diff --git a/texas_inspection_expenses.ipynb b/texas_inspection_expenses.ipynb
index 08bb589..d45867f 100644
--- a/texas_inspection_expenses.ipynb
+++ b/texas_inspection_expenses.ipynb
@@ -247,208 +247,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "43886f13",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Inspections panel: 117 district-year rows | 13 districts\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "district",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "year",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "total_inspections",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "unique_wells",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "compliance_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "avg_days_between_inspections",
-         "rawType": "float64",
-         "type": "float"
-        }
-       ],
-       "ref": "bb0fbbc5-e333-4e3f-8d87-2fbd4cb4ce5c",
-       "rows": [
-        [
-         "0",
-         "01",
-         "2016",
-         "13975",
-         "4055",
-         "69.42",
-         "18.9"
-        ],
-        [
-         "1",
-         "01",
-         "2017",
-         "18022",
-         "6153",
-         "83.52",
-         "56.8"
-        ],
-        [
-         "2",
-         "01",
-         "2018",
-         "23826",
-         "9109",
-         "85.61",
-         "53.5"
-        ],
-        [
-         "3",
-         "01",
-         "2019",
-         "19790",
-         "6447",
-         "84.97",
-         "79.8"
-        ],
-        [
-         "4",
-         "01",
-         "2020",
-         "26006",
-         "8716",
-         "85.52",
-         "122.9"
-        ]
-       ],
-       "shape": {
-        "columns": 6,
-        "rows": 5
-       }
-      },
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>district</th>\n",
-       "      <th>year</th>\n",
-       "      <th>total_inspections</th>\n",
-       "      <th>unique_wells</th>\n",
-       "      <th>compliance_rate</th>\n",
-       "      <th>avg_days_between_inspections</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>13975</td>\n",
-       "      <td>4055</td>\n",
-       "      <td>69.42</td>\n",
-       "      <td>18.90</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>18022</td>\n",
-       "      <td>6153</td>\n",
-       "      <td>83.52</td>\n",
-       "      <td>56.80</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>23826</td>\n",
-       "      <td>9109</td>\n",
-       "      <td>85.61</td>\n",
-       "      <td>53.50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>19790</td>\n",
-       "      <td>6447</td>\n",
-       "      <td>84.97</td>\n",
-       "      <td>79.80</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>26006</td>\n",
-       "      <td>8716</td>\n",
-       "      <td>85.52</td>\n",
-       "      <td>122.90</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  district  year  total_inspections  unique_wells  compliance_rate  \\\n",
-       "0       01  2016              13975          4055            69.42   \n",
-       "1       01  2017              18022          6153            83.52   \n",
-       "2       01  2018              23826          9109            85.61   \n",
-       "3       01  2019              19790          6447            84.97   \n",
-       "4       01  2020              26006          8716            85.52   \n",
-       "\n",
-       "   avg_days_between_inspections  \n",
-       "0                         18.90  \n",
-       "1                         56.80  \n",
-       "2                         53.50  \n",
-       "3                         79.80  \n",
-       "4                        122.90  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# District-year inspection metrics aggregated in SQL.\n",
     "# LAG() computes days since the previous inspection for the same well (api_norm).\n",
@@ -467,7 +269,7 @@
     "    FROM inspections\n",
     "    WHERE inspection_date IS NOT NULL\n",
     "      AND district        IS NOT NULL\n",
-    "      AND EXTRACT(year FROM inspection_date) BETWEEN 2016 AND 2024\n",
+    "      AND EXTRACT(year FROM inspection_date) BETWEEN 2016 AND 2025\n",
     ")\n",
     "SELECT\n",
     "    district,\n",
@@ -488,247 +290,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "3841e2f5",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Violations panel: 117 district-year rows\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "district",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "year",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "total_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "unique_wells_with_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "major_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "resolution_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "enforcement_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "avg_days_to_enforcement",
-         "rawType": "float64",
-         "type": "float"
-        }
-       ],
-       "ref": "dc5b2fc5-adce-4403-adf4-d5c7d1c2caee",
-       "rows": [
-        [
-         "0",
-         "01",
-         "2016",
-         "5720",
