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| <h1>Source code for airflow.contrib.hooks.salesforce_hook</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</span> |
| <span class="c1">#</span> |
| <span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| <span class="c1">#</span> |
| <span class="sd">"""</span> |
| <span class="sd">This module contains a Salesforce Hook</span> |
| <span class="sd">which allows you to connect to your Salesforce instance,</span> |
| <span class="sd">retrieve data from it, and write that data to a file</span> |
| <span class="sd">for other uses.</span> |
| |
| <span class="sd">NOTE: this hook also relies on the simple_salesforce package:</span> |
| <span class="sd"> https://github.com/simple-salesforce/simple-salesforce</span> |
| <span class="sd">"""</span> |
| <span class="kn">from</span> <span class="nn">simple_salesforce</span> <span class="k">import</span> <span class="n">Salesforce</span> |
| <span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span> |
| |
| <span class="kn">import</span> <span class="nn">json</span> |
| |
| <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> |
| <span class="kn">import</span> <span class="nn">time</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="k">import</span> <span class="n">LoggingMixin</span> |
| |
| |
| <div class="viewcode-block" id="SalesforceHook"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook">[docs]</a><span class="k">class</span> <span class="nc">SalesforceHook</span><span class="p">(</span><span class="n">BaseHook</span><span class="p">):</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">conn_id</span><span class="p">,</span> |
| <span class="o">*</span><span class="n">args</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span> |
| <span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create new connection to Salesforce</span> |
| <span class="sd"> and allows you to pull data out of SFDC and save it to a file.</span> |
| |
| <span class="sd"> You can then use that file with other</span> |
| <span class="sd"> Airflow operators to move the data into another data source</span> |
| |
| <span class="sd"> :param conn_id: the name of the connection that has the parameters</span> |
| <span class="sd"> we need to connect to Salesforce.</span> |
| <span class="sd"> The connection should be type `http` and include a</span> |
| <span class="sd"> user's security token in the `Extras` field.</span> |
| <span class="sd"> .. note::</span> |
| <span class="sd"> For the HTTP connection type, you can include a</span> |
| <span class="sd"> JSON structure in the `Extras` field.</span> |
| <span class="sd"> We need a user's security token to connect to Salesforce.</span> |
| <span class="sd"> So we define it in the `Extras` field as:</span> |
| <span class="sd"> `{"security_token":"YOUR_SECURITY_TOKEN"}`</span> |
| <span class="sd"> """</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">=</span> <span class="n">conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_args</span> <span class="o">=</span> <span class="n">args</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_kwargs</span> <span class="o">=</span> <span class="n">kwargs</span> |
| |
| <span class="c1"># get the connection parameters</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">connection</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="n">conn_id</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">extras</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">extra_dejson</span> |
| |
| <div class="viewcode-block" id="SalesforceHook.sign_in"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.sign_in">[docs]</a> <span class="k">def</span> <span class="nf">sign_in</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Sign into Salesforce.</span> |
| |
| <span class="sd"> If we have already signed it, this will just return the original object</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">'sf'</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sf</span> |
| |
| <span class="c1"># connect to Salesforce</span> |
| <span class="n">sf</span> <span class="o">=</span> <span class="n">Salesforce</span><span class="p">(</span> |
| <span class="n">username</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> |
| <span class="n">password</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">password</span><span class="p">,</span> |
| <span class="n">security_token</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">extras</span><span class="p">[</span><span class="s1">'security_token'</span><span class="p">],</span> |
| <span class="n">instance_url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> |
| <span class="n">sandbox</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">extras</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'sandbox'</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> |
| <span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">sf</span> <span class="o">=</span> <span class="n">sf</span> |
| <span class="k">return</span> <span class="n">sf</span></div> |
| |
| <div class="viewcode-block" id="SalesforceHook.make_query"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.make_query">[docs]</a> <span class="k">def</span> <span class="nf">make_query</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">query</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Make a query to Salesforce. Returns result in dictionary</span> |
| |
| <span class="sd"> :param query: The query to make to Salesforce</span> |
| <span class="sd"> """</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">sign_in</span><span class="p">()</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Querying for all objects"</span><span class="p">)</span> |
| <span class="n">query</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sf</span><span class="o">.</span><span class="n">query_all</span><span class="p">(</span><span class="n">query</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span> |
