How to use isnullable method in avocado

Best Python code snippet using avocado_python

getting_started.py

Source:getting_started.py

1import uuid2import pandas as pd3import random as r4import datetime5import numpy as np6import json7import requests8import string9import time10# First get your customers and orders, we assume you have methods named `get_customers` and `get_orders` that queries your11# database and maps them to the data classes "customers_data_model" and "orders_data_model" to map your data. Please note12# the structure of those classes to identify the format of how your attributes should be named.13customers = get_customers()14orders = get_orders()15# Now push the data to Apteo16UrlPath = "https://developers.apteo.co/api/v2/data-sources/create"17ApiKey = "Please contact us to request an API key"18# First, create the customers and orders tables on Apteo. Tables must be contained within a data source. All fields are required.19headers = {"Authorization": "Basic %s" % ApiKey}20body = {21    "dataSourceName": "E-commerce Data",22    "tables": [{23        ###### CUSTOMERS ######24        "tableName": "customers",25        "autoAssignRowId": True,26        "schema": [27            {28                "fieldName": "customer_id",29                "fieldType": "STRING",30                "isNullable": False31            },32            {33                "fieldName": "created_at",34                "fieldType": "DATETIME",35                "isNullable": True36            },37            {38                "fieldName": "updated_at",39                "fieldType": "DATETIME",40                "isNullable": True41            },42            {43                "fieldName": "name",44                "fieldType": "STRING",45                "isNullable": True46            },47            {48                "fieldName": "first_name",49                "fieldType": "STRING",50                "isNullable": True51            },52            {53                "fieldName": "last_name",54                "fieldType": "STRING",55                "isNullable": True56            },57            {58                "fieldName": "customer_address_first_line",59                "fieldType": "STRING",60                "isNullable": True61            },62            {63                "fieldName": "customer_address_second_line",64                "fieldType": "STRING",65                "isNullable": True66            },67            {68                "fieldName": "customer_address_city",69                "fieldType": "STRING",70                "isNullable": True71            },72            {73                "fieldName": "customer_address_state",74                "fieldType": "STRING",75                "isNullable": True76            },77            {78                "fieldName": "customer_address_country",79                "fieldType": "STRING",80                "isNullable": True81            },82            {83                "fieldName": "customer_address_zip_code",84                "fieldType": "STRING",85                "isNullable": True86            },87            {88                "fieldName": "email_address",89                "fieldType": "STRING",90                "isNullable": True91            },92            {93                "fieldName": "phone_number",94                "fieldType": "STRING",95                "isNullable": True96            },97            {98                "fieldName": "shipping_address_first_line",99                "fieldType": "STRING",100                "isNullable": True101            },102            {103                "fieldName": "shipping_address_second_line",104                "fieldType": "STRING",105                "isNullable": True106            },107            {108                "fieldName": "shipping_address_city",109                "fieldType": "STRING",110                "isNullable": True111            },112            {113                "fieldName": "shipping_address_state",114                "fieldType": "STRING",115                "isNullable": True116            },117            {118                "fieldName": "shipping_address_country",119                "fieldType": "STRING",120                "isNullable": True121            },122            {123                "fieldName": "shipping_address_zip_code",124                "fieldType": "STRING",125                "isNullable": True126            },127            {128                "fieldName": "billing_address_first_line",129                "fieldType": "STRING",130                "isNullable": True131            },132            {133                "fieldName": "billing_address_second_line",134                "fieldType": "STRING",135                "isNullable": True136            },137            {138                "fieldName": "billing_address_city",139                "fieldType": "STRING",140                "isNullable": True141            },142            {143                "fieldName": "billing_address_state",144                "fieldType": "STRING",145                "isNullable": True146            },147            {148                "fieldName": "billing_address_country",149                "fieldType": "STRING",150                "isNullable": True151            },152            {153                "fieldName": "billing_address_zip_code",154                "fieldType": "STRING",155                "isNullable": True156            },157            {158                "fieldName": "group_ids",159                "fieldType": "STRING",160                "isNullable": True161            },162            {163                "fieldName": "segment_ids",164                "fieldType": "STRING",165                "isNullable": True166            },167            {168                "fieldName": "note",169                "fieldType": "STRING",170                "isNullable": True171            },172            {173                "fieldName": "metadata",174                "fieldType": "STRING",175                "isNullable": True176            },177            {178                "fieldName": "customer_tax_exemption_status",179                "fieldType": "STRING",180                "isNullable": True181            }182        ]183        ###### Orders ######184    }, {185        "tableName": "orders",186        "autoAssignRowId": False,187        "schema": [188            {189                "fieldName": "order_id",190                "fieldType": "STRING",191                "isNullable": True192            },193            {194                "fieldName": "line_items",195                "fieldType": "STRING",196                "isNullable": True197            },198            {199                "fieldName": "total_amount",200                "fieldType": "FLOAT",201                "isNullable": True202            },203            {204                "fieldName": "tax_amount",205                "fieldType": "FLOAT",206                "isNullable": True207            },208            {209                "fieldName": "tip_amount",210                "fieldType": "FLOAT",211                "isNullable": True212            },213            {214                "fieldName": "service_fee",215                "fieldType": "FLOAT",216                "isNullable": True217            },218            {219                "fieldName": "discount_amount",220                "fieldType": "FLOAT",221                "isNullable": True222            },223            {224                "fieldName": "total_amount_currency",225                "fieldType": "STRING",226                "isNullable": True227            },228            {229                "fieldName": "tax_amount_currency",230                "fieldType": "STRING",231                "isNullable": True232            },233            {234                "fieldName": "tip_amount_currency",235                "fieldType": "STRING",236                "isNullable": True237            },238            {239                "fieldName": "service_fee_amount_currency",240                "fieldType": "STRING",241                "isNullable": True242            },243            {244                "fieldName": "discount_amount_currency",245                "fieldType": "STRING",246                "isNullable": True247            },248            {249                "fieldName": "coupon_code",250                "fieldType": "STRING",251                "isNullable": True252            },253            {254                "fieldName": "updated_at",255                "fieldType": "DATETIME",256                "isNullable": True257            },258            {259                "fieldName": "created_at",260                "fieldType": "DATETIME",261                "isNullable": True262            },263            {264                "fieldName": "customer_id",265                "fieldType": "STRING",266                "isNullable": True267            },268            {269                "fieldName": "order_status",270                "fieldType": "STRING",271                "isNullable": True272            },273            {274                "fieldName": "order_source",275                "fieldType": "STRING",276                "isNullable": True277            },278            {279                "fieldName": "location_id",280                "fieldType": "STRING",281                "isNullable": True282            },283            {284                "fieldName": "location_name",285                "fieldType": "STRING",286                "isNullable": True287            },288            {289                "fieldName": "location_address_first_line",290                "fieldType": "STRING",291                "isNullable": True292            },293            {294                "fieldName": "location_address_second_line",295                "fieldType": "STRING",296                "isNullable": True297            },298            {299                "fieldName": "location_address_city",300                "fieldType": "STRING",301                "isNullable": True302            },303            {304                "fieldName": "location_address_state",305                "fieldType": "STRING",306                "isNullable": True307            },308            {309                "fieldName": "location_address_country",310                "fieldType": "STRING",311                "isNullable": True312            },313            {314                "fieldName": "location_address_zip_code",315                "fieldType": "STRING",316                "isNullable": True317            },318            {319                "fieldName": "selected_shipping_method",320                "fieldType": "STRING",321                "isNullable": True322            },323            {324                "fieldName": "shipping_carrier",325                "fieldType": "STRING",326                "isNullable": True327            },328            {329                "fieldName": "shipping_address_first_line",330                "fieldType": "STRING",331                "isNullable": True332            },333            {334                "fieldName": "shipping_address_second_line",335                "fieldType": "STRING",336                "isNullable": True337            },338            {339                "fieldName": "shipping_address_city",340                "fieldType": "STRING",341                "isNullable": True342            },343            {344                "fieldName": "shipping_address_state",345                "fieldType": "STRING",346                "isNullable": True347            },348            {349                "fieldName": "shipping_address_country",350                "fieldType": "STRING",351                "isNullable": True352            },353            {354                "fieldName": "shipping_address_zip_code",355                "fieldType": "STRING",356                "isNullable": True357            },358            {359                "fieldName": "payment_source_type",360                "fieldType": "STRING",361                "isNullable": True362            },363            {364                "fieldName": "card_brand",365                "fieldType": "STRING",366                "isNullable": True367            },368            {369                "fieldName": "card_last_four_digits",370                "fieldType": "STRING",371                "isNullable": True372            },373            {374                "fieldName": "card_expiry_month",375                "fieldType": "STRING",376                "isNullable": True377            },378            {379                "fieldName": "card_expiry_year",380                "fieldType": "STRING",381                "isNullable": True382            },383            {384                "fieldName": "receipt_number",385                "fieldType": "STRING",386                "isNullable": True387            },388            {389                "fieldName": "receipt_url",390                "fieldType": "STRING",391                "isNullable": True392            }393        ]394    }]395}396response = requests.post(url = UrlPath, headers = headers, data = json.dumps(body))397# The response will contain the API specific paths that you need to use to send in customers and orders398print(json.dumps(json.loads(response.content), sort_keys=True, indent=4))399# First, we can push the customers table to Apteo. We have a limit of 75 MB for a request's payload so we will make400# sure we send over customers and orders in chunks401headers = {"Authorization": "Basic %s" % ApiKey}402CustomersInsertionPath = "https://developers.apteo.co/api/v2/data-connectors/<get ID from response above>/insert"403Step = 10000404for i in range(0, len(customers), Step):405    customer_subset = customers[i : i + Step]406    for customer in customer_subset:407        # Convert JSON objects to strings408        customer.group_ids = str(customer.group_ids)409        customer.segment_ids = str(customer.segment_ids)410        customer.metadata = str(customer.metadata)411    body = {412        "dataRows": [customer.to_dict() for customer in customer_subset]413    }414    response = requests.post(url = CustomersInsertionPath, headers = headers, data = json.dumps(body, default = str))415    print(response.__dict__)416    # You may run into issues sending data and if you do you should retry417    if response.status_code >= 300:418        time.sleep(10)419        response = requests.post(url = CustomersInsertionPath, headers = headers, data = json.dumps(body, default = str))420        if response.status_code >= 300:421            print("There was an error, current iteration: %s" % i)422            break423headers = {"Authorization": "Basic %s" % ApiKey}424OrdersInsertionApiPath = "https://developers.apteo.co/api/v2/data-connectors/<get ID from response above>/insert"425# Now we send in order data. Note that line items must be represented as a string for now.426for i in range(0, len(orders), Step):427    order_subset = orders[i : i + Step]428    for order in order_subset:429        # Convert line items to a string - this is a limitation of our current API430        order.line_items = str(order.line_items.to_dict())431    body = {432        "dataRows": order_subset.to_dict()433    }434    response = requests.post(url = OrdersInsertionApiPath, headers = headers, data = json.dumps(body, default = str))435    print(response.__dict__)436    if response.status_code >= 300:437        time.sleep(10)438        response = requests.post(url = OrdersInsertionApiPath, headers = headers, data = json.dumps(body, default = str))439        if response.status_code >= 300:440            print("There was an error, current iteration: %s" % i)...