-         "1009",
-         "0",
-         "21.42",
-         "100.0",
-         "198.6"
-        ],
-        [
-         "1",
-         "01",
-         "2017",
-         "4380",
-         "767",
-         "0",
-         "44.36",
-         "100.0",
-         "269.5"
-        ],
-        [
-         "2",
-         "01",
-         "2018",
-         "5766",
-         "997",
-         "0",
-         "64.46",
-         "100.0",
-         "229.0"
-        ],
-        [
-         "3",
-         "01",
-         "2019",
-         "3593",
-         "902",
-         "4",
-         "49.37",
-         "100.0",
-         "239.0"
-        ],
-        [
-         "4",
-         "01",
-         "2020",
-         "4838",
-         "1019",
-         "5",
-         "27.43",
-         "100.0",
-         "402.9"
-        ]
-       ],
-       "shape": {
-        "columns": 8,
-        "rows": 5
-       }
-      },
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>district</th>\n",
-       "      <th>year</th>\n",
-       "      <th>total_violations</th>\n",
-       "      <th>unique_wells_with_violations</th>\n",
-       "      <th>major_violations</th>\n",
-       "      <th>resolution_rate</th>\n",
-       "      <th>enforcement_rate</th>\n",
-       "      <th>avg_days_to_enforcement</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>5720</td>\n",
-       "      <td>1009</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.42</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>198.60</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>4380</td>\n",
-       "      <td>767</td>\n",
-       "      <td>0</td>\n",
-       "      <td>44.36</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>269.50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>5766</td>\n",
-       "      <td>997</td>\n",
-       "      <td>0</td>\n",
-       "      <td>64.46</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>229.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>3593</td>\n",
-       "      <td>902</td>\n",
-       "      <td>4</td>\n",
-       "      <td>49.37</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>239.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>1019</td>\n",
-       "      <td>5</td>\n",
-       "      <td>27.43</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>402.90</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  district  year  total_violations  unique_wells_with_violations  \\\n",
-       "0       01  2016              5720                          1009   \n",
-       "1       01  2017              4380                           767   \n",
-       "2       01  2018              5766                           997   \n",
-       "3       01  2019              3593                           902   \n",
-       "4       01  2020              4838                          1019   \n",
-       "\n",
-       "   major_violations  resolution_rate  enforcement_rate  \\\n",
-       "0                 0            21.42            100.00   \n",
-       "1                 0            44.36            100.00   \n",
-       "2                 0            64.46            100.00   \n",
-       "3                 4            49.37            100.00   \n",
-       "4                 5            27.43            100.00   \n",
-       "\n",
-       "   avg_days_to_enforcement  \n",
-       "0                   198.60  \n",
-       "1                   269.50  \n",
-       "2                   229.00  \n",
-       "3                   239.00  \n",
-       "4                   402.90  "
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# District-year violation metrics. Blank last_enf_action strings treated as no action.\n",
     "viol_sql = \"\"\"\n",
@@ -750,7 +315,7 @@
     "FROM violations\n",
     "WHERE violation_disc_date IS NOT NULL\n",
     "  AND district             IS NOT NULL\n",
-    "  AND EXTRACT(year FROM violation_disc_date) BETWEEN 2016 AND 2024\n",
+    "  AND EXTRACT(year FROM violation_disc_date) BETWEEN 2016 AND 2025\n",
     "GROUP BY district, year\n",
     "ORDER BY district, year\n",
     "\"\"\"\n",
@@ -1453,609 +1018,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "896d152b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Analysis panel: 117 rows | 13 districts | 9 years\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "district",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "year",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "total_inspections",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "unique_wells",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "compliance_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "avg_days_between_inspections",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "total_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "unique_wells_with_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "major_violations",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "resolution_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "enforcement_rate",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "avg_days_to_enforcement",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_total