diff --git a/MANIFEST.in b/MANIFEST.in
index fac060ccc..ecdbb5edb 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,9 +1,6 @@
include LICENSE
include pandas_profiling/view/*.mplstyle
-include pandas_profiling/view/templates/*.html
-include pandas_profiling/view/templates/variables/*.html
-include pandas_profiling/view/templates/assets/*.js
-include pandas_profiling/view/templates/assets/*.css
-include pandas_profiling/view/templates/*.css
+recursive-include pandas_profiling/view/templates *.html
+recursive-include pandas_profiling/view/templates/assets *.js *.css
include pandas_profiling/config_default.yaml
include README.md
diff --git a/README.md b/README.md
index 17db53f2b..d68aae603 100644
--- a/README.md
+++ b/README.md
@@ -142,7 +142,7 @@ Read more on getting involved in the [Contribution Guide](https://github.com/pan
## Dependencies
-You need Python 3 to run this package. Other dependencies can be found in the requirements files:
+You need [Python 3](https://python3statement.org/) to run this package. Other dependencies can be found in the requirements files:
| Filename | Requirements|
|----------|-------------|
diff --git a/docs/index.html b/docs/index.html
index 2e1ac75f5..7cc746038 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -128,7 +128,7 @@ How to contribute
If you would like to be a industry partner or sponsor, please drop us a line .
Read more on getting involved in the Contribution Guide .
Dependencies
-You need Python 3 to run this package. Other dependencies can be found in the requirements files:
+You need Python 3 to run this package. Other dependencies can be found in the requirements files:
diff --git a/examples/meteorites/meteorites_report.html b/examples/meteorites/meteorites_report.html
index d09564b82..b78359c4c 100644
--- a/examples/meteorites/meteorites_report.html
+++ b/examples/meteorites/meteorites_report.html
@@ -291,7 +291,7 @@
#overview-content td, #overview-content th{
border-top: 0;
line-height: 1;
-}Dataset info
Number of variables 14 Number of observations 45726 Missing cells 29703 (< 0.1%) Duplicate rows 0 (0.0%) Total size in memory 4.6 MiB Average record size in memory 105.0 B
Variables types
Numeric 4 Categorical 5 Boolean 1 Date 1 URL 0 Text (Unique) 1 Rejected 2 Unsupported 0
Warnings
GeoLocationWarning GeoLocationMissing mass_(g)Skewed recclassWarning reclatZeros reclatMissing reclat_cityreclatRejected reclongZeros reclongMissing sourceRejected
Distinct count 2 Unique (%) < 0.1% Missing (%) 0.0% Missing (n) 0
Distinct count 2 Unique (%) < 0.1% Missing (%) 0.0% Missing (n) 0
Value Count Frequency (%) Found 44609 > 99.9%
Fell 1117 < 0.1%
Distinct count 17101 Unique (%) 37.4% Missing (%) 16.0% Missing (n) 7315
