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elbertwang3/pge.ipynb

Created July 17, 2019 20:35
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pge.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime, timedelta\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('data.csv')\n",
"hr = pd.read_csv('data-1EaxW.csv')"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"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>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Distribution</td>\n",
" <td>116973302</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>4/7/2019</td>\n",
" <td>4/10/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Distribution</td>\n",
" <td>116734367</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>3/14/2019</td>\n",
" <td>3/14/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Distribution</td>\n",
" <td>117038560</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>4/16/2019</td>\n",
" <td>4/16/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Substation</td>\n",
" <td>117026044</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>4/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Distribution</td>\n",
" <td>116967565</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>4/5/2019</td>\n",
" <td>5/29/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Distribution</td>\n",
" <td>117133977</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>5/1/2019</td>\n",
" <td>5/29/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Distribution</td>\n",
" <td>117155792</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>5/3/2019</td>\n",
" <td>5/3/2019</td>\n",
" <td>Open</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Distribution</td>\n",
" <td>116807895</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>3/21/2019</td>\n",
" <td>6/6/2019</td>\n",
" <td>Open</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Substation</td>\n",
" <td>116885195</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Hot Spot</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>5/6/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Substation</td>\n",
" <td>117026228</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/6/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Substation</td>\n",
" <td>117034295</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/17/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Substation</td>\n",
" <td>117034466</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/17/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Substation</td>\n",
" <td>117034677</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/17/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Substation</td>\n",
" <td>117035121</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/6/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Substation</td>\n",
" <td>117035881</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>5/17/2019</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Distribution</td>\n",
" <td>116818056</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>3/23/2019</td>\n",
" <td>4/5/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Distribution</td>\n",
" <td>117011036</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>4/11/2019</td>\n",
" <td>4/15/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Distribution</td>\n",
" <td>117096212</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>4/25/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Distribution</td>\n",
" <td>117147402</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>5/2/2019</td>\n",
" <td>5/2/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Distribution</td>\n",
" <td>117067844</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>4/19/2019</td>\n",
" <td>5/8/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Distribution</td>\n",
" <td>117067845</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>4/19/2019</td>\n",
" <td>5/8/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Distribution</td>\n",
" <td>117068237</td>\n",
" <td>B</td>\n",
" <td>Guy</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>4/19/2019</td>\n",
" <td>5/10/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Distribution</td>\n",
" <td>117083934</td>\n",
" <td>B</td>\n",
" <td>Connector</td>\n",
" <td>Incorrectly Installed</td>\n",
" <td>Replace</td>\n",
" <td>4/23/2019</td>\n",
" <td>5/10/2019</td>\n",
" <td>Closed</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Distribution</td>\n",
" <td>117038581</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>4/16/2019</td>\n",
" <td>6/7/2019</td>\n",
" <td>Open</td>\n",
" <td>Castro Valley</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Transmission</td>\n",
" <td>117015090</td>\n",
" <td>B</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>4/11/2019</td>\n",
" <td>5/20/2019</td>\n",
" <td>Closed</td>\n",
" <td>Fremont</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Transmission</td>\n",
" <td>116590437</td>\n",
" <td>B</td>\n",
" <td>Insulator-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2/23/2019</td>\n",
" <td>5/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>Fremont</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Transmission</td>\n",
" <td>116627445</td>\n",
" <td>A</td>\n",
" <td>Shield Wire / OPGW-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>3/2/2019</td>\n",
" <td>3/4/2019</td>\n",
" <td>Closed</td>\n",
" <td>Hayward</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Distribution</td>\n",
" <td>117109990</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>4/27/2019</td>\n",
" <td>5/16/2019</td>\n",
" <td>Closed</td>\n",
" <td>Hayward</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Transmission</td>\n",
" <td>116623365</td>\n",
" <td>B</td>\n",
" <td>Damper-Steel</td>\n",
" <td>Missing</td>\n",
" <td>Install</td>\n",
" <td>3/1/2019</td>\n",
" <td>5/21/2019</td>\n",
" <td>Closed</td>\n",
" <td>Hayward</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Transmission</td>\n",
" <td>116620455</td>\n",
" <td>B</td>\n",
" <td>Damper-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2/28/2019</td>\n",
" <td>5/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>Hayward</td>\n",
" <td>Alameda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9641</th>\n",
" <td>Substation</td>\n",
" <td>116858169</td>\n",
" <td>B</td>\n",
" <td>Insulators-Ceramic</td>\n",
" <td>Damaged (&lt; entire set)</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>4/30/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9642</th>\n",
" <td>Substation</td>\n",
" <td>116858342</td>\n",
" <td>B</td>\n",
" <td>Insulators-Ceramic</td>\n",
" <td>Damaged (&lt; entire set)</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>5/1/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9643</th>\n",
" <td>Substation</td>\n",
" <td>116858344</td>\n",
" <td>B</td>\n",
" <td>Structure-BUSS</td>\n",
" <td>Damaged (&lt; entire bus sectn)</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>5/13/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9644</th>\n",
" <td>Substation</td>\n",
" <td>116858489</td>\n",
" <td>B</td>\n",
" <td>DC System-BATT</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>4/24/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9645</th>\n",
" <td>Substation</td>\n",
" <td>116869543</td>\n",
" <td>B</td>\n",
