
@@ -2902,9 +2882,9 @@
" -64.95000 | \n",
" (-33.166670, -64.950000) | \n",
" NASA | \n",
- " False | \n",
- " A | \n",
- " -34.048879 | \n",
+ " True | \n",
+ " 1 | \n",
+ " -34.589431 | \n",
" \n",
" \n",
" \n",
@@ -2913,10 +2893,10 @@
" "
],
"text/plain": [
- " "
+ ""
]
},
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
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@@ -2934,7 +2914,7 @@
},
{
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- "execution_count": null,
+ "execution_count": 4,
"metadata": {
"collapsed": true,
"scrolled": true
@@ -2954,9 +2934,2829 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ " Overview\n",
+ " \n",
+ " \n",
+ " \n",
+ " Dataset info \n",
+ " \n",
+ " \n",
+ " \n",
+ " Number of variables | \n",
+ " 14 | \n",
+ " \n",
+ " \n",
+ " Number of observations | \n",
+ " 45726 | \n",
+ " \n",
+ " \n",
+ " Total Missing (%) | \n",
+ " 3.5% | \n",
+ " \n",
+ " \n",
+ " Total size in memory | \n",
+ " 4.6 MiB | \n",
+ " \n",
+ " \n",
+ " Average record size in memory | \n",
+ " 105.0 B | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Variables types \n",
+ " \n",
+ " \n",
+ " \n",
+ " Numeric | \n",
+ " 4 | \n",
+ " \n",
+ " \n",
+ " Categorical | \n",
+ " 5 | \n",
+ " \n",
+ " \n",
+ " Boolean | \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " Date | \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " Text (Unique) | \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " Rejected | \n",
+ " 2 | \n",
+ " \n",
+ " \n",
+ " Unsupported | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Warnings \n",
+ " GeoLocation has 7315 / 16.0% missing values MissingGeoLocation has a high cardinality: 17101 distinct values Warningmass (g) is highly skewed (γ1 = 76.918) Skewedrecclass has a high cardinality: 466 distinct values Warningreclat has 6438 / 14.1% zeros Zerosreclat has 7315 / 16.0% missing values Missingreclat_city is highly correlated with reclat (ρ = 0.99424) Rejectedreclong has 6214 / 13.6% zeros Zerosreclong has 7315 / 16.0% missing values Missingsource has constant value NASA Rejected
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Variables\n",
+ " \n",
+ " \n",
+ " \n",
+ " GeoLocation \n",
+ " Categorical\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 17101 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 37.4% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 7315 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " (0.000000, 0.000000) | \n",
+ " \n",
+ " \n",
+ " 6214\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-71.500000, 35.666670) | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4761\n",
+ " | \n",
+ " \n",
+ " (-84.000000, 168.000000) | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 3040\n",
+ " | \n",
+ " \n",
+ " Other values (17097) | \n",
+ " \n",
+ " \n",
+ " 24396\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " \n",
+ " \n",
+ " 7315\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " (0.000000, 0.000000) | \n",
+ " 6214 | \n",
+ " 13.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-71.500000, 35.666670) | \n",
+ " 4761 | \n",
+ " 10.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-84.000000, 168.000000) | \n",
+ " 3040 | \n",
+ " 6.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-72.000000, 26.000000) | \n",
+ " 1505 | \n",
+ " 3.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-79.683330, 159.750000) | \n",
+ " 657 | \n",
+ " 1.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-76.716670, 159.666670) | \n",
+ " 637 | \n",
+ " 1.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-76.183330, 157.166670) | \n",
+ " 539 | \n",
+ " 1.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-79.683330, 155.750000) | \n",
+ " 473 | \n",
+ " 1.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-84.216670, 160.500000) | \n",
+ " 263 | \n",
+ " 0.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (-86.366670, -70.000000) | \n",
+ " 226 | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (17090) | \n",
+ " 20096 | \n",
+ " 43.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " 7315 | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " boolean \n",
+ " Boolean\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 2 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Mean | \n",
+ " 0.49821 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " True | \n",
+ " \n",
+ " \n",
+ " 22781\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " \n",
+ " \n",
+ " 22945\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " True | \n",
+ " 22781 | \n",
+ " 49.8% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " 22945 | \n",
+ " 50.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " fall \n",
+ " Categorical\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 2 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Found | \n",
+ " \n",
+ " \n",
+ " 44609\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Fell | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1117\n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " Found | \n",
+ " 44609 | \n",
+ " 97.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Fell | \n",
+ " 1117 | \n",
