Dependencies
# Render HTML self.html = to_html(sample, description_set) self.minify_html = config["minify_html"].get(bool) + self.use_local_assets = config["use_local_assets"].get(bool) self.title = config["title"].get(str) self.description_set = description_set self.sample = sample @@ -268,6 +268,7 @@Dependencies
missing=len(self.description_set["missing"]) > 0, sample=len(self.sample) > 0, version=__version__, + offline=self.use_local_assets, ) def get_unique_file_name(self): @@ -396,6 +397,7 @@Classes
# Render HTML self.html = to_html(sample, description_set) self.minify_html = config["minify_html"].get(bool) + self.use_local_assets = config["use_local_assets"].get(bool) self.title = config["title"].get(str) self.description_set = description_set self.sample = sample @@ -462,6 +464,7 @@Classes
missing=len(self.description_set["missing"]) > 0, sample=len(self.sample) > 0, version=__version__, + offline=self.use_local_assets, ) def get_unique_file_name(self): @@ -634,6 +637,7 @@Returns
missing=len(self.description_set["missing"]) > 0, sample=len(self.sample) > 0, version=__version__, + offline=self.use_local_assets, ) diff --git a/examples/titanic/titanic_report.html b/examples/titanic/titanic_report.html index 2f4a16675..821295b2f 100644 --- a/examples/titanic/titanic_report.html +++ b/examples/titanic/titanic_report.html @@ -1,7 +1,18 @@ -Dataset info
| Number of variables | 12 |
|---|---|
| Number of observations | 891 |
| Missing cells | 866 (8.1%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 83.6 KiB |
| Average record size in memory | 96.1 B |
Variables types
| Numeric | 5 |
|---|---|
| Categorical | 5 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 1 |
| Rejected | 0 |
| Unsupported | 0 |
Warnings
Age has 177 (19.9%) missing values | Missing |
Cabin has a high cardinality: 148 distinct values | Warning |
Cabin has 687 (77.1%) missing values | Missing |
Fare has 15 (< 0.1%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
SibSp has 608 (68.2%) zeros | Zeros |
Ticket has a high cardinality: 681 distinct values | Warning |
Age
Numeric
| Distinct count | 89 |
|---|---|
| Unique (%) | 10.0% |
| Missing (%) | 19.9% |
| Missing (n) | 177 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 29.699 |
|---|---|
| Minimum | 0.42 |
| Maximum | 80 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20.125 |
| Median | 28 |
| Q3 | 38 |
| 95-th percentile | 56 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range | 17.875 |
Descriptive statistics
| Standard deviation | 14.526 |
|---|---|
| Coef of variation | 0.48912 |
| Kurtosis | 0.17827 |
| Mean | 29.699 |
| MAD | 11.323 |
| Skewness | 0.38911 |
| Sum | 21205 |
| Variance | 211.02 |
| Memory size | 7.0 KiB |
| Value | Count | Frequency (%) | |
| 24 | 30 | < 0.1% | |
| 22 | 27 | < 0.1% | |
| 18 | 26 | < 0.1% | |
| 28 | 25 | < 0.1% | |
| 19 | 25 | < 0.1% | |
| 30 | 25 | < 0.1% | |
| 21 | 24 | < 0.1% | |
| 25 | 23 | < 0.1% | |
| 36 | 22 | < 0.1% | |
| 29 | 20 | < 0.1% | |
| Other values (78) | 467 | 52.4% | |
| (Missing) | 177 | 19.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.42 | 1 | < 0.1% | |
| 0.67 | 1 | < 0.1% | |
| 0.75 | 2 | < 0.1% | |
| 0.83 | 2 | < 0.1% | |