" <td>Switch-MOAS</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/25/2019</td>\n",
" <td>5/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9646</th>\n",
" <td>Substation</td>\n",
" <td>116869631</td>\n",
" <td>B</td>\n",
" <td>Measurement &amp; Control-CT/CCVT/PT</td>\n",
" <td>Severe Corr</td>\n",
" <td>Repair</td>\n",
" <td>3/23/2019</td>\n",
" <td>5/21/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9647</th>\n",
" <td>Substation</td>\n",
" <td>116869632</td>\n",
" <td>B</td>\n",
" <td>Structure-Platforms</td>\n",
" <td>Damaged</td>\n",
" <td>Can't Repair</td>\n",
" <td>3/24/2019</td>\n",
" <td>5/27/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9648</th>\n",
" <td>Substation</td>\n",
" <td>116875035</td>\n",
" <td>B</td>\n",
" <td>DC System-BATT</td>\n",
" <td>Low Water Level</td>\n",
" <td>Add Water</td>\n",
" <td>3/25/2019</td>\n",
" <td>4/16/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9649</th>\n",
" <td>Substation</td>\n",
" <td>116875420</td>\n",
" <td>B</td>\n",
" <td>Insulators-Ceramic</td>\n",
" <td>Damaged (entire set)</td>\n",
" <td>Repair</td>\n",
" <td>3/23/2019</td>\n",
" <td>5/9/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9650</th>\n",
" <td>Substation</td>\n",
" <td>116885078</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Station Service</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>3/25/2019</td>\n",
" <td>5/1/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9651</th>\n",
" <td>Substation</td>\n",
" <td>116885191</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Station Service</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>3/25/2019</td>\n",
" <td>5/1/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9652</th>\n",
" <td>Substation</td>\n",
" <td>116941288</td>\n",
" <td>B</td>\n",
" <td>Structure-Support</td>\n",
" <td>Debris</td>\n",
" <td>Clean</td>\n",
" <td>3/24/2019</td>\n",
" <td>5/21/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9653</th>\n",
" <td>Substation</td>\n",
" <td>116949996</td>\n",
" <td>B</td>\n",
" <td>Structure-BUSS</td>\n",
" <td>Severe Deterioration</td>\n",
" <td>Further Assessment</td>\n",
" <td>3/27/2019</td>\n",
" <td>5/29/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9654</th>\n",
" <td>Substation</td>\n",
" <td>116952473</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/28/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9655</th>\n",
" <td>Substation</td>\n",
" <td>116959234</td>\n",
" <td>B</td>\n",
" <td>Miscellaneous-Other</td>\n",
" <td>No associated FDA found</td>\n",
" <td>Repair</td>\n",
" <td>3/27/2019</td>\n",
" <td>5/15/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9656</th>\n",
" <td>Substation</td>\n",
" <td>116962876</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9657</th>\n",
" <td>Substation</td>\n",
" <td>116962905</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>5/13/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9658</th>\n",
" <td>Substation</td>\n",
" <td>116966812</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>5/30/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9659</th>\n",
" <td>Substation</td>\n",
" <td>116967364</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9660</th>\n",
" <td>Substation</td>\n",
" <td>116967366</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9661</th>\n",
" <td>Substation</td>\n",
" <td>116967367</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>4/25/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9662</th>\n",
" <td>Substation</td>\n",
" <td>116967369</td>\n",
" <td>B</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Misaligned</td>\n",
" <td>Adjust</td>\n",
" <td>3/30/2019</td>\n",
" <td>5/29/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9663</th>\n",
" <td>Substation</td>\n",
" <td>116967636</td>\n",
" <td>B</td>\n",
" <td>Station-Fence/Gate (all)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>5/7/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9664</th>\n",
" <td>Substation</td>\n",
" <td>116967639</td>\n",
" <td>B</td>\n",
" <td>Station-Fence/Gate (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>3/30/2019</td>\n",
" <td>5/29/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9665</th>\n",
" <td>Substation</td>\n",
" <td>117023312</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Oil or Gas Level Abnormal</td>\n",
" <td>Repair</td>\n",
" <td>4/6/2019</td>\n",
" <td>5/1/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9666</th>\n",
" <td>Substation</td>\n",
" <td>117113225</td>\n",
" <td>B</td>\n",
" <td>Structure-Support</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>4/6/2019</td>\n",
" <td>5/3/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9667</th>\n",
" <td>Substation</td>\n",
" <td>117113227</td>\n",
" <td>B</td>\n",
" <td>Breaker</td>\n",
" <td>Oil Leak Drip or Stream (not on ground)</td>\n",
" <td>Repair</td>\n",
" <td>4/5/2019</td>\n",
" <td>5/30/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9668</th>\n",
" <td>Substation</td>\n",
" <td>117113542</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Oil or Gas Level Abnormal</td>\n",
" <td>Repair</td>\n",
" <td>4/5/2019</td>\n",
" <td>5/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9669</th>\n",
" <td>Substation</td>\n",
" <td>117113543</td>\n",
" <td>B</td>\n",
" <td>Transformer/Regulator-REGR</td>\n",
" <td>Oil or Gas Level Abnormal</td>\n",
" <td>Repair</td>\n",
" <td>4/5/2019</td>\n",
" <td>5/22/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9670</th>\n",
" <td>Substation</td>\n",
" <td>117129867</td>\n",
" <td>B</td>\n",
" <td>Station-Fence/Gate (all)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>4/5/2019</td>\n",
" <td>5/8/2019</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>9671 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority \\\n",
"0 Distribution 116973302 A \n",
"1 Distribution 116734367 A \n",
"2 Distribution 117038560 A \n",
"3 Substation 117026044 A \n",
"4 Distribution 116967565 B \n",
"5 Distribution 117133977 B \n",
"6 Distribution 117155792 B \n",
"7 Distribution 116807895 B \n",
"8 Substation 116885195 B \n",
"9 Substation 117026228 B \n",
"10 Substation 117034295 B \n",
"11 Substation 117034466 B \n",
"12 Substation 117034677 B \n",
"13 Substation 117035121 B \n",
"14 Substation 117035881 B \n",
"15 Distribution 116818056 A \n",
"16 Distribution 117011036 A \n",
"17 Distribution 117096212 A \n",
"18 Distribution 117147402 A \n",
"19 Distribution 117067844 B \n",
"20 Distribution 117067845 B \n",
"21 Distribution 117068237 B \n",
"22 Distribution 117083934 B \n",
"23 Distribution 117038581 B \n",
"24 Transmission 117015090 B \n",
"25 Transmission 116590437 B \n",
"26 Transmission 116627445 A \n",
"27 Distribution 117109990 B \n",
"28 Transmission 116623365 B \n",
"29 Transmission 116620455 B \n",
"... ... ... ... \n",
"9641 Substation 116858169 B \n",
"9642 Substation 116858342 B \n",
"9643 Substation 116858344 B \n",
"9644 Substation 116858489 B \n",
"9645 Substation 116869543 B \n",
"9646 Substation 116869631 B \n",
"9647 Substation 116869632 B \n",
"9648 Substation 116875035 B \n",
"9649 Substation 116875420 B \n",
"9650 Substation 116885078 B \n",
"9651 Substation 116885191 B \n",
"9652 Substation 116941288 B \n",
"9653 Substation 116949996 B \n",
"9654 Substation 116952473 B \n",
"9655 Substation 116959234 B \n",
"9656 Substation 116962876 B \n",
"9657 Substation 116962905 B \n",
"9658 Substation 116966812 B \n",
"9659 Substation 116967364 B \n",