+ " 2.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " Numeric\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 45716 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 100.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " Infinite (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Infinite (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " Mean | \n",
+ " 26884 | \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 57458 | \n",
+ " \n",
+ " \n",
+ " Zeros (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " Quantile statistics \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " 5-th percentile | \n",
+ " 2388.8 | \n",
+ " \n",
+ " \n",
+ " Q1 | \n",
+ " 12681 | \n",
+ " \n",
+ " \n",
+ " Median | \n",
+ " 24256 | \n",
+ " \n",
+ " \n",
+ " Q3 | \n",
+ " 40654 | \n",
+ " \n",
+ " \n",
+ " 95-th percentile | \n",
+ " 54891 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 57458 | \n",
+ " \n",
+ " \n",
+ " Range | \n",
+ " 57457 | \n",
+ " \n",
+ " \n",
+ " Interquartile range | \n",
+ " 27972 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Descriptive statistics \n",
+ " \n",
+ " \n",
+ " Standard deviation | \n",
+ " 16863 | \n",
+ " \n",
+ " \n",
+ " Coef of variation | \n",
+ " 0.62727 | \n",
+ " \n",
+ " \n",
+ " Kurtosis | \n",
+ " -1.1601 | \n",
+ " \n",
+ " \n",
+ " Mean | \n",
+ " 26884 | \n",
+ " \n",
+ " \n",
+ " MAD | \n",
+ " 14490 | \n",
+ " \n",
+ " \n",
+ " Skewness | \n",
+ " 0.26653 | \n",
+ " \n",
+ " \n",
+ " Sum | \n",
+ " 1229293495 | \n",
+ " \n",
+ " \n",
+ " Variance | \n",
+ " 284380000 | \n",
+ " \n",
+ " \n",
+ " Memory size | \n",
+ " 357.3 KiB | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 417 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 398 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 6 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 392 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 370 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 379 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 390 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 10 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (45706) | \n",
+ " 45706 | \n",
+ " 100.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Minimum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 4 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 5 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 6 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " Maximum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 57454 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 57455 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 57456 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 57457 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 57458 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " mass (g) \n",
+ " Numeric\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 12577 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 27.5% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 131 | \n",
+ " \n",
+ " \n",
+ " Infinite (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Infinite (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " Mean | \n",
+ " 13278 | \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 60000000 | \n",
+ " \n",
+ " \n",
+ " Zeros (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " Quantile statistics \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " 5-th percentile | \n",
+ " 1.1 | \n",
+ " \n",
+ " \n",
+ " Q1 | \n",
+ " 7.2 | \n",
+ " \n",
+ " \n",
+ " Median | \n",
+ " 32.61 | \n",
+ " \n",
+ " \n",
+ " Q3 | \n",
+ " 202.9 | \n",
+ " \n",
+ " \n",
+ " 95-th percentile | \n",
+ " 4000 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 60000000 | \n",
+ " \n",
+ " \n",
+ " Range | \n",
+ " 60000000 | \n",
+ " \n",
+ " \n",
+ " Interquartile range | \n",
+ " 195.7 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Descriptive statistics \n",
+ " \n",
+ " \n",
+ " Standard deviation | \n",
+ " 574930 | \n",
+ " \n",
+ " \n",
+ " Coef of variation | \n",
+ " 43.298 | \n",
+ " \n",
+ " \n",
+ " Kurtosis | \n",
+ " 6798.4 | \n",
+ " \n",
+ " \n",
+ " Mean | \n",
+ " 13278 | \n",
+ " \n",
+ " \n",
+ " MAD | \n",
+ " 25113 | \n",
+ " \n",
+ " \n",
+ " Skewness | \n",
+ " 76.918 | \n",
+ " \n",
+ " \n",
+ " Sum | \n",
+ " 605430000 | \n",
+ " \n",
+ " \n",
+ " Variance | \n",
+ " 330540000000 | \n",
+ " \n",
+ " \n",
+ " Memory size | \n",
+ " 357.3 KiB | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1.3 | \n",
+ " 171 | \n",
+ " 0.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1.2 | \n",
+ " 140 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1.4 | \n",
+ " 138 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 2.1 | \n",
+ " 130 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 2.4 | \n",
+ " 126 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1.6 | \n",
+ " 120 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 0.5 | \n",
+ " 119 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1.1 | \n",
+ " 116 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 3.8 | \n",
+ " 114 | \n",
+ " 0.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 1.5 | \n",
+ " 111 | \n",
+ " 0.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (12566) | \n",
+ " 44310 | \n",
+ " 96.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " 131 | \n",