(0.0, 0.0) 6214
(-71.5, 35.66667)
4761 (-84.0, 168.0)
3040 Other values (17097) 24396
(Missing) 7315
Value Count Frequency (%) (0.0, 0.0) 6214 13.6%
(-71.5, 35.66667) 4761 10.4%
(-84.0, 168.0) 3040 6.6%
(-72.0, 26.0) 1505 < 0.1%
(-79.68333, 159.75) 657 < 0.1%
(-76.71667, 159.66667) 637 < 0.1%
(-76.18333, 157.16667) 539 < 0.1%
(-79.68333, 155.75) 473 < 0.1%
(-84.21667, 160.5) 263 < 0.1%
(-86.36667, -70.0) 226 < 0.1%
Other values (17090) 20096 43.9%
(Missing) 7315 16.0%
Distinct count 45716 Unique (%) > 99.9% Missing (%) 0.0% Missing (n) 0 Infinite (%) 0.0% Infinite (n) 0
Mean 26884 Minimum 1 Maximum 57458 Zeros (%) 0.0%
Quantile statistics
Minimum 1 5-th percentile 2388.8 Q1 12681 Median 24256 Q3 40654 95-th percentile 54891 Maximum 57458 Range 57457 Interquartile range 27972
Descriptive statistics
Standard deviation 16863 Coef of variation 0.62727 Kurtosis -1.1601 Mean 26884 MAD 14490 Skewness 0.26653 Sum 1.2293e+09 Variance 2.8438e+08 Memory size 357.3 KiB
Value Count Frequency (%) 417 2 < 0.1%
398 2 < 0.1%
1 2 < 0.1%
6 2 < 0.1%
392 2 < 0.1%
370 2 < 0.1%
379 2 < 0.1%
2 2 < 0.1%
390 2 < 0.1%
10 2 < 0.1%
Other values (45706) 45706 > 99.9%
Minimum 5 values
Value Count Frequency (%) 1 2 < 0.1%
2 2 < 0.1%
4 1 < 0.1%
5 1 < 0.1%
6 2 < 0.1%
Maximum 5 values
Value Count Frequency (%) 57458 1 < 0.1%
57457 1 < 0.1%
57456 1 < 0.1%
57455 1 < 0.1%
57454 1 < 0.1%
Distinct count 12577 Unique (%) 27.5% Missing (%) < 0.1% Missing (n) 131 Infinite (%) 0.0% Infinite (n) 0
Mean 13278 Minimum 0 Maximum 6e+07 Zeros (%) < 0.1%
Quantile statistics
Minimum 0 5-th percentile 1.1 Q1 7.2 Median 32.61 Q3 202.9 95-th percentile 4000 Maximum 6e+07 Range 6e+07 Interquartile range 195.7
Descriptive statistics
Standard deviation 5.7493e+05 Coef of variation 43.298 Kurtosis 6798.4 Mean 13278 MAD 25113 Skewness 76.918 Sum 6.0543e+08 Variance 3.3054e+11 Memory size 357.3 KiB
Value Count Frequency (%) 1.3 171 < 0.1%
1.2 140 < 0.1%
1.4 138 < 0.1%
2.1 130 < 0.1%
2.4 126 < 0.1%
1.6 120 < 0.1%
0.5 119 < 0.1%
1.1 116 < 0.1%
3.8 114 < 0.1%
0.7 111 < 0.1%
Other values (12566) 44310 > 99.9%
(Missing) 131 < 0.1%
Minimum 5 values
Value Count Frequency (%) 0 19 < 0.1%
0.01 2 < 0.1%
0.013 1 < 0.1%
0.02 1 < 0.1%
0.03 1 < 0.1%
Maximum 5 values
Value Count Frequency (%) 6e+07 1 < 0.1%
5.82e+07 1 < 0.1%
5e+07 1 < 0.1%
3e+07 1 < 0.1%
2.8e+07 1 < 0.1%
Distinct count 2 Unique (%) < 0.1% Missing (%) 0.0% Missing (n) 0
Value Count Frequency (%) 1 23060 50.4%
A 22666 49.6%
First 5 values Aachen Aachen copy Aarhus Aarhus copy Abajo
Last 5 values Österplana 062 Österplana 063 Österplana 064 Łowicz Święcany
First 5 values
Value Count Frequency (%) Aachen 1 < 0.1%
Aachen copy 1 < 0.1%
Aarhus 1 < 0.1%
Aarhus copy 1 < 0.1%