"9660 Substation 116967366 B \n",
"9661 Substation 116967367 B \n",
"9662 Substation 116967369 B \n",
"9663 Substation 116967636 B \n",
"9664 Substation 116967639 B \n",
"9665 Substation 117023312 B \n",
"9666 Substation 117113225 B \n",
"9667 Substation 117113227 B \n",
"9668 Substation 117113542 B \n",
"9669 Substation 117113543 B \n",
"9670 Substation 117129867 B \n",
"\n",
" Facility Identified \\\n",
"0 Tie Wire \n",
"1 Crossarm \n",
"2 Tie Wire \n",
"3 Transformer/Regulator-REGR \n",
"4 Tree/Vine \n",
"5 Tree/Vine \n",
"6 Pole \n",
"7 Tree/Vine \n",
"8 Transformer/Regulator-REGR \n",
"9 Transformer/Regulator-REGR \n",
"10 Transformer/Regulator-Power TXFR \n",
"11 Transformer/Regulator-Power TXFR \n",
"12 Transformer/Regulator-Power TXFR \n",
"13 Transformer/Regulator-REGR \n",
"14 Transformer/Regulator-Power TXFR \n",
"15 Conductor \n",
"16 Crossarm \n",
"17 Conductor \n",
"18 Conductor \n",
"19 Crossarm \n",
"20 Crossarm \n",
"21 Guy \n",
"22 Connector \n",
"23 Tree/Vine \n",
"24 Structure-Tower \n",
"25 Insulator-Steel \n",
"26 Shield Wire / OPGW-Steel \n",
"27 Conductor \n",
"28 Damper-Steel \n",
"29 Damper-Steel \n",
"... ... \n",
"9641 Insulators-Ceramic \n",
"9642 Insulators-Ceramic \n",
"9643 Structure-BUSS \n",
"9644 DC System-BATT \n",
"9645 Switch-MOAS \n",
"9646 Measurement & Control-CT/CCVT/PT \n",
"9647 Structure-Platforms \n",
"9648 DC System-BATT \n",
"9649 Insulators-Ceramic \n",
"9650 Transformer/Regulator-Station Service \n",
"9651 Transformer/Regulator-Station Service \n",
"9652 Structure-Support \n",
"9653 Structure-BUSS \n",
"9654 Switch-ARSW \n",
"9655 Miscellaneous-Other \n",
"9656 Switch-ARSW \n",
"9657 Switch-ARSW \n",
"9658 Switch-ARSW \n",
"9659 Switch-ARSW \n",
"9660 Switch-ARSW \n",
"9661 Switch-ARSW \n",
"9662 Switch-ARSW \n",
"9663 Station-Fence/Gate (all) \n",
"9664 Station-Fence/Gate (portion) \n",
"9665 Transformer/Regulator-Power TXFR \n",
"9666 Structure-Support \n",
"9667 Breaker \n",
"9668 Transformer/Regulator-REGR \n",
"9669 Transformer/Regulator-REGR \n",
"9670 Station-Fence/Gate (all) \n",
"\n",
" Damage Identified Required Activity \\\n",
"0 Broken/Damaged Replace \n",
"1 Broken/Damaged Replace \n",
"2 Broken/Damaged Replace \n",
"3 Leaks Repair \n",
"4 Clearance Impaired Trim \n",
"5 Overgrown Trim \n",
"6 Decayed/Rotten Replace \n",
"7 Overgrown Trim \n",
"8 Hot Spot Repair \n",
"9 Damaged Repair \n",
"10 Damaged Repair \n",
"11 Damaged Repair \n",
"12 Damaged Repair \n",
"13 Damaged Repair \n",
"14 Damaged Repair \n",
"15 Sag/Clearance Adjust \n",
"16 Decayed/Rotten Replace \n",
"17 Broken/Damaged Repair \n",
"18 Broken/Damaged Replace \n",
"19 Decayed/Rotten Replace \n",
"20 Broken/Damaged Replace \n",
"21 Broken/Damaged Repair \n",
"22 Incorrectly Installed Replace \n",
"23 Clearance Impaired Trim \n",
"24 No Good/Out of Stdrd Repair \n",
"25 No Good/Out of Stdrd Replace \n",
"26 No Good/Out of Stdrd Repair \n",
"27 Broken/Damaged Repair \n",
"28 Missing Install \n",
"29 No Good/Out of Stdrd Replace \n",
"... ... ... \n",
"9641 Damaged (< entire set) Repair \n",
"9642 Damaged (< entire set) Repair \n",
"9643 Damaged (< entire bus sectn) Repair \n",
"9644 Damaged Repair \n",
"9645 Damaged Repair \n",
"9646 Severe Corr Repair \n",
"9647 Damaged Can't Repair \n",
"9648 Low Water Level Add Water \n",
"9649 Damaged (entire set) Repair \n",
"9650 Leaks Repair \n",
"9651 Leaks Repair \n",
"9652 Debris Clean \n",
"9653 Severe Deterioration Further Assessment \n",
"9654 Damaged Repair \n",
"9655 No associated FDA found Repair \n",
"9656 Damaged Repair \n",
"9657 Damaged Repair \n",
"9658 Damaged Repair \n",
"9659 Damaged Repair \n",
"9660 Damaged Repair \n",
"9661 Damaged Repair \n",
"9662 Misaligned Adjust \n",
"9663 Damaged Repair \n",
"9664 Damaged Repair \n",
"9665 Oil or Gas Level Abnormal Repair \n",
"9666 Damaged Repair \n",
"9667 Oil Leak Drip or Stream (not on ground) Repair \n",
"9668 Oil or Gas Level Abnormal Repair \n",
"9669 Oil or Gas Level Abnormal Repair \n",
"9670 Damaged Repair \n",
"\n",
" Date Identified Date Completed Tag Status as of 5/31 City \\\n",
"0 4/7/2019 4/10/2019 Closed Berkeley \n",
"1 3/14/2019 3/14/2019 Closed Berkeley \n",
"2 4/16/2019 4/16/2019 Closed Berkeley \n",
"3 3/28/2019 4/22/2019 Closed Berkeley \n",
"4 4/5/2019 5/29/2019 Closed Berkeley \n",
"5 5/1/2019 5/29/2019 Closed Berkeley \n",
"6 5/3/2019 5/3/2019 Open Berkeley \n",
"7 3/21/2019 6/6/2019 Open Berkeley \n",
"8 3/27/2019 5/6/2019 Closed Berkeley \n",
"9 3/28/2019 5/6/2019 Closed Berkeley \n",
"10 3/28/2019 5/17/2019 Closed Berkeley \n",
"11 3/28/2019 5/17/2019 Closed Berkeley \n",
"12 3/28/2019 5/17/2019 Closed Berkeley \n",
"13 3/28/2019 5/6/2019 Closed Berkeley \n",
"14 3/28/2019 5/17/2019 Closed Berkeley \n",
"15 3/23/2019 4/5/2019 Closed Castro Valley \n",
"16 4/11/2019 4/15/2019 Closed Castro Valley \n",
"17 4/25/2019 4/25/2019 Closed Castro Valley \n",
"18 5/2/2019 5/2/2019 Closed Castro Valley \n",
"19 4/19/2019 5/8/2019 Closed Castro Valley \n",
"20 4/19/2019 5/8/2019 Closed Castro Valley \n",
"21 4/19/2019 5/10/2019 Closed Castro Valley \n",
"22 4/23/2019 5/10/2019 Closed Castro Valley \n",
"23 4/16/2019 6/7/2019 Open Castro Valley \n",
"24 4/11/2019 5/20/2019 Closed Fremont \n",
"25 2/23/2019 5/22/2019 Closed Fremont \n",
"26 3/2/2019 3/4/2019 Closed Hayward \n",
"27 4/27/2019 5/16/2019 Closed Hayward \n",
"28 3/1/2019 5/21/2019 Closed Hayward \n",
"29 2/28/2019 5/22/2019 Closed Hayward \n",
"... ... ... ... ... \n",
"9641 3/27/2019 4/30/2019 Closed NaN \n",
"9642 3/27/2019 5/1/2019 Closed NaN \n",
"9643 3/27/2019 5/13/2019 Closed NaN \n",
"9644 3/27/2019 4/24/2019 Closed NaN \n",
"9645 3/25/2019 5/22/2019 Closed NaN \n",
"9646 3/23/2019 5/21/2019 Closed NaN \n",
"9647 3/24/2019 5/27/2019 Closed NaN \n",
"9648 3/25/2019 4/16/2019 Closed NaN \n",
"9649 3/23/2019 5/9/2019 Closed NaN \n",
"9650 3/25/2019 5/1/2019 Closed NaN \n",
"9651 3/25/2019 5/1/2019 Closed NaN \n",
"9652 3/24/2019 5/21/2019 Closed NaN \n",
"9653 3/27/2019 5/29/2019 Closed NaN \n",
"9654 3/28/2019 4/25/2019 Closed NaN \n",
"9655 3/27/2019 5/15/2019 Closed NaN \n",
"9656 3/30/2019 4/25/2019 Closed NaN \n",
"9657 3/30/2019 5/13/2019 Closed NaN \n",
"9658 3/30/2019 5/30/2019 Closed NaN \n",
"9659 3/30/2019 4/25/2019 Closed NaN \n",
"9660 3/30/2019 4/25/2019 Closed NaN \n",
"9661 3/30/2019 4/25/2019 Closed NaN \n",
"9662 3/30/2019 5/29/2019 Closed NaN \n",
"9663 3/30/2019 5/7/2019 Closed NaN \n",
"9664 3/30/2019 5/29/2019 Closed NaN \n",
"9665 4/6/2019 5/1/2019 Closed NaN \n",
"9666 4/6/2019 5/3/2019 Closed NaN \n",
"9667 4/5/2019 5/30/2019 Closed NaN \n",
"9668 4/5/2019 5/22/2019 Closed NaN \n",
"9669 4/5/2019 5/22/2019 Closed NaN \n",
"9670 4/5/2019 5/8/2019 Closed NaN \n",
"\n",
" County \n",
"0 Alameda \n",
"1 Alameda \n",
"2 Alameda \n",
"3 Alameda \n",
"4 Alameda \n",
"5 Alameda \n",
"6 Alameda \n",
"7 Alameda \n",
"8 Alameda \n",
"9 Alameda \n",
"10 Alameda \n",
"11 Alameda \n",
"12 Alameda \n",
"13 Alameda \n",
"14 Alameda \n",
"15 Alameda \n",
"16 Alameda \n",
"17 Alameda \n",
"18 Alameda \n",
"19 Alameda \n",
"20 Alameda \n",
"21 Alameda \n",
"22 Alameda \n",
"23 Alameda \n",
"24 Alameda \n",
"25 Alameda \n",
"26 Alameda \n",
"27 Alameda \n",
"28 Alameda \n",
"29 Alameda \n",
"... ... \n",
"9641 Yuba \n",
"9642 Yuba \n",
"9643 Yuba \n",
"9644 Yuba \n",
"9645 Yuba \n",
"9646 Yuba \n",
"9647 Yuba \n",
"9648 Yuba \n",
"9649 Yuba \n",
"9650 Yuba \n",
"9651 Yuba \n",
"9652 Yuba \n",
"9653 Yuba \n",