_budget",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_salaries",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_other_personnel",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_professional_fees",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_travel",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_other_operating",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_capital_exp",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_fte",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_total_budget",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_salaries",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_other_personnel",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_professional_fees",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_travel",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_other_operating",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_capital_exp",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_fte",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "violations_per_inspection",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "ogi_budget_m",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "erd_budget_m",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "post_2019",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "is_budget_year",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "inspection_budget_share",
-         "rawType": "float64",
-         "type": "float"
-        }
-       ],
-       "ref": "a03434d6-237f-4e4c-bfd6-df51f8595da7",
-       "rows": [
-        [
-         "0",
-         "01",
-         "2016",
-         "13975",
-         "4055",
-         "69.42",
-         "18.9",
-         "5720",
-         "1009",
-         "0",
-         "21.42",
-         "100.0",
-         "198.6",
-         "18471666.0",
-         "15080122.0",
-         "685768.0",
-         "1546321.0",
-         "22630.0",
-         "208311.0",
-         "121363.0",
-         "256.7",
-         "11708475.0",
-         "7669719.0",
-         "398589.0",
-         "3366389.0",
-         "16477.0",
-         "210293.0",
-         "0.0",
-         "130.6",
-         "0.40930232558139534",
-         "18.471666",
-         "11.708475",
-         "0",
-         "0",
-         "0.612047041132114"
-        ],
-        [
-         "1",
-         "01",
-         "2017",
-         "18022",
-         "6153",
-         "83.52",
-         "56.8",
-         "4380",
-         "767",
-         "0",
-         "44.36",
-         "100.0",
-         "269.5",
-         "17204058.0",
-         "15086262.0",
-         "686194.0",
-         "176786.0",
-         "19654.0",
-         "230525.0",
-         "272461.0",
-         "249.5",
-         "10911094.0",
-         "7273775.0",
-         "389348.0",
-         "3118066.0",
-         "6792.0",
-         "77855.0",
-         "0.0",
-         "120.3",
-         "0.24303628898013538",
-         "17.204058",
-         "10.911094",
-         "0",
-         "0",
-         "0.6119141024028609"
-        ],
-        [
-         "2",
-         "01",
-         "2018",
-         "23826",
-         "9109",
-         "85.61",
-         "53.5",
-         "5766",
-         "997",
-         "0",
-         "64.46",
-         "100.0",
-         "229.0",
-         "17562431.0",
-         "13083406.0",
-         "430429.0",
-         "1147080.0",
-         "57312.0",
-         "1040639.0",
-         "649172.0",
-         "229.9",
-         "9846886.0",
-         "7292933.0",
-         "282337.0",
-         "977645.0",
-         "28694.0",
-         "1045727.0",
-         "0.0",
-         "131.0",
-         "0.24200453286325863",
-         "17.562431",
-         "9.846886",
-         "0",
-         "0",
-         "0.6407467577539419"
-        ],
-        [
-         "3",
-         "01",
-         "2019",
-         "19790",
-         "6447",
-         "84.97",
-         "79.8",
-         "3593",
-         "902",
-         "4",
-         "49.37",
-         "100.0",
-         "239.0",
-         "21951747.0",
-         "14878875.0",
-         "340135.0",
-         "2895436.0",
-         "187048.0",
-         "1185772.0",
-         "1255930.0",
-         "255.6",
-         "11123757.0",
-         "8068497.0",
-         "217988.0",
-         "1493755.0",
-         "73651.0",
-         "988740.0",
-         "13232.0",
-         "137.4",
-         "0.18155634158665993",
-         "21.951747",
-         "11.123757",
-         "1",
-         "0",
-         "0.6636859411121898"
-        ],
-        [
-         "4",
-         "01",
-         "2020",
-         "26006",
-         "8716",
-         "85.52",
-         "122.9",
-         "4838",
-         "1019",
-         "5",
-         "27.43",
-         "100.0",
-         "402.9",
-         "26057560.0",
-         "17228302.0",
-         "417683.0",
-         "4822351.0",
-         "106428.0",
-         "1398705.0",
-         "896846.0",
-         "284.0",
-         "17280569.0",
-         "9707894.0",
-         "236356.0",
-         "5989236.0",
-         "41752.0",
-         "1165481.0",
-         "54037.0",
-         "153.4",
-         "0.18603399215565639",
