diff --git a/404.html b/404.html
index ec7ad95..23c13d3 100644
--- a/404.html
+++ b/404.html
@@ -31,7 +31,7 @@
     
     <a class="navbar-brand me-2" href="index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/LICENSE.html b/LICENSE.html
index 5535ef6..739e941 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/index.html b/articles/index.html
index 2dc2afb..f42e3ce 100644
--- a/articles/index.html
+++ b/articles/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/vignette-connecting-to-ojo.html b/articles/vignette-connecting-to-ojo.html
index 4a567b1..5b9add2 100644
--- a/articles/vignette-connecting-to-ojo.html
+++ b/articles/vignette-connecting-to-ojo.html
@@ -35,7 +35,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/vignette-pulling-data.html b/articles/vignette-pulling-data.html
index 8de9c72..c601b1e 100644
--- a/articles/vignette-pulling-data.html
+++ b/articles/vignette-pulling-data.html
@@ -35,7 +35,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/authors.html b/authors.html
index 15c5c22..1509f92 100644
--- a/authors.html
+++ b/authors.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -77,13 +77,13 @@ <h2 id="citation">Citation</h2>
 
       <p>Gregory B, Gentzler R, Bell A (2024).
 <em>ojodb: Analyze Data from the Open Justice Oklahoma Database</em>.
-R package version 2.8.2, <a href="https://github.com/openjusticeok/ojodb" class="external-link">https://github.com/openjusticeok/ojodb</a>. 
+R package version 2.9.0, <a href="https://github.com/openjusticeok/ojodb" class="external-link">https://github.com/openjusticeok/ojodb</a>. 
 </p>
       <pre>@Manual{,
   title = {ojodb: Analyze Data from the Open Justice Oklahoma Database},
   author = {Brancen Gregory and Ryan Gentzler and Andrew Bell},
   year = {2024},
-  note = {R package version 2.8.2},
+  note = {R package version 2.9.0},
   url = {https://github.com/openjusticeok/ojodb},
 }</pre>
     </div>
diff --git a/index.html b/index.html
index 9f0183a..e67a799 100644
--- a/index.html
+++ b/index.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/news/index.html b/news/index.html
index 6e012dd..b637e04 100644
--- a/news/index.html
+++ b/news/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -51,6 +51,13 @@
       <small>Source: <a href="https://github.com/openjusticeok/ojodb/blob/HEAD/NEWS.md" class="external-link"><code>NEWS.md</code></a></small>
     </div>
 
+    <div class="section level2">
+<h2 class="pkg-version" data-toc-text="2.9.0" id="ojodb-290-2024-06-10">ojodb 2.9.0 (2024-06-10)<a class="anchor" aria-label="anchor" href="#ojodb-290-2024-06-10"></a></h2>
+<div class="section level3">
+<h3 id="new-features-2-9-0">New Features<a class="anchor" aria-label="anchor" href="#new-features-2-9-0"></a></h3>
+<ul><li>Adds initial support for DuckDB</li>
+</ul></div>
+</div>
     <div class="section level2">
 <h2 class="pkg-version" data-toc-text="2.8.1" id="ojodb-281-2024-05-23">ojodb 2.8.1 (2024-05-23)<a class="anchor" aria-label="anchor" href="#ojodb-281-2024-05-23"></a></h2>
 <div class="section level3">
diff --git a/pkgdown.yml b/pkgdown.yml
index d8c98f8..91f4598 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -4,5 +4,5 @@ pkgdown_sha: ~
 articles:
   vignette-connecting-to-ojo: vignette-connecting-to-ojo.html
   vignette-pulling-data: vignette-pulling-data.html
-last_built: 2024-06-10T22:04Z
+last_built: 2024-06-10T22:06Z
 
diff --git a/reference/get_connection_object.html b/reference/get_connection_object.html
index 18c9390..37a50ae 100644
--- a/reference/get_connection_object.html
+++ b/reference/get_connection_object.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/index.html b/reference/index.html
index 8371a81..32276a6 100644
--- a/reference/index.html
+++ b/reference/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_add_counts.html b/reference/ojo_add_counts.html
index 69af219..3726697 100644
--- a/reference/ojo_add_counts.html
+++ b/reference/ojo_add_counts.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_add_issues.html b/reference/ojo_add_issues.html
index e4b3ce8..a71a1e7 100644
--- a/reference/ojo_add_issues.html
+++ b/reference/ojo_add_issues.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_add_minutes.html b/reference/ojo_add_minutes.html
index b79b4b2..fa0e4be 100644
--- a/reference/ojo_add_minutes.html
+++ b/reference/ojo_add_minutes.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_add_party_details.html b/reference/ojo_add_party_details.html
index be89b14..199044c 100644
--- a/reference/ojo_add_party_details.html
+++ b/reference/ojo_add_party_details.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_auth.html b/reference/ojo_auth.html
index ede09a9..3dfdf53 100644
--- a/reference/ojo_auth.html
+++ b/reference/ojo_auth.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_case_types.html b/reference/ojo_case_types.html
index bb6a559..5183fd0 100644
--- a/reference/ojo_case_types.html
+++ b/reference/ojo_case_types.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_check_ssl.html b/reference/ojo_check_ssl.html
index 476181e..6a62e3f 100644
--- a/reference/ojo_check_ssl.html
+++ b/reference/ojo_check_ssl.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_civ_cases.html b/reference/ojo_civ_cases.html
index 09c141f..969e23a 100644
--- a/reference/ojo_civ_cases.html
+++ b/reference/ojo_civ_cases.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_collect.html b/reference/ojo_collect.html
index 77e56b0..dc7e683 100644
--- a/reference/ojo_collect.html
+++ b/reference/ojo_collect.html
@@ -12,7 +12,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_color.html b/reference/ojo_color.html
index 8e92c05..d5a8547 100644
--- a/reference/ojo_color.html
+++ b/reference/ojo_color.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_connect.html b/reference/ojo_connect.html
index c7600d9..1d7e7b7 100644
--- a/reference/ojo_connect.html
+++ b/reference/ojo_connect.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_county_population.html b/reference/ojo_county_population.html
index 20d1a02..151c8bf 100644
--- a/reference/ojo_county_population.html
+++ b/reference/ojo_county_population.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_crim_cases.html b/reference/ojo_crim_cases.html
index 3d53a61..d535d63 100644
--- a/reference/ojo_crim_cases.html
+++ b/reference/ojo_crim_cases.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_env.html b/reference/ojo_env.html
index 41d4ba0..9026f9b 100644
--- a/reference/ojo_env.html
+++ b/reference/ojo_env.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_fill.html b/reference/ojo_fill.html
index 59c2111..89b0b8f 100644
--- a/reference/ojo_fill.html
+++ b/reference/ojo_fill.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_fiscal_year.html b/reference/ojo_fiscal_year.html
index b80b0ef..bd2aff0 100644
--- a/reference/ojo_fiscal_year.html
+++ b/reference/ojo_fiscal_year.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_list_schemas.html b/reference/ojo_list_schemas.html
index 59c118c..b3ae48e 100644
--- a/reference/ojo_list_schemas.html
+++ b/reference/ojo_list_schemas.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_list_tables.html b/reference/ojo_list_tables.html
index 3bf93a4..4a41896 100644
--- a/reference/ojo_list_tables.html
+++ b/reference/ojo_list_tables.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_list_vars.html b/reference/ojo_list_vars.html
index 5cd0f8e..f8efe70 100644
--- a/reference/ojo_list_vars.html
+++ b/reference/ojo_list_vars.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_pal.html b/reference/ojo_pal.html
index 376bc62..709c2fc 100644
--- a/reference/ojo_pal.html
+++ b/reference/ojo_pal.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_query.html b/reference/ojo_query.html
index 070f5d9..e5026e5 100644
--- a/reference/ojo_query.html
+++ b/reference/ojo_query.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_search_minutes.html b/reference/ojo_search_minutes.html
index 1ee0811..34165da 100644
--- a/reference/ojo_search_minutes.html
+++ b/reference/ojo_search_minutes.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_show_row.html b/reference/ojo_show_row.html
index d348cc1..c936ddd 100644
--- a/reference/ojo_show_row.html
+++ b/reference/ojo_show_row.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_tbl.html b/reference/ojo_tbl.html
index f81ed93..d175216 100644
--- a/reference/ojo_tbl.html
+++ b/reference/ojo_tbl.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_theme.html b/reference/ojo_theme.html
index cea2ab4..27bfe42 100644
--- a/reference/ojo_theme.html
+++ b/reference/ojo_theme.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/ojo_version.html b/reference/ojo_version.html
index c810eba..f70ef62 100644
--- a/reference/ojo_version.html
+++ b/reference/ojo_version.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/skip_if_no_db.html b/reference/skip_if_no_db.html
index d3aab9c..ecdce11 100644
--- a/reference/skip_if_no_db.html
+++ b/reference/skip_if_no_db.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/tbl_from_gcs_arrow.html b/reference/tbl_from_gcs_arrow.html
index 1c839f9..61c86a0 100644
--- a/reference/tbl_from_gcs_arrow.html
+++ b/reference/tbl_from_gcs_arrow.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/tbl_from_gcs_duckdb.html b/reference/tbl_from_gcs_duckdb.html
index dc7bac4..e477437 100644
--- a/reference/tbl_from_gcs_duckdb.html
+++ b/reference/tbl_from_gcs_duckdb.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/tbl_from_rpostgres.html b/reference/tbl_from_rpostgres.html
index 10dd815..4ed8891 100644
--- a/reference/tbl_from_rpostgres.html
+++ b/reference/tbl_from_rpostgres.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">ojodb</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.8.2</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.9.0</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/search.json b/search.json
index f8f495c..8e685c1 100644
--- a/search.json
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Limitation of Liability","title":"GNU General Public License","text":"EVENT UNLESS REQUIRED APPLICABLE LAW AGREED WRITING COPYRIGHT HOLDER, PARTY MODIFIES /CONVEYS PROGRAM PERMITTED , LIABLE DAMAGES, INCLUDING GENERAL, SPECIAL, INCIDENTAL CONSEQUENTIAL DAMAGES ARISING USE INABILITY USE PROGRAM (INCLUDING LIMITED LOSS DATA DATA RENDERED INACCURATE LOSSES SUSTAINED THIRD PARTIES FAILURE PROGRAM OPERATE PROGRAMS), EVEN HOLDER PARTY ADVISED POSSIBILITY DAMAGES.","code":""},{"path":"/LICENSE.html","id":"id_17-interpretation-of-sections-15-and-16","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"17. Interpretation of Sections 15 and 16","title":"GNU General Public License","text":"disclaimer warranty limitation liability provided given local legal effect according terms, reviewing courts shall apply local law closely approximates absolute waiver civil liability connection Program, unless warranty assumption liability accompanies copy Program return fee. END TERMS CONDITIONS","code":""},{"path":"/LICENSE.html","id":"how-to-apply-these-terms-to-your-new-programs","dir":"","previous_headings":"","what":"How to Apply These Terms to Your New Programs","title":"GNU General Public License","text":"develop new program, want greatest possible use public, best way achieve make free software everyone can redistribute change terms. , attach following notices program. safest attach start source file effectively state exclusion warranty; file least “copyright” line pointer full notice found. Also add information contact electronic paper mail. program terminal interaction, make output short notice like starts interactive mode: hypothetical commands show w show c show appropriate parts General Public License. course, program’s commands might different; GUI interface, use “box”. also get employer (work programmer) school, , sign “copyright disclaimer” program, necessary. information , apply follow GNU GPL, see <http://www.gnu.org/licenses/>. GNU General Public License permit incorporating program proprietary programs. program subroutine library, may consider useful permit linking proprietary applications library. want , use GNU Lesser General Public License instead License. first, please read <http://www.gnu.org/philosophy/--lgpl.html>.","code":"<one line to give the program's name and a brief idea of what it does.> Copyright (C) <year>  <name of author>  This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program.  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This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"/articles/vignette-pulling-data.html","id":"intro-the-ojo-database","dir":"Articles","previous_headings":"","what":"Intro: The OJO database","title":"Pulling court data with ojodb","text":"Many projects requests involve pulling court data OJO database. organizations authorities collected type data Oklahoma, ’re somewhat unique amount data tools ’ve developed pull analyze . court data comes two sources: Oklahoma State Court Network website, official record populous organized counties state, Demand Court Records website, alternate official record used less populous counties. scrape data posted websites day, store contents database. data scraped wrangled like lets us answer questions harder get handle otherwise. example, legislators stakeholders often want know things like “many felonies filed 2016-2022?”, “eviction filings change COVID, result X policy change?” can shockingly hard answer even basic questions like , even government officials, ’s database comes ! get idea use database answer kinds questions, vignette walk steps hypothetical research question.","code":""},{"path":"/articles/vignette-pulling-data.html","id":"research-question","dir":"Articles","previous_headings":"Intro: The OJO database","what":"Research Question:","title":"Pulling court data with ojodb","text":"many misdemeanor cases involving drugs filed Oklahoma Tulsa county month 2016-2022?","code":""},{"path":"/articles/vignette-pulling-data.html","id":"before-you-proceed","dir":"Articles","previous_headings":"Intro: The OJO database","what":"Before you proceed:","title":"Pulling court data with ojodb","text":"vignette assumes ) ’ve already installed ojodb, B) credentials access database properly configured – ojodb functions won’t work . can bit tricky get working, please ask help issues!","code":""},{"path":"/articles/vignette-pulling-data.html","id":"step-1-getting-the-lay-of-the-land","dir":"Articles","previous_headings":"","what":"Step 1: Getting the lay of the land","title":"Pulling court data with ojodb","text":"Just educational purposes, ’ll start taking look around database seeing exactly court data lives. database divided “schemas” – database big filing cabinet, can imagine schemas separate drawers. can see using ojo_list_schemas() function. schema, generally speaking, relates one data types / topics / policy areas. one contains tables store data related policy area. Among others, : schema ocdc (Oklahoma County Detention Center, .e. jail Oklahoma City), another one odoc (Oklahoma Department Corrections, .e. Oklahoma state prisons), another eviction_addresses (one contains data related specific eviction-related project) court data ’re interested right now stored default schema, public. Let’s open “drawer” see kind data inside. schema drawer filing cabinet, tables folders inside. public schema contains several different tables, relate back court data. important ones know: case table contains basic information case. includes variables like case number, date filed, judge assigned , etc. also includes ID columns allow join tables schema order see things like defendant’s name DOB, attorneys involved, etc. row one case. count table contains individual charges filed case; cases involve one. row one charge. minute table contains court minutes case. get data court fines fees, among many things. ton minutes per case, working minute data often means spend lot time waiting data download. row one court minute. can see exactly variables included table using ojo_list_vars() function. example, let’s take closer look main case table: ’re interested criminal cases right now, ’ll pulling data table example research question.","code":"library(ojodb) library(dplyr)  ojo_list_schemas() #> # A tibble: 9 × 1 #>   schema             #>   <chr>              #> 1 archive            #> 2 doc_tracker        #> 3 eviction_addresses #> 4 eviction_dashboard #> 5 iic                #> 6 ocdc               #> 7 odoc               #> 8 oscn               #> 9 public ojo_list_tables(schema = \"public\") #> # A tibble: 18 × 2 #>    schema table            #>    <chr>  <chr>            #>  1 public address          #>  2 public appellate_count  #>  3 public attorney         #>  4 public attorney_address #>  5 public case             #>  6 public case_type        #>  7 public citation         #>  8 public count            #>  9 public event            #> 10 public exception_log    #> 11 public issue            #> 12 public marital_status   #> 13 public migrations       #> 14 public minute           #> 15 public party            #> 16 public person_record    #> 17 public process_log      #> 18 public representation ojo_list_vars(schema = \"public\", table = \"case\") #> # A tibble: 21 × 1 #>    column_name          #>    <chr>                #>  1 appealed_from        #>  2 attorneys            #>  3 case_number          #>  4 case_type            #>  5 citation_information #>  6 counts               #>  7 created_at           #>  8 date_closed          #>  9 date_filed           #> 10 district             #> # ℹ 11 more rows #> # ℹ Use `print(n = ...)