Abajo 1 < 0.1%
Last 5 values
Value Count Frequency (%) Święcany 1 < 0.1%
Łowicz 1 < 0.1%
Österplana 064 1 < 0.1%
Österplana 063 1 < 0.1%
Österplana 062 1 < 0.1%
Distinct count 2 Unique (%) < 0.1% Missing (%) 0.0% Missing (n) 0
Value Count Frequency (%) Valid 45651 > 99.9%
Relict 75 < 0.1%
Distinct count 466 Unique (%) < 0.1% Missing (%) 0.0% Missing (n) 0
L6 8287
H5 7143
L5
4797 Other values (463) 25499
Value Count Frequency (%) L6 8287 18.1%
H5 7143 15.6%
L5 4797 10.5%
H6 4529 9.9%
H4 4211 9.2%
LL5 2766 6.0%
LL6 2043 < 0.1%
L4 1253 < 0.1%
H4/5 428 < 0.1%
CM2 416 < 0.1%
Other values (456) 9853 21.5%
Distinct count 12739 Unique (%) 27.9% Missing (%) 16.0% Missing (n) 7315 Infinite (%) 0.0% Infinite (n) 0
Mean -39.107 Minimum -87.367 Maximum 81.167 Zeros (%) 14.1%
Quantile statistics
Minimum -87.367 5-th percentile -84.355 Q1 -76.714 Median -71.5 Q3 0 95-th percentile 34.494 Maximum 81.167 Range 168.53 Interquartile range 76.714
Descriptive statistics
Standard deviation 46.386 Coef of variation -1.1861 Kurtosis -1.4769 Mean -39.107 MAD 43.937 Skewness 0.49132 Sum -1.5021e+06 Variance 2151.7 Memory size 357.3 KiB
Value Count Frequency (%) 0 6438 14.1%
-71.5 4761 10.4%
-84 3040 6.6%
-72 1506 < 0.1%
-79.683 1130 < 0.1%
-76.717 680 < 0.1%
-76.183 539 < 0.1%
-84.217 263 < 0.1%
-86.367 226 < 0.1%
-86.717 217 < 0.1%
Other values (12728) 19611 42.9%
(Missing) 7315 16.0%
Minimum 5 values
Value Count Frequency (%) -87.367 4 < 0.1%
-87.033 3 < 0.1%
-86.933 3 < 0.1%
-86.717 217 < 0.1%
-86.567 17 < 0.1%
Maximum 5 values
Value Count Frequency (%) 81.167 1 < 0.1%
76.533 1 < 0.1%
76.133 1 < 0.1%
72.883 1 < 0.1%
72.683 1 < 0.1%
reclat_cityHighly correlated
This variable is highly correlated with reclat
Distinct count 14641 Unique (%) 32.0% Missing (%) 16.0% Missing (n) 7315 Infinite (%) 0.0% Infinite (n) 0
Mean 61.053 Minimum -165.43 Maximum 354.47 Zeros (%) 13.6%
Quantile statistics
Minimum -165.43 5-th percentile -90.427 Q1 0 Median 35.667 Q3 157.17 95-th percentile 168 Maximum 354.47 Range 519.91 Interquartile range 157.17
Descriptive statistics
Standard deviation 80.655 Coef of variation 1.3211 Kurtosis -0.73139 Mean 61.053 MAD 67.606 Skewness -0.17438 Sum 2.3451e+06 Variance 6505.3 Memory size 357.3 KiB
Value Count Frequency (%) 0 6214 13.6%
35.667 4985 10.9%
168 3040 6.6%
26 1506 < 0.1%
159.75 657 < 0.1%
159.67 637 < 0.1%
157.17 542 < 0.1%
155.75 473 < 0.1%
160.5 263 < 0.1%
-70 228 < 0.1%
Other values (14630) 19866 43.4%
(Missing) 7315 16.0%
Minimum 5 values
Value Count Frequency (%) -165.43 9 < 0.1%
-165.12 17 < 0.1%
-163.17 1 < 0.1%
-162.55 1 < 0.1%
-157.87 1 < 0.1%
Maximum 5 values
Value Count Frequency (%) 354.47 1 < 0.1%
178.2 1 < 0.1%
178.08 1 < 0.1%
175.73 1 < 0.1%
