kind: job
metadata:
  name: describe-spark
  tag: ''
  hash: bd54bbf6350fb0dc392ff7f91b4aa6ea3c742e93
  project: ''
  categories:
  - data-analysis
spec:
  command: ''
  args: []
  image: iguazio/shell:3.0_b5565_20201026062233_wsdf
  env: []
  default_handler: describe_spark
  entry_points:
    describe:
      name: describe
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: bins
        default: ''
      - name: corr_reject
        default: ''
      - name: config
        default: ''
      outputs:
      - default: ''
      lineno: 38
    pretty_name:
      name: pretty_name
      doc: ''
      parameters:
      - name: x
        default: ''
      outputs:
      - default: ''
      lineno: 51
    corr_matrix:
      name: corr_matrix
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: columns
        default: null
      outputs:
      - default: ''
      lineno: 58
    separate:
      name: separate
      doc: ''
      parameters:
      - name: l
        default: ''
      - name: n
        default: ''
      outputs:
      - default: ''
      lineno: 63
    create_hist_data:
      name: create_hist_data
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      - name: minim
        default: ''
      - name: maxim
        default: ''
      - name: bins
        default: 10
      outputs:
      - default: ''
      lineno: 80
    create_all_conditions:
      name: create_all_conditions
      doc: 'Recursive function that exploits the

        ability to call the Spark SQL Column method

        .when() in a recursive way.'
      parameters:
      - name: current_col
        default: ''
      - name: column
        default: ''
      - name: left_edges
        default: ''
      - name: count
        default: 1
      outputs:
      - default: ''
      lineno: 82
    describe_integer_1d:
      name: describe_integer_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      - name: current_result
        default: ''
      - name: nrows
        default: ''
      outputs:
      - default: ''
      lineno: 134
    describe_float_1d:
      name: describe_float_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      - name: current_result
        default: ''
      - name: nrows
        default: ''
      outputs:
      - default: ''
      lineno: 170
    describe_date_1d:
      name: describe_date_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      outputs:
      - default: ''
      lineno: 204
    guess_json_type:
      name: guess_json_type
      doc: ''
      parameters:
      - name: string_value
        default: ''
      outputs:
      - default: ''
      lineno: 221
    describe_categorical_1d:
      name: describe_categorical_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      outputs:
      - default: ''
      lineno: 229
    describe_constant_1d:
      name: describe_constant_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      outputs:
      - default: ''
      lineno: 267
    describe_unique_1d:
      name: describe_unique_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      outputs:
      - default: ''
      lineno: 274
    describe_1d:
      name: describe_1d
      doc: ''
      parameters:
      - name: df
        default: ''
      - name: column
        default: ''
      - name: nrows
        default: ''
      - name: lookup_config
        default: null
      outputs:
      - default: ''
      lineno: 281
    gradient_format:
      name: gradient_format
      doc: ''
      parameters:
      - name: value
        default: ''
      - name: limit1
        default: ''
      - name: limit2
        default: ''
      - name: c1
        default: ''
      - name: c2
        default: ''
      outputs:
      - default: ''
      lineno: 396
    LerpColour:
      name: LerpColour
      doc: ''
      parameters:
      - name: c1
        default: ''
      - name: c2
        default: ''
      - name: t
        default: ''
      outputs:
      - default: ''
      lineno: 397
    fmt_color:
      name: fmt_color
      doc: ''
      parameters:
      - name: text
        default: ''
      - name: color
        default: ''
      outputs:
      - default: ''
      lineno: 403
    fmt_class:
      name: fmt_class
      doc: ''
      parameters:
      - name: text
        default: ''
      - name: cls
        default: ''
      outputs:
      - default: ''
      lineno: 407
    fmt_bytesize:
      name: fmt_bytesize
      doc: ''
      parameters:
      - name: num
        default: ''
      - name: suffix
        default: B
      outputs:
      - default: ''
      lineno: 411
    fmt_percent:
      name: fmt_percent
      doc: ''
      parameters:
      - name: v
        default: ''
      outputs:
      - default: ''
      lineno: 421
    fmt_varname:
      name: fmt_varname
      doc: ''
      parameters:
      - name: v
        default: ''
      outputs:
      - default: ''
      lineno: 424
    fmt_row_severity:
      name: fmt_row_severity
      doc: ''
      parameters:
      - name: v
        default: ''
      outputs:
      - default: ''
      lineno: 441
    fmt_skewness:
      name: fmt_skewness
      doc: ''
      parameters:
      - name: v
        default: ''
      outputs:
      - default: ''
      lineno: 447
    describe_spark:
      name: describe_spark
      doc: ''
      parameters:
      - name: context
        type: MLClientCtx
        default: ''
      - name: dataset
        type: DataItem
        default: ''
      - name: artifact_path
        default: ''
      - name: bins
        type: int
        default: 30
      - name: describe_extended
        type: bool
        default: true
      outputs:
      - default: ''
      lineno: 463
  description: ''
  build:
    functionSourceCode: # Generated by nuclio.export.NuclioExporter