` to see more rows"},{"path":"/articles/vignette-pulling-data.html","id":"step-2-pulling-our-data-ojo_crim_cases","dir":"Articles","previous_headings":"","what":"Step 2: Pulling our data – ojo_crim_cases()","title":"Pulling court data with ojodb","text":"Now understand basic layout database, can start pulling data ’re interested ! Fortunately, helper functions save us think much schemas tables daily work. Keeping research question mind, ’ll start pulling misdemeanor criminal cases filed Oklahoma Tulsa counties 2016-2022. ’ll use one helper functions, ojo_crim_cases(), . first queries case table, combines table cases case’s charges count table. collect() function ’re using dplyr package. helper function ojo_crim_cases() uses provided arguments put together query database, collect() function executes query returns result lazy tibble R environment. wanted , add additional filtering, sorting, etc. adding dplyr functions like filter(), select(), etc. collect() call. now, want see everything.","code":"# This function combines the \"case\" and \"count\" tables in our database, # and returns a cleaned dataframe where each row is one charge in a case. charge_data <- ojo_crim_cases(districts = c(\"OKLAHOMA\", \"TULSA\"),                               case_types = \"CM\", # \"CM\" is short for \"criminal misdemeanor\"                               file_years = 2016:2022) |>   # you can add things like filter(), select(), etc. here   collect()"},{"path":"/articles/vignette-pulling-data.html","id":"exploring-the-data-weve-pulled","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Exploring the data we’ve pulled","title":"Pulling court data with ojodb","text":"Now ’ve got data saved object charge_data, nice! anything else, let’s start taking look dataframe RStudio using View() function (just clicking RStudio “Data” panel).","code":""},{"path":"/articles/vignette-pulling-data.html","id":"charges-vs--cases","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Charges vs. Cases?","title":"Pulling court data with ojodb","text":"’ll probably notice dataframe includes data individual charges case, stored count_as_filed disposition. discussed , ’s often going one charge involved given case, means note data terms charges, cases. Let’s start seeing many : looks like charge_data includes 111,205 rows. words, data shows 111,205 total charges filed Oklahoma Tulsa county misdemeanor cases 2016-2022. hand, looks like 62,187 unique combinations district case_number (equal number rows new summary dataframe, case_summary). words, data shows 62,187 total misdemeanor cases filed Oklahoma Tulsa county 2016-2022. wanted , divide numbers (use handy case_summary dataframe) see average number charges per case: seems ’s average 1.79 counts per misdemeanor case dataset. Neat! ’s helpful always thinking rows data represent. Keeping track exactly ’re looking (charges, cases, defendants, etc.) can one challenging parts analyses, especially client isn’t exactly sure want know .","code":"# How many total charges? ------------------------------------------------------ # The data are already in terms of charges (1 charge per row), so we can simply # count the rows. charge_data |>   nrow() #> [1] 111205 # How many total cases? -------------------------------------------------------- # There's more than one charge per case sometimes, so we need to see how many # unique cases there are total. Here are two possible approaches:  # Approach #1: Creating a new, unique district + case_number variable charge_data |>   # Case numbers are unique within districts;    # e.g. Tulsa's CM-2023-001 is a different case than Oklahoma's CM-2023-001.   # We can create a new variable that will always be unique -- district + case_number   mutate(case_number_with_district = paste(district, case_number)) |>   distinct(case_number_with_district) |>   nrow() #> [1] 62187 # This approach returns the number of unique case_number / district combinations,  # but not much else.  # Approach 2: Making a new summary dataset with group_by() + summarize() case_summary <- charge_data |>   group_by(district, case_number) |>   summarize(     n_charges = n()     # Note: if you want, you can add further summary variables here.      # For example, maybe you want to know how many charges in each case led to     # a conviction. You could do something like this:     # n_convictions = sum(disposition == \"CONVICTION\", na.rm = T)   )  nrow(case_summary) #> [1] 62187 # This tells us the number, and also leaves us with a helpful new case_summary # dataset that we can use later on, if we want to know more. # Total charges / total cases = Avg. number of charges per case nrow(charge_data) / nrow(case_summary) #> [1] 1.788235 # Different approach, same thing mean(case_summary$n_charges) #> [1] 1.788235"},{"path":"/articles/vignette-pulling-data.html","id":"did-we-get-everything-we-asked-for","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Did we get everything we asked for?","title":"Pulling court data with ojodb","text":"Though data coverage quality checks already part scrapers database, court data always extremely messy, can lead unforeseen issues. Knowing , ’s usually good idea double check data ’ve pulled order ensure ojo_crim_cases() returned data requested. least check data geographically temporally; words, make sure aren’t weird, unexpected differences counties filing years / months. exactly due diligence , one potential approach make quick visualization two. example:  graph looks pretty much ’d expect – ’s huge difference Oklahoma Tulsa counties (makes sense, given ’re similar size), aren’t conspicuously missing months, suspiciously massive sudden spikes / drops, etc. lot variation (particularly Oklahoma county), ’s nothing looks suspicious enough suspect data issue. great absolute source truth use double check stuff reliably. internal data quality monitoring dashboard serves purpose list goals, hopefully serve easy reference point future. now, part process looking data different angles thinking critically might run potential issues, issues might show testing. Referencing past OKPI work also another good option, asking another analyst familiar data area.","code":"library(lubridate) library(ggplot2)  # We're going to look at charges, not cases here charge_data |>   mutate(     # Our end goal is to see monthly filings, so we'll use that same timeframe     month_filed = floor_date(date_filed, \"months\")   ) |>   count(district, month_filed) |> # Our two most important checks, geography and time   ggplot(aes(x = month_filed,              y = n)) +   # I'm choosing geom_col() over geom_line() because I want to see any gaps clearly   geom_col() +    facet_wrap(~district) +   scale_y_continuous(limits = c(0, NA)) +   labs(title = \"Total charges filed per month in CM cases\")"},{"path":"/articles/vignette-pulling-data.html","id":"back-to-our-research-question","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Back to our research question","title":"Pulling court data with ojodb","text":"Now ’ve got big dataset charges care (charge_data) another big dataset cases care (case_summary), ’ve familiarized look like mean, ’ve double checked data . Let’s revisit research question now see cleaning wrangling need order finish answering . many misdemeanor cases involving drugs filed Oklahoma Tulsa county month 2016-2022? ’ve got “misdemeanor cases filed Oklahoma Tulsa county 2016-2022” part , ’re still missing things. Namely, still need filter data include cases involving drugs, still need calculate number cases filed per month timespan. ’ll move steps next.","code":""},{"path":[]},{"path":"/articles/vignette-pulling-data.html","id":"searching-for-drug-related-charges","dir":"Articles","previous_headings":"Step 3: Wrangling, cleaning, and analyzing the data","what":"Searching for drug-related charges","title":"Pulling court data with ojodb","text":"First, ’ll need limit dataset cases involving drugs. exactly mean? want kind case least one charges drug-related, cases charges drug related? exactly count “drug-related” charges, anyway? Frequently, partners make vague asks like leave us answer questions. ’ll also notice data count_as_filed column messy, won’t able something simple filter(count_as_filed == \"Drug Possession\"). ’ll need find way parsing text order find charges need. answers methodology questions depend exact task hand, goal make research methodology standardized replicable possible. also means don’t want re-invent wheel – Open Justice Oklahoma done lots work drug laws past, fairly well established way searching statutes relevant charges. places can go see OJO handled methodology / data issues past: Oklahoma Policy Institute Stack Overflow site Q/format like Stack Overflow know love. run new issue don’t documented , feel free add questions / answers needed! Searching Open Justice Oklahoma Github repos keywords can sometimes turn past work, especially ’re dealing technical coding issue. Oklahoma Policy Institute blog page finished products ’ve helped put past, work evictions, drug laws, felony reclassification, fines fees, etc. , course, please don’t hesitate ask Slack! ’s easy things get lost shuffle make documentation anywhere, despite efforts, still lot things live inside someone’s brain. case, ’re going use regex string OJO’s founder Ryan Gentzler originally wrote find kind drug-related charge, including things like paraphernalia, trafficking, etc. ’s string: writing vignette, found searching “drugs” “marijuana” Github. really lot easier streamlined , though, future hopefully integrated part ojodb package. ’ll start adding new variable simply classifies charge drug-related . Note inclusion ignore.case = TRUE! Although data count_as_filed column uppercase, shouldn’t assume anything court data uniform. Much hand-entered county clerks, frequent typos, differences phrasing districts, random lowercase entries, etc. messy, means vigilant comes double-checking work making many assumptions data. , let’s stop check make sure result looks expect . looks like regex search pretty successful! Although may raise new questions: driving influence count? alcohol technically “drug” cases, different? count description says “Carrying firearm influence o drugs alcohol”? always going questions like , ’ll find start digging double-checking data. end, want prioritize standardization giving client whatever actually want / need (even help figure exactly ). now, ’ll just accept result -, point might need stop, re-assess things, ask analysts / policy team thoughts, follow client, etc.","code":"drugs <- \"CDS|C\\\\.D\\\\.S|DRUG|OXY|HUFF|AMPHET|ZOLOL|ZOLAM|HYDROC|CODEIN|PRECURS| |XANAX|MORPH|METERDI|ZEPAM|LORAZ|VALIU|EPHED|SUB|COCA|PSEUDO| CD|CD |PRESCRIP| |NARC|METH|C\\\\.D\\\\.|HEROIN|ANHYD|AMMONIA|OPIUM|LORTAB|MARIJUANA|CANNABIS|MJ\" # We'll save it as a new dataframe, charge_data_cleaned charge_data_cleaned <- charge_data |>   select(-c(id, counts, open_counts)) |> # We don't need every column, so let's drop the extras   mutate(     drug_charge = grepl(pattern = drugs, # Do any of our \"drug\" strings...                         x = count_as_filed, # ...show up in count_as_filed?                         ignore.case = TRUE) # ignore.case is important!   ) charge_data_cleaned |>   select(district, case_number, count_as_filed, drug_charge) |>   group_by(drug_charge) |>   slice_sample(n = 10) # We'll just look at a random sample of 10 in each category #> # A tibble: 20 × 4 #> # Groups:   drug_charge [2] #>    district case_number  count_as_filed                              drug_charge #>    <chr>    <chr>        <chr>                                       <lgl>       #>  1 TULSA    CM-2020-1563 VPO, VIOLATION OF PROTECTIVE ORDER          FALSE       #>  2 OKLAHOMA CM-2022-248  ABDOM, DOMESTIC ASSAULT & BATTERY           FALSE       #>  3 TULSA    CM-2017-628  RR4, DRIVING W/O DRIVER'S LICENSE ON PERSON FALSE       #>  4 OKLAHOMA CM-2017-3105 DI1, DRIVING WHILE UNDER THE INFLUENCE      FALSE       #>  5 TULSA    CM-2017-4789 LC3, DRIVING LEFT OF CENTER                 FALSE       #>  6 OKLAHOMA CM-2021-1747 DL7, DRIVING WITHOUT A DRIVER'S LICENSE     FALSE       #>  7 TULSA    CM-2016-5514 EDUC, VIOLATION OF COMPULSORY EDUCATION ACT FALSE       #>  8 TULSA    CM-2017-5360 ST1, FAIL TO STOP FOR STOP SIGN             FALSE       #>  9 OKLAHOMA CM-2019-2012 CDEL, CONTRIBUTING TO THE DELIQUENCY OF A … FALSE       #> 10 OKLAHOMA CM-2021-3436 DL3, DRIVING WITH LICENSE CANCELED, SUSEPN… FALSE       #> 11 TULSA    CM-2020-1218 DI2DM, DRIVING UNDER THE INFLUENCE OF DRUGS TRUE        #> 12 OKLAHOMA CM-2018-1507 DR3, POSSESSION OF DRUG PARAPHERNALIA       TRUE        #> 13 OKLAHOMA CM-2021-1125 DI1, DRIVING UNDER THE INFLUENCE OF DRUGS   TRUE        #> 14 TULSA    CM-2019-3346 DU9II, POSSESSION OF CONTROLLED DRUG METHA… TRUE        #> 15 OKLAHOMA CM-2019-986  DR3, POSSESSION OF DRUG PARAPHERNALIA       TRUE        #> 16 TULSA    CM-2020-4341 DU4III, UNLAWFUL POSSESSION OF CONTROLLED … TRUE        #> 17 TULSA    CM-2022-2668 DI2, DRIVING UNDER THE INFLUENCE OF DRUGS … TRUE        #> 18 OKLAHOMA CM-2021-1256 DI1, DRIVING UNDER THE INFLUENCE OF DRUGS … TRUE        #> 19 TULSA    CM-2016-1387 DR3MV, POSSESSION OF DRUG PARAPHERNALIA     TRUE        #> 20 TULSA    CM-2018-744  TU0, REQUIRED POSITION & METHOD OF TURNING  TRUE"},{"path":"/articles/vignette-pulling-data.html","id":"summarizing-drug-charges-within-cases","dir":"Articles","previous_headings":"Step 3: Wrangling, cleaning, and analyzing the data","what":"Summarizing drug charges within cases","title":"Pulling court data with ojodb","text":"one wrangling task need figure – know counts drug charge, drug case? purposes, ’ll say drug case means case involving least one drug charge. Therefore, ’re going make another version case_summary dataframe, time new variable drug_charges_present: ’ll also save new dataframe includes drug cases. can double check result just like , see many drug cases total: Nice! Now nice, clean datasets visualize. stage analysis tough sometimes; involves lot subjective decision-making, lot making messy data, lot double-checking work. even though ’re aiming standardized methods, ’s also one areas get exercise little bit creativity come solutions things, feel free blaze path little bit !","code":"case_summary_cleaned <- charge_data_cleaned |>   group_by(district, case_number) |>   # We want to keep the date_filed, so we'll use transmute() this time instead of summarize()   transmute(      date_filed = date_filed,     # It will be helpful to have all the values of count_as_filed verbatim for double-checking     list_all_charges = paste(count_as_filed, collapse = \"; \"),     n_total_charges = n(),     # Count the number of rows where drug_charge == TRUE     n_drug_charges = sum(drug_charge, na.rm = TRUE),     drug_charges_present = if_else(n_drug_charges > 0, TRUE, FALSE)   ) |>   ungroup() |>   distinct() # transmute() leaves duplicate rows, so we'll drop those  # Alternative approach: # case_summary_cleaned <- charge_data_cleaned |> #   group_by(district, case_number) |> #   summarize(  #     date_filed = unique(date_filed), #     list_all_charges = paste(count_as_filed, collapse = \"; \"), #     n_total_charges = n(), #     n_drug_charges = sum(drug_charge, na.rm = TRUE), #     drug_charges_present = if_else(n_drug_charges > 0, TRUE, FALSE) #   ) |> #   ungroup() case_summary_cleaned_drugs <- case_summary_cleaned |>   filter(drug_charges_present)  case_summary_cleaned |>   group_by(drug_charges_present) |>   slice_sample(n = 10) #> # A tibble: 20 × 7 #> # Groups:   drug_charges_present [2] #>    district case_number  date_filed list_all_charges             n_total_charges #>    <chr>    <chr>        <date>     <chr>                                  <int> #>  1 TULSA    CM-2019-5335 2019-11-20 DI1M, DUI ALCOHOL (MUNICIPA…               1 #>  2 TULSA    CM-2018-3174 2018-07-24 DI1M, DUI ALCOHOL (MUNICIPA…               1 #>  3 OKLAHOMA CM-2017-1221 2017-04-24 DI3, DRIVING WHILE UNDER TH…               1 #>  4 TULSA    CM-2017-1707 2017-04-18 PUBSFT, INTERFERING WITH FI…               1 #>  5 OKLAHOMA CM-2016-1403 2016-05-23 VPO, VIOLATION OF PROTECTIV…               1 #>  6 OKLAHOMA CM-2020-2887 2020-09-10 OBS, OBSTRUCTING AN OFFICER…               2 #>  7 TULSA    CM-2022-1865 2022-06-03 EMB, EMBEZZLEMENT UNDER $500               1 #>  8 TULSA    CM-2016-5403 2016-10-27 ABDOM, ASSAULT AND BATTERY …               2 #>  9 OKLAHOMA CM-2020-2652 2020-08-19 DI1AG, AGGRAVATED DRIVING U…               1 #> 10 TULSA    CM-2021-1634 2021-05-05 WE5, UNLAWFULLY CARRYING A …               1 #> 11 TULSA    CM-2018-2288 2018-05-31 DU9II, UNLAWFUL POSSESSION …               3 #> 12 TULSA    CM-2017-2639 2017-06-13 FR5, FAILURE TO CARRY INSUR…               4 #> 13 TULSA    CM-2017-4969 2017-10-27 DU9IV, POSSESSION OF CONTRO…               2 #> 14 OKLAHOMA CM-2017-2558 2017-07-28 DU9II, POSSESSION OF A CDS …               2 #> 15 TULSA    CM-2017-4171 2017-09-14 DU9, POSSESSION OF CONTROLL…               1 #> 16 TULSA    CM-2018-2149 2018-05-21 DU9, POSSESSION OF CONTROLL…               1 #> 17 TULSA    CM-2017-3494 2017-08-03 DU9II, UNLAWFUL POSSESSION …               2 #> 18 TULSA    CM-2022-2693 2022-08-11 DI1M, DRIVING UNDER THE INF…               4 #> 19 TULSA    CM-2020-3164 2020-09-17 IL1, UNSAFE LANE USE; S21, …               4 #> 20 TULSA    CM-2022-3608 2022-10-25 FR5, FAILURE TO CARRY INSUR…               5 #> # ℹ 2 more variables: n_drug_charges <int>, drug_charges_present <lgl> # view(case_summary_cleaned)  # What proportion of these CM cases feature a drug charge? nrow(case_summary_cleaned_drugs) / nrow(case_summary_cleaned) #> [1] 0.2604724"},{"path":"/articles/vignette-pulling-data.html","id":"step-4-visualizing-and-exporting-the-data","dir":"Articles","previous_headings":"","what":"Step 4: Visualizing and exporting the data","title":"Pulling court data with ojodb","text":"finish things , ’re going make nice, pretty graph showing many drug cases filed month throughout timespan data. ’ll using ojo_theme() ojo_colors() functions ojodb take care styling.  