+ " 0.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Minimum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0.0 | \n",
+ " 19 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 0.01 | \n",
+ " 2 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 0.013000000000000001 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 0.02 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 0.03 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " Maximum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 28000000.0 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 30000000.0 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 50000000.0 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 58200000.0 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 60000000.0 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " mixed \n",
+ " Categorical\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 2 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " \n",
+ " \n",
+ " 22987\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " A | \n",
+ " \n",
+ " \n",
+ " 22739\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " 22987 | \n",
+ " 50.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " A | \n",
+ " 22739 | \n",
+ " 49.7% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " Categorical, Unique\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " First 3 values | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Dominion Range 10049 | \n",
+ " \n",
+ " \n",
+ " Yamato 74391 | \n",
+ " \n",
+ " \n",
+ " Miller Range 090500 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Last 3 values | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Roberts Massif 04129 | \n",
+ " \n",
+ " \n",
+ " Lewis Cliff 87087 | \n",
+ " \n",
+ " \n",
+ " Northwest Africa 6079 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " First 10 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " Aachen | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Aachen copy | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Aarhus | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Aarhus copy | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Abajo | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " Last 10 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " Österplana 062 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Österplana 063 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Österplana 064 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Łowicz | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Święcany | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " nametype \n",
+ " Categorical\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 2 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Valid | \n",
+ " \n",
+ " \n",
+ " 45651\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Relict | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 75\n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " Valid | \n",
+ " 45651 | \n",
+ " 99.8% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Relict | \n",
+ " 75 | \n",
+ " 0.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " recclass \n",
+ " Categorical\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 466 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 1.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " L6 | \n",
+ " \n",
+ " \n",
+ " 8287\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " H5 | \n",
+ " \n",
+ " \n",
+ " 7143\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " L5 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4797\n",
+ " | \n",
+ " \n",
+ " Other values (463) | \n",
+ " \n",
+ " \n",
+ " 25499\n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " L6 | \n",
+ " 8287 | \n",
+ " 18.1% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " H5 | \n",
+ " 7143 | \n",
+ " 15.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " L5 | \n",
+ " 4797 | \n",
+ " 10.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " H6 | \n",
+ " 4529 | \n",
+ " 9.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " H4 | \n",
+ " 4211 | \n",
+ " 9.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " LL5 | \n",
+ " 2766 | \n",
+ " 6.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " LL6 | \n",
+ " 2043 | \n",
+ " 4.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " L4 | \n",
+ " 1253 | \n",
+ " 2.7% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " H4/5 | \n",
+ " 428 | \n",
+ " 0.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " CM2 | \n",
+ " 416 | \n",
+ " 0.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (456) | \n",
+ " 9853 | \n",
+ " 21.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " reclat \n",
+ " Numeric\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 12739 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 27.9% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 7315 | \n",
+ " \n",
+ " \n",
+ " Infinite (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Infinite (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " Mean | \n",
+ " -39.107 | \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " -87.367 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 81.167 | \n",
+ " \n",
+ " \n",
+ " Zeros (%) | \n",