import mlrun
from mlrun.platforms.iguazio import mount_v3io, mount_v3iod
from mlrun.datastore import DataItem
from mlrun.execution import MLClientCtx

import os
from subprocess import run
import pandas as pd
import numpy as np

from pyspark.sql.types import LongType
from pyspark.sql import SparkSession

import sys
import base64 as b64
import warnings
warnings.filterwarnings("ignore")

from itertools import product
import matplotlib

import numpy as np
import json
import pandas as pd
from matplotlib import pyplot as plt
from pkg_resources import resource_filename
import six
from pyspark.sql import DataFrame as SparkDataFrame
from pyspark.sql.functions import (abs as df_abs, col, count, countDistinct,
                                   max as df_max, mean, min as df_min,
                                   sum as df_sum, when
                                   )
from pyspark.sql.functions import variance, stddev, kurtosis, skewness


def describe(df, bins, corr_reject, config, **kwargs):
    if not isinstance(df, SparkDataFrame):
        raise TypeError("df must be of type pyspark.sql.DataFrame")

    table_stats = {"n": df.count()}
    if table_stats["n"] == 0:
        raise ValueError("df cannot be empty")

    try:
        matplotlib.style.use("default")
    except:
        pass

    def pretty_name(x):
        x *= 100
        if x == int(x):
            return '%.0f%%' % x
        else:
            return '%.1f%%' % x

    def corr_matrix(df, columns=None):
        if columns is None:
            columns = df.columns
        combinations = list(product(columns,columns))

        def separate(l, n):
            for i in range(0, len(l), n):
                yield l[i:i+n]

        grouped = list(separate(combinations,len(columns)))
        df_cleaned = df.select(*columns).na.drop(how="any")

        for i in grouped:
            for j in enumerate(i):
                i[j[0]] = i[j[0]] + (df_cleaned.corr(str(j[1][0]), str(j[1][1])),)

        df_pandas = pd.DataFrame(grouped).applymap(lambda x: x[2])
        df_pandas.columns = columns
        df_pandas.index = columns
        
        return df_pandas

    def create_hist_data(df, column, minim, maxim, bins=10):

        def create_all_conditions(current_col, column, left_edges, count=1):
            """
            Recursive function that exploits the
            ability to call the Spark SQL Column method
            .when() in a recursive way.
            """
            left_edges = left_edges[:]
            if len(left_edges) == 0:
                return current_col
            if len(left_edges) == 1:
                next_col = current_col.when(col(column) >= float(left_edges[0]), count)
                left_edges.pop(0)
                return create_all_conditions(next_col, column, left_edges[:], count+1)
            next_col = current_col.when((float(left_edges[0]) <= col(column))
                                        & (col(column) < float(left_edges[1])), count)
            left_edges.pop(0)
            return create_all_conditions(next_col, column, left_edges[:], count+1)