Looking good! ’re curious increase seen around July 2017, can read happened . also frequently need send data spreadsheet form. ’ll typically want export datasets using readr package whatever format client needs. good default option old friend Comma Separated Values format, .csv. , ’d write_csv(case_summary_cleaned_drugs, \"export-data.csv\"). Exporting Microsoft Excel spreadsheet format .xlsx require readxl package.","code":"case_summary_cleaned_drugs |>   mutate(     month_filed = floor_date(date_filed, \"months\")   ) |>   count(month_filed, district) |>   ggplot(aes(x = month_filed,              y = n,              color = district)) +   geom_line() +   scale_y_continuous(limits = c(0, NA)) + # Usually we want to show the y-axis down to zero   ojo_theme() +   ojo_color() +   labs(     title = \"CM cases involving at least one drug charge,\",     subtitle = \"Oklahoma and Tulsa county district courts, 2016-2022\",     x = \"Month of case filing\",     y = \"Total drug cases filed\",     caption = \"Source: Open Justice Oklahoma analysis     of Oklahoma State Court Network (OSCN.net) data.\",     color = \"District\"   )"},{"path":"/articles/vignette-pulling-data.html","id":"step-5-review-and-deliver","dir":"Articles","previous_headings":"","what":"Step 5: Review and deliver","title":"Pulling court data with ojodb","text":"last step process submit work review. Ideally, try make sure everything least two people (analyst reviewer) look send client publish . review process check every step process, include needed discussions methodological questions talked earlier. ’re aiming start reviews via Github. process essentially : Open pull request code. Request reviewer pull request, let know ’re ready look via Slack, etc. pull code GitHub run locally machine, checking step process along way. notes, changes, etc. included review GitHub, can see everything one convenient place. edits addressed, can merge pull request ’ll nice finished product main branch! , ’ll write email (whatever delivery method relevant) send data / visualizations whoever needs . wrote correctly managed follow along, congratulations us! ’ve successfully learned pull court data OJO database use answer research question legal system. ’ll probably run lot things aren’t covered vignette tackle new questions use new parts data, hopefully useful resource ’re starting . Just remember – data quirky, ’s always going stuff don’t know problems aren’t sure solve. Whether ’s methodology issue, coding issue, “dealing client” kind issue, whenever find spinning wheels, please don’t hesitate just ask! ’s good chance OJO , , ’ll figure together. Thanks reading!","code":""},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Brancen Gregory. Maintainer, author. Ryan Gentzler. Author. Andrew Bell. Author. Elizabeth Spencer. Contributor.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Gregory B, Gentzler R, Bell (2024). ojodb: Analyze Data Open Justice Oklahoma Database. R package version 2.8.2, https://github.com/openjusticeok/ojodb.","code":"@Manual{,   title = {ojodb: Analyze Data from the Open Justice Oklahoma Database},   author = {Brancen Gregory and Ryan Gentzler and Andrew Bell},   year = {2024},   note = {R package version 2.8.2},   url = {https://github.com/openjusticeok/ojodb}, }"},{"path":"/index.html","id":"ojodb-","dir":"","previous_headings":"","what":"Analyze Data from the Open Justice Oklahoma Database","title":"Analyze Data from the Open Justice Oklahoma Database","text":"ojodb package assists Open Justice Oklahoma analysts access analyze court, jail, prison, data collected various sources. pkgdown website ojodb package can found .","code":""},{"path":"/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"Analyze Data from the Open Justice Oklahoma Database","text":"Install devtools package don’t yet, install ojodb package GitHub : installation, can update commands.","code":"if (!\"devtools\" %in% installed.packages()) {   install.packages(\"devtools\") }  devtools::install_github(\"openjusticeok/ojodb\")"},{"path":"/index.html","id":"purpose-and-goals","dir":"","previous_headings":"","what":"Purpose and Goals","title":"Analyze Data from the Open Justice Oklahoma Database","text":"goal Open Justice Oklahoma collect analyze hard--access data order better understand state’s justice system. backbone work database, consists administrative data, produced court’s daily activities, gathered mainly courts, jails, prisons across state. data collected variety methods including webscraping database file downloads. ojodb package built give analysts way access data analyze using shared methodological standards. data analyze mostly administrative data generated case--case uses, always messy contains errors. OJO’s work depends processes work around imperfections order extract useful information, acknowledging limitations data. data sources, OJO processes periodically pull new data database. example, OSCN scrapers set periodically visit small claims case pages like one every days, gathering new data appears course case. Example case ’re generally interested happens single case, rather aggregate trends county state level. case linked , instance, see eviction case filed January 2, 2019, granted default judgment January 11. can use small claims data collected OSCN ODCR figure many eviction cases filed, resulted judgment, dismissed. information isn’t compiled anywhere else, database gives us unique opportunity understand really happening, day day close real-time, Oklahoma’s justice system. addition court data, available OSCN near-real time, collect data Oklahoma Department Corrections, Tulsa County Jail, Oklahoma County Jail, Pardon Parole Board, sources.","code":""},{"path":"/index.html","id":"guides-and-resources","dir":"","previous_headings":"","what":"Guides and Resources","title":"Analyze Data from the Open Justice Oklahoma Database","text":"documentation, like everything else, work progress. See article using ojodb pull data Oklahoma State Court Network – vignette(\"vignette-pulling-data\") general Open Justice Oklahoma documentation website – https://ojo-documentation-ie5mdr3jgq-uc..run.app/ Open Justice Oklahoma public-facing website – https://openjustice.okpolicy.org/ Oklahoma Policy Institute Stackoverflow Teams site – https://stackoverflowteams.com/c/oklahoma-policy-institute/questions","code":""},{"path":"/reference/get_connection_object.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Connection Object — get_connection_object","title":"Get Connection Object — get_connection_object","text":"Gets connection object environment specified .env argument.","code":""},{"path":"/reference/get_connection_object.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Connection Object — get_connection_object","text":"","code":"get_connection_object(env, key)"},{"path":"/reference/get_connection_object.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Connection Object — get_connection_object","text":"env environment search connection object.","code":""},{"path":"/reference/ojo_add_counts.html","id":null,"dir":"Reference","previous_headings":"","what":"Add counts to a tibble of cases — ojo_add_counts","title":"Add counts to a tibble of cases — ojo_add_counts","text":"Add counts tibble cases","code":""},{"path":"/reference/ojo_add_counts.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add counts to a tibble of cases — ojo_add_counts","text":"","code":"ojo_add_counts(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_counts.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add counts to a tibble of cases — ojo_add_counts","text":"data tibble returned ojo_ prefixed function vars Variable names count table include ... Placeholder future arguments","code":""},{"path":"/reference/ojo_add_counts.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add counts to a tibble of cases — ojo_add_counts","text":"tibble counts case","code":""},{"path":"/reference/ojo_add_counts.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add counts to a tibble of cases — ojo_add_counts","text":"","code":"if (FALSE) { ojo_crim_cases(vars = c(\"counts\", \"open_counts\")) |>   ojo_add_counts() }"},{"path":"/reference/ojo_add_issues.html","id":null,"dir":"Reference","previous_headings":"","what":"Add issues to civil cases — ojo_add_issues","title":"Add issues to civil cases — ojo_add_issues","text":"Add issues civil cases","code":""},{"path":"/reference/ojo_add_issues.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add issues to civil cases — ojo_add_issues","text":"","code":"ojo_add_issues(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_issues.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add issues to civil cases — ojo_add_issues","text":"data lazy tibble civil cases vars character vector variables return ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_issues.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add issues to civil cases — ojo_add_issues","text":"data, lazy tibble containing resulting civil cases","code":""},{"path":"/reference/ojo_add_issues.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add issues to civil cases — ojo_add_issues","text":"","code":"if (FALSE) { ojo_civ_cases() |>  ojo_add_issues() }"},{"path":"/reference/ojo_add_minutes.html","id":null,"dir":"Reference","previous_headings":"","what":"Query minutes for a given case — ojo_add_minutes","title":"Query minutes for a given case — ojo_add_minutes","text":"Query Open Justice Oklahoma database minutes case","code":""},{"path":"/reference/ojo_add_minutes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query minutes for a given case — ojo_add_minutes","text":"","code":"ojo_add_minutes(data, ...)"},{"path":"/reference/ojo_add_minutes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query minutes for a given case — ojo_add_minutes","text":"data lazy tibble containing cases query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_minutes.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query minutes for a given case — ojo_add_minutes","text":"lazy tibble containing resulting cases minutes","code":""},{"path":"/reference/ojo_add_minutes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query minutes for a given case — ojo_add_minutes","text":"","code":"if (FALSE) { ojo_add_minutes() }"},{"path":"/reference/ojo_add_party_details.html","id":null,"dir":"Reference","previous_headings":"","what":"Add party details to a parties query — ojo_add_party_details","title":"Add party details to a parties query — ojo_add_party_details","text":"Query Open Justice Oklahoma database party details","code":""},{"path":"/reference/ojo_add_party_details.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add party details to a parties query — ojo_add_party_details","text":"","code":"ojo_add_party_details(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_party_details.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add party details to a parties query — ojo_add_party_details","text":"data lazy tibble containing results parties query vars character vector variables return ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_party_details.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add party details to a parties query — ojo_add_party_details","text":"data, lazy tibble containing resulting party details","code":""},{"path":"/reference/ojo_add_party_details.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add party details to a parties query — ojo_add_party_details","text":"","code":"if (FALSE) { ojo_add_party_details() }"},{"path":"/reference/ojo_auth.html","id":null,"dir":"Reference","previous_headings":"","what":"Create configuration for OJO database connection — ojo_auth","title":"Create configuration for OJO database connection — ojo_auth","text":"Configure credentials Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_auth.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create configuration for OJO database connection — ojo_auth","text":"","code":"ojo_auth(   host,   port,   username,   password,   ...,   .admin = F,   .overwrite = T,   .install = T )"},{"path":"/reference/ojo_auth.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create configuration for OJO database connection — ojo_auth","text":"host host name database server port port number database server username username use connect database password password use connect database ... Placeholder additional arguments .admin logical value indicating whether connect database administrator .overwrite logical value indicating whether overwrite existing .Renviron file .install logical value indicating whether install database connection use current session","code":""},{"path":"/reference/ojo_auth.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Create configuration for OJO database connection — ojo_auth","text":"Nothing","code":""},{"path":"/reference/ojo_auth.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Create configuration for OJO database connection — ojo_auth","text":"Assists user populating .Renviron file necessary environment variables connect Open Justice Oklahoma database.","code":""},{"path":"/reference/ojo_auth.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side Effects","title":"Create configuration for OJO database connection — ojo_auth","text":"first time function run, prompt user username, password, host name. store credentials user's .Renviron file. .Renviron file already exists, backed new credentials appended end file. .Renviron file exist, created credentials stored .","code":""},{"path":"/reference/ojo_auth.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create configuration for OJO database connection — ojo_auth","text":"","code":"if (FALSE) { ojo_auth() }"},{"path":"/reference/ojo_case_types.html","id":null,"dir":"Reference","previous_headings":"","what":"List the case types present in the OJO database — ojo_case_types","title":"List the case types present in the OJO database — ojo_case_types","text":"Returns tibble containing case types present OJO database","code":""},{"path":"/reference/ojo_case_types.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List the case types present in the OJO database — ojo_case_types","text":"","code":"ojo_case_types()"},{"path":"/reference/ojo_case_types.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List the case types present in the OJO database — ojo_case_types","text":"Tibble case types","code":""},{"path":"/reference/ojo_case_types.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List the case types present in the OJO database — ojo_case_types","text":"","code":"if (FALSE) { ojo_case_types() }"},{"path":"/reference/ojo_check_ssl.html","id":null,"dir":"Reference","previous_headings":"","what":"Check whether the database connection is using SSL properly — ojo_check_ssl","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"Check whether database connection using SSL properly","code":""},{"path":"/reference/ojo_check_ssl.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"","code":"ojo_check_ssl(..., .con = NULL)"},{"path":"/reference/ojo_check_ssl.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"... Placeholder .con ojodb connection use","code":""},{"path":"/reference/ojo_check_ssl.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"logical indicator whether db connection properly using SSL","code":""},{"path":"/reference/ojo_check_ssl.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"","code":"if (FALSE) { # Identifies the table ojo_check_ssl() }"},{"path":"/reference/ojo_civ_cases.html","id":null,"dir":"Reference","previous_headings":"","what":"Query civil cases from the OJO database — ojo_civ_cases","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"Query Open Justice Oklahoma database civil cases case type 'SC' (small claims)","code":""},{"path":"/reference/ojo_civ_cases.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"","code":"ojo_civ_cases(   districts = \"all\",   vars = NULL,   case_types = c(\"CS\", \"SC\", \"CJ\"),   file_years = lubridate::year(Sys.Date()),   ... )"},{"path":"/reference/ojo_civ_cases.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"districts character vector districts query vars character vector variables return case_types character vector case types query file_years character vector years query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_civ_cases.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"data, lazy tibble containing resulting civil cases","code":""},{"path":"/reference/ojo_civ_cases.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"","code":"if (FALSE) { ojo_civ_cases() ojo_civ_cases(districts = c(\"TULSA\", \"ADAIR\")) ojo_civ_cases(vars = \"all\") ojo_civ_cases(vars = c(\"updated_at\", \"created_at\")) }"},{"path":"/reference/ojo_collect.