-         "26.05756",
-         "17.280569",
-         "1",
-         "0",
-         "0.6012617665151165"
-        ]
-       ],
-       "shape": {
-        "columns": 34,
-        "rows": 5
-       }
-      },
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>district</th>\n",
-       "      <th>year</th>\n",
-       "      <th>total_inspections</th>\n",
-       "      <th>unique_wells</th>\n",
-       "      <th>compliance_rate</th>\n",
-       "      <th>avg_days_between_inspections</th>\n",
-       "      <th>total_violations</th>\n",
-       "      <th>unique_wells_with_violations</th>\n",
-       "      <th>major_violations</th>\n",
-       "      <th>resolution_rate</th>\n",
-       "      <th>...</th>\n",
-       "      <th>erd_travel</th>\n",
-       "      <th>erd_other_operating</th>\n",
-       "      <th>erd_capital_exp</th>\n",
-       "      <th>erd_fte</th>\n",
-       "      <th>violations_per_inspection</th>\n",
-       "      <th>ogi_budget_m</th>\n",
-       "      <th>erd_budget_m</th>\n",
-       "      <th>post_2019</th>\n",
-       "      <th>is_budget_year</th>\n",
-       "      <th>inspection_budget_share</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>13975</td>\n",
-       "      <td>4055</td>\n",
-       "      <td>69.42</td>\n",
-       "      <td>18.90</td>\n",
-       "      <td>5720</td>\n",
-       "      <td>1009</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21.42</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16,477.00</td>\n",
-       "      <td>210,293.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>130.60</td>\n",
-       "      <td>0.41</td>\n",
-       "      <td>18.47</td>\n",
-       "      <td>11.71</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.61</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>18022</td>\n",
-       "      <td>6153</td>\n",
-       "      <td>83.52</td>\n",
-       "      <td>56.80</td>\n",
-       "      <td>4380</td>\n",
-       "      <td>767</td>\n",
-       "      <td>0</td>\n",
-       "      <td>44.36</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6,792.00</td>\n",
-       "      <td>77,855.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>120.30</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>17.20</td>\n",
-       "      <td>10.91</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.61</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>23826</td>\n",
-       "      <td>9109</td>\n",
-       "      <td>85.61</td>\n",
-       "      <td>53.50</td>\n",
-       "      <td>5766</td>\n",
-       "      <td>997</td>\n",
-       "      <td>0</td>\n",
-       "      <td>64.46</td>\n",
-       "      <td>...</td>\n",
-       "      <td>28,694.00</td>\n",
-       "      <td>1,045,727.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>131.00</td>\n",
-       "      <td>0.24</td>\n",
-       "      <td>17.56</td>\n",
-       "      <td>9.85</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.64</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>19790</td>\n",
-       "      <td>6447</td>\n",
-       "      <td>84.97</td>\n",
-       "      <td>79.80</td>\n",
-       "      <td>3593</td>\n",
-       "      <td>902</td>\n",
-       "      <td>4</td>\n",
-       "      <td>49.37</td>\n",
-       "      <td>...</td>\n",
-       "      <td>73,651.00</td>\n",
-       "      <td>988,740.00</td>\n",
-       "      <td>13,232.00</td>\n",
-       "      <td>137.40</td>\n",
-       "      <td>0.18</td>\n",
-       "      <td>21.95</td>\n",
-       "      <td>11.12</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>01</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>26006</td>\n",
-       "      <td>8716</td>\n",
-       "      <td>85.52</td>\n",
-       "      <td>122.90</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>1019</td>\n",
-       "      <td>5</td>\n",
-       "      <td>27.43</td>\n",
-       "      <td>...</td>\n",
-       "      <td>41,752.00</td>\n",
-       "      <td>1,165,481.00</td>\n",
-       "      <td>54,037.00</td>\n",
-       "      <td>153.40</td>\n",
-       "      <td>0.19</td>\n",
-       "      <td>26.06</td>\n",
-       "      <td>17.28</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.60</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 34 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  district  year  total_inspections  unique_wells  compliance_rate  \\\n",
-       "0       01  2016              13975          4055            69.42   \n",
-       "1       01  2017              18022          6153            83.52   \n",
-       "2       01  2018              23826          9109            85.61   \n",
-       "3       01  2019              19790          6447            84.97   \n",
-       "4       01  2020              26006          8716            85.52   \n",
-       "\n",
-       "   avg_days_between_inspections  total_violations  \\\n",
-       "0                         18.90              5720   \n",
-       "1                         56.80              4380   \n",
-       "2                         53.50              5766   \n",
-       "3                         79.80              3593   \n",