+ " 14.1% | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " Quantile statistics \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " -87.367 | \n",
+ " \n",
+ " \n",
+ " 5-th percentile | \n",
+ " -84.355 | \n",
+ " \n",
+ " \n",
+ " Q1 | \n",
+ " -76.714 | \n",
+ " \n",
+ " \n",
+ " Median | \n",
+ " -71.5 | \n",
+ " \n",
+ " \n",
+ " Q3 | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " 95-th percentile | \n",
+ " 34.494 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 81.167 | \n",
+ " \n",
+ " \n",
+ " Range | \n",
+ " 168.53 | \n",
+ " \n",
+ " \n",
+ " Interquartile range | \n",
+ " 76.714 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Descriptive statistics \n",
+ " \n",
+ " \n",
+ " Standard deviation | \n",
+ " 46.386 | \n",
+ " \n",
+ " \n",
+ " Coef of variation | \n",
+ " -1.1861 | \n",
+ " \n",
+ " \n",
+ " Kurtosis | \n",
+ " -1.4769 | \n",
+ " \n",
+ " \n",
+ " Mean | \n",
+ " -39.107 | \n",
+ " \n",
+ " \n",
+ " MAD | \n",
+ " 43.937 | \n",
+ " \n",
+ " \n",
+ " Skewness | \n",
+ " 0.49132 | \n",
+ " \n",
+ " \n",
+ " Sum | \n",
+ " -1502100 | \n",
+ " \n",
+ " \n",
+ " Variance | \n",
+ " 2151.7 | \n",
+ " \n",
+ " \n",
+ " Memory size | \n",
+ " 357.3 KiB | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0.0 | \n",
+ " 6438 | \n",
+ " 14.1% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -71.5 | \n",
+ " 4761 | \n",
+ " 10.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -84.0 | \n",
+ " 3040 | \n",
+ " 6.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -72.0 | \n",
+ " 1506 | \n",
+ " 3.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -79.68333 | \n",
+ " 1130 | \n",
+ " 2.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -76.71667 | \n",
+ " 680 | \n",
+ " 1.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -76.18333 | \n",
+ " 539 | \n",
+ " 1.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -84.21667 | \n",
+ " 263 | \n",
+ " 0.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -86.36667 | \n",
+ " 226 | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -86.71667 | \n",
+ " 217 | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (12728) | \n",
+ " 19611 | \n",
+ " 42.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " 7315 | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Minimum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " -87.36667 | \n",
+ " 4 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -87.03333 | \n",
+ " 3 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -86.93333 | \n",
+ " 3 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -86.71667 | \n",
+ " 217 | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -86.56667 | \n",
+ " 17 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " Maximum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 72.68333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 72.88333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 76.13333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 76.53333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 81.16667 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " reclat_city \n",
+ " Highly correlated\n",
+ "
\n",
+ " \n",
+ " This variable is highly correlated with reclat and should be ignored for analysis \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Correlation | \n",
+ " 0.99424 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " reclong \n",
+ " Numeric\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 14641 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 32.0% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 7315 | \n",
+ " \n",
+ " \n",
+ " Infinite (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Infinite (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " Mean | \n",
+ " 61.053 | \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " -165.43 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 354.47 | \n",
+ " \n",
+ " \n",
+ " Zeros (%) | \n",
+ " 13.6% | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " Quantile statistics \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " -165.43 | \n",
+ " \n",
+ " \n",
+ " 5-th percentile | \n",
+ " -90.427 | \n",
+ " \n",
+ " \n",
+ " Q1 | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " Median | \n",
+ " 35.667 | \n",
+ " \n",
+ " \n",
+ " Q3 | \n",
+ " 157.17 | \n",
+ " \n",
+ " \n",
+ " 95-th percentile | \n",
+ " 168 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 354.47 | \n",
+ " \n",
+ " \n",
+ " Range | \n",
+ " 519.91 | \n",
+ " \n",
+ " \n",
+ " Interquartile range | \n",
+ " 157.17 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Descriptive statistics \n",
+ " \n",
+ " \n",
+ " Standard deviation | \n",
+ " 80.655 | \n",
+ " \n",
+ " \n",
+ " Coef of variation | \n",
+ " 1.3211 | \n",
+ " \n",
+ " \n",
+ " Kurtosis | \n",
+ " -0.73139 | \n",
+ " \n",
+ " \n",
+ " Mean | \n",
+ " 61.053 | \n",
+ " \n",
+ " \n",
+ " MAD | \n",
+ " 67.606 | \n",
+ " \n",
+ " \n",
+ " Skewness | \n",
+ " -0.17438 | \n",
+ " \n",
+ " \n",
+ " Sum | \n",
+ " 2345100 | \n",
+ " \n",
+ " \n",
+ " Variance | \n",
+ " 6505.3 | \n",
+ " \n",
+ " \n",
+ " Memory size | \n",
+ " 357.3 KiB | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0.0 | \n",
+ " 6214 | \n",
+ " 13.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 35.66667 | \n",
+ " 4985 | \n",