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Collect — ojo_collect","title":"OJO Collect — ojo_collect","text":"wrapper dplyr::collect() includes progress bar Pull lazy tibble local environment OJO database, using ojo_crim_cases(), ojo_civ_cases(), etc.","code":""},{"path":"/reference/ojo_collect.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Collect — ojo_collect","text":"","code":"ojo_collect(.data, ..., .silent = !rlang::is_interactive())"},{"path":"/reference/ojo_collect.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Collect — ojo_collect","text":".data lazy tibble pulled ... Placeholder additional arguments .silent command line interface elements shown? Defaults TRUE user interactive session, FALSE .","code":""},{"path":"/reference/ojo_collect.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Collect — ojo_collect","text":"local tibble","code":""},{"path":"/reference/ojo_collect.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Collect — ojo_collect","text":"","code":"if (FALSE) { ojo_crim_cases() |>  head(100) |>  ojo_collect() }"},{"path":"/reference/ojo_color.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_color","title":"Add OJO styling to a ggplot — ojo_color","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_color.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_color","text":"","code":"ojo_color(numbers = 1:8)"},{"path":"/reference/ojo_color.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add OJO styling to a ggplot — ojo_color","text":"numbers vector numbers use color palette","code":""},{"path":"/reference/ojo_color.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_color","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_connect.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Connect — ojo_connect","title":"OJO Connect — ojo_connect","text":"Connect Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_connect.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Connect — ojo_connect","text":"","code":"ojo_connect(   ...,   .admin = FALSE,   .driver = \"RPostgres\",   .global = lifecycle::deprecated(),   .env = ojo_env(),   .pool = FALSE )"},{"path":"/reference/ojo_connect.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Connect — ojo_connect","text":"... Placeholder. .admin logical value indicating whether connect database administrator. .driver driver use connection. Default \"RPostgres\". \"duckdb\" also supported. .global Deprecated. connection always created specified environment, package environment default. .env environment want connection stored. .pool logical value indicating whether use connection pool {pool} package, .","code":""},{"path":"/reference/ojo_connect.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Connect — ojo_connect","text":"database connection object created RPostgres::Postgres() either pool::dbPool DBI::dbConnect","code":""},{"path":"/reference/ojo_connect.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"OJO Connect — ojo_connect","text":"Opens connection Open Justice Oklahoma database using credentials stored .Renviron file. credentials exist, prompts user, password, host name provides instructions store future sessions.","code":""},{"path":"/reference/ojo_connect.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side Effects","title":"OJO Connect — ojo_connect","text":"connection object (named ojo_con ojo_pool depending .pool argument) created package environment.","code":""},{"path":[]},{"path":"/reference/ojo_connect.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Connect — ojo_connect","text":"","code":"if (FALSE) { ojo_connect() }"},{"path":"/reference/ojo_county_population.html","id":null,"dir":"Reference","previous_headings":"","what":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"Summarizes manipulates PEP series return Oklahoma's population county desired years. Useful calculating per capita rates county-level data.","code":""},{"path":"/reference/ojo_county_population.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"","code":"ojo_county_population(years)"},{"path":"/reference/ojo_county_population.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"years numeric vector years get population data","code":""},{"path":"/reference/ojo_county_population.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"table Oklahoma's population county year specified","code":""},{"path":"/reference/ojo_county_population.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"","code":"if (FALSE) { ojo_county_population(2018) }"},{"path":"/reference/ojo_crim_cases.html","id":null,"dir":"Reference","previous_headings":"","what":"Query criminal cases from the OJO database — ojo_crim_cases","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"Query Open Justice Oklahoma database criminal cases case type 'CM' (misdemeanor) 'CF' (felony)","code":""},{"path":"/reference/ojo_crim_cases.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"","code":"ojo_crim_cases(   districts = \"all\",   vars = NULL,   case_types = c(\"CM\", \"CF\", \"TR\"),   file_years = 2000:lubridate::year(Sys.Date()),   ... )"},{"path":"/reference/ojo_crim_cases.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"districts character vector districts query vars character vector variables return case_types character vector case types query file_years character vector years query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_crim_cases.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"data, lazy tibble containing resulting criminal cases","code":""},{"path":"/reference/ojo_crim_cases.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"","code":"if (FALSE) { ojo_crim_cases() ojo_crim_cases(districts = c(\"TULSA\", \"ADAIR\")) ojo_crim_cases(vars = \"all\") ojo_crim_cases(vars = c(\"updated_at\", \"created_at\")) }"},{"path":"/reference/ojo_env.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Environment — ojo_env","title":"OJO Environment — ojo_env","text":"Get environment OJO package, holds database pool object.","code":""},{"path":"/reference/ojo_env.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Environment — ojo_env","text":"","code":"ojo_env(...)"},{"path":"/reference/ojo_env.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Environment — ojo_env","text":"... Placeholder future arguments","code":""},{"path":"/reference/ojo_fill.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_fill","title":"Add OJO styling to a ggplot — ojo_fill","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_fill.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_fill","text":"","code":"ojo_fill(numbers = 1:8)"},{"path":"/reference/ojo_fill.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add OJO styling to a ggplot — ojo_fill","text":"numbers vector numbers use color palette","code":""},{"path":"/reference/ojo_fill.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_fill","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_fiscal_year.html","id":null,"dir":"Reference","previous_headings":"","what":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"Returns Oklahoma state fiscal year (July 1 - June 30) given Date falls.","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"","code":"ojo_fiscal_year(date)"},{"path":"/reference/ojo_fiscal_year.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"date atomic value class Date","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"Fiscal year Date integer","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"","code":"if (FALSE) { ojo_fiscal_year(ymd(\"2018-06-30\")) # Returns 2018  ojo_fiscal_year(ymd(\"2018-07-01\")) # Returns 2019 }"},{"path":"/reference/ojo_list_schemas.html","id":null,"dir":"Reference","previous_headings":"","what":"List all schemas on the OJO database — ojo_list_schemas","title":"List all schemas on the OJO database — ojo_list_schemas","text":"Query Open Justice Oklahoma database names schemas","code":""},{"path":"/reference/ojo_list_schemas.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all schemas on the OJO database — ojo_list_schemas","text":"","code":"ojo_list_schemas(..., .con = NULL)"},{"path":"/reference/ojo_list_schemas.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all schemas on the OJO database — ojo_list_schemas","text":"... Placeholder .con OJO database connection use","code":""},{"path":"/reference/ojo_list_schemas.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all schemas on the OJO database — ojo_list_schemas","text":"data, tibble containing names schemas","code":""},{"path":"/reference/ojo_list_schemas.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all schemas on the OJO database — ojo_list_schemas","text":"","code":"if (FALSE) { ojo_list_schemas() }"},{"path":"/reference/ojo_list_tables.html","id":null,"dir":"Reference","previous_headings":"","what":"List all tables on the OJO database — ojo_list_tables","title":"List all tables on the OJO database — ojo_list_tables","text":"Query Open Justice Oklahoma database names tables","code":""},{"path":"/reference/ojo_list_tables.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all tables on the OJO database — ojo_list_tables","text":"","code":"ojo_list_tables(schema = \"public\", ..., .con = NULL)"},{"path":"/reference/ojo_list_tables.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all tables on the OJO database — ojo_list_tables","text":"schema name schema query ... Placeholder additional arguments .con OJO database connection use","code":""},{"path":"/reference/ojo_list_tables.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all tables on the OJO database — ojo_list_tables","text":"data, tibble containing names tables","code":""},{"path":"/reference/ojo_list_tables.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all tables on the OJO database — ojo_list_tables","text":"","code":"if (FALSE) { ojo_list_tables() ojo_list_tables(\"all\") ojo_list_tables(\"iic\") }"},{"path":"/reference/ojo_list_vars.html","id":null,"dir":"Reference","previous_headings":"","what":"List all variables in a table on the ojodb database — ojo_list_vars","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"Query Open Justice Oklahoma database names variables table","code":""},{"path":"/reference/ojo_list_vars.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"","code":"ojo_list_vars(table, schema = \"public\", ..., .con = NULL)"},{"path":"/reference/ojo_list_vars.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"table name table query schema name schema query ... Placeholder additional arguments .con ojodb connection use","code":""},{"path":"/reference/ojo_list_vars.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"data, tibble containing names variables table","code":""},{"path":"/reference/ojo_list_vars.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"","code":"if (FALSE) { ojo_list_vars(\"case\") ojo_list_vars(\"inmate\", \"iic\") }"},{"path":"/reference/ojo_pal.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_pal","title":"Add OJO styling to a ggplot — ojo_pal","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_pal.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_pal","text":"","code":"ojo_pal"},{"path":"/reference/ojo_pal.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Add OJO styling to a ggplot — ojo_pal","text":"object class character length 8.","code":""},{"path":"/reference/ojo_pal.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_pal","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_query.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Query — ojo_query","title":"OJO Query — ojo_query","text":"Query Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_query.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Query — ojo_query","text":"","code":"ojo_query(query, ..., .con = NULL)"},{"path":"/reference/ojo_query.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Query — ojo_query","text":"query query send ojodb ... Arguments pass glue::glue_sql .con ojodb connection use","code":""},{"path":"/reference/ojo_query.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Query — ojo_query","text":"data, tibble containing results query","code":""},{"path":"/reference/ojo_query.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Query — ojo_query","text":"","code":"if (FALSE) { ojo_query(\"SELECT * FROM \\\"case\\\" LIMIT 10\") ojo_query(\"SELECT * FROM iic.inmate LIMIT 10\") }"},{"path":"/reference/ojo_search_minutes.html","id":null,"dir":"Reference","previous_headings":"","what":"Query minutes for a given search term — ojo_search_minutes","title":"Query minutes for a given search term — ojo_search_minutes","text":"Query Open Justice Oklahoma database minutes matching search term","code":""},{"path":"/reference/ojo_search_minutes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query minutes for a given search term — ojo_search_minutes","text":"","code":"ojo_search_minutes(query, ..., .con = NULL, .silent = F)"},{"path":"/reference/ojo_search_minutes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query minutes for a given search term — ojo_search_minutes","text":"query term phrase search using PostgreSQL full text search syntax ... Placeholder .con OJO connection use .silent command line interface elements shown? Defaults TRUE user interactive session, FALSE .","code":""},{"path":"/reference/ojo_search_minutes.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query minutes for a given search term — ojo_search_minutes","text":"data, lazy tibble containing resulting minutes","code":""},{"path":"/reference/ojo_search_minutes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query minutes for a given search term — ojo_search_minutes","text":"","code":"if (FALSE) {  # Minutes containing words like 'mcgirt' ojo_search_minutes(\"mcgirt\")  # Minutes containing 'mcgirt' AND 'jursdiction ojo_search_minutes(\"mcgirt & jurisdiction\")  # Minutes containing 'mcgirt' OR 'jurisdiction ojo_search_minutes(\"mcgirt | jurisdiction\")  # Minutes NOT containing 'mcgirt' ## Use sparingly! It is likely to return rows in the hundreds of thousands or millions! ojo_search_minutes(\"!! mcgirt\")  # Minutes containing 'tribal' FOLLOWED BY 'jurisdiction' ojo_search_minutes(\"tribal <-> jurisdiction\") }"},{"path":"/reference/ojo_show_row.html","id":null,"dir":"Reference","previous_headings":"","what":"Browse the source court record of a row — ojo_show_row","title":"Browse the source court record of a row — ojo_show_row","text":"Displays OSCN court record given row dataframe columns named court casenum","code":""},{"path":"/reference/ojo_show_row.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Browse the source court record of a row — ojo_show_row","text":"","code":"ojo_show_row(df, row_number)"},{"path":"/reference/ojo_show_row.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Browse the source court record of a row — ojo_show_row","text":"df local dataframe columns named court casenum row_number number row case shown","code":""},{"path":"/reference/ojo_show_row.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Browse the source court record of a row — ojo_show_row","text":"Nothing","code":""},{"path":"/reference/ojo_show_row.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side effects","title":"Browse the source court record of a row — ojo_show_row","text":"Opens browser window OSCN court record","code":""},{"path":"/reference/ojo_tbl.html","id":null,"dir":"Reference","previous_headings":"","what":"Identify a table from the OJO database — ojo_tbl","title":"Identify a table from the OJO database — ojo_tbl","text":"Identifies table OJO database query data. Remember run connect_ojo() establish connection attempting query close connection afterwards disconnect_ojo().","code":""},{"path":"/reference/ojo_tbl.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Identify a table from the OJO database — ojo_tbl","text":"","code":"ojo_tbl(table, schema = \"public\", ..., .con = NULL, .source = \"postgres\")"},{"path":"/reference/ojo_tbl.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Identify a table from the OJO database — ojo_tbl","text":"table name table OJO database. get list tables, run ojo_list_tables() schema name schema OJO database. get list schemas, run ojo_list_schemas() ... Placeholder .con ojodb connection use .source source table. Options 'postgres', 'gcs_duckdb', 'gcs_arrow'. Default 'postgres'.","code":""},{"path":"/reference/ojo_tbl.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Identify a table from the OJO database — ojo_tbl","text":"pointer table can passed dplyr functions /pulled dataframe using ojo_collect()","code":""},{"path":[]},{"path":"/reference/ojo_tbl.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Identify a table from the OJO database — ojo_tbl","text":"","code":"if (FALSE) { # Identifies the table ojo_tbl(\"case\")  # Pulls down case information data for every Tulsa felony filed in 2020 into a dataframe d d <- ojo_tbl(\"case\") %>%   filter(district == \"TULSA\", case_type == \"CF\", year == 2020) %>%   collect() }"},{"path":"/reference/ojo_theme.html","id":null,"dir":"Reference","previous_headings":"","what":"Style a ggplot in the OJO style — ojo_theme","title":"Style a ggplot in the OJO style — ojo_theme","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_theme.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Style a ggplot in the OJO style — ojo_theme","text":"","code":"ojo_theme()"},{"path":"/reference/ojo_theme.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Style a ggplot in the OJO style — ojo_theme","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   ojo_theme() +   ojo_colors() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_version.