| 0.92 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 80 | 1 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 71 | 2 | < 0.1% | |
| 70.5 | 1 | < 0.1% | |
| 70 | 2 | < 0.1% |
Cabin
Categorical
| Distinct count | 148 |
|---|---|
| Unique (%) | 16.6% |
| Missing (%) | 77.1% |
| Missing (n) | 687 |
| B96 B98 | 4 |
|---|---|
| G6 | 4 |
| C23 C25 C27 | 4 |
| Other values (144) | |
| (Missing) |
| Value | Count | Frequency (%) | |
| B96 B98 | 4 | < 0.1% | |
| G6 | 4 | < 0.1% | |
| C23 C25 C27 | 4 | < 0.1% | |
| C22 C26 | 3 | < 0.1% | |
| F33 | 3 | < 0.1% | |
| E101 | 3 | < 0.1% | |
| D | 3 | < 0.1% | |
| F2 | 3 | < 0.1% | |
| E44 | 2 | < 0.1% | |
| F G73 | 2 | < 0.1% | |
| Other values (137) | 173 | 19.4% | |
| (Missing) | 687 | 77.1% |
| Max length | 15 |
|---|---|
| Mean length | 3.1347 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Embarked
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| S | |
|---|---|
| C | |
| Q | 77 |
| (Missing) | 2 |
| Value | Count | Frequency (%) | |
| S | 644 | 72.3% | |
| C | 168 | 18.9% | |
| Q | 77 | 8.6% | |
| (Missing) | 2 | < 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 1.0045 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Fare
Numeric
| Distinct count | 248 |
|---|---|
| Unique (%) | 27.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 32.204 |
|---|---|
| Minimum | 0 |
| Maximum | 512.33 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| Median | 14.454 |
| Q3 | 31 |
| 95-th percentile | 112.08 |
| Maximum | 512.33 |
| Range | 512.33 |
| Interquartile range | 23.09 |
Descriptive statistics
| Standard deviation | 49.693 |
|---|---|
| Coef of variation | 1.5431 |
| Kurtosis | 33.398 |
| Mean | 32.204 |
| MAD | 28.164 |
| Skewness | 4.7873 |
| Sum | 28694 |
| Variance | 2469.4 |
| Memory size | 7.0 KiB |
| Value | Count | Frequency (%) | |
| 8.05 | 43 | < 0.1% | |
| 13 | 42 | < 0.1% | |
| 7.8958 | 38 | < 0.1% | |
| 7.75 | 34 | < 0.1% | |
| 26 | 31 | < 0.1% | |
| 10.5 | 24 | < 0.1% | |
| 7.925 | 18 | < 0.1% | |
| 7.775 | 16 | < 0.1% | |
| 26.55 | 15 | < 0.1% | |
| 0 | 15 | < 0.1% | |
| Other values (238) | 615 | 69.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15 | < 0.1% | |
| 4.0125 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6.2375 | 1 | < 0.1% | |
| 6.4375 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 512.33 | 3 | < 0.1% | |
| 263 | 4 | < 0.1% | |
| 262.38 | 2 | < 0.1% | |
| 247.52 | 2 | < 0.1% | |
| 227.53 | 4 | < 0.1% |
Name
Categorical, Unique
| First 5 values |
|---|
| Abbing, Mr. Anthony |
| Abbott, Mr. Rossmore Edward |
| Abbott, Mrs. Stanton (Rosa Hunt) |
| Abelson, Mr. Samuel |
| Abelson, Mrs. Samuel (Hannah Wizosky) |
| Last 5 values |
|---|
| de Mulder, Mr. Theodore |
| de Pelsmaeker, Mr. Alfons |
| del Carlo, Mr. Sebastiano |
| van Billiard, Mr. Austin Blyler |
| van Melkebeke, Mr. Philemon |
First 5 values
| Value | Count | Frequency (%) | |
| Abbing, Mr. Anthony | 1 | < 0.1% | |
| Abbott, Mr. Rossmore Edward | 1 | < 0.1% | |
| Abbott, Mrs. Stanton (Rosa Hunt) | 1 | < 0.1% | |
| Abelson, Mr. Samuel | 1 | < 0.1% | |
| Abelson, Mrs. Samuel (Hannah Wizosky) | 1 | < 0.1% |
Last 5 values
| Value | Count | Frequency (%) | |