        num_range = maxim - minim
        bin_width = num_range / float(bins)
        left_edges = [minim]
        for _bin in range(bins):
            left_edges = left_edges + [left_edges[-1] + bin_width]
        left_edges.pop()
        expression_col = when((float(left_edges[0]) <= col(column))
                              & (col(column) < float(left_edges[1])), 0)
        left_edges_copy = left_edges[:]
        left_edges_copy.pop(0)
        bin_data = (df.select(col(column))
                    .na.drop()
                    .select(col(column),
                            create_all_conditions(expression_col,
                                                  column,
                                                  left_edges_copy
                                                 ).alias("bin_id")
                           )
                    .groupBy("bin_id").count()
                   ).toPandas()

        bin_data.index = bin_data["bin_id"]
        new_index = list(range(bins))
        bin_data = bin_data.reindex(new_index)
        bin_data["bin_id"] = bin_data.index
        bin_data = bin_data.fillna(0)

        bin_data["left_edge"] = left_edges
        bin_data["width"] = bin_width
        

        return bin_data


    def describe_integer_1d(df, column, current_result, nrows):
        
        stats_df = df.select(column).na.drop().agg(mean(col(column)).alias("mean"),
                                                       df_min(col(column)).alias("min"),
                                                       df_max(col(column)).alias("max"),
                                                       variance(col(column)).alias("variance"),
                                                       kurtosis(col(column)).alias("kurtosis"),
                                                       stddev(col(column)).alias("std"),
                                                       skewness(col(column)).alias("skewness"),
                                                       df_sum(col(column)).alias("sum")
                                                       ).toPandas()


        for x in np.array([0.05, 0.25, 0.5, 0.75, 0.95]):
            stats_df[pretty_name(x)] = (df.select(column)
                                        .na.drop()
                                        .selectExpr("percentile(`{col}`,CAST({n} AS DOUBLE))"
                                                    .format(col=column, n=x)).toPandas().iloc[:,0]
                                        )
        stats = stats_df.iloc[0].copy()
        stats.name = column
        stats["range"] = stats["max"] - stats["min"]
        stats["iqr"] = stats[pretty_name(0.75)] - stats[pretty_name(0.25)]
        stats["cv"] = stats["std"] / float(stats["mean"])
        stats["mad"] = (df.select(column)
                        .na.drop()
                        .select(df_abs(col(column)-stats["mean"]).alias("delta"))
                        .agg(df_sum(col("delta"))).toPandas().iloc[0,0] / float(current_result["count"]))
        stats["type"] = "NUM"
        stats['n_zeros'] = df.select(column).where(col(column)==0.0).count()
        stats['p_zeros'] = stats['n_zeros'] / float(nrows)

        hist_data = create_hist_data(df, column, stats["min"], stats["max"], bins)

        return stats

    def describe_float_1d(df, column, current_result, nrows):
        stats_df = df.select(column).na.drop().agg(mean(col(column)).alias("mean"),
                                                       df_min(col(column)).alias("min"),
                                                       df_max(col(column)).alias("max"),
                                                       variance(col(column)).alias("variance"),
                                                       kurtosis(col(column)).alias("kurtosis"),
                                                       stddev(col(column)).alias("std"),
                                                       skewness(col(column)).alias("skewness"),
                                                       df_sum(col(column)).alias("sum")
                                                       ).toPandas()

        for x in np.array([0.05, 0.25, 0.5, 0.75, 0.95]):
            stats_df[pretty_name(x)] = (df.select(column)
                                        .na.drop()
                                        .selectExpr("percentile_approx(`{col}`,CAST({n} AS DOUBLE))"
                                                    .format(col=column, n=x)).toPandas().iloc[:,0]
                                        )
        stats = stats_df.iloc[0].copy()
        stats.name = column
        stats["range"] = stats["max"] - stats["min"]
        stats["iqr"] = stats[pretty_name(0.75)] - stats[pretty_name(0.25)]
        stats["cv"] = stats["std"] / float(stats["mean"])
        stats["mad"] = (df.select(column)
                        .na.drop()
                        .select(df_abs(col(column)-stats["mean"]).alias("delta"))
                        .agg(df_sum(col("delta"))).toPandas().iloc[0,0] / float(current_result["count"]))
        stats["type"] = "NUM"
        stats['n_zeros'] = df.select(column).where(col(column)==0.0).count()
        stats['p_zeros'] = stats['n_zeros'] / float(nrows)