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Version — ojo_version","title":"OJO Version — ojo_version","text":"Returns version ojodb package.","code":""},{"path":"/reference/ojo_version.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Version — ojo_version","text":"","code":"ojo_version(...)"},{"path":"/reference/ojo_version.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Version — ojo_version","text":"... Placeholder future arguments","code":""},{"path":"/reference/ojo_version.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Version — ojo_version","text":"character vector containing version number ojodb package.","code":""},{"path":"/reference/skip_if_no_db.html","id":null,"dir":"Reference","previous_headings":"","what":"Skip If No Database Connection — skip_if_no_db","title":"Skip If No Database Connection — skip_if_no_db","text":"Skips test ojodb package installed user connected OJO database.","code":""},{"path":"/reference/skip_if_no_db.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Skip If No Database Connection — skip_if_no_db","text":"","code":"skip_if_no_db()"},{"path":"/reference/tbl_from_gcs_arrow.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","title":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","text":"Fetch 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table name fetch.","code":""},{"path":"/reference/tbl_from_rpostgres.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fetch data from a database — tbl_from_rpostgres","text":"dplyr tbl object connected specified table.","code":""},{"path":[]},{"path":"/news/index.html","id":"dependency-fix-2-8-1","dir":"Changelog","previous_headings":"","what":"Dependency Fix","title":"ojodb 2.8.1 (2024-05-23)","text":"Makes arrow optional dependency checks whether available source = \"gcs\" used ojo_tbl.","code":""},{"path":[]},{"path":"/news/index.html","id":"new-features-2-8-0","dir":"Changelog","previous_headings":"","what":"New Features","title":"ojodb 2.8.0 (2024-05-20)","text":"Adds initial support Arrow.","code":""},{"path":"/news/index.html","id":"package-maintenance-2-8-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.8.0 (2024-05-20)","text":"Uses lifecycle function development 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Connection pools still available passing pool = TRUE ojo_connect.","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-3-4","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.3.4 (2023-04-13)","text":"can now cancel queries immediately Ctrl + c Cmd + c console.","code":""},{"path":[]},{"path":"/news/index.html","id":"package-maintenance-2-3-3","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.3.3 (2023-04-12)","text":"Implemented schema scoping ojo_tbl using DBI::Id() instead dbplyr::in_schema() match common practice.","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-3-2","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.3.2 (2023-03-28)","text":"Allows lowercase inputs district argument ojo_civ_cases ojo_crim_cases longer need import dplyr manually! 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Replaced odbc dependency RPostgres","code":""},{"path":[]},{"path":"/news/index.html","id":"package-maintenance-2-3-1","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.3.1 (2023-03-02)","text":"Add SQL file create database roles Bump renv version 0.17.0 Add docs/ folder .gitignore Add dontrun examples","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-3-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.3.0 (2023-03-02)","text":"Fixed ojo_list_vars function","code":""},{"path":"/news/index.html","id":"package-maintenance-2-3-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.3.0 (2023-03-02)","text":"Removed direct class comparisons favor inherits Added documentation ojo_add_issues function Removed improper data import resulting hard dependency readr","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-2-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.2.0 (2022-11-09)","text":"Added ojo_county_population function, return population Oklahoma counties given years, format ready join OJO tables.","code":""},{"path":"/news/index.html","id":"package-maintenance-2-2-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.2.0 (2022-11-09)","text":"Pruned many dependencies possible moved many Suggests. Added person() syntax DESCRIPTION.","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-1-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.1.0 (2022-05-03)","text":"Added function ojo_fiscal_year return fiscal year given Date. Removed ojo_table alias consistency transparency.","code":""},{"path":"/news/index.html","id":"package-maintenance-2-1-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.1.0 (2022-05-03)","text":"Added NEWS.md file track changes package. Changed file name png portability.","code":""}]
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This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"/articles/vignette-pulling-data.html","id":"intro-the-ojo-database","dir":"Articles","previous_headings":"","what":"Intro: The OJO database","title":"Pulling court data with ojodb","text":"Many projects requests involve pulling court data OJO database. organizations authorities collected type data Oklahoma, ’re somewhat unique amount data tools ’ve developed pull analyze . court data comes two sources: Oklahoma State Court Network website, official record populous organized counties state, Demand Court Records website, alternate official record used less populous counties. scrape data posted websites day, store contents database. data scraped wrangled like lets us answer questions harder get handle otherwise. example, legislators stakeholders often want know things like “many felonies filed 2016-2022?”, “eviction filings change COVID, result X policy change?” can shockingly hard answer even basic questions like , even government officials, ’s database comes ! get idea use database answer kinds questions, vignette walk steps hypothetical research question.","code":""},{"path":"/articles/vignette-pulling-data.html","id":"research-question","dir":"Articles","previous_headings":"Intro: The OJO database","what":"Research Question:","title":"Pulling court data with ojodb","text":"many misdemeanor cases involving drugs filed Oklahoma Tulsa county month 2016-2022?","code":""},{"path":"/articles/vignette-pulling-data.html","id":"before-you-proceed","dir":"Articles","previous_headings":"Intro: The OJO database","what":"Before you proceed:","title":"Pulling court data with ojodb","text":"vignette assumes ) ’ve already installed ojodb, B) credentials access database properly configured – ojodb functions won’t work . can bit tricky get working, please ask help issues!","code":""},{"path":"/articles/vignette-pulling-data.html","id":"step-1-getting-the-lay-of-the-land","dir":"Articles","previous_headings":"","what":"Step 1: Getting the lay of the land","title":"Pulling court data with ojodb","text":"Just educational purposes, ’ll start taking look around database seeing exactly court data lives. database divided “schemas” – database big filing cabinet, can imagine schemas separate drawers. can see using ojo_list_schemas() function. schema, generally speaking, relates one data types / topics / policy areas. one contains tables store data related policy area. Among others, : schema ocdc (Oklahoma County Detention Center, .e. jail Oklahoma City), another one odoc (Oklahoma Department Corrections, .e. Oklahoma state prisons), another eviction_addresses (one contains data related specific eviction-related project) court data ’re interested right now stored default schema, public. Let’s open “drawer” see kind data inside. schema drawer filing cabinet, tables folders inside. public schema contains several different tables, relate back court data. important ones know: case table contains basic information case. includes variables like case number, date filed, judge assigned , etc. also includes ID columns allow join tables schema order see things like defendant’s name DOB, attorneys involved, etc. row one case. count table contains individual charges filed case; cases involve one. row one charge. minute table contains court minutes case. get data court fines fees, among many things. ton minutes per case, working minute data often means spend lot time waiting data download. row one court minute. can see exactly variables included table using ojo_list_vars() function. example, let’s take closer look main case table: ’re interested criminal cases right now, ’ll pulling data table example research question.","code":"library(ojodb) library(dplyr)  ojo_list_schemas() #> # A tibble: 9 × 1 #>   schema             #>   <chr>              #> 1 archive            #> 2 doc_tracker        #> 3 eviction_addresses #> 4 eviction_dashboard #> 5 iic                #> 6 ocdc               #> 7 odoc               #> 8 oscn               #> 9 public ojo_list_tables(schema = \"public\") #> # A tibble: 18 × 2 #>    schema table            #>    <chr>  <chr>            #>  1 public address          #>  2 public appellate_count  #>  3 public attorney         #>  4 public attorney_address #>  5 public case             #>  6 public case_type        #>  7 public citation         #>  8 public count            #>  9 public event            #> 10 public exception_log    #> 11 public issue            #> 12 public marital_status   #> 13 public migrations       #> 14 public minute           #> 15 public party            #> 16 public person_record    #> 17 public process_log      #> 18 public representation ojo_list_vars(schema = \"public\", table = \"case\") #> # A tibble: 21 × 1 #>    column_name          #>    <chr>                #>  1 appealed_from        #>  2 attorneys            #>  3 case_number          #>  4 case_type            #>  5 citation_information #>  6 counts               #>  7 created_at           #>  8 date_closed          #>  9 date_filed           #> 10 district             #> # ℹ 11 more rows #> # ℹ Use `print(n = ...)` to see more rows"},{"path":"/articles/vignette-pulling-data.html","id":"step-2-pulling-our-data-ojo_crim_cases","dir":"Articles","previous_headings":"","what":"Step 2: Pulling our data – ojo_crim_cases()","title":"Pulling court data with ojodb","text":"Now understand basic layout database, can start pulling data ’re interested ! Fortunately, helper functions save us think much schemas tables daily work. Keeping research question mind, ’ll start pulling misdemeanor criminal cases filed Oklahoma Tulsa counties 2016-2022. ’ll use one helper functions, ojo_crim_cases(), . first queries case table, combines table cases case’s charges count table. collect() function ’re using dplyr package. helper function ojo_crim_cases() uses provided arguments put together query database, collect() function executes query returns result lazy tibble R environment. wanted , add additional filtering, sorting, etc. adding dplyr functions like filter(), select(), etc. collect() call. now, want see everything.","code":"# This function combines the \"case\" and \"count\" tables in our database, # and returns a cleaned dataframe where each row is one charge in a case. charge_data <- ojo_crim_cases(districts = c(\"OKLAHOMA\", \"TULSA\"),                               case_types = \"CM\", # \"CM\" is short for \"criminal misdemeanor\"                               file_years = 2016:2022) |>   # you can add things like filter(), select(), etc. here   collect()"},{"path":"/articles/vignette-pulling-data.html","id":"exploring-the-data-weve-pulled","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Exploring the data we’ve pulled","title":"Pulling court data with ojodb","text":"Now ’ve got data saved object charge_data, nice! anything else, let’s start taking look dataframe RStudio using View() function (just clicking RStudio “Data” panel).","code":""},{"path":"/articles/vignette-pulling-data.html","id":"charges-vs--cases","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Charges vs. Cases?","title":"Pulling court data with ojodb","text":"’ll probably notice dataframe includes data individual charges case, stored count_as_filed disposition. discussed , ’s often going one charge involved given case, means note data terms charges, cases. Let’s start seeing many : looks like charge_data includes 111,205 rows. words, data shows 111,205 total charges filed Oklahoma Tulsa county misdemeanor cases 2016-2022. hand, looks like 62,187 unique combinations district case_number (equal number rows new summary dataframe, case_summary). words, data shows 62,187 total misdemeanor cases filed Oklahoma Tulsa county 2016-2022. wanted , divide numbers (use handy case_summary dataframe) see average number charges per case: seems ’s average 1.79 counts per misdemeanor case dataset. Neat! ’s helpful always thinking rows data represent. Keeping track exactly ’re looking (charges, cases, defendants, etc.) can one challenging parts analyses, especially client isn’t exactly sure want know .","code":"# How many total charges? ------------------------------------------------------ # The data are already in terms of charges (1 charge per row), so we can simply # count the rows. charge_data |>   nrow() #> [1] 111205 # How many total cases? -------------------------------------------------------- # There's more than one charge per case sometimes, so we need to see how many # unique cases there are total. Here are two possible approaches:  # Approach #1: Creating a new, unique district + case_number variable charge_data |>   # Case numbers are unique within districts;    # e.g. Tulsa's CM-2023-001 is a different case than Oklahoma's CM-2023-001.   # We can create a new variable that will always be unique -- district + case_number   mutate(case_number_with_district = paste(district, case_number)) |>   distinct(case_number_with_district) |>   nrow() #> [1] 62187 # This approach returns the number of unique case_number / district combinations,  # but not much else.  # Approach 2: Making a new summary dataset with group_by() + summarize() case_summary <- charge_data |>   group_by(district, case_number) |>   summarize(     n_charges = n()     # Note: if you want, you can add further summary variables here.      # For example, maybe you want to know how many charges in each case led to     # a conviction. You could do something like this:     # n_convictions = sum(disposition == \"CONVICTION\", na.rm = T)   )  nrow(case_summary) #> [1] 62187 # This tells us the number, and also leaves us with a helpful new case_summary # dataset that we can use later on, if we want to know more. # Total charges / total cases = Avg. number of charges per case nrow(charge_data) / nrow(case_summary) #> [1] 1.788235 # Different approach, same thing mean(case_summary$n_charges) #> [1] 1.788235"},{"path":"/articles/vignette-pulling-data.html","id":"did-we-get-everything-we-asked-for","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Did we get everything we asked for?","title":"Pulling court data with ojodb","text":"Though data coverage quality checks already part scrapers database, court data always extremely messy, can lead unforeseen issues. Knowing , ’s usually good idea double check data ’ve pulled order ensure ojo_crim_cases() returned data requested. least check data geographically temporally; words, make sure aren’t weird, unexpected differences counties filing years / months. exactly due diligence , one potential approach make quick visualization two. example:  graph looks pretty much ’d expect – ’s huge difference Oklahoma Tulsa counties (makes sense, given ’re similar size), aren’t conspicuously missing months, suspiciously massive sudden spikes / drops, etc. lot variation (particularly Oklahoma county), ’s nothing looks suspicious enough suspect data issue. great absolute source truth use double check stuff reliably. internal data quality monitoring dashboard serves purpose list goals, hopefully serve easy reference point future. now, part process looking data different angles thinking critically might run potential issues, issues might show testing. Referencing past OKPI work also another good option, asking another analyst familiar data area.","code":"library(lubridate) library(ggplot2)  # We're going to look at charges, not cases here charge_data |>   mutate(     # Our end goal is to see monthly filings, so we'll use that same timeframe     month_filed = floor_date(date_filed, \"months\")   ) |>   count(district, month_filed) |> # Our two most important checks, geography and time   ggplot(aes(x = month_filed,              y = n)) +   # I'm choosing geom_col() over geom_line() because I want to see any gaps clearly   geom_col() +    facet_wrap(~district) +   scale_y_continuous(limits = c(0, NA)) +   labs(title = \"Total charges filed per month in CM cases\")"},{"path":"/articles/vignette-pulling-data.html","id":"back-to-our-research-question","dir":"Articles","previous_headings":"Step 2: Pulling our data – ojo_crim_cases()","what":"Back to our research question","title":"Pulling court data with ojodb","text":"Now ’ve got big dataset charges care (charge_data) another big dataset cases care (case_summary), ’ve familiarized look like mean, ’ve double checked data . Let’s revisit research question now see cleaning wrangling need order finish answering . many misdemeanor cases involving drugs filed Oklahoma Tulsa county month 2016-2022? ’ve got “misdemeanor cases filed Oklahoma Tulsa