+ " 10.9% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 168.0 | \n",
+ " 3040 | \n",
+ " 6.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 26.0 | \n",
+ " 1506 | \n",
+ " 3.3% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 159.75 | \n",
+ " 657 | \n",
+ " 1.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 159.66666999999998 | \n",
+ " 637 | \n",
+ " 1.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 157.16666999999998 | \n",
+ " 542 | \n",
+ " 1.2% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 155.75 | \n",
+ " 473 | \n",
+ " 1.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 160.5 | \n",
+ " 263 | \n",
+ " 0.6% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -70.0 | \n",
+ " 228 | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Other values (14630) | \n",
+ " 19866 | \n",
+ " 43.4% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " (Missing) | \n",
+ " 7315 | \n",
+ " 16.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Minimum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " -165.43333 | \n",
+ " 9 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -165.11667 | \n",
+ " 17 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -163.16666999999998 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -162.55 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " -157.86667 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " Maximum 5 values \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Value | \n",
+ " Count | \n",
+ " Frequency (%) | \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " 175.13333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 175.73028 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 178.08333000000002 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 178.2 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " 354.47333 | \n",
+ " 1 | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " source \n",
+ " Constant\n",
+ "
\n",
+ " \n",
+ " This variable is constant and should be ignored for analysis \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Constant value | \n",
+ " NASA | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " year \n",
+ " Date\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Distinct count | \n",
+ " 246 | \n",
+ " \n",
+ " \n",
+ " Unique (%) | \n",
+ " 0.5% | \n",
+ " \n",
+ " \n",
+ " Missing (%) | \n",
+ " 0.7% | \n",
+ " \n",
+ " \n",
+ " Missing (n) | \n",
+ " 312 | \n",
+ " \n",
+ " \n",
+ " Infinite (%) | \n",
+ " 0.0% | \n",
+ " \n",
+ " \n",
+ " Infinite (n) | \n",
+ " 0 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Minimum | \n",
+ " 1688-01-01 00:00:00 | \n",
+ " \n",
+ " \n",
+ " Maximum | \n",
+ " 2101-01-01 00:00:00 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Correlations\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Sample\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " name | \n",
+ " id | \n",
+ " nametype | \n",
+ " recclass | \n",
+ " mass (g) | \n",
+ " fall | \n",
+ " year | \n",
+ " reclat | \n",
+ " reclong | \n",
+ " GeoLocation | \n",
+ " source | \n",
+ " boolean | \n",
+ " mixed | \n",
+ " reclat_city | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Aachen | \n",
+ " 1 | \n",
+ " Valid | \n",
+ " L5 | \n",
+ " 21.0 | \n",
+ " Fell | \n",
+ " 1880-01-01 | \n",
+ " 50.77500 | \n",
+ " 6.08333 | \n",
+ " (50.775000, 6.083330) | \n",
+ " NASA | \n",
+ " True | \n",
+ " A | \n",
+ " 53.104124 | \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " Aarhus | \n",
+ " 2 | \n",
+ " Valid | \n",
+ " H6 | \n",
+ " 720.0 | \n",
+ " Fell | \n",
+ " 1951-01-01 | \n",
+ " 56.18333 | \n",
+ " 10.23333 | \n",
+ " (56.183330, 10.233330) | \n",
+ " NASA | \n",
+ " True | \n",
+ " 1 | \n",
+ " 58.838867 | \n",
+ " \n",
+ " \n",
+ " 2 | \n",
+ " Abee | \n",
+ " 6 | \n",
+ " Valid | \n",
+ " EH4 | \n",
+ " 107000.0 | \n",
+ " Fell | \n",
+ " 1952-01-01 | \n",
+ " 54.21667 | \n",
+ " -113.00000 | \n",
+ " (54.216670, -113.000000) | \n",
+ " NASA | \n",
+ " True | \n",
+ " 1 | \n",
+ " 59.307067 | \n",
+ " \n",
+ " \n",
+ " 3 | \n",
+ " Acapulco | \n",
+ " 10 | \n",
+ " Valid | \n",
+ " Acapulcoite | \n",
+ " 1914.0 | \n",
+ " Fell | \n",
+ " 1976-01-01 | \n",
+ " 16.88333 | \n",
+ " -99.90000 | \n",
+ " (16.883330, -99.900000) | \n",
+ " NASA | \n",
+ " False | \n",
+ " A | \n",
+ " 23.087539 | \n",
+ " \n",
+ " \n",
+ " 4 | \n",
+ " Achiras | \n",
+ " 370 | \n",
+ " Valid | \n",
+ " L6 | \n",
+ " 780.0 | \n",
+ " Fell | \n",
+ " 1902-01-01 | \n",
+ " -33.16667 | \n",
+ " -64.95000 | \n",
+ " (-33.166670, -64.950000) | \n",
+ " NASA | \n",
+ " True | \n",
+ " 1 | \n",
+ " -34.589431 | \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"pfr"
]
diff --git a/setup.py b/setup.py
index 20db08c8a..6f379c2e5 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@
setup(
name='pandas-profiling',
- version='1.4.0',
+ version='1.4.1',
author='Jos Polfliet',
author_email='jos.polfliet+panpro@gmail.com',
packages=['pandas_profiling'],
@@ -37,7 +37,8 @@
'Programming Language :: Python :: 2.7',
'Programming Language :: Python :: 3',
'Programming Language :: Python :: 3.4',
- 'Programming Language :: Python :: 3.5'
+ 'Programming Language :: Python :: 3.5',
+ 'Programming Language :: Python :: 3.6'
],
keywords='pandas data-science data-analysis python jupyter ipython',
|