        hist_data = create_hist_data(df, column, stats["min"], stats["max"], bins)

        return stats

    def describe_date_1d(df, column):
        stats_df = df.select(column).na.drop().agg(df_min(col(column)).alias("min"),
                                                   df_max(col(column)).alias("max")
                                                  ).toPandas()
        stats = stats_df.iloc[0].copy()
        stats.name = column

        if isinstance(stats["max"], pd.Timestamp):
            stats = stats.astype(object)
            stats["max"] = str(stats["max"].to_pydatetime())
            stats["min"] = str(stats["min"].to_pydatetime())

        else:
            stats["range"] = stats["max"] - stats["min"]
        stats["type"] = "DATE"
        return stats

    def guess_json_type(string_value):
        try:
            obj = json.loads(string_value)
        except:
            return None

        return type(obj)

    def describe_categorical_1d(df, column):
        value_counts = (df.select(column).na.drop()
                        .groupBy(column)
                        .agg(count(col(column)))
                        .orderBy("count({c})".format(c=column),ascending=False)
                       ).cache()

        stats = (value_counts
                 .limit(1)
                 .withColumnRenamed(column, "top")
                 .withColumnRenamed("count({c})".format(c=column), "freq")
                ).toPandas().iloc[0]

        top_50 = value_counts.limit(50).toPandas().sort_values("count({c})".format(c=column),
                                                               ascending=False)
        top_50_categories = top_50[column].values.tolist()

        others_count = pd.Series([df.select(column).na.drop()
                        .where(~(col(column).isin(*top_50_categories)))
                        .count()
                        ], index=["***Other Values***"])
        others_distinct_count = pd.Series([value_counts
                                .where(~(col(column).isin(*top_50_categories)))
                                .count()
                                ], index=["***Other Values Distinct Count***"])

        top = top_50.set_index(column)["count({c})".format(c=column)]
        top = top.append(others_count)
        top = top.append(others_distinct_count)
        stats["value_counts"] = top
        stats["type"] = "CAT"
        value_counts.unpersist()
        unparsed_valid_jsons = df.select(column).na.drop().rdd.map(
            lambda x: guess_json_type(x[column])).filter(
            lambda x: x).distinct().collect()
        stats["unparsed_json_types"] = unparsed_valid_jsons
        return stats

    def describe_constant_1d(df, column):
        stats = pd.Series(['CONST'], index=['type'], name=column)
        stats["value_counts"] = (df.select(column)
                                 .na.drop()
                                 .limit(1)).toPandas().iloc[:,0].value_counts()
        return stats

    def describe_unique_1d(df, column):
        stats = pd.Series(['UNIQUE'], index=['type'], name=column)
        stats["value_counts"] = (df.select(column)
                                 .na.drop()
                                 .limit(50)).toPandas().iloc[:,0].value_counts()
        return stats

    def describe_1d(df, column, nrows, lookup_config=None):
        column_type = df.select(column).dtypes[0][1]
        if ("array" in column_type) or ("stuct" in column_type) or ("map" in column_type):
            raise NotImplementedError("Column {c} is of type {t} and cannot be analyzed".format(c=column, t=column_type))

        distinct_count = df.select(column).agg(countDistinct(col(column)).alias("distinct_count")).toPandas()
        non_nan_count = df.select(column).na.drop().select(count(col(column)).alias("count")).toPandas()
        results_data = pd.concat([distinct_count, non_nan_count],axis=1)
        results_data["p_unique"] = results_data["distinct_count"] / float(results_data["count"])
        results_data["is_unique"] = results_data["distinct_count"] == nrows
        results_data["n_missing"] = nrows - results_data["count"]
        results_data["p_missing"] = results_data["n_missing"] / float(nrows)
        results_data["p_infinite"] = 0
        results_data["n_infinite"] = 0
        result = results_data.iloc[0].copy()
        result["memorysize"] = 0
        result.name = column