"9654 Yuba \n",
"9655 Yuba \n",
"9656 Yuba \n",
"9657 Yuba \n",
"9658 Yuba \n",
"9659 Yuba \n",
"9660 Yuba \n",
"9661 Yuba \n",
"9662 Yuba \n",
"9663 Yuba \n",
"9664 Yuba \n",
"9665 Yuba \n",
"9666 Yuba \n",
"9667 Yuba \n",
"9668 Yuba \n",
"9669 Yuba \n",
"9670 Yuba \n",
"\n",
"[9671 rows x 11 columns]"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"stillopen = df.loc[df['Tag Status as of 5/31'] == 'Open']\n",
"closed = df.loc[df['Tag Status as of 5/31'] == 'Closed']"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"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>City</th>\n",
" <th>People in VHFH zone</th>\n",
" <th>Pct. of population in VHFH Zone</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Calabasas</td>\n",
" <td>23042</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>La Canada Flintridge</td>\n",
" <td>20048</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Palos Verdes Estates</td>\n",
" <td>13754</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Malibu</td>\n",
" <td>12184</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Crestline</td>\n",
" <td>10742</td>\n",
" <td>100</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" City People in VHFH zone Pct. of population in VHFH Zone\n",
"0 Calabasas 23042 100\n",
"1 La Canada Flintridge 20048 100\n",
"2 Palos Verdes Estates 13754 100\n",
"3 Malibu 12184 100\n",
"4 Crestline 10742 100"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hr.head()"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"df['Issue'] = df['Facility Identified'] + \" \" + df['Damage Identified']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What are the most common types of issues?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Guy Wire-Wood No Good/Out of Stdrd 1512\n",
"Pole Decayed/Rotten 706\n",
"Pole Broken/Damaged 607\n",
"Conductor Broken/Damaged 529\n",
"Structure-Wood No Good/Out of Stdrd 487\n",
"Insulator-Steel No Good/Out of Stdrd 392\n",
"Tree/Vine Clearance Impaired 343\n",
"Crossarm Broken/Damaged 328\n",
"Tree/Vine Overgrown 254\n",
"Structure-Tower No Good/Out of Stdrd 218\n",
"Conductor Floater 195\n",
"Tie Wire Broken/Damaged 175\n",
"Insulator-Wood No Good/Out of Stdrd 158\n",
"Ground Broken/Damaged 138\n",
"Crossarm Decayed/Rotten 134\n",
"Anchor-Wood No Good/Out of Stdrd 122\n",
"Cutout Broken/Damaged 120\n",
"Crossarm-Wood No Good/Out of Stdrd 118\n",
"Conductor Sag/Clearance 113\n",
"Hardware-Tower No Good/Out of Stdrd 104\n",
"OH Facility Idle Facilities 94\n",
"Foundation/Concrete-Tower Earth Covered Tower 94\n",
"Station-Fence/Gate (portion) Damaged 89\n",
"Structure-Wood Rotten 79\n",
"Tie Wire Loose 76\n",
"Conductor Clearance Impaired 73\n",
"Connector Incorrectly Installed 73\n",
"Hardware-Wood No Good/Out of Stdrd 71\n",
"Conductor-Steel No Good/Out of Stdrd 66\n",
"Switch-ARSW Damaged 66\n",
" ... \n",
"Breaker Oil Leak On ground 1\n",
"Structure-Wood Idle 1\n",
"Crossarm-Steel No Good/Out of Stdrd 1\n",
"Streetlight Missing 1\n",
"Structure-Platforms Damaged 1\n",
"Station-Signage (matl <= $500) Damaged 1\n",
"Structure-Tower Anti-Climbing Guard 1\n",
"Structure-Pull Boxes/ Wireways Ground connection 1\n",
"Transformer/Regulator-LTCR Severe Corr 1\n",
"Guy Wire-Steel Missing 1\n",
"Station-Station Alarms In Alarm 1\n",
"DC System-BATT Heavy Corr 1\n",
"Shield Wire / OPGW-Wood No Good/Out of Stdrd 1\n",
"Station-Lighting (portion) Damaged 1\n",
"Transformer/Regulator-REGR Severe Corr 1\n",
"Structure-Support Ground connection 1\n",
"Spacer-Wood No Good/Out of Stdrd 1\n",
"Transformer/Regulator-Power TXFR Bushing (entire set) 1\n",
"Transformer/Regulator-REGR Valves 1\n",
"Protection-Relays Failed 1\n",
"Switch-Fuse Disconnect Damaged (< entire set) 1\n",
"Pole Missing 1\n",
"Pole Floater 1\n",
"Guy Marker Missing 1\n",
"Structure-Wood Woodpecker 1\n",
"DC System-BATT Severe Corr-Safety 1\n",
"Fault Indicators Broken/Damaged 1\n",
"Cutout Flashed 1\n",
"Transformer/Regulator-REGR Temperature Gauges 1\n",
"Structure-BUSS Severe Deterioration 1\n",
"Name: Issue, Length: 269, dtype: int64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Issue'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many A and B issues are there?"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"B 8526\n",
"A 1145\n",
"Name: Tag Priority, dtype: int64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Tag Priority'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many issues are still open?"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Closed 5903\n",
"Open 3768\n",
"Name: Tag Status as of 5/31, dtype: int64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Tag Status as of 5/31'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many A and B issues are still open?"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Tag Priority Tag Status as of 5/31\n",
"A Closed 1085\n",
" Open 60\n",
"B Closed 4818\n",
" Open 3708\n",
"dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['Tag Priority', 'Tag Status as of 5/31']).size()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"df['Date Identified'] = pd.to_datetime(df['Date Identified'])\n",
"df['Date Completed'] = pd.to_datetime(df['Date Completed'])"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"df['Days to Complete'] = (df['Date Completed'] - df['Date Identified']).dt.days\n",
"df['Days open'] = (datetime.today() - df['Date Identified']).dt.days"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How long has it taken to complete issues that are closed?"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(closed['Days to Complete'], bins=30)\n",
"plt.ylabel('Issues');\n",
"plt.xlabel('Days to Complete');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How long have issues that are still open lingered?"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(stillopen['Days open'], bins=30)\n",
"plt.ylabel('Issues');\n",
"plt.xlabel('Days open');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Most A issues are completed immediately, while B issues linger"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Days to complete')"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2)\n",
"closed.loc[closed['Tag Priority'] == 'A'].hist('Days to Complete', bins=40, ax=axes[0], label='A issues', range=(0,170))\n",
"axes[0].set_title('A issues')\n",
"axes[0].set_xlabel('Issues')\n",
"axes[0].set_ylabel('Days to complete')\n",
"closed.loc[closed['Tag Priority'] == 'B'].hist('Days to Complete', bins=40, ax=axes[1], label='B issues', range=(0,170))\n",
"axes[1].set_title('B issues')\n",
"axes[1].set_xlabel('Issues')\n",
"axes[1].set_ylabel('Days to complete')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What issues have taken the longest to fix?"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"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>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5394</th>\n",
" <td>Transmission</td>\n",
" <td>115490562</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Ground Patrol</td>\n",
" <td>2018-12-12</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>168.0</td>\n",
" <td>217</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5381</th>\n",
" <td>Transmission</td>\n",
" <td>115504388</td>\n",
" <td>B</td>\n",
" <td>Anchor-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-13</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Anchor-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>167.0</td>\n",