county 2016-2022” part , ’re still missing things. Namely, still need filter data include cases involving drugs, still need calculate number cases filed per month timespan. ’ll move steps next.","code":""},{"path":[]},{"path":"/articles/vignette-pulling-data.html","id":"searching-for-drug-related-charges","dir":"Articles","previous_headings":"Step 3: Wrangling, cleaning, and analyzing the data","what":"Searching for drug-related charges","title":"Pulling court data with ojodb","text":"First, ’ll need limit dataset cases involving drugs. exactly mean? want kind case least one charges drug-related, cases charges drug related? exactly count “drug-related” charges, anyway? Frequently, partners make vague asks like leave us answer questions. ’ll also notice data count_as_filed column messy, won’t able something simple filter(count_as_filed == \"Drug Possession\"). ’ll need find way parsing text order find charges need. answers methodology questions depend exact task hand, goal make research methodology standardized replicable possible. also means don’t want re-invent wheel – Open Justice Oklahoma done lots work drug laws past, fairly well established way searching statutes relevant charges. places can go see OJO handled methodology / data issues past: Oklahoma Policy Institute Stack Overflow site Q/format like Stack Overflow know love. run new issue don’t documented , feel free add questions / answers needed! Searching Open Justice Oklahoma Github repos keywords can sometimes turn past work, especially ’re dealing technical coding issue. Oklahoma Policy Institute blog page finished products ’ve helped put past, work evictions, drug laws, felony reclassification, fines fees, etc. , course, please don’t hesitate ask Slack! ’s easy things get lost shuffle make documentation anywhere, despite efforts, still lot things live inside someone’s brain. case, ’re going use regex string OJO’s founder Ryan Gentzler originally wrote find kind drug-related charge, including things like paraphernalia, trafficking, etc. ’s string: writing vignette, found searching “drugs” “marijuana” Github. really lot easier streamlined , though, future hopefully integrated part ojodb package. ’ll start adding new variable simply classifies charge drug-related . Note inclusion ignore.case = TRUE! Although data count_as_filed column uppercase, shouldn’t assume anything court data uniform. Much hand-entered county clerks, frequent typos, differences phrasing districts, random lowercase entries, etc. messy, means vigilant comes double-checking work making many assumptions data. , let’s stop check make sure result looks expect . looks like regex search pretty successful! Although may raise new questions: driving influence count? alcohol technically “drug” cases, different? count description says “Carrying firearm influence o drugs alcohol”? always going questions like , ’ll find start digging double-checking data. end, want prioritize standardization giving client whatever actually want / need (even help figure exactly ). now, ’ll just accept result -, point might need stop, re-assess things, ask analysts / policy team thoughts, follow client, etc.","code":"drugs <- \"CDS|C\\\\.D\\\\.S|DRUG|OXY|HUFF|AMPHET|ZOLOL|ZOLAM|HYDROC|CODEIN|PRECURS| |XANAX|MORPH|METERDI|ZEPAM|LORAZ|VALIU|EPHED|SUB|COCA|PSEUDO| CD|CD |PRESCRIP| |NARC|METH|C\\\\.D\\\\.|HEROIN|ANHYD|AMMONIA|OPIUM|LORTAB|MARIJUANA|CANNABIS|MJ\" # We'll save it as a new dataframe, charge_data_cleaned charge_data_cleaned <- charge_data |>   select(-c(id, counts, open_counts)) |> # We don't need every column, so let's drop the extras   mutate(     drug_charge = grepl(pattern = drugs, # Do any of our \"drug\" strings...                         x = count_as_filed, # ...show up in count_as_filed?                         ignore.case = TRUE) # ignore.case is important!   ) charge_data_cleaned |>   select(district, case_number, count_as_filed, drug_charge) |>   group_by(drug_charge) |>   slice_sample(n = 10) # We'll just look at a random sample of 10 in each category #> # A tibble: 20 × 4 #> # Groups:   drug_charge [2] #>    district case_number  count_as_filed                              drug_charge #>    <chr>    <chr>        <chr>                                       <lgl>       #>  1 TULSA    CM-2020-1563 VPO, VIOLATION OF PROTECTIVE ORDER          FALSE       #>  2 OKLAHOMA CM-2022-248  ABDOM, DOMESTIC ASSAULT & BATTERY           FALSE       #>  3 TULSA    CM-2017-628  RR4, DRIVING W/O DRIVER'S LICENSE ON PERSON FALSE       #>  4 OKLAHOMA CM-2017-3105 DI1, DRIVING WHILE UNDER THE INFLUENCE      FALSE       #>  5 TULSA    CM-2017-4789 LC3, DRIVING LEFT OF CENTER                 FALSE       #>  6 OKLAHOMA CM-2021-1747 DL7, DRIVING WITHOUT A DRIVER'S LICENSE     FALSE       #>  7 TULSA    CM-2016-5514 EDUC, VIOLATION OF COMPULSORY EDUCATION ACT FALSE       #>  8 TULSA    CM-2017-5360 ST1, FAIL TO STOP FOR STOP SIGN             FALSE       #>  9 OKLAHOMA CM-2019-2012 CDEL, CONTRIBUTING TO THE DELIQUENCY OF A … FALSE       #> 10 OKLAHOMA CM-2021-3436 DL3, DRIVING WITH LICENSE CANCELED, SUSEPN… FALSE       #> 11 TULSA    CM-2020-1218 DI2DM, DRIVING UNDER THE INFLUENCE OF DRUGS TRUE        #> 12 OKLAHOMA CM-2018-1507 DR3, POSSESSION OF DRUG PARAPHERNALIA       TRUE        #> 13 OKLAHOMA CM-2021-1125 DI1, DRIVING UNDER THE INFLUENCE OF DRUGS   TRUE        #> 14 TULSA    CM-2019-3346 DU9II, POSSESSION OF CONTROLLED DRUG METHA… TRUE        #> 15 OKLAHOMA CM-2019-986  DR3, POSSESSION OF DRUG PARAPHERNALIA       TRUE        #> 16 TULSA    CM-2020-4341 DU4III, UNLAWFUL POSSESSION OF CONTROLLED … TRUE        #> 17 TULSA    CM-2022-2668 DI2, DRIVING UNDER THE INFLUENCE OF DRUGS … TRUE        #> 18 OKLAHOMA CM-2021-1256 DI1, DRIVING UNDER THE INFLUENCE OF DRUGS … TRUE        #> 19 TULSA    CM-2016-1387 DR3MV, POSSESSION OF DRUG PARAPHERNALIA     TRUE        #> 20 TULSA    CM-2018-744  TU0, REQUIRED POSITION & METHOD OF TURNING  TRUE"},{"path":"/articles/vignette-pulling-data.html","id":"summarizing-drug-charges-within-cases","dir":"Articles","previous_headings":"Step 3: Wrangling, cleaning, and analyzing the data","what":"Summarizing drug charges within cases","title":"Pulling court data with ojodb","text":"one wrangling task need figure – know counts drug charge, drug case? purposes, ’ll say drug case means case involving least one drug charge. Therefore, ’re going make another version case_summary dataframe, time new variable drug_charges_present: ’ll also save new dataframe includes drug cases. can double check result just like , see many drug cases total: Nice! Now nice, clean datasets visualize. stage analysis tough sometimes; involves lot subjective decision-making, lot making messy data, lot double-checking work. even though ’re aiming standardized methods, ’s also one areas get exercise little bit creativity come solutions things, feel free blaze path little bit !","code":"case_summary_cleaned <- charge_data_cleaned |>   group_by(district, case_number) |>   # We want to keep the date_filed, so we'll use transmute() this time instead of summarize()   transmute(      date_filed = date_filed,     # It will be helpful to have all the values of count_as_filed verbatim for double-checking     list_all_charges = paste(count_as_filed, collapse = \"; \"),     n_total_charges = n(),     # Count the number of rows where drug_charge == TRUE     n_drug_charges = sum(drug_charge, na.rm = TRUE),     drug_charges_present = if_else(n_drug_charges > 0, TRUE, FALSE)   ) |>   ungroup() |>   distinct() # transmute() leaves duplicate rows, so we'll drop those  # Alternative approach: # case_summary_cleaned <- charge_data_cleaned |> #   group_by(district, case_number) |> #   summarize(  #     date_filed = unique(date_filed), #     list_all_charges = paste(count_as_filed, collapse = \"; \"), #     n_total_charges = n(), #     n_drug_charges = sum(drug_charge, na.rm = TRUE), #     drug_charges_present = if_else(n_drug_charges > 0, TRUE, FALSE) #   ) |> #   ungroup() case_summary_cleaned_drugs <- case_summary_cleaned |>   filter(drug_charges_present)  case_summary_cleaned |>   group_by(drug_charges_present) |>   slice_sample(n = 10) #> # A tibble: 20 × 7 #> # Groups:   drug_charges_present [2] #>    district case_number  date_filed list_all_charges             n_total_charges #>    <chr>    <chr>        <date>     <chr>                                  <int> #>  1 TULSA    CM-2019-5335 2019-11-20 DI1M, DUI ALCOHOL (MUNICIPA…               1 #>  2 TULSA    CM-2018-3174 2018-07-24 DI1M, DUI ALCOHOL (MUNICIPA…               1 #>  3 OKLAHOMA CM-2017-1221 2017-04-24 DI3, DRIVING WHILE UNDER TH…               1 #>  4 TULSA    CM-2017-1707 2017-04-18 PUBSFT, INTERFERING WITH FI…               1 #>  5 OKLAHOMA CM-2016-1403 2016-05-23 VPO, VIOLATION OF PROTECTIV…               1 #>  6 OKLAHOMA CM-2020-2887 2020-09-10 OBS, OBSTRUCTING AN OFFICER…               2 #>  7 TULSA    CM-2022-1865 2022-06-03 EMB, EMBEZZLEMENT UNDER $500               1 #>  8 TULSA    CM-2016-5403 2016-10-27 ABDOM, ASSAULT AND BATTERY …               2 #>  9 OKLAHOMA CM-2020-2652 2020-08-19 DI1AG, AGGRAVATED DRIVING U…               1 #> 10 TULSA    CM-2021-1634 2021-05-05 WE5, UNLAWFULLY CARRYING A …               1 #> 11 TULSA    CM-2018-2288 2018-05-31 DU9II, UNLAWFUL POSSESSION …               3 #> 12 TULSA    CM-2017-2639 2017-06-13 FR5, FAILURE TO CARRY INSUR…               4 #> 13 TULSA    CM-2017-4969 2017-10-27 DU9IV, POSSESSION OF CONTRO…               2 #> 14 OKLAHOMA CM-2017-2558 2017-07-28 DU9II, POSSESSION OF A CDS …               2 #> 15 TULSA    CM-2017-4171 2017-09-14 DU9, POSSESSION OF CONTROLL…               1 #> 16 TULSA    CM-2018-2149 2018-05-21 DU9, POSSESSION OF CONTROLL…               1 #> 17 TULSA    CM-2017-3494 2017-08-03 DU9II, UNLAWFUL POSSESSION …               2 #> 18 TULSA    CM-2022-2693 2022-08-11 DI1M, DRIVING UNDER THE INF…               4 #> 19 TULSA    CM-2020-3164 2020-09-17 IL1, UNSAFE LANE USE; S21, …               4 #> 20 TULSA    CM-2022-3608 2022-10-25 FR5, FAILURE TO CARRY INSUR…               5 #> # ℹ 2 more variables: n_drug_charges <int>, drug_charges_present <lgl> # view(case_summary_cleaned)  # What proportion of these CM cases feature a drug charge? nrow(case_summary_cleaned_drugs) / nrow(case_summary_cleaned) #> [1] 0.2604724"},{"path":"/articles/vignette-pulling-data.html","id":"step-4-visualizing-and-exporting-the-data","dir":"Articles","previous_headings":"","what":"Step 4: Visualizing and exporting the data","title":"Pulling court data with ojodb","text":"finish things , ’re going make nice, pretty graph showing many drug cases filed month throughout timespan data. ’ll using ojo_theme() ojo_colors() functions ojodb take care styling.  Looking good! ’re curious increase seen around July 2017, can read happened . also frequently need send data spreadsheet form. ’ll typically want export datasets using readr package whatever format client needs. good default option old friend Comma Separated Values format, .csv. , ’d write_csv(case_summary_cleaned_drugs, \"export-data.csv\"). Exporting Microsoft Excel spreadsheet format .xlsx require readxl package.","code":"case_summary_cleaned_drugs |>   mutate(     month_filed = floor_date(date_filed, \"months\")   ) |>   count(month_filed, district) |>   ggplot(aes(x = month_filed,              y = n,              color = district)) +   geom_line() +   scale_y_continuous(limits = c(0, NA)) + # Usually we want to show the y-axis down to zero   ojo_theme() +   ojo_color() +   labs(     title = \"CM cases involving at least one drug charge,\",     subtitle = \"Oklahoma and Tulsa county district courts, 2016-2022\",     x = \"Month of case filing\",     y = \"Total drug cases filed\",     caption = \"Source: Open Justice Oklahoma analysis     of Oklahoma State Court Network (OSCN.net) data.\",     color = \"District\"   )"},{"path":"/articles/vignette-pulling-data.html","id":"step-5-review-and-deliver","dir":"Articles","previous_headings":"","what":"Step 5: Review and deliver","title":"Pulling court data with ojodb","text":"last step process submit work review. Ideally, try make sure everything least two people (analyst reviewer) look send client publish . review process check every step process, include needed discussions methodological questions talked earlier. ’re aiming start reviews via Github. process essentially : Open pull request code. Request reviewer pull request, let know ’re ready look via Slack, etc. pull code GitHub run locally machine, checking step process along way. notes, changes, etc. included review GitHub, can see everything one convenient place. edits addressed, can merge pull request ’ll nice finished product main branch! , ’ll write email (whatever delivery method relevant) send data / visualizations whoever needs . wrote correctly managed follow along, congratulations us! ’ve successfully learned pull court data OJO database use answer research question legal system. ’ll probably run lot things aren’t covered vignette tackle new questions use new parts data, hopefully useful resource ’re starting . Just remember – data quirky, ’s always going stuff don’t know problems aren’t sure solve. Whether ’s methodology issue, coding issue, “dealing client” kind issue, whenever find spinning wheels, please don’t hesitate just ask! ’s good chance OJO , , ’ll figure together. Thanks reading!","code":""},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Brancen Gregory. Maintainer, author. Ryan Gentzler. Author. Andrew Bell. Author. Elizabeth Spencer. Contributor.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Gregory B, Gentzler R, Bell (2024). ojodb: Analyze Data Open Justice Oklahoma Database. R package version 2.9.0, https://github.com/openjusticeok/ojodb.","code":"@Manual{,   title = {ojodb: Analyze Data from the Open Justice Oklahoma Database},   author = {Brancen Gregory and Ryan Gentzler and Andrew Bell},   year = {2024},   note = {R package version 2.9.0},   url = {https://github.com/openjusticeok/ojodb}, }"},{"path":"/index.html","id":"ojodb-","dir":"","previous_headings":"","what":"Analyze Data from the Open Justice Oklahoma Database","title":"Analyze Data from the Open Justice Oklahoma Database","text":"ojodb package assists Open Justice Oklahoma analysts access analyze court, jail, prison, data collected various sources. pkgdown website ojodb package can found .","code":""},{"path":"/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"Analyze Data from the Open Justice Oklahoma Database","text":"Install devtools package don’t yet, install ojodb package GitHub : installation, can update commands.","code":"if (!\"devtools\" %in% installed.packages()) {   install.packages(\"devtools\") }  devtools::install_github(\"openjusticeok/ojodb\")"},{"path":"/index.html","id":"purpose-and-goals","dir":"","previous_headings":"","what":"Purpose and Goals","title":"Analyze Data from the Open Justice Oklahoma Database","text":"goal Open Justice Oklahoma collect analyze hard--access data order better understand state’s justice system. backbone work database, consists administrative data, produced court’s daily activities, gathered mainly courts, jails, prisons across state. data collected variety methods including webscraping database file downloads. ojodb package built give analysts way access data analyze using shared methodological standards. data analyze mostly administrative data generated case--case uses, always messy contains errors. OJO’s work depends processes work around imperfections order extract useful information, acknowledging limitations data. data sources, OJO processes periodically pull new data database. example, OSCN scrapers set periodically visit small claims case pages like one every days, gathering new data appears course case. Example case ’re generally interested happens single case, rather aggregate trends county state level. case linked , instance, see eviction case filed January 2, 2019, granted default judgment January 11. can use small claims data collected OSCN ODCR figure many eviction cases filed, resulted judgment, dismissed. information isn’t compiled anywhere else, database gives us unique opportunity understand really happening, day day close real-time, Oklahoma’s justice system. addition court data, available OSCN near-real time, collect data Oklahoma Department Corrections, Tulsa County Jail, Oklahoma County Jail, Pardon Parole Board, sources.","code":""},{"path":"/index.html","id":"guides-and-resources","dir":"","previous_headings":"","what":"Guides and Resources","title":"Analyze Data from the Open Justice Oklahoma Database","text":"documentation, like everything else, work progress. See article using ojodb pull data Oklahoma State Court Network – vignette(\"vignette-pulling-data\") general Open Justice Oklahoma documentation website – https://ojo-documentation-ie5mdr3jgq-uc..run.app/ Open Justice Oklahoma public-facing website – https://openjustice.okpolicy.org/ Oklahoma Policy Institute Stackoverflow Teams site – https://stackoverflowteams.com/c/oklahoma-policy-institute/questions","code":""},{"path":"/reference/get_connection_object.html","id":null,"dir":"Reference","previous_headings":"","what":"Get Connection Object — get_connection_object","title":"Get Connection Object — get_connection_object","text":"Gets connection object environment specified .env argument.","code":""},{"path":"/reference/get_connection_object.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get Connection Object — get_connection_object","text":"","code":"get_connection_object(env, key)"},{"path":"/reference/get_connection_object.