        if result["distinct_count"] <= 1:
            result = result.append(describe_constant_1d(df, column))
        elif column_type in {"tinyint", "smallint", "int", "bigint"}:
            result = result.append(describe_integer_1d(df, column, result, nrows))
        elif column_type in {"float", "double", "decimal"}:
            result = result.append(describe_float_1d(df, column, result, nrows))
        elif column_type in {"date", "timestamp"}:
            result = result.append(describe_date_1d(df, column))
        elif result["is_unique"] == True:
            result = result.append(describe_unique_1d(df, column))
        else:
            result = result.append(describe_categorical_1d(df, column))
            if result["n_missing"] > 0:
                result["distinct_count"] = result["distinct_count"] + 1

        if (result["count"] > result["distinct_count"] > 1):
            try:
                result["mode"] = result["top"]
            except KeyError:
                result["mode"] = 0
        else:
            try:
                result["mode"] = result["value_counts"].index[0]
            except KeyError:
                result["mode"] = 0
            except IndexError:
                result["mode"] = "MISSING"

        if lookup_config:
            lookup_object = lookup_config['object']
            col_name_in_db = lookup_config['col_name_in_db'] if 'col_name_in_db' in lookup_config else None
            try:
                matched, unmatched = lookup_object.lookup(df.select(column), col_name_in_db)
                result['lookedup_values'] = str(matched.count()) + "/" + str(df.select(column).count())
            except:
                result['lookedup_values'] = 'FAILED'
        else:
            result['lookedup_values'] = ''

        return result


    ldesc = {}
    for colum in df.columns:
        if colum in config:
            if 'lookup' in config[colum]:
                lookup_config = config[colum]['lookup']
                desc = describe_1d(df, colum, table_stats["n"], lookup_config=lookup_config)
            else:
                desc = describe_1d(df, colum, table_stats["n"])
        else:
            desc = describe_1d(df, colum, table_stats["n"])
        ldesc.update({colum: desc})

    if corr_reject is not None:
        computable_corrs = [colum for colum in ldesc if ldesc[colum]["type"] in {"NUM"}]

        if len(computable_corrs) > 0:
            corr = corr_matrix(df, columns=computable_corrs)
            for x, corr_x in corr.iterrows():
                for y, corr in corr_x.iteritems():
                    if x == y:
                        break

    variable_stats = pd.DataFrame(ldesc)

    table_stats["nvar"] = len(df.columns)
    table_stats["total_missing"] = float(variable_stats.loc["n_missing"].sum()) / (table_stats["n"] * table_stats["nvar"])
    memsize = 0
    table_stats['memsize'] = fmt_bytesize(memsize)
    table_stats['recordsize'] = fmt_bytesize(memsize / table_stats['n'])
    table_stats.update({k: 0 for k in ("NUM", "DATE", "CONST", "CAT", "UNIQUE", "CORR")})
    table_stats.update(dict(variable_stats.loc['type'].value_counts()))
    table_stats['REJECTED'] = table_stats['CONST'] + table_stats['CORR']

    freq_dict = {}
    for var in variable_stats:
        if "value_counts" not in variable_stats[var]:
            pass
        elif not(variable_stats[var]["value_counts"] is np.nan):
            freq_dict[var] = variable_stats[var]["value_counts"]
        else:
            pass
    try:
        variable_stats = variable_stats.drop("value_counts")
    except (ValueError, KeyError):
        pass

    return table_stats, variable_stats.T, freq_dict

import numpy as np
from pyspark.sql.functions import abs as absou

SKEWNESS_CUTOFF = 20
DEFAULT_FLOAT_FORMATTER = u'spark_df_profiling.__default_float_formatter'


def gradient_format(value, limit1, limit2, c1, c2):
    def LerpColour(c1,c2,t):
        return (int(c1[0]+(c2[0]-c1[0])*t),int(c1[1]+(c2[1]-c1[1])*t),int(c1[2]+(c2[2]-c1[2])*t))
    c = LerpColour(c1, c2, (value-limit1)/(limit2-limit1))
    return fmt_color(value,"rgb{}".format(str(c)))