" <td>216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4949</th>\n",
" <td>Transmission</td>\n",
" <td>115511565</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-15</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Nevada</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>165.0</td>\n",
" <td>214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2931</th>\n",
" <td>Transmission</td>\n",
" <td>115545485</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Lake</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>157.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2932</th>\n",
" <td>Transmission</td>\n",
" <td>115546057</td>\n",
" <td>B</td>\n",
" <td>Ground Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Lake</td>\n",
" <td>Ground Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>157.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4628</th>\n",
" <td>Transmission</td>\n",
" <td>115542014</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4633</th>\n",
" <td>Transmission</td>\n",
" <td>115544056</td>\n",
" <td>B</td>\n",
" <td>Insulator-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Insulator-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4634</th>\n",
" <td>Transmission</td>\n",
" <td>115544055</td>\n",
" <td>B</td>\n",
" <td>Insulator-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Insulator-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5303</th>\n",
" <td>Transmission</td>\n",
" <td>115544008</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4635</th>\n",
" <td>Transmission</td>\n",
" <td>115544071</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4636</th>\n",
" <td>Transmission</td>\n",
" <td>115544078</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>156.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4629</th>\n",
" <td>Transmission</td>\n",
" <td>115561627</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Napa</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>155.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5373</th>\n",
" <td>Transmission</td>\n",
" <td>115544114</td>\n",
" <td>B</td>\n",
" <td>Crossarm-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Crossarm-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>155.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5384</th>\n",
" <td>Transmission</td>\n",
" <td>115543999</td>\n",
" <td>B</td>\n",
" <td>Insulator-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Insulator-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>155.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5319</th>\n",
" <td>Transmission</td>\n",
" <td>115543998</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-21</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>154.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5352</th>\n",
" <td>Transmission</td>\n",
" <td>115582463</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>154.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5338</th>\n",
" <td>Transmission</td>\n",
" <td>115545850</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>154.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5336</th>\n",
" <td>Transmission</td>\n",
" <td>115544367</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5304</th>\n",
" <td>Transmission</td>\n",
" <td>115582395</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-21</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5299</th>\n",
" <td>Transmission</td>\n",
" <td>115544031</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-18</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2919</th>\n",
" <td>Transmission</td>\n",
" <td>115609398</td>\n",
" <td>B</td>\n",
" <td>Anchor-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-28</td>\n",
" <td>2019-05-30</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Lake</td>\n",
" <td>Anchor-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1305</th>\n",
" <td>Transmission</td>\n",
" <td>115607725</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-28</td>\n",
" <td>2019-05-30</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Calaveras</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5719</th>\n",
" <td>Transmission</td>\n",
" <td>115609899</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-28</td>\n",
" <td>2019-05-30</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5367</th>\n",
" <td>Transmission</td>\n",
" <td>115545746</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-21</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Structure-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>153.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5731</th>\n",
" <td>Transmission</td>\n",
" <td>115557874</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Structure-Wood Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>152.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5728</th>\n",
" <td>Transmission</td>\n",
" <td>116582713</td>\n",
" <td>B</td>\n",
" <td>Structure-Wood</td>\n",
" <td>Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Structure-Wood Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>152.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5740</th>\n",
" <td>Transmission</td>\n",
" <td>115557670</td>\n",
" <td>B</td>\n",
" <td>Conductor-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-19</td>\n",
" <td>2019-05-19</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>151.0</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5631</th>\n",
" <td>Transmission</td>\n",
" <td>115610286</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>151.0</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5613</th>\n",
" <td>Transmission</td>\n",
" <td>115610272</td>\n",
" <td>B</td>\n",
" <td>Guy Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Guy Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>151.0</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5708</th>\n",
" <td>Transmission</td>\n",
" <td>115610089</td>\n",
" <td>B</td>\n",
" <td>Ground Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Ground Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>151.0</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6754</th>\n",
" <td>Distribution</td>\n",
" <td>116861299</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-03-29</td>\n",
" <td>Closed</td>\n",
" <td>Felton</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2870</th>\n",
" <td>Distribution</td>\n",
" <td>117339625</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2869</th>\n",
" <td>Distribution</td>\n",
" <td>117145731</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-02</td>\n",
" <td>2019-05-02</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2868</th>\n",
" <td>Distribution</td>\n",
" <td>117136054</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-01</td>\n",
" <td>2019-05-01</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2867</th>\n",
" <td>Distribution</td>\n",
" <td>117097689</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-25</td>\n",
" <td>2019-04-25</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2866</th>\n",
" <td>Distribution</td>\n",
" <td>116955230</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-04</td>\n",
" <td>2019-04-04</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2865</th>\n",
" <td>Distribution</td>\n",
" <td>117033133</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-15</td>\n",