| van Melkebeke, Mr. Philemon | 1 | < 0.1% | |
| van Billiard, Mr. Austin Blyler | 1 | < 0.1% | |
| del Carlo, Mr. Sebastiano | 1 | < 0.1% | |
| de Pelsmaeker, Mr. Alfons | 1 | < 0.1% | |
| de Mulder, Mr. Theodore | 1 | < 0.1% |
Parch
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.38159 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 76.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.80606 |
|---|---|
| Coef of variation | 2.1123 |
| Kurtosis | 9.7781 |
| Mean | 0.38159 |
| MAD | 0.58074 |
| Skewness | 2.7491 |
| Sum | 340 |
| Variance | 0.64973 |
| Memory size | 7.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 678 | 76.1% | |
| 1 | 118 | 13.2% | |
| 2 | 80 | 9.0% | |
| 5 | 5 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 6 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 678 | 76.1% | |
| 1 | 118 | 13.2% | |
| 2 | 80 | 9.0% | |
| 3 | 5 | < 0.1% | |
| 4 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 2 | 80 | 9.0% |
PassengerId
Numeric
| Distinct count | 891 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 446 |
|---|---|
| Minimum | 1 |
| Maximum | 891 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| Median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range | 445 |
Descriptive statistics
| Standard deviation | 257.35 |
|---|---|
| Coef of variation | 0.57703 |
| Kurtosis | -1.2 |
| Mean | 446 |
| MAD | 222.75 |
| Skewness | 0 |
| Sum | 3.9739e+05 |
| Variance | 66231 |
| Memory size | 7.0 KiB |
| Value | Count | Frequency (%) | |
| 891 | 1 | < 0.1% | |
| 293 | 1 | < 0.1% | |
| 304 | 1 | < 0.1% | |
| 303 | 1 | < 0.1% | |
| 302 | 1 | < 0.1% | |
| 301 | 1 | < 0.1% | |
| 300 | 1 | < 0.1% | |
| 299 | 1 | < 0.1% | |
| 298 | 1 | < 0.1% | |
| 297 | 1 | < 0.1% | |
| Other values (881) | 881 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 891 | 1 | < 0.1% | |
| 890 | 1 | < 0.1% | |
| 889 | 1 | < 0.1% | |
| 888 | 1 | < 0.1% | |
| 887 | 1 | < 0.1% |
Pclass
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Sex
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| male | |
|---|---|
| female |
| Value | Count | Frequency (%) | |
| male | 577 | 64.8% | |
| female | 314 | 35.2% |
| Max length | 6 |
|---|---|
| Mean length | 4.7048 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
SibSp
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.52301 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 68.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1027 |
|---|---|
| Coef of variation | 2.1085 |
| Kurtosis | 17.88 |
| Mean | 0.52301 |
| MAD | 0.71378 |
| Skewness | 3.6954 |
| Sum | 466 |
| Variance | 1.216 |
| Memory size | 7.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 608 | 68.2% | |
| 1 | 209 | 23.5% | |
| 2 | 28 | < 0.1% | |
| 4 | 18 | < 0.1% | |
| 3 | 16 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 5 | 5 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 608 | 68.2% | |
| 1 | 209 | 23.5% | |
| 2 | 28 | < 0.1% | |
| 3 | 16 | < 0.1% | |
| 4 | 18 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 7 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 4 | 18 | < 0.1% | |
| 3 | 16 | < 0.1% | |
| 2 | 28 | < 0.1% |
Survived
