Advanced csv import¶
This is the documentation of the advanced csv import command advanced_csv_import
. For the documentation of the less complicated
bulk-upload command bulk-add-officers
see bulk_upload
. bulk-add-officers
accepts one csv containing information
about the officer, including badge-number, jobs and salary and makes decisions on whether to update rows in the database
or create new entries based on the existing data.
The advanced csv upload is for the most part a way to copy data for one department into the database with as little as possible logic added on. So the tables provided in csv form represent the data that will be inside the sql tables after running the command. (With a few exceptions for many-to-many relationships and auxiliary models like location and license plates)
Before you start¶
CSV uploads should always be tested locally or in other non-production environments, and it is strongly recommended to have the database backed up before running the command. The command is designed to fail early and will only commit the changes if it didn’t encounter any problems. The command however is pretty powerful and can therefore lead to data loss and inconsistencies if the provided csv files are not prepared correctly.
Explanation of the command¶
/usr/src/app/OpenOversight$ flask advanced-csv-import --help
Usage: flask advanced-csv-import [OPTIONS] DEPARTMENT_NAME DEPARTMENT_STATE
Add or update officers, assignments, salaries, links and incidents from
csv files in the department using the DEPARTMENT_NAME and DEPARTMENT_STATE.
The csv files are treated as the source of truth. Existing entries might
be overwritten as a result, backing up the database and running the
command locally first is highly recommended.
See the documentation before running the command.
Options:
--officers-csv PATH
--assignments-csv PATH
--salaries-csv PATH
--links-csv PATH
--incidents-csv PATH
--force-create Only for development/testing!
--overwrite-assignments
--help Show this message and exit.
The command expects two mandatory arguments, the department name and department state.
This is to reduce the chance of making changes to the wrong department by mixing up files.
Then there are 5 options to include paths to officers, assignments, salaries, incidents and links csv files.
Then there is a --force-create
flag that allows to delete and overwrite existing entries in the database.
This is only supposed to be used in non-production environments and to allow replication of the data of another (in most cases production)
instance to local environments to test the import command locally first. More details on that flag at the end of the document: :ref:ref-aci-force-create
.
Finally, there is --overwrite-assignments
which simplifies updating assignments. Instead of updating them,
all assignments for the relevant officers are deleted and created new based on the provided data. This flag is only
considered if an assignments-csv is provided and ignored otherwise. See the instructions in
the section on assignment-csv for more details.
General overview of the csv import¶
The following lists the header fields that each csv can contain. If the csv includes any other fields, the command will fail.
However, the fields are not case-sensitive and spaces are treated as _
. So Officer ID
can be used instead of officer_id
.
All optional fields can be left blank and will be inserted as NULL
or empty string as appropriate.
Warning: When updating a record a field that is left blank might overwrite an existing record.
This can only be prevented by not including the column in the csv at all.
.. _ref-aci-formats:
Formats:
date
- The date should be provided inYYYY-MM-DD
format.time
- Time should be provided inHH:MM:SS
24h-format in the respective timezone.DEPARTMENT_STATE
- The department state should be provided in the standard two-letter abbreviation format.
The id
field¶
Each csv corresponds to a table in the OpenOversight database. And each csv file has to include id
as a field in the table.
That field has one primary purpose: If the field is blank, it is assumed that that row is a new entry.
If the field contains a number however, it is assumed that a record with that particular id already exists in the database
and the record will be updated according to the provided fields. Finally, in the case of officers and incidents
there is a third option where the id
field can contain a string that starts with #
. This also indicates a new record,
but that new record can be referenced in other provided tables. (for example as the officer_id
in the salaries csv)
Officers csv¶
Required:
id, department_name, department_state
Optional:
last_name, first_name, middle_initial, suffix, race, gender, employment_date, birth_year, unique_internal_identifier
Ignored:
badge_number, job_title, most_recent_salary, unique_identifier
(Unused but command will not fail when field is present)
Details¶
department_name
- Name of department exactly as it is in the server database. This needs to match the department name provided with the command.department_state
- Name of department state exactly as it is in the server database, which will be the standard two-letter abbreviation for the department’s respective location. This needs to match the department state provided with the command.unique_internal_identifier
- A string or number that can be used to uniquely identify the officer, in departments in which the badge number stays with the officer using that number is fine. Can and should be left blank if no such number is available.first_name
&last_name
Will be inserted into the database as is.middle_initial
- Usually up to one character, but can be more.suffix
- Choice of the following values:Jr, Sr, II, III, IV, V
.gender
- One of the following values:M
,F
,Other
.race
- One of the following values:BLACK
,WHITE
,ASIAN
,HISPANIC
,NATIVE AMERICAN
,PACIFIC ISLANDER
,Other
.employment_date
- Date representing the start of employment with this department.birth_year
- Integer representing the birth year of the officer in ayyyy
format.