" <td>2019-04-15</td>\n",
" <td>Closed</td>\n",
" <td>Middletown</td>\n",
" <td>Lake</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6757</th>\n",
" <td>Distribution</td>\n",
" <td>117031052</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-15</td>\n",
" <td>2019-04-15</td>\n",
" <td>Closed</td>\n",
" <td>Felton</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3136</th>\n",
" <td>Distribution</td>\n",
" <td>117246527</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-16</td>\n",
" <td>2019-05-16</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3137</th>\n",
" <td>Distribution</td>\n",
" <td>117090829</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-24</td>\n",
" <td>2019-04-24</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3138</th>\n",
" <td>Distribution</td>\n",
" <td>117097725</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-25</td>\n",
" <td>2019-04-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6751</th>\n",
" <td>Distribution</td>\n",
" <td>117065087</td>\n",
" <td>A</td>\n",
" <td>Insulator</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-19</td>\n",
" <td>2019-04-19</td>\n",
" <td>Closed</td>\n",
" <td>Davenport</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Insulator Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3246</th>\n",
" <td>Distribution</td>\n",
" <td>117012153</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-11</td>\n",
" <td>2019-04-11</td>\n",
" <td>Closed</td>\n",
" <td>Yosemite Lakes</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3245</th>\n",
" <td>Distribution</td>\n",
" <td>116989647</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-09</td>\n",
" <td>2019-04-09</td>\n",
" <td>Closed</td>\n",
" <td>Yosemite Lakes</td>\n",
" <td>Madera</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3244</th>\n",
" <td>Distribution</td>\n",
" <td>116948265</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-03</td>\n",
" <td>2019-04-03</td>\n",
" <td>Closed</td>\n",
" <td>Yosemite Lakes</td>\n",
" <td>Madera</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3238</th>\n",
" <td>Distribution</td>\n",
" <td>117091965</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-24</td>\n",
" <td>2019-04-24</td>\n",
" <td>Closed</td>\n",
" <td>Wishon</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3225</th>\n",
" <td>Distribution</td>\n",
" <td>117032341</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-15</td>\n",
" <td>2019-04-15</td>\n",
" <td>Closed</td>\n",
" <td>O'Neals</td>\n",
" <td>Madera</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3154</th>\n",
" <td>Distribution</td>\n",
" <td>117319877</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3139</th>\n",
" <td>Distribution</td>\n",
" <td>117100870</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-25</td>\n",
" <td>2019-04-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3153</th>\n",
" <td>Distribution</td>\n",
" <td>117321781</td>\n",
" <td>A</td>\n",
" <td>Transformer</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Transformer Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3151</th>\n",
" <td>Distribution</td>\n",
" <td>117305738</td>\n",
" <td>A</td>\n",
" <td>Jumper</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Jumper Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3150</th>\n",
" <td>Distribution</td>\n",
" <td>117270509</td>\n",
" <td>A</td>\n",
" <td>Lightning Arrester</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-18</td>\n",
" <td>2019-05-18</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Lightning Arrester Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3146</th>\n",
" <td>Distribution</td>\n",
" <td>117241450</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-05-15</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3145</th>\n",
" <td>Distribution</td>\n",
" <td>117231693</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3144</th>\n",
" <td>Distribution</td>\n",
" <td>117192935</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-09</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3140</th>\n",
" <td>Distribution</td>\n",
" <td>117098374</td>\n",
" <td>A</td>\n",
" <td>OH Facility</td>\n",
" <td>Idle Facilities</td>\n",
" <td>De-Energ</td>\n",
" <td>2019-04-25</td>\n",
" <td>2019-04-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>OH Facility Idle Facilities</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3152</th>\n",
" <td>Distribution</td>\n",
" <td>117321083</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>Oakhurst</td>\n",
" <td>Madera</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5705</th>\n",
" <td>Transmission</td>\n",
" <td>115404336</td>\n",
" <td>B</td>\n",
" <td>Emergency-Wood</td>\n",
" <td>Other</td>\n",
" <td>Replace</td>\n",
" <td>2018-11-20</td>\n",
" <td>2018-11-19</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Emergency-Wood Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>-1.0</td>\n",
" <td>239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1687</th>\n",
" <td>Transmission</td>\n",
" <td>116500998</td>\n",
" <td>B</td>\n",
" <td>Hardware-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-02-19</td>\n",
" <td>2019-02-18</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Contra Costa</td>\n",
" <td>Hardware-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>-1.0</td>\n",
" <td>148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1688</th>\n",
" <td>Transmission</td>\n",
" <td>116500997</td>\n",
" <td>B</td>\n",
" <td>Crossarm-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2019-02-19</td>\n",
" <td>2019-02-18</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Contra Costa</td>\n",
" <td>Crossarm-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>-1.0</td>\n",
" <td>148</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5903 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"5394 Transmission 115490562 B Structure-Wood \n",
"5381 Transmission 115504388 B Anchor-Wood \n",
"4949 Transmission 115511565 B Guy Wire-Wood \n",
"2931 Transmission 115545485 B Guy Wire-Wood \n",
"2932 Transmission 115546057 B Ground Wire-Wood \n",
"4628 Transmission 115542014 B Structure-Wood \n",
"4633 Transmission 115544056 B Insulator-Wood \n",
"4634 Transmission 115544055 B Insulator-Wood \n",
"5303 Transmission 115544008 B Structure-Wood \n",
"4635 Transmission 115544071 B Guy Wire-Wood \n",
"4636 Transmission 115544078 B Guy Wire-Wood \n",
"4629 Transmission 115561627 B Structure-Wood \n",
"5373 Transmission 115544114 B Crossarm-Wood \n",
"5384 Transmission 115543999 B Insulator-Wood \n",
"5319 Transmission 115543998 B Guy Wire-Wood \n",
"5352 Transmission 115582463 B Guy Wire-Wood \n",
"5338 Transmission 115545850 B Structure-Wood \n",
"5336 Transmission 115544367 B Guy Wire-Wood \n",
"5304 Transmission 115582395 B Guy Wire-Wood \n",
"5299 Transmission 115544031 B Guy Wire-Wood \n",
"2919 Transmission 115609398 B Anchor-Wood \n",
"1305 Transmission 115607725 B Guy Wire-Wood \n",
"5719 Transmission 115609899 B Guy Wire-Wood \n",
"5367 Transmission 115545746 B Structure-Wood \n",
"5731 Transmission 115557874 B Structure-Wood \n",
"5728 Transmission 116582713 B Structure-Wood \n",
"5740 Transmission 115557670 B Conductor-Wood \n",
"5631 Transmission 115610286 B Guy Wire-Wood \n",
"5613 Transmission 115610272 B Guy Wire-Wood \n",
"5708 Transmission 115610089 B Ground Wire-Wood \n",
"... ... ... ... ... \n",