| <span class="s2">"Received results: Total size: </span><span class="si">%s</span><span class="s2">; Done: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="n">query</span><span class="p">[</span><span class="s1">'totalSize'</span><span class="p">],</span> <span class="n">query</span><span class="p">[</span><span class="s1">'done'</span><span class="p">]</span> |
| <span class="p">)</span> |
| |
| <span class="n">query</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">query</span><span class="p">))</span> |
| <span class="k">return</span> <span class="n">query</span></div> |
| |
| <div class="viewcode-block" id="SalesforceHook.describe_object"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.describe_object">[docs]</a> <span class="k">def</span> <span class="nf">describe_object</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Get the description of an object from Salesforce.</span> |
| |
| <span class="sd"> This description is the object's schema</span> |
| <span class="sd"> and some extra metadata that Salesforce stores for each object</span> |
| |
| <span class="sd"> :param obj: Name of the Salesforce object</span> |
| <span class="sd"> that we are getting a description of.</span> |
| <span class="sd"> """</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">sign_in</span><span class="p">()</span> |
| |
| <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sf</span><span class="o">.</span><span class="fm">__getattr__</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span><span class="o">.</span><span class="n">describe</span><span class="p">()))</span></div> |
| |
| <div class="viewcode-block" id="SalesforceHook.get_available_fields"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.get_available_fields">[docs]</a> <span class="k">def</span> <span class="nf">get_available_fields</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Get a list of all available fields for an object.</span> |
| |
| <span class="sd"> This only returns the names of the fields.</span> |
| <span class="sd"> """</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">sign_in</span><span class="p">()</span> |
| |
| <span class="n">desc</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">describe_object</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="p">[</span><span class="n">f</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">desc</span><span class="p">[</span><span class="s1">'fields'</span><span class="p">]]</span></div> |
| |
| <span class="nd">@staticmethod</span> |
| <div class="viewcode-block" id="SalesforceHook._build_field_list"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook._build_field_list">[docs]</a> <span class="k">def</span> <span class="nf">_build_field_list</span><span class="p">(</span><span class="n">fields</span><span class="p">):</span> |
| <span class="c1"># join all of the fields in a comma separated list</span> |
| <span class="k">return</span> <span class="s2">","</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SalesforceHook.get_object_from_salesforce"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.get_object_from_salesforce">[docs]</a> <span class="k">def</span> <span class="nf">get_object_from_salesforce</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">,</span> <span class="n">fields</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Get all instances of the `object` from Salesforce.</span> |
| <span class="sd"> For each model, only get the fields specified in fields.</span> |
| |
| <span class="sd"> All we really do underneath the hood is run:</span> |
| <span class="sd"> SELECT <fields> FROM <obj>;</span> |
| <span class="sd"> """</span> |
| <span class="n">field_string</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_field_list</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> |
| |
| <span class="n">query</span> <span class="o">=</span> <span class="s2">"SELECT </span><span class="si">{0}</span><span class="s2"> FROM </span><span class="si">{1}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">field_string</span><span class="p">,</span> <span class="n">obj</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span> |
| <span class="s2">"Making query to Salesforce: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="n">query</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">query</span><span class="p">)</span> <span class="o"><</span> <span class="mi">30</span> <span class="k">else</span> <span class="s2">" ... "</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">query</span><span class="p">[:</span><span class="mi">15</span><span class="p">],</span> <span class="n">query</span><span class="p">[</span><span class="o">-</span><span class="mi">15</span><span class="p">:]])</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">make_query</span><span class="p">(</span><span class="n">query</span><span class="p">)</span></div> |
| |
| <span class="nd">@classmethod</span> |
| <div class="viewcode-block" id="SalesforceHook._to_timestamp"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook._to_timestamp">[docs]</a> <span class="k">def</span> <span class="nf">_to_timestamp</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">col</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Convert a column of a dataframe to UNIX timestamps if applicable</span> |
| |
| <span class="sd"> :param col: A Series object representing a column of a dataframe.</span> |
| <span class="sd"> """</span> |
| <span class="c1"># try and convert the column to datetimes</span> |
| <span class="c1"># the column MUST have a four digit year somewhere in the string</span> |
| <span class="c1"># there should be a better way to do this,</span> |
| <span class="c1"># but just letting pandas try and convert every column without a format</span> |
| <span class="c1"># caused it to convert floats as well</span> |
| <span class="c1"># For example, a column of integers</span> |
| <span class="c1"># between 0 and 10 are turned into timestamps</span> |
| <span class="c1"># if the column cannot be converted,</span> |
| <span class="c1"># just return the original column untouched</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">col</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> |
| <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span> |