-       "4                        122.90              4838   \n",
-       "\n",
-       "   unique_wells_with_violations  major_violations  resolution_rate  ...  \\\n",
-       "0                          1009                 0            21.42  ...   \n",
-       "1                           767                 0            44.36  ...   \n",
-       "2                           997                 0            64.46  ...   \n",
-       "3                           902                 4            49.37  ...   \n",
-       "4                          1019                 5            27.43  ...   \n",
-       "\n",
-       "   erd_travel  erd_other_operating  erd_capital_exp  erd_fte  \\\n",
-       "0   16,477.00           210,293.00             0.00   130.60   \n",
-       "1    6,792.00            77,855.00             0.00   120.30   \n",
-       "2   28,694.00         1,045,727.00             0.00   131.00   \n",
-       "3   73,651.00           988,740.00        13,232.00   137.40   \n",
-       "4   41,752.00         1,165,481.00        54,037.00   153.40   \n",
-       "\n",
-       "   violations_per_inspection  ogi_budget_m  erd_budget_m  post_2019  \\\n",
-       "0                       0.41         18.47         11.71          0   \n",
-       "1                       0.24         17.20         10.91          0   \n",
-       "2                       0.24         17.56          9.85          0   \n",
-       "3                       0.18         21.95         11.12          1   \n",
-       "4                       0.19         26.06         17.28          1   \n",
-       "\n",
-       "   is_budget_year  inspection_budget_share  \n",
-       "0               0                     0.61  \n",
-       "1               0                     0.61  \n",
-       "2               0                     0.64  \n",
-       "3               0                     0.66  \n",
-       "4               0                     0.60  \n",
-       "\n",
-       "[5 rows x 34 columns]"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ── Wide budget: one row per year with ogi_ / erd_ prefixed columns ──────────\n",
     "ogi_wide = ogi.drop(columns=\"strategy\").add_prefix(\"ogi_\")\n",
@@ -2080,7 +1046,8 @@
     "panel[\"ogi_budget_m\"]              = panel[\"ogi_total_budget\"] / 1_000_000   # dollars → millions\n",
     "panel[\"erd_budget_m\"]              = panel[\"erd_total_budget\"] / 1_000_000\n",
     "panel[\"post_2019\"]                 = (panel[\"year\"] >= 2019).astype(int)\n",
-    "panel[\"is_budget_year\"]            = (panel[\"year\"] == 2024).astype(int)\n",
+    "# 2024 = budget estimate; 2025 = no budget data — exclude both from regressions\n",
+    "panel[\"is_budget_year\"]            = (panel[\"year\"] >= 2024).astype(int)\n",
     "\n",
     "# Goal ambiguity: share of combined budget going to the inspection mission.\n",
     "# Higher share = clearer mission focus; lower share = more goal ambiguity.\n",
@@ -2233,7 +1200,7 @@
     "\n",
     "This study draws on two primary data sources. The first is the Texas Railroad Commission\n",
     "(RRC) Oil and Gas Division administrative database, accessed via a PostGIS spatial data\n",
-    "warehouse. Inspection records span fiscal years 2016–2023 and encompass approximately\n",
+    "warehouse. Inspection records span fiscal years 2016–2025 and encompass approximately\n",
     "1.9 million inspection events distributed across 13 RRC administrative districts;\n",
     "violation records include approximately 193,000 enforcement actions. From the inspections\n",
     "table, district-year aggregates are constructed for three regulatory output measures:\n",
@@ -2259,7 +1226,9 @@
     "### Sample and Panel Construction\n",
     "\n",
     "The unit of analysis is the **district-year**. The analytic panel contains\n",
-    "**N = 104 observations** (13 districts × 8 years, 2016–2023). Because RRC budget\n",
+    "**N = 104 observations** (13 districts × 8 years, 2016–2023; years 2024 and\n",
+    "2025 are included in descriptive analyses but excluded from regression models\n",
+    "because budget actuals are unavailable for those years). Because RRC budget\n",
     "appropriations are reported at the statewide level, budget and FTE variables enter the\n",
     "panel as year-varying but district-invariant covariates. Identification of budget effects\n",
     "therefore relies on year-to-year variation in statewide appropriations rather than\n",
@@ -2394,7 +1363,8 @@
     "variation that could indicate omitted spatial processes or spillovers across district\n",
     "boundaries.\n",
     "\n",
-    "All regressions exclude the fiscal year 2024 observation. Fiscal year 2017 recorded the\n",
+    "All regressions exclude fiscal years 2024 (budget estimate) and 2025 (no\n",
+    "budget data), retaining 2016–2023 as the regression sample. Fiscal year 2017 recorded the\n",
     "lowest OGI budget over the study period ($17.20M) and is retained as a within-sample\n",
     "data point; the 2017 dip in budget coincides with slightly lower average inspections per\n",
     "district, consistent with the capacity hypothesis.\n"