"6754 Distribution 116861299 A Conductor \n",
"2870 Distribution 117339625 A Conductor \n",
"2869 Distribution 117145731 A Conductor \n",
"2868 Distribution 117136054 A Conductor \n",
"2867 Distribution 117097689 A Conductor \n",
"2866 Distribution 116955230 A Conductor \n",
"2865 Distribution 117033133 A Conductor \n",
"6757 Distribution 117031052 A Conductor \n",
"3136 Distribution 117246527 A Crossarm \n",
"3137 Distribution 117090829 A Conductor \n",
"3138 Distribution 117097725 A Pole \n",
"6751 Distribution 117065087 A Insulator \n",
"3246 Distribution 117012153 A Conductor \n",
"3245 Distribution 116989647 A Cutout \n",
"3244 Distribution 116948265 A Pole \n",
"3238 Distribution 117091965 A Conductor \n",
"3225 Distribution 117032341 A Pole \n",
"3154 Distribution 117319877 A Conductor \n",
"3139 Distribution 117100870 A Conductor \n",
"3153 Distribution 117321781 A Transformer \n",
"3151 Distribution 117305738 A Jumper \n",
"3150 Distribution 117270509 A Lightning Arrester \n",
"3146 Distribution 117241450 A Conductor \n",
"3145 Distribution 117231693 A Conductor \n",
"3144 Distribution 117192935 A Cutout \n",
"3140 Distribution 117098374 A OH Facility \n",
"3152 Distribution 117321083 A Conductor \n",
"5705 Transmission 115404336 B Emergency-Wood \n",
"1687 Transmission 116500998 B Hardware-Tower \n",
"1688 Transmission 116500997 B Crossarm-Tower \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"5394 No Good/Out of Stdrd Ground Patrol 2018-12-12 2019-05-29 \n",
"5381 No Good/Out of Stdrd Repair 2018-12-13 2019-05-29 \n",
"4949 No Good/Out of Stdrd Repair 2018-12-15 2019-05-29 \n",
"2931 No Good/Out of Stdrd Repair 2018-12-19 2019-05-25 \n",
"2932 No Good/Out of Stdrd Repair 2018-12-19 2019-05-25 \n",
"4628 No Good/Out of Stdrd Repair 2018-12-18 2019-05-23 \n",
"4633 No Good/Out of Stdrd Repair 2018-12-18 2019-05-23 \n",
"4634 No Good/Out of Stdrd Repair 2018-12-18 2019-05-23 \n",
"5303 No Good/Out of Stdrd Repair 2018-12-18 2019-05-23 \n",
"4635 No Good/Out of Stdrd Repair 2018-12-18 2019-05-23 \n",
"4636 No Good/Out of Stdrd Replace 2018-12-18 2019-05-23 \n",
"4629 No Good/Out of Stdrd Repair 2018-12-19 2019-05-23 \n",
"5373 No Good/Out of Stdrd Repair 2018-12-18 2019-05-22 \n",
"5384 No Good/Out of Stdrd Repair 2018-12-18 2019-05-22 \n",
"5319 No Good/Out of Stdrd Repair 2018-12-18 2019-05-21 \n",
"5352 No Good/Out of Stdrd Repair 2018-12-19 2019-05-22 \n",
"5338 No Good/Out of Stdrd Repair 2018-12-19 2019-05-22 \n",
"5336 No Good/Out of Stdrd Repair 2018-12-18 2019-05-20 \n",
"5304 No Good/Out of Stdrd Repair 2018-12-19 2019-05-21 \n",
"5299 No Good/Out of Stdrd Repair 2018-12-18 2019-05-20 \n",
"2919 No Good/Out of Stdrd Repair 2018-12-28 2019-05-30 \n",
"1305 No Good/Out of Stdrd Repair 2018-12-28 2019-05-30 \n",
"5719 No Good/Out of Stdrd Repair 2018-12-28 2019-05-30 \n",
"5367 No Good/Out of Stdrd Repair 2018-12-19 2019-05-21 \n",
"5731 Rotten Replace 2018-12-19 2019-05-20 \n",
"5728 Rotten Replace 2018-12-19 2019-05-20 \n",
"5740 No Good/Out of Stdrd Repair 2018-12-19 2019-05-19 \n",
"5631 No Good/Out of Stdrd Repair 2018-12-29 2019-05-29 \n",
"5613 No Good/Out of Stdrd Repair 2018-12-29 2019-05-29 \n",
"5708 No Good/Out of Stdrd Repair 2018-12-29 2019-05-29 \n",
"... ... ... ... ... \n",
"6754 Floater Repair 2019-03-29 2019-03-29 \n",
"2870 Broken/Damaged Repair 2019-05-29 2019-05-29 \n",
"2869 Broken/Damaged Replace 2019-05-02 2019-05-02 \n",
"2868 Broken/Damaged Replace 2019-05-01 2019-05-01 \n",
"2867 Broken/Damaged Repair 2019-04-25 2019-04-25 \n",
"2866 Broken/Damaged Repair 2019-04-04 2019-04-04 \n",
"2865 Broken/Damaged Repair 2019-04-15 2019-04-15 \n",
"6757 Broken/Damaged Repair 2019-04-15 2019-04-15 \n",
"3136 Decayed/Rotten Replace 2019-05-16 2019-05-16 \n",
"3137 Broken/Damaged Repair 2019-04-24 2019-04-24 \n",
"3138 Broken/Damaged Replace 2019-04-25 2019-04-25 \n",
"6751 Broken/Damaged Replace 2019-04-19 2019-04-19 \n",
"3246 Broken/Damaged Repair 2019-04-11 2019-04-11 \n",
"3245 Broken/Damaged Replace 2019-04-09 2019-04-09 \n",
"3244 Broken/Damaged Replace 2019-04-03 2019-04-03 \n",
"3238 Broken/Damaged Repair 2019-04-24 2019-04-24 \n",
"3225 Broken/Damaged Replace 2019-04-15 2019-04-15 \n",
"3154 Broken/Damaged Repair 2019-05-25 2019-05-25 \n",
"3139 Broken/Damaged Repair 2019-04-25 2019-04-25 \n",
"3153 Broken/Damaged Repair 2019-05-25 2019-05-25 \n",
"3151 Clearance Impaired Adjust 2019-05-23 2019-05-23 \n",
"3150 Broken/Damaged Replace 2019-05-18 2019-05-18 \n",
"3146 Broken/Damaged Repair 2019-05-15 2019-05-15 \n",
"3145 Broken/Damaged Repair 2019-05-14 2019-05-14 \n",
"3144 Broken/Damaged Replace 2019-05-09 2019-05-09 \n",
"3140 Idle Facilities De-Energ 2019-04-25 2019-04-25 \n",
"3152 Broken/Damaged Repair 2019-05-25 2019-05-25 \n",
"5705 Other Replace 2018-11-20 2018-11-19 \n",
"1687 No Good/Out of Stdrd Replace 2019-02-19 2019-02-18 \n",
"1688 No Good/Out of Stdrd Repair 2019-02-19 2019-02-18 \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"5394 Closed NaN Placer \n",
"5381 Closed NaN Placer \n",
"4949 Closed NaN Nevada \n",
"2931 Closed NaN Lake \n",
"2932 Closed NaN Lake \n",
"4628 Closed NaN Napa \n",
"4633 Closed NaN Napa \n",
"4634 Closed NaN Napa \n",
"5303 Closed NaN Placer \n",
"4635 Closed NaN Napa \n",
"4636 Closed NaN Napa \n",
"4629 Closed NaN Napa \n",
"5373 Closed NaN Placer \n",
"5384 Closed NaN Placer \n",
"5319 Closed NaN Placer \n",
"5352 Closed NaN Placer \n",
"5338 Closed NaN Placer \n",
"5336 Closed NaN Placer \n",
"5304 Closed NaN Placer \n",
"5299 Closed NaN Placer \n",
"2919 Closed NaN Lake \n",
"1305 Closed NaN Calaveras \n",
"5719 Closed NaN Plumas \n",
"5367 Closed NaN Placer \n",
"5731 Closed NaN Plumas \n",
"5728 Closed NaN Plumas \n",
"5740 Closed NaN Plumas \n",
"5631 Closed NaN Plumas \n",
"5613 Closed NaN Plumas \n",
"5708 Closed NaN Plumas \n",
"... ... ... ... \n",
"6754 Closed Felton Santa Cruz \n",
"2870 Closed Middletown Lake \n",
"2869 Closed Middletown Lake \n",
"2868 Closed Middletown Lake \n",
"2867 Closed Middletown Lake \n",
"2866 Closed Middletown Lake \n",
"2865 Closed Middletown Lake \n",
"6757 Closed Felton Santa Cruz \n",
"3136 Closed Oakhurst Madera \n",
"3137 Closed Oakhurst Madera \n",
"3138 Closed Oakhurst Madera \n",
"6751 Closed Davenport Santa Cruz \n",
"3246 Closed Yosemite Lakes Madera \n",
"3245 Closed Yosemite Lakes Madera \n",
"3244 Closed Yosemite Lakes Madera \n",
"3238 Closed Wishon Madera \n",
"3225 Closed O'Neals Madera \n",
"3154 Closed Oakhurst Madera \n",
"3139 Closed Oakhurst Madera \n",
"3153 Closed Oakhurst Madera \n",
"3151 Closed Oakhurst Madera \n",
"3150 Closed Oakhurst Madera \n",
"3146 Closed Oakhurst Madera \n",
"3145 Closed Oakhurst Madera \n",
"3144 Closed Oakhurst Madera \n",
"3140 Closed Oakhurst Madera \n",
"3152 Closed Oakhurst Madera \n",
"5705 Closed NaN Plumas \n",
"1687 Closed NaN Contra Costa \n",
"1688 Closed NaN Contra Costa \n",
"\n",
" Issue today \\\n",