Assignments csv¶
Required:
id, officer_id, job_title
Optional:
badge_number, unit_id, unit_name, start_date, resign_date
Details¶
officer_id
- Number referring toid
of existing officer or string starting with#
referring to a newly created officer in the provided officers csv.badge_number
- Any string that represents the star or badge number of the officer. In some departments this number changes with the assignment.job_title
- The job title, will be created if it does not exist.unit_id
- ID of existing unit within the department.unit_name
- Name of the unit, only used if theunit_id
column is not provided.start_date
- Start date of this assignment.resign_date
- End date of this assignment.
Special Flag¶
The --overwrite-assignments
in the command can be used to not merge new with existing assignments.
Instead, all existing assignments belonging to officers named in the officer_id
column are deleted first,
before the new assignments contained in the provided csv are created in the database.
This should only be used if the provided csv contains both the currently in the database and additional assignments, or is based on a better and more complete dataset, for example after receiving a dataset for historic assignment data.
Salaries csv¶
Required:
id, officer_id, salary, year
Optional:
overtime_pay, is_fiscal_year
Details¶
officer_id
- Integer referring toid
of existing officer or string starting with#
referring to a newly created officer in the provided officers csv.salary
- Number representing the officer’s salary in the given year.year
- Integer, the year this salary information refers to.overtime_pay
- Number representing the amount of overtime payment for offer in given year.is_fiscal_year
- Boolean value, indicating whether the provided year refers to calendar year or fiscal year. The valuestrue
,t
,yes
andy
are treated as “yes, the salary is for the fiscal year”, all others (including blank) as “no”.
Incidents csv¶
Required:
id, department_name, department_state
Optional:
date, time, report_number, description, street_name, cross_street1, cross_street2, city, state, zip_code, created_by, last_updated_by, officer_ids, license_plates
Details¶
department_name
- Name of department exactly as in the server database. This needs to match the department name provided with the command.department_state
- Name of department state exactly as it is in the server database, which will be the standard two-letter abbreviation for the department’s respective location.date
- Date of the incidenttime
- Time of the incidentreport_number
- String representing any kind of number assigned to complaints or incidents by the police department.description
- Text description of the incident.street_name
- Name of the street the incident occurred, but should not include the street number.cross_street1
,cross_street2
The two closest intersecting streets.city
,state
,zip_code
State needs to be in 2 letter abbreviated notation.created_by
,last_updated_by
- ID of existing user shown as responsible for adding this entry.officer_ids
- IDs of officers involved in the incident, separated by|
.Each individual id can either be an integer referring to an existing officer or a string starting with
#
referring to a newly created officer.Example:
123|#C1|1627
for three officers, one with id 123, one with 1627 and one whose record was created in the officers csv and whose id-field was the string#C1
.
license_plates
- All license plates involved in the incident. If there is more than one, they can be separated with a|
.Each license plate consists of the license plate number and optionally a state in abbreviated form separated by an underscore
_
.Example:
ABC123_IL|B991
for one license plate with numberABC123
from Illinois and one with numberB991
and no associated state.
Links csv¶
Required:
id, url
Optional:
title, link_type, description, author, created_by, officer_ids, incident_ids
Details¶
url
- Full url of the link starting withhttp://
orhttps://
.title
- Text that will be displayed as the link.description
- A short description of the link.link_type
- Choice ofLink
,YouTube Video
andOther Video
.author
- The source or author of the linked article, report, video.created_by
- ID of existing user shown as responsible for adding this entry.officer_ids
- IDs of officer profiles this link should be visible on, separated by|
. See same field in incidents above for more details.incidents_ids
- IDs of incidents this link should be associated with, separated by|
. Just likeofficer_ids
this can contain strings. starting with#
to refer to an incident created in the incident csv.
Examples¶
Example csvs can be found in the repository under OpenOversight/tests/test_csvs
.
Local development flag --force-create
¶
This flag changes the behavior when an integer is provided as id
. Instead of updating an existing record,
a new record will be created and assigned the given id
. If a record with that id
already exists in the
database, it will be deleted before the new record is created.
This functionality is intended to be used to import csv files downloaded from OpenOversight download page </download/all>
_
to get a local copy of the production data for one department in the local development database.