| <span class="n">log</span> <span class="o">=</span> <span class="n">LoggingMixin</span><span class="p">()</span><span class="o">.</span><span class="n">log</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span> |
| <span class="s2">"Could not convert field to timestamps: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">col</span><span class="o">.</span><span class="n">name</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="n">col</span> |
| |
| <span class="c1"># now convert the newly created datetimes into timestamps</span> |
| <span class="c1"># we have to be careful here</span> |
| <span class="c1"># because NaT cannot be converted to a timestamp</span> |
| <span class="c1"># so we have to return NaN</span> |
| <span class="n">converted</span> <span class="o">=</span> <span class="p">[]</span> |
| <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">converted</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">timestamp</span><span class="p">())</span> |
| <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span> |
| <span class="n">converted</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span> |
| <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span> |
| <span class="n">converted</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span> |
| |
| <span class="c1"># return a new series that maintains the same index as the original</span> |
| <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">converted</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">index</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SalesforceHook.write_object_to_file"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/salesforce_hook/index.html#airflow.contrib.hooks.salesforce_hook.SalesforceHook.write_object_to_file">[docs]</a> <span class="k">def</span> <span class="nf">write_object_to_file</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">query_results</span><span class="p">,</span> |
| <span class="n">filename</span><span class="p">,</span> |
| <span class="n">fmt</span><span class="o">=</span><span class="s2">"csv"</span><span class="p">,</span> |
| <span class="n">coerce_to_timestamp</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="n">record_time_added</span><span class="o">=</span><span class="kc">False</span> |
| <span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Write query results to file.</span> |
| |
| <span class="sd"> Acceptable formats are:</span> |
| <span class="sd"> - csv:</span> |
| <span class="sd"> comma-separated-values file. This is the default format.</span> |
| <span class="sd"> - json:</span> |
| <span class="sd"> JSON array. Each element in the array is a different row.</span> |
| <span class="sd"> - ndjson:</span> |
| <span class="sd"> JSON array but each element is new-line delimited</span> |
| <span class="sd"> instead of comma delimited like in `json`</span> |
| |
| <span class="sd"> This requires a significant amount of cleanup.</span> |
| <span class="sd"> Pandas doesn't handle output to CSV and json in a uniform way.</span> |
| <span class="sd"> This is especially painful for datetime types.</span> |
| <span class="sd"> Pandas wants to write them as strings in CSV,</span> |
| <span class="sd"> but as millisecond Unix timestamps.</span> |
| |
| <span class="sd"> By default, this function will try and leave all values as</span> |
| <span class="sd"> they are represented in Salesforce.</span> |
| <span class="sd"> You use the `coerce_to_timestamp` flag to force all datetimes</span> |
| <span class="sd"> to become Unix timestamps (UTC).</span> |
| <span class="sd"> This is can be greatly beneficial as it will make all of your</span> |
| <span class="sd"> datetime fields look the same,</span> |
| <span class="sd"> and makes it easier to work with in other database environments</span> |
| |
| <span class="sd"> :param query_results: the results from a SQL query</span> |
| <span class="sd"> :param filename: the name of the file where the data</span> |
| <span class="sd"> should be dumped to</span> |
| <span class="sd"> :param fmt: the format you want the output in.</span> |
| <span class="sd"> *Default:* csv.</span> |
| <span class="sd"> :param coerce_to_timestamp: True if you want all datetime fields to be</span> |
| <span class="sd"> converted into Unix timestamps.</span> |
| <span class="sd"> False if you want them to be left in the</span> |
| <span class="sd"> same format as they were in Salesforce.</span> |
| <span class="sd"> Leaving the value as False will result</span> |
| <span class="sd"> in datetimes being strings.</span> |
| <span class="sd"> *Defaults to False*</span> |
| <span class="sd"> :param record_time_added: *(optional)* True if you want to add a</span> |
| <span class="sd"> Unix timestamp field to the resulting data</span> |
| <span class="sd"> that marks when the data</span> |
| <span class="sd"> was fetched from Salesforce.</span> |
| <span class="sd"> *Default: False*.</span> |
| <span class="sd"> """</span> |
| <span class="n">fmt</span> <span class="o">=</span> <span class="n">fmt</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> |
| <span class="k">if</span> <span class="n">fmt</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">'csv'</span><span class="p">,</span> <span class="s1">'json'</span><span class="p">,</span> <span class="s1">'ndjson'</span><span class="p">]:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Format value is not recognized: </span><span class="si">{0}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fmt</span><span class="p">))</span> |
| |
| <span class="c1"># this line right here will convert all integers to floats if there are</span> |
| <span class="c1"># any None/np.nan values in the column</span> |
| <span class="c1"># that's because None/np.nan cannot exist in an integer column</span> |
| <span class="c1"># we should write all of our timestamps as FLOATS in our final schema</span> |
| <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_records</span><span class="p">(</span><span class="n">query_results</span><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="p">[</span><span class="s2">"attributes"</span><span class="p">])</span> |
| |
| <span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span> |