175.13 1 < 0.1%
This variable is constant and should be ignored for analysis
Distinct count 246 Unique (%) < 0.1% Missing (%) < 0.1% Missing (n) 312 Infinite (%) 0.0% Infinite (n) 0
Minimum 1688-01-01 00:00:00 Maximum 2101-01-01 00:00:00
First rows boolean fall GeoLocation id mass_(g) mixed name nametype recclass reclat reclat_city reclong source year 0 True Fell (50.775, 6.08333) 1 21.0 A Aachen Valid L5 50.77500 45.844917 6.08333 NASA 1880-01-01 1 False Fell (56.18333, 10.23333) 2 720.0 1 Aarhus Valid H6 56.18333 61.401378 10.23333 NASA 1951-01-01 2 True Fell (54.21667, -113.0) 6 107000.0 1 Abee Valid EH4 54.21667 56.665445 -113.00000 NASA 1952-01-01 3 True Fell (16.88333, -99.9) 10 1914.0 A Acapulco Valid Acapulcoite 16.88333 13.980564 -99.90000 NASA 1976-01-01 4 False Fell (-33.16667, -64.95) 370 780.0 1 Achiras Valid L6 -33.16667 -31.246833 -64.95000 NASA 1902-01-01 5 False Fell (32.1, 71.8) 379 4239.0 1 Adhi Kot Valid EH4 32.10000 30.168071 71.80000 NASA 1919-01-01 6 True Fell (44.83333, 95.16667) 390 910.0 1 Adzhi-Bogdo (stone) Valid LL3-6 44.83333 41.823701 95.16667 NASA 1949-01-01 7 False Fell (44.21667, 0.61667) 392 30000.0 A Agen Valid H5 44.21667 45.691889 0.61667 NASA 1814-01-01 8 False Fell (-31.6, -65.23333) 398 1620.0 A Aguada Valid L6 -31.60000 -27.353326 -65.23333 NASA 1930-01-01 9 True Fell (-30.86667, -64.55) 417 1440.0 1 Aguila Blanca Valid L -30.86667 -27.320248 -64.55000 NASA 1920-01-01
Last rows boolean fall GeoLocation id mass_(g) mixed name nametype recclass reclat reclat_city reclong source year 45716 True Fell (50.775, 6.08333) 1 21.0 A Aachen copy Valid L5 50.77500 45.844917 6.08333 NASA 1880-01-01 45717 False Fell (56.18333, 10.23333) 2 720.0 1 Aarhus copy Valid H6 56.18333 61.401378 10.23333 NASA 1951-01-01 45718 True Fell (54.21667, -113.0) 6 107000.0 1 Abee copy Valid EH4 54.21667 56.665445 -113.00000 NASA 1952-01-01 45719 True Fell (16.88333, -99.9) 10 1914.0 A Acapulco copy Valid Acapulcoite 16.88333 13.980564 -99.90000 NASA 1976-01-01 45720 False Fell (-33.16667, -64.95) 370 780.0 1 Achiras copy Valid L6 -33.16667 -31.246833 -64.95000 NASA 1902-01-01 45721 False Fell (32.1, 71.8) 379 4239.0 1 Adhi Kot copy Valid EH4 32.10000 30.168071 71.80000 NASA 1919-01-01 45722 True Fell (44.83333, 95.16667) 390 910.0 1 Adzhi-Bogdo (stone) copy Valid LL3-6 44.83333 41.823701 95.16667 NASA 1949-01-01 45723 False Fell (44.21667, 0.61667) 392 30000.0 A Agen copy Valid H5 44.21667 45.691889 0.61667 NASA 1814-01-01 45724 False Fell (-31.6, -65.23333) 398 1620.0 A Aguada copy Valid L6 -31.60000 -27.353326 -65.23333 NASA 1930-01-01 45725 True Fell (-30.86667, -64.55) 417 1440.0 1 Aguila Blanca copy Valid L -30.86667 -27.320248 -64.55000 NASA 1920-01-01