DataObjectFieldAttribute.py

Source:DataObjectFieldAttribute.py

1class DataObjectFieldAttribute(Attribute,_Attribute):2 """3 Provides metadata for a property representing a data field. This class cannot be inherited.45 67 DataObjectFieldAttribute(primaryKey: bool)89 DataObjectFieldAttribute(primaryKey: bool,isIdentity: bool)1011 DataObjectFieldAttribute(primaryKey: bool,isIdentity: bool,isNullable: bool)1213 DataObjectFieldAttribute(primaryKey: bool,isIdentity: bool,isNullable: bool,length: int)14 """15 def Equals(self,obj):16  """17  Equals(self: DataObjectFieldAttribute,obj: object) -> bool1819  2021   Returns a value indicating whether this instance is equal to a specified object.2223  2425   obj: An object to compare with this instance of System.ComponentModel.DataObjectFieldAttribute.2627   Returns: true if this instance is the same as the instance specified by the obj parameter; otherwise,2829    false.30  """31  pass32 def GetHashCode(self):33  """34  GetHashCode(self: DataObjectFieldAttribute) -> int3536  3738   Returns the hash code for this instance.3940   Returns: A 32-bit signed integer hash code.41  """42  pass43 def __eq__(self,*args):44  """ x.__eq__(y) <==> x==y """45  pass46 def __init__(self,*args):47  """ x.__init__(...) initializes x; see x.__class__.__doc__ for signaturex.__init__(...) initializes x; see x.__class__.__doc__ for signaturex.__init__(...) initializes x; see x.__class__.__doc__ for signature """48  pass49 @staticmethod50 def __new__(self,primaryKey,isIdentity=None,isNullable=None,length=None):51  """52  __new__(cls: type,primaryKey: bool)5354  __new__(cls: type,primaryKey: bool,isIdentity: bool)5556  __new__(cls: type,primaryKey: bool,isIdentity: bool,isNullable: bool)5758  __new__(cls: type,primaryKey: bool,isIdentity: bool,isNullable: bool,length: int)59  """60  pass61 def __ne__(self,*args):62  pass63 IsIdentity=property(lambda self: object(),lambda self,v: None,lambda self: None)64 """Gets a value indicating whether a property represents an identity field in the underlying data.65666768Get: IsIdentity(self: DataObjectFieldAttribute) -> bool69707172"""7374 IsNullable=property(lambda self: object(),lambda self,v: None,lambda self: None)75 """Gets a value indicating whether a property represents a field that can be null in the underlying data store.76777879Get: IsNullable(self: DataObjectFieldAttribute) -> bool80818283"""8485 Length=property(lambda self: object(),lambda self,v: None,lambda self: None)86 """Gets the length of the property in bytes.87888990Get: Length(self: DataObjectFieldAttribute) -> int91929394"""9596 PrimaryKey=property(lambda self: object(),lambda self,v: None,lambda self: None)97 """Gets a value indicating whether a property is in the primary key in the underlying data.9899100101Get: PrimaryKey(self: DataObjectFieldAttribute) -> bool102103104105"""106
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column_specification.py

Source:column_specification.py

1# coding=utf-82# --------------------------------------------------------------------------3# Copyright (c) Microsoft Corporation. All rights reserved.4# Licensed under the MIT License. See License.txt in the project root for5# license information.6#7# Code generated by Microsoft (R) AutoRest Code Generator.8# Changes may cause incorrect behavior and will be lost if the code is9# regenerated.10# --------------------------------------------------------------------------11from msrest.serialization import Model12class ColumnSpecification(Model):13    """Swagger 2.0 schema for a column within the data table representing a web14    service input or output. See Swagger specification:15    http://swagger.io/specification/.16    :param type: Data type of the column. Possible values include: 'Boolean',17     'Integer', 'Number', 'String'18    :type type: str or :class:`ColumnType19     <azure.mgmt.machinelearning.models.ColumnType>`20    :param format: Additional format information for the data type. Possible21     values include: 'Byte', 'Char', 'Datetime', 'Double', 'Duration',22     'Float', 'Int8', 'Int16', 'Int32', 'Int64', 'Uint8', 'Uint16', 'Uint32',23     'Uint64'24    :type format: str or :class:`ColumnFormat25     <azure.mgmt.machinelearning.models.ColumnFormat>`26    :param enum: If the data type is categorical, this provides the list of27     accepted categories.28    :type enum: list of object29    :param x_ms_isnullable: Flag indicating if the type supports null values30     or not.31    :type x_ms_isnullable: bool32    :param x_ms_isordered: Flag indicating whether the categories are treated33     as an ordered set or not, if this is a categorical column.34    :type x_ms_isordered: bool35    """ 36    _validation = {37        'type': {'required': True},38    }39    _attribute_map = {40        'type': {'key': 'type', 'type': 'str'},41        'format': {'key': 'format', 'type': 'str'},42        'enum': {'key': 'enum', 'type': '[object]'},43        'x_ms_isnullable': {'key': 'x-ms-isnullable', 'type': 'bool'},44        'x_ms_isordered': {'key': 'x-ms-isordered', 'type': 'bool'},45    }46    def __init__(self, type, format=None, enum=None, x_ms_isnullable=None, x_ms_isordered=None):47        self.type = type48        self.format = format49        self.enum = enum50        self.x_ms_isnullable = x_ms_isnullable...

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