| |
| <span class="c1"># convert columns with datetime strings to datetimes</span> |
| <span class="c1"># not all strings will be datetimes, so we ignore any errors that occur</span> |
| <span class="c1"># we get the object's definition at this point and only consider</span> |
| <span class="c1"># features that are DATE or DATETIME</span> |
| <span class="k">if</span> <span class="n">coerce_to_timestamp</span> <span class="ow">and</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span> |
| <span class="c1"># get the object name out of the query results</span> |
| <span class="c1"># it's stored in the "attributes" dictionary</span> |
| <span class="c1"># for each returned record</span> |
| <span class="n">object_name</span> <span class="o">=</span> <span class="n">query_results</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">'attributes'</span><span class="p">][</span><span class="s1">'type'</span><span class="p">]</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Coercing timestamps for: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">object_name</span><span class="p">)</span> |
| |
| <span class="n">schema</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">describe_object</span><span class="p">(</span><span class="n">object_name</span><span class="p">)</span> |
| |
| <span class="c1"># possible columns that can be converted to timestamps</span> |
| <span class="c1"># are the ones that are either date or datetime types</span> |
| <span class="c1"># strings are too general and we risk unintentional conversion</span> |
| <span class="n">possible_timestamp_cols</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="n">i</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> |
| <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">schema</span><span class="p">[</span><span class="s1">'fields'</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">i</span><span class="p">[</span><span class="s1">'type'</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">"date"</span><span class="p">,</span> <span class="s2">"datetime"</span><span class="p">]</span> <span class="ow">and</span> |
| <span class="n">i</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span> |
| <span class="p">]</span> |
| <span class="n">df</span><span class="p">[</span><span class="n">possible_timestamp_cols</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">possible_timestamp_cols</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span> |
| <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_to_timestamp</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> |
| <span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">record_time_added</span><span class="p">:</span> |
| <span class="n">fetched_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> |
| <span class="n">df</span><span class="p">[</span><span class="s2">"time_fetched_from_salesforce"</span><span class="p">]</span> <span class="o">=</span> <span class="n">fetched_time</span> |
| |
| <span class="c1"># write the CSV or JSON file depending on the option</span> |
| <span class="c1"># NOTE:</span> |
| <span class="c1"># datetimes here are an issue.</span> |
| <span class="c1"># There is no good way to manage the difference</span> |
| <span class="c1"># for to_json, the options are an epoch or a ISO string</span> |
| <span class="c1"># but for to_csv, it will be a string output by datetime</span> |
| <span class="c1"># For JSON we decided to output the epoch timestamp in seconds</span> |
| <span class="c1"># (as is fairly standard for JavaScript)</span> |
| <span class="c1"># And for csv, we do a string</span> |
| <span class="k">if</span> <span class="n">fmt</span> <span class="o">==</span> <span class="s2">"csv"</span><span class="p">:</span> |
| <span class="c1"># there are also a ton of newline objects</span> |
| <span class="c1"># that mess up our ability to write to csv</span> |
| <span class="c1"># we remove these newlines so that the output is a valid CSV format</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Cleaning data and writing to CSV"</span><span class="p">)</span> |
| <span class="n">possible_strings</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dtypes</span> <span class="o">==</span> <span class="s2">"object"</span><span class="p">]</span> |
| <span class="n">df</span><span class="p">[</span><span class="n">possible_strings</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">possible_strings</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span> |
| <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"</span><span class="se">\r\n</span><span class="s2">"</span><span class="p">,</span> <span class="s2">""</span><span class="p">)</span> |
| <span class="p">)</span> |
| <span class="n">df</span><span class="p">[</span><span class="n">possible_strings</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">possible_strings</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span> |
| <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">,</span> <span class="s2">""</span><span class="p">)</span> |
| <span class="p">)</span> |
| |
| <span class="c1"># write the dataframe</span> |
| <span class="n">df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> |
| <span class="k">elif</span> <span class="n">fmt</span> <span class="o">==</span> <span class="s2">"json"</span><span class="p">:</span> |
| <span class="n">df</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">"records"</span><span class="p">,</span> <span class="n">date_unit</span><span class="o">=</span><span class="s2">"s"</span><span class="p">)</span> |
| <span class="k">elif</span> <span class="n">fmt</span> <span class="o">==</span> <span class="s2">"ndjson"</span><span class="p">:</span> |
| <span class="n">df</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">"records"</span><span class="p">,</span> <span class="n">lines</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">date_unit</span><span class="o">=</span><span class="s2">"s"</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">df</span></div></div> |
| </pre></div> |
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