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 549 | 61.6% | |
| 1 | 342 | 38.4% |
Ticket
Categorical
| Distinct count | 681 |
|---|---|
| Unique (%) | 76.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| CA. 2343 | 7 |
|---|---|
| 1601 | 7 |
| 347082 | 7 |
| Other values (678) |
| Value | Count | Frequency (%) | |
| CA. 2343 | 7 | < 0.1% | |
| 1601 | 7 | < 0.1% | |
| 347082 | 7 | < 0.1% | |
| 347088 | 6 | < 0.1% | |
| CA 2144 | 6 | < 0.1% | |
| 3101295 | 6 | < 0.1% | |
| 382652 | 5 | < 0.1% | |
| S.O.C. 14879 | 5 | < 0.1% | |
| LINE | 4 | < 0.1% | |
| 17421 | 4 | < 0.1% | |
| Other values (671) | 834 | 93.6% |
| Max length | 18 |
|---|---|
| Mean length | 6.7508 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Matrix
Count
Heatmap
Dendrogram
First rows
| Age | Cabin | Embarked | Fare | Name | Parch | PassengerId | Pclass | Sex | SibSp | Survived | Ticket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 22.0 | NaN | S | 7.2500 | Braund, Mr. Owen Harris | 0 | 1 | 3 | male | 1 | 0 | A/5 21171 |
| 1 | 38.0 | C85 | C | 71.2833 | Cumings, Mrs. John Bradley (Florence Briggs Th... | 0 | 2 | 1 | female | 1 | 1 | PC 17599 |
| 2 | 26.0 | NaN | S | 7.9250 | Heikkinen, Miss. Laina | 0 | 3 | 3 | female | 0 | 1 | STON/O2. 3101282 |
| 3 | 35.0 | C123 | S | 53.1000 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | 0 | 4 | 1 | female | 1 | 1 | 113803 |
| 4 | 35.0 | NaN | S | 8.0500 | Allen, Mr. William Henry | 0 | 5 | 3 | male | 0 | 0 | 373450 |
| 5 | NaN | NaN | Q | 8.4583 | Moran, Mr. James | 0 | 6 | 3 | male | 0 | 0 | 330877 |
| 6 | 54.0 | E46 | S | 51.8625 | McCarthy, Mr. Timothy J | 0 | 7 | 1 | male | 0 | 0 | 17463 |
| 7 | 2.0 | NaN | S | 21.0750 | Palsson, Master. Gosta Leonard | 1 | 8 | 3 | male | 3 | 0 | 349909 |
| 8 | 27.0 | NaN | S | 11.1333 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | 2 | 9 | 3 | female | 0 | 1 | 347742 |
| 9 | 14.0 | NaN | C | 30.0708 | Nasser, Mrs. Nicholas (Adele Achem) | 0 | 10 | 2 | female | 1 | 1 | 237736 |
Last rows
| Age | Cabin | Embarked | Fare | Name | Parch | PassengerId | Pclass | Sex | SibSp | Survived | Ticket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 33.0 | NaN | S | 7.8958 | Markun, Mr. Johann | 0 | 882 | 3 | male | 0 | 0 | 349257 |
| 882 | 22.0 | NaN | S | 10.5167 | Dahlberg, Miss. Gerda Ulrika | 0 | 883 | 3 | female | 0 | 0 | 7552 |
| 883 | 28.0 | NaN | S | 10.5000 | Banfield, Mr. Frederick James | 0 | 884 | 2 | male | 0 | 0 | C.A./SOTON 34068 |
| 884 | 25.0 | NaN | S | 7.0500 | Sutehall, Mr. Henry Jr | 0 | 885 | 3 | male | 0 | 0 | SOTON/OQ 392076 |
| 885 | 39.0 | NaN | Q | 29.1250 | Rice, Mrs. William (Margaret Norton) | 5 | 886 | 3 | female | 0 | 0 | 382652 |
| 886 | 27.0 | NaN | S | 13.0000 | Montvila, Rev. Juozas | 0 | 887 | 2 | male | 0 | 0 | 211536 |
| 887 | 19.0 | B42 | S | 30.0000 | Graham, Miss. Margaret Edith | 0 | 888 | 1 | female | 0 | 1 | 112053 |
| 888 | NaN | NaN | S | 23.4500 | Johnston, Miss. Catherine Helen "Carrie" | 2 | 889 | 3 | female | 1 | 0 | W./C. 6607 |
| 889 | 26.0 | C148 | C | 30.0000 | Behr, Mr. Karl Howell | 0 | 890 | 1 | male | 0 | 1 | 111369 |
| 890 | 32.0 | NaN | Q | 7.7500 | Dooley, Mr. Patrick | 0 | 891 | 3 | male | 0 | 0 | 370376 |