def fmt_color(text, color):
    return(u'<span style="color:{color}">{text}</span>'.format(color=color,text=str(text)))


def fmt_class(text, cls):
    return(u'<span class="{cls}">{text}</span>'.format(cls=cls,text=str(text)))


def fmt_bytesize(num, suffix='B'):
    for unit in ['','Ki','Mi','Gi','Ti','Pi','Ei','Zi']:
        if num < 0:
            num = num*-1
            if num < 1024.0:
                return "%3.1f %s%s" % (num, unit, suffix)
            num /= 1024.0
    return "%.1f %s%s" % (num, 'Yi', suffix)


def fmt_percent(v):
    return  "{:2.1f}%".format(v*100)

def fmt_varname(v):
    return u'<code>{0}</code>'.format(v)


value_formatters={
        u'freq': (lambda v: gradient_format(v, 0, 62000, (30, 198, 244), (99, 200, 72))),
        u'p_missing': fmt_percent,
        u'p_infinite': fmt_percent,
        u'p_unique': fmt_percent,
        u'p_zeros': fmt_percent,
        u'memorysize': fmt_bytesize,
        u'total_missing': fmt_percent,
        DEFAULT_FLOAT_FORMATTER: lambda v: str(float('{:.5g}'.format(v))).rstrip('0').rstrip('.'),
        u'correlation_var': lambda v: fmt_varname(v),
        u'unparsed_json_types': lambda v: ', '.join([s.__name__ for s in v])
        }

def fmt_row_severity(v):
    if np.isnan(v) or v<= 0.01:
        return "ignore"
    else:
        return "alert"

def fmt_skewness(v):
    if not np.isnan(v) and (v<-SKEWNESS_CUTOFF or v> SKEWNESS_CUTOFF):
        return "alert"
    else:
        return ""

row_formatters={
    u'p_zeros': fmt_row_severity,
    u'p_missing': fmt_row_severity,
    u'p_infinite': fmt_row_severity,
    u'n_duplicates': fmt_row_severity,
    u'skewness': fmt_skewness,
}

run(["/bin/bash", "/etc/config/v3io/v3io-spark-operator.sh"])

def describe_spark(context: MLClientCtx, 
                   dataset: DataItem, 
                   artifact_path,
                   bins: int=30,
                   describe_extended: bool=True):
    
    location = dataset.local()
    
    spark = SparkSession.builder.appName("Spark job").getOrCreate()
    
    df = spark.read.csv(location, header=True, inferSchema= True)

    kwargs = []
    
    float_cols = [item[0] for item in df.dtypes if item[1].startswith('float') or item[1].startswith('double')]
    
    if describe_extended == True:
        
        table, variables, freq = describe(df, bins, float_cols, kwargs)

        tbl_1 = variables.reset_index()

        if len(freq) != 0:
            tbl_2 = pd.DataFrame.from_dict(freq, orient = "index").sort_index().stack().reset_index()
            tbl_2.columns = ['col', 'key', 'val']
            tbl_2['Merged'] = [{key: val} for key, val in zip(tbl_2.key, tbl_2.val)]
            tbl_2 = tbl_2.groupby('col', as_index=False).agg(lambda x: tuple(x))[['col','Merged']]

            summary = pd.merge(tbl_1, tbl_2, how='left', left_on='index', right_on='col')

        else:
            summary = tbl_1

        context.log_dataset("summary_stats", 
                            df=summary,
                            format="csv", index=False,
                            artifact_path=context.artifact_subpath('data'))

        context.log_results(table)
    
    else:
        tbl_1 = df.describe().toPandas()
        
        summary = tbl_1.T
        
        context.log_dataset("summary_stats", 
                            df=summary,
                            format="csv", index=False,
                            artifact_path=context.artifact_subpath('data'))
    
    spark.stop()


    commands: []
    code_origin: https://github.com/daniels290813/functions.git#55a79c32be5d233cc11efcf40cd3edbe309bfdef:/home/kali/functions/describe_spark/describe_spark.py
  affinity: null
verbose: false