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get Connection Object — get_connection_object","text":"env environment search connection object.","code":""},{"path":"/reference/ojo_add_counts.html","id":null,"dir":"Reference","previous_headings":"","what":"Add counts to a tibble of cases — ojo_add_counts","title":"Add counts to a tibble of cases — ojo_add_counts","text":"Add counts tibble cases","code":""},{"path":"/reference/ojo_add_counts.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add counts to a tibble of cases — ojo_add_counts","text":"","code":"ojo_add_counts(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_counts.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add counts to a tibble of cases — ojo_add_counts","text":"data tibble returned ojo_ prefixed function vars Variable names count table include ... Placeholder future arguments","code":""},{"path":"/reference/ojo_add_counts.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add counts to a tibble of cases — ojo_add_counts","text":"tibble counts case","code":""},{"path":"/reference/ojo_add_counts.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add counts to a tibble of cases — ojo_add_counts","text":"","code":"if (FALSE) { ojo_crim_cases(vars = c(\"counts\", \"open_counts\")) |>   ojo_add_counts() }"},{"path":"/reference/ojo_add_issues.html","id":null,"dir":"Reference","previous_headings":"","what":"Add issues to civil cases — ojo_add_issues","title":"Add issues to civil cases — ojo_add_issues","text":"Add issues civil cases","code":""},{"path":"/reference/ojo_add_issues.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add issues to civil cases — ojo_add_issues","text":"","code":"ojo_add_issues(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_issues.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add issues to civil cases — ojo_add_issues","text":"data lazy tibble civil cases vars character vector variables return ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_issues.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add issues to civil cases — ojo_add_issues","text":"data, lazy tibble containing resulting civil cases","code":""},{"path":"/reference/ojo_add_issues.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add issues to civil cases — ojo_add_issues","text":"","code":"if (FALSE) { ojo_civ_cases() |>  ojo_add_issues() }"},{"path":"/reference/ojo_add_minutes.html","id":null,"dir":"Reference","previous_headings":"","what":"Query minutes for a given case — ojo_add_minutes","title":"Query minutes for a given case — ojo_add_minutes","text":"Query Open Justice Oklahoma database minutes case","code":""},{"path":"/reference/ojo_add_minutes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query minutes for a given case — ojo_add_minutes","text":"","code":"ojo_add_minutes(data, ...)"},{"path":"/reference/ojo_add_minutes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query minutes for a given case — ojo_add_minutes","text":"data lazy tibble containing cases query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_minutes.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query minutes for a given case — ojo_add_minutes","text":"lazy tibble containing resulting cases minutes","code":""},{"path":"/reference/ojo_add_minutes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query minutes for a given case — ojo_add_minutes","text":"","code":"if (FALSE) { ojo_add_minutes() }"},{"path":"/reference/ojo_add_party_details.html","id":null,"dir":"Reference","previous_headings":"","what":"Add party details to a parties query — ojo_add_party_details","title":"Add party details to a parties query — ojo_add_party_details","text":"Query Open Justice Oklahoma database party details","code":""},{"path":"/reference/ojo_add_party_details.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add party details to a parties query — ojo_add_party_details","text":"","code":"ojo_add_party_details(data, vars = NULL, ...)"},{"path":"/reference/ojo_add_party_details.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add party details to a parties query — ojo_add_party_details","text":"data lazy tibble containing results parties query vars character vector variables return ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_add_party_details.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add party details to a parties query — ojo_add_party_details","text":"data, lazy tibble containing resulting party details","code":""},{"path":"/reference/ojo_add_party_details.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add party details to a parties query — ojo_add_party_details","text":"","code":"if (FALSE) { ojo_add_party_details() }"},{"path":"/reference/ojo_auth.html","id":null,"dir":"Reference","previous_headings":"","what":"Create configuration for OJO database connection — ojo_auth","title":"Create configuration for OJO database connection — ojo_auth","text":"Configure credentials Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_auth.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create configuration for OJO database connection — ojo_auth","text":"","code":"ojo_auth(   host,   port,   username,   password,   ...,   .admin = F,   .overwrite = T,   .install = T )"},{"path":"/reference/ojo_auth.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create configuration for OJO database connection — ojo_auth","text":"host host name database server port port number database server username username use connect database password password use connect database ... Placeholder additional arguments .admin logical value indicating whether connect database administrator .overwrite logical value indicating whether overwrite existing .Renviron file .install logical value indicating whether install database connection use current session","code":""},{"path":"/reference/ojo_auth.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Create configuration for OJO database connection — ojo_auth","text":"Nothing","code":""},{"path":"/reference/ojo_auth.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Create configuration for OJO database connection — ojo_auth","text":"Assists user populating .Renviron file necessary environment variables connect Open Justice Oklahoma database.","code":""},{"path":"/reference/ojo_auth.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side Effects","title":"Create configuration for OJO database connection — ojo_auth","text":"first time function run, prompt user username, password, host name. store credentials user's .Renviron file. .Renviron file already exists, backed new credentials appended end file. .Renviron file exist, created credentials stored .","code":""},{"path":"/reference/ojo_auth.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create configuration for OJO database connection — ojo_auth","text":"","code":"if (FALSE) { ojo_auth() }"},{"path":"/reference/ojo_case_types.html","id":null,"dir":"Reference","previous_headings":"","what":"List the case types present in the OJO database — ojo_case_types","title":"List the case types present in the OJO database — ojo_case_types","text":"Returns tibble containing case types present OJO database","code":""},{"path":"/reference/ojo_case_types.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List the case types present in the OJO database — ojo_case_types","text":"","code":"ojo_case_types()"},{"path":"/reference/ojo_case_types.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List the case types present in the OJO database — ojo_case_types","text":"Tibble case types","code":""},{"path":"/reference/ojo_case_types.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List the case types present in the OJO database — ojo_case_types","text":"","code":"if (FALSE) { ojo_case_types() }"},{"path":"/reference/ojo_check_ssl.html","id":null,"dir":"Reference","previous_headings":"","what":"Check whether the database connection is using SSL properly — ojo_check_ssl","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"Check whether database connection using SSL properly","code":""},{"path":"/reference/ojo_check_ssl.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"","code":"ojo_check_ssl(..., .con = NULL)"},{"path":"/reference/ojo_check_ssl.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"... Placeholder .con ojodb connection use","code":""},{"path":"/reference/ojo_check_ssl.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"logical indicator whether db connection properly using SSL","code":""},{"path":"/reference/ojo_check_ssl.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check whether the database connection is using SSL properly — ojo_check_ssl","text":"","code":"if (FALSE) { # Identifies the table ojo_check_ssl() }"},{"path":"/reference/ojo_civ_cases.html","id":null,"dir":"Reference","previous_headings":"","what":"Query civil cases from the OJO database — ojo_civ_cases","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"Query Open Justice Oklahoma database civil cases case type 'SC' (small claims)","code":""},{"path":"/reference/ojo_civ_cases.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"","code":"ojo_civ_cases(   districts = \"all\",   vars = NULL,   case_types = c(\"CS\", \"SC\", \"CJ\"),   file_years = lubridate::year(Sys.Date()),   ... )"},{"path":"/reference/ojo_civ_cases.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"districts character vector districts query vars character vector variables return case_types character vector case types query file_years character vector years query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_civ_cases.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"data, lazy tibble containing resulting civil cases","code":""},{"path":"/reference/ojo_civ_cases.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query civil cases from the OJO database — ojo_civ_cases","text":"","code":"if (FALSE) { ojo_civ_cases() ojo_civ_cases(districts = c(\"TULSA\", \"ADAIR\")) ojo_civ_cases(vars = \"all\") ojo_civ_cases(vars = c(\"updated_at\", \"created_at\")) }"},{"path":"/reference/ojo_collect.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Collect — ojo_collect","title":"OJO Collect — ojo_collect","text":"wrapper dplyr::collect() includes progress bar Pull lazy tibble local environment OJO database, using ojo_crim_cases(), ojo_civ_cases(), etc.","code":""},{"path":"/reference/ojo_collect.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Collect — ojo_collect","text":"","code":"ojo_collect(.data, ..., .silent = !rlang::is_interactive())"},{"path":"/reference/ojo_collect.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Collect — ojo_collect","text":".data lazy tibble pulled ... Placeholder additional arguments .silent command line interface elements shown? Defaults TRUE user interactive session, FALSE .","code":""},{"path":"/reference/ojo_collect.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Collect — ojo_collect","text":"local tibble","code":""},{"path":"/reference/ojo_collect.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Collect — ojo_collect","text":"","code":"if (FALSE) { ojo_crim_cases() |>  head(100) |>  ojo_collect() }"},{"path":"/reference/ojo_color.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_color","title":"Add OJO styling to a ggplot — ojo_color","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_color.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_color","text":"","code":"ojo_color(numbers = 1:8)"},{"path":"/reference/ojo_color.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add OJO styling to a ggplot — ojo_color","text":"numbers vector numbers use color palette","code":""},{"path":"/reference/ojo_color.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_color","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_connect.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Connect — ojo_connect","title":"OJO Connect — ojo_connect","text":"Connect Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_connect.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Connect — ojo_connect","text":"","code":"ojo_connect(   ...,   .admin = FALSE,   .driver = \"RPostgres\",   .global = lifecycle::deprecated(),   .env = ojo_env(),   .pool = FALSE )"},{"path":"/reference/ojo_connect.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Connect — ojo_connect","text":"... Placeholder. .admin logical value indicating whether connect database administrator. .driver driver use connection. Default \"RPostgres\". \"duckdb\" also supported. .global Deprecated. connection always created specified environment, package environment default. .env environment want connection stored. .pool logical value indicating whether use connection pool {pool} package, .","code":""},{"path":"/reference/ojo_connect.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Connect — ojo_connect","text":"database connection object created RPostgres::Postgres() either pool::dbPool DBI::dbConnect","code":""},{"path":"/reference/ojo_connect.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"OJO Connect — ojo_connect","text":"Opens connection Open Justice Oklahoma database using credentials stored .Renviron file. credentials exist, prompts user, password, host name provides instructions store future sessions.","code":""},{"path":"/reference/ojo_connect.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side Effects","title":"OJO Connect — ojo_connect","text":"connection object (named ojo_con ojo_pool depending .pool argument) created package environment.","code":""},{"path":[]},{"path":"/reference/ojo_connect.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Connect — ojo_connect","text":"","code":"if (FALSE) { ojo_connect() }"},{"path":"/reference/ojo_county_population.html","id":null,"dir":"Reference","previous_headings":"","what":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"Summarizes manipulates PEP series return Oklahoma's population county desired years. Useful calculating per capita rates county-level data.","code":""},{"path":"/reference/ojo_county_population.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"","code":"ojo_county_population(years)"},{"path":"/reference/ojo_county_population.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"years numeric vector years get population data","code":""},{"path":"/reference/ojo_county_population.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"table Oklahoma's population county year specified","code":""},{"path":"/reference/ojo_county_population.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get population data by county for Oklahoma from the Census Bureau's American Community Survey — ojo_county_population","text":"","code":"if (FALSE) { ojo_county_population(2018) }"},{"path":"/reference/ojo_crim_cases.html","id":null,"dir":"Reference","previous_headings":"","what":"Query criminal cases from the OJO database — ojo_crim_cases","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"Query Open Justice Oklahoma database criminal cases case type 'CM' (misdemeanor) 'CF' (felony)","code":""},{"path":"/reference/ojo_crim_cases.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"","code":"ojo_crim_cases(   districts = \"all\",   vars = NULL,   case_types = c(\"CM\", \"CF\", \"TR\"),   file_years = 2000:lubridate::year(Sys.Date()),   ... )"},{"path":"/reference/ojo_crim_cases.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"districts character vector districts query vars character vector variables return case_types character vector case types query file_years character vector years query ... Placeholder additional arguments","code":""},{"path":"/reference/ojo_crim_cases.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"data, lazy tibble containing resulting criminal cases","code":""},{"path":"/reference/ojo_crim_cases.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query criminal cases from the OJO database — ojo_crim_cases","text":"","code":"if (FALSE) { ojo_crim_cases() ojo_crim_cases(districts = c(\"TULSA\", \"ADAIR\")) ojo_crim_cases(vars = \"all\") ojo_crim_cases(vars = c(\"updated_at\", \"created_at\")) }"},{"path":"/reference/ojo_env.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Environment — ojo_env","title":"OJO Environment — ojo_env","text":"Get environment OJO package, holds database pool object.","code":""},{"path":"/reference/ojo_env.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Environment — ojo_env","text":"","code":"ojo_env(...)"},{"path":"/reference/ojo_env.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Environment — ojo_env","text":"... Placeholder future arguments","code":""},{"path":"/reference/ojo_fill.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_fill","title":"Add OJO styling to a ggplot — ojo_fill","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_fill.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_fill","text":"","code":"ojo_fill(numbers = 1:8)"},{"path":"/reference/ojo_fill.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add OJO styling to a ggplot — ojo_fill","text":"numbers vector numbers use color palette","code":""},{"path":"/reference/ojo_fill.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_fill","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_fiscal_year.html","id":null,"dir":"Reference","previous_headings":"","what":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"Returns Oklahoma state fiscal year (July 1 - June 30) given Date falls.","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"","code":"ojo_fiscal_year(date)"},{"path":"/reference/ojo_fiscal_year.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"date atomic value class Date","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"Fiscal year Date integer","code":""},{"path":"/reference/ojo_fiscal_year.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Determine the Oklahoma state fiscal year that a Date falls in — ojo_fiscal_year","text":"","code":"if (FALSE) { ojo_fiscal_year(ymd(\"2018-06-30\")) # Returns 2018  ojo_fiscal_year(ymd(\"2018-07-01\")) # Returns 2019 }"},{"path":"/reference/ojo_list_schemas.html","id":null,"dir":"Reference","previous_headings":"","what":"List all schemas on the OJO database — ojo_list_schemas","title":"List all schemas on the OJO database — ojo_list_schemas","text":"Query Open Justice Oklahoma database names schemas","code":""},{"path":"/reference/ojo_list_schemas.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all schemas on the OJO database — ojo_list_schemas","text":"","code":"ojo_list_schemas(..., .con = NULL)"},{"path":"/reference/ojo_list_schemas.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all schemas on the OJO database — ojo_list_schemas","text":"... Placeholder .con OJO database connection use","code":""},{"path":"/reference/ojo_list_schemas.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all schemas on the OJO database — ojo_list_schemas","text":"data, tibble containing names schemas","code":""},{"path":"/reference/ojo_list_schemas.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all schemas on the OJO database — ojo_list_schemas","text":"","code":"if (FALSE) { ojo_list_schemas() }"},{"path":"/reference/ojo_list_tables.html","id":null,"dir":"Reference","previous_headings":"","what":"List all tables on the OJO database — ojo_list_tables","title":"List all tables on the OJO database — ojo_list_tables","text":"Query Open Justice Oklahoma database names tables","code":""},{"path":"/reference/ojo_list_tables.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all tables on the OJO database — ojo_list_tables","text":"","code":"ojo_list_tables(schema = \"public\", ..., .con = NULL)"},{"path":"/reference/ojo_list_tables.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all tables on the OJO database — ojo_list_tables","text":"schema name schema query ... Placeholder additional arguments .con OJO database connection use","code":""},{"path":"/reference/ojo_list_tables.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all tables on the OJO database — ojo_list_tables","text":"data, tibble containing names tables","code":""},{"path":"/reference/ojo_list_tables.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all tables on the OJO database — ojo_list_tables","text":"","code":"if (FALSE) { ojo_list_tables() ojo_list_tables(\"all\") ojo_list_tables(\"iic\") }"},{"path":"/reference/ojo_list_vars.html","id":null,"dir":"Reference","previous_headings":"","what":"List all variables in a table on the ojodb database — ojo_list_vars","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"Query Open Justice Oklahoma database names variables table","code":""},{"path":"/reference/ojo_list_vars.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"","code":"ojo_list_vars(table, schema = \"public\", ..., .con = NULL)"},{"path":"/reference/ojo_list_vars.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"table name table query schema name schema query ... Placeholder additional arguments .con ojodb connection use","code":""},{"path":"/reference/ojo_list_vars.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"data, tibble containing names variables table","code":""},{"path":"/reference/ojo_list_vars.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List all variables in a table on the ojodb database — ojo_list_vars","text":"","code":"if (FALSE) { ojo_list_vars(\"case\") ojo_list_vars(\"inmate\", \"iic\") }"},{"path":"/reference/ojo_pal.html","id":null,"dir":"Reference","previous_headings":"","what":"Add OJO styling to a ggplot — ojo_pal","title":"Add OJO styling to a ggplot — ojo_pal","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_pal.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add OJO styling to a ggplot — ojo_pal","text":"","code":"ojo_pal"},{"path":"/reference/ojo_pal.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Add OJO styling to a ggplot — ojo_pal","text":"object class character length 8.","code":""},{"path":"/reference/ojo_pal.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add OJO styling to a ggplot — ojo_pal","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   theme_ojo() +   ojo_color() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_query.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Query — ojo_query","title":"OJO Query — ojo_query","text":"Query Open Justice Oklahoma database","code":""},{"path":"/reference/ojo_query.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Query — ojo_query","text":"","code":"ojo_query(query, ..., .con = NULL)"},{"path":"/reference/ojo_query.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Query — ojo_query","text":"query query send ojodb ... Arguments pass glue::glue_sql .con ojodb connection use","code":""},{"path":"/reference/ojo_query.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Query — ojo_query","text":"data, tibble containing results query","code":""},{"path":"/reference/ojo_query.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"OJO Query — ojo_query","text":"","code":"if (FALSE) { ojo_query(\"SELECT * FROM \\\"case\\\" LIMIT 10\") ojo_query(\"SELECT * FROM iic.inmate LIMIT 10\") }"},{"path":"/reference/ojo_search_minutes.html","id":null,"dir":"Reference","previous_headings":"","what":"Query minutes for a given search term — ojo_search_minutes","title":"Query minutes for a given search term — ojo_search_minutes","text":"Query Open Justice Oklahoma database minutes matching search term","code":""},{"path":"/reference/ojo_search_minutes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Query minutes for a given search term — ojo_search_minutes","text":"","code":"ojo_search_minutes(query, ..., .con = NULL, .silent = F)"},{"path":"/reference/ojo_search_minutes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Query minutes for a given search term — ojo_search_minutes","text":"query term phrase search using PostgreSQL full text search syntax ... Placeholder .con OJO connection use .silent command line interface elements shown? Defaults TRUE user interactive session, FALSE .","code":""},{"path":"/reference/ojo_search_minutes.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Query minutes for a given search term — ojo_search_minutes","text":"data, lazy tibble containing resulting minutes","code":""},{"path":"/reference/ojo_search_minutes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Query minutes for a given search term — ojo_search_minutes","text":"","code":"if (FALSE) {  # Minutes containing words like 'mcgirt' ojo_search_minutes(\"mcgirt\")  # Minutes containing 'mcgirt' AND 'jursdiction ojo_search_minutes(\"mcgirt & jurisdiction\")  # Minutes containing 'mcgirt' OR 'jurisdiction ojo_search_minutes(\"mcgirt | jurisdiction\")  # Minutes NOT containing 'mcgirt' ## Use sparingly! It is likely to return rows in the hundreds of thousands or millions! ojo_search_minutes(\"!! mcgirt\")  # Minutes containing 'tribal' FOLLOWED BY 'jurisdiction' ojo_search_minutes(\"tribal <-> jurisdiction\") }"},{"path":"/reference/ojo_show_row.html","id":null,"dir":"Reference","previous_headings":"","what":"Browse the source court record of a row — ojo_show_row","title":"Browse the source court record of a row — ojo_show_row","text":"Displays OSCN court record given row dataframe columns named court casenum","code":""},{"path":"/reference/ojo_show_row.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Browse the source court record of a row — ojo_show_row","text":"","code":"ojo_show_row(df, row_number)"},{"path":"/reference/ojo_show_row.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Browse the source court record of a row — ojo_show_row","text":"df local dataframe columns named court casenum row_number number row case shown","code":""},{"path":"/reference/ojo_show_row.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Browse the source court record of a row — ojo_show_row","text":"Nothing","code":""},{"path":"/reference/ojo_show_row.html","id":"side-effects","dir":"Reference","previous_headings":"","what":"Side effects","title":"Browse the source court record of a row — ojo_show_row","text":"Opens browser window OSCN court record","code":""},{"path":"/reference/ojo_tbl.html","id":null,"dir":"Reference","previous_headings":"","what":"Identify a table from the OJO database — ojo_tbl","title":"Identify a table from the OJO database — ojo_tbl","text":"Identifies table OJO database query data. Remember run connect_ojo() establish connection attempting query close connection afterwards disconnect_ojo().","code":""},{"path":"/reference/ojo_tbl.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Identify a table from the OJO database — ojo_tbl","text":"","code":"ojo_tbl(table, schema = \"public\", ..., .con = NULL, .source = \"postgres\")"},{"path":"/reference/ojo_tbl.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Identify a table from the OJO database — ojo_tbl","text":"table name table OJO database. get list tables, run ojo_list_tables() schema name schema OJO database. get list schemas, run ojo_list_schemas() ... Placeholder .con ojodb connection use .source source table. Options 'postgres', 'gcs_duckdb', 'gcs_arrow'. Default 'postgres'.","code":""},{"path":"/reference/ojo_tbl.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Identify a table from the OJO database — ojo_tbl","text":"pointer table can passed dplyr functions /pulled dataframe using ojo_collect()","code":""},{"path":[]},{"path":"/reference/ojo_tbl.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Identify a table from the OJO database — ojo_tbl","text":"","code":"if (FALSE) { # Identifies the table ojo_tbl(\"case\")  # Pulls down case information data for every Tulsa felony filed in 2020 into a dataframe d d <- ojo_tbl(\"case\") %>%   filter(district == \"TULSA\", case_type == \"CF\", year == 2020) %>%   collect() }"},{"path":"/reference/ojo_theme.html","id":null,"dir":"Reference","previous_headings":"","what":"Style a ggplot in the OJO style — ojo_theme","title":"Style a ggplot in the OJO style — ojo_theme","text":"Add OJO styling ggplot","code":""},{"path":"/reference/ojo_theme.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Style a ggplot in the OJO style — ojo_theme","text":"","code":"ojo_theme()"},{"path":"/reference/ojo_theme.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Style a ggplot in the OJO style — ojo_theme","text":"","code":"if (FALSE) { ggplot(ojo_example, aes(file_year, n_cases, color = court)) +   geom_line(size = 1.5) +   ojo_theme() +   ojo_colors() +   scale_x_continuous(     breaks = 2010:2019,     limits = c(NA, 2019)   ) }"},{"path":"/reference/ojo_version.html","id":null,"dir":"Reference","previous_headings":"","what":"OJO Version — ojo_version","title":"OJO Version — ojo_version","text":"Returns version ojodb package.","code":""},{"path":"/reference/ojo_version.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"OJO Version — ojo_version","text":"","code":"ojo_version(...)"},{"path":"/reference/ojo_version.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"OJO Version — ojo_version","text":"... Placeholder future arguments","code":""},{"path":"/reference/ojo_version.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"OJO Version — ojo_version","text":"character vector containing version number ojodb package.","code":""},{"path":"/reference/skip_if_no_db.html","id":null,"dir":"Reference","previous_headings":"","what":"Skip If No Database Connection — skip_if_no_db","title":"Skip If No Database Connection — skip_if_no_db","text":"Skips test ojodb package installed user connected OJO database.","code":""},{"path":"/reference/skip_if_no_db.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Skip If No Database Connection — skip_if_no_db","text":"","code":"skip_if_no_db()"},{"path":"/reference/tbl_from_gcs_arrow.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","title":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","text":"Fetch data Google Cloud Storage","code":""},{"path":"/reference/tbl_from_gcs_arrow.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","text":"","code":"tbl_from_gcs_arrow(schema, table, anonymous = TRUE)"},{"path":"/reference/tbl_from_gcs_arrow.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","text":"schema schema (directory) name Google Cloud Storage. table table (file) name fetch. anonymous Logical, whether access GCS anonymously (default: TRUE).","code":""},{"path":"/reference/tbl_from_gcs_arrow.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fetch data from Google Cloud Storage — tbl_from_gcs_arrow","text":"dataset object specified GCS path.","code":""},{"path":"/reference/tbl_from_gcs_duckdb.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from Google Cloud Storage using duckdb — tbl_from_gcs_duckdb","title":"Fetch data from Google Cloud Storage using duckdb — tbl_from_gcs_duckdb","text":"Fetch data Google Cloud Storage using duckdb","code":""},{"path":"/reference/tbl_from_gcs_duckdb.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fetch data from Google Cloud Storage using duckdb — tbl_from_gcs_duckdb","text":"","code":"tbl_from_gcs_duckdb(con, schema, table)"},{"path":"/reference/tbl_from_gcs_duckdb.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fetch data from Google Cloud Storage using duckdb — tbl_from_gcs_duckdb","text":"schema schema (directory) name Google Cloud Storage. table table (file) name fetch.","code":""},{"path":"/reference/tbl_from_gcs_duckdb.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fetch data from Google Cloud Storage using duckdb — tbl_from_gcs_duckdb","text":"lazy duckdb result","code":""},{"path":"/reference/tbl_from_rpostgres.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from a database — tbl_from_rpostgres","title":"Fetch data from a database — tbl_from_rpostgres","text":"Fetch data database","code":""},{"path":"/reference/tbl_from_rpostgres.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fetch data from a database — tbl_from_rpostgres","text":"","code":"tbl_from_rpostgres(con, schema, table)"},{"path":"/reference/tbl_from_rpostgres.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fetch data from a database — tbl_from_rpostgres","text":"con database connection object. schema schema name database. table table name fetch.","code":""},{"path":"/reference/tbl_from_rpostgres.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fetch data from a database — tbl_from_rpostgres","text":"dplyr tbl object connected specified table.","code":""},{"path":[]},{"path":"/news/index.html","id":"new-features-2-9-0","dir":"Changelog","previous_headings":"","what":"New Features","title":"ojodb 2.9.0 (2024-06-10)","text":"Adds initial support DuckDB","code":""},{"path":[]},{"path":"/news/index.html","id":"dependency-fix-2-8-1","dir":"Changelog","previous_headings":"","what":"Dependency Fix","title":"ojodb 2.8.1 (2024-05-23)","text":"Makes arrow optional dependency checks whether available source = \"gcs\" used ojo_tbl.","code":""},{"path":[]},{"path":"/news/index.html","id":"new-features-2-8-0","dir":"Changelog","previous_headings":"","what":"New Features","title":"ojodb 2.8.0 (2024-05-20)","text":"Adds initial support 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Replaced odbc dependency RPostgres","code":""},{"path":[]},{"path":"/news/index.html","id":"package-maintenance-2-3-1","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.3.1 (2023-03-02)","text":"Add SQL file create database roles Bump renv version 0.17.0 Add docs/ folder .gitignore Add dontrun examples","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-3-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.3.0 (2023-03-02)","text":"Fixed ojo_list_vars function","code":""},{"path":"/news/index.html","id":"package-maintenance-2-3-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.3.0 (2023-03-02)","text":"Removed direct class comparisons favor inherits Added documentation ojo_add_issues function Removed improper data import resulting hard dependency readr","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-2-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.2.0 (2022-11-09)","text":"Added ojo_county_population function, return population Oklahoma counties given years, format ready join OJO tables.","code":""},{"path":"/news/index.html","id":"package-maintenance-2-2-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.2.0 (2022-11-09)","text":"Pruned many dependencies possible moved many Suggests. Added person() syntax DESCRIPTION.","code":""},{"path":[]},{"path":"/news/index.html","id":"analyst-tools-2-1-0","dir":"Changelog","previous_headings":"","what":"Analyst Tools","title":"ojodb 2.1.0 (2022-05-03)","text":"Added function ojo_fiscal_year return fiscal year given Date. Removed ojo_table alias consistency transparency.","code":""},{"path":"/news/index.html","id":"package-maintenance-2-1-0","dir":"Changelog","previous_headings":"","what":"Package Maintenance","title":"ojodb 2.1.0 (2022-05-03)","text":"Added NEWS.md file track changes package. Changed file name png portability.","code":""}]