"5394 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5381 Anchor-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4949 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"2931 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"2932 Ground Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4628 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4633 Insulator-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4634 Insulator-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5303 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4635 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4636 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4629 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5373 Crossarm-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5384 Insulator-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5319 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5352 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5338 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5336 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5304 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5299 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"2919 Anchor-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"1305 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5719 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5367 Structure-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5731 Structure-Wood Rotten 2019-07-17 16:12:59.837427 \n",
"5728 Structure-Wood Rotten 2019-07-17 16:12:59.837427 \n",
"5740 Conductor-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5631 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5613 Guy Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5708 Ground Wire-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"... ... ... \n",
"6754 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"2870 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2869 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2868 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2867 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2866 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2865 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"6757 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3136 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"3137 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3138 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"6751 Insulator Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3246 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3245 Cutout Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3244 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3238 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3225 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3154 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3139 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3153 Transformer Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3151 Jumper Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"3150 Lightning Arrester Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3146 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3145 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3144 Cutout Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3140 OH Facility Idle Facilities 2019-07-17 16:12:59.837427 \n",
"3152 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"5705 Emergency-Wood Other 2019-07-17 16:12:59.837427 \n",
"1687 Hardware-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"1688 Crossarm-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"\n",
" Days to Complete Days open \n",
"5394 168.0 217 \n",
"5381 167.0 216 \n",
"4949 165.0 214 \n",
"2931 157.0 210 \n",
"2932 157.0 210 \n",
"4628 156.0 211 \n",
"4633 156.0 211 \n",
"4634 156.0 211 \n",
"5303 156.0 211 \n",
"4635 156.0 211 \n",
"4636 156.0 211 \n",
"4629 155.0 210 \n",
"5373 155.0 211 \n",
"5384 155.0 211 \n",
"5319 154.0 211 \n",
"5352 154.0 210 \n",
"5338 154.0 210 \n",
"5336 153.0 211 \n",
"5304 153.0 210 \n",
"5299 153.0 211 \n",
"2919 153.0 201 \n",
"1305 153.0 201 \n",
"5719 153.0 201 \n",
"5367 153.0 210 \n",
"5731 152.0 210 \n",
"5728 152.0 210 \n",
"5740 151.0 210 \n",
"5631 151.0 200 \n",
"5613 151.0 200 \n",
"5708 151.0 200 \n",
"... ... ... \n",
"6754 0.0 110 \n",
"2870 0.0 49 \n",
"2869 0.0 76 \n",
"2868 0.0 77 \n",
"2867 0.0 83 \n",
"2866 0.0 104 \n",
"2865 0.0 93 \n",
"6757 0.0 93 \n",
"3136 0.0 62 \n",
"3137 0.0 84 \n",
"3138 0.0 83 \n",
"6751 0.0 89 \n",
"3246 0.0 97 \n",
"3245 0.0 99 \n",
"3244 0.0 105 \n",
"3238 0.0 84 \n",
"3225 0.0 93 \n",
"3154 0.0 53 \n",
"3139 0.0 83 \n",
"3153 0.0 53 \n",
"3151 0.0 55 \n",
"3150 0.0 60 \n",
"3146 0.0 63 \n",
"3145 0.0 64 \n",
"3144 0.0 69 \n",
"3140 0.0 83 \n",
"3152 0.0 53 \n",
"5705 -1.0 239 \n",
"1687 -1.0 148 \n",
"1688 -1.0 148 \n",
"\n",
"[5903 rows x 15 columns]"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"closed.sort_values(['Days to Complete'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What A issues have taken the longest to fix?"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5292</th>\n",
" <td>Transmission</td>\n",
" <td>116487956</td>\n",
" <td>A</td>\n",
" <td>Tie Wire-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-07</td>\n",
" <td>2019-04-13</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Tie Wire-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>96.0</td>\n",
" <td>191</td>\n",
" </tr>\n",
" <tr>\n",
" <th>716</th>\n",
" <td>Transmission</td>\n",
" <td>115343503</td>\n",
" <td>A</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>2018-11-13</td>\n",
" <td>2019-02-07</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Other Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>86.0</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>709</th>\n",
" <td>Transmission</td>\n",
" <td>115347910</td>\n",
" <td>A</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-11-14</td>\n",
" <td>2019-02-07</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Structure-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>85.0</td>\n",
" <td>245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>714</th>\n",
" <td>Transmission</td>\n",
" <td>115375931</td>\n",
" <td>A</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-11-18</td>\n",
" <td>2019-02-07</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Structure-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>81.0</td>\n",
" <td>241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5076</th>\n",
" <td>Substation</td>\n",
" <td>117012561</td>\n",
" <td>A</td>\n",
" <td>Station-Ground grid (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-25</td>\n",
" <td>2019-05-31</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Nevada</td>\n",
" <td>Station-Ground grid (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>67.0</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>718</th>\n",
" <td>Transmission</td>\n",
" <td>115343527</td>\n",
" <td>A</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>2018-11-13</td>\n",
" <td>2019-01-18</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Other Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>66.0</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5882</th>\n",
" <td>Substation</td>\n",
" <td>117048483</td>\n",
" <td>A</td>\n",
" <td>Station-Ground grid (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-30</td>\n",
" <td>2019-05-31</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Station-Ground grid (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>62.0</td>\n",
" <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8191</th>\n",
" <td>Distribution</td>\n",
" <td>116869277</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>Guerneville</td>\n",
" <td>Sonoma</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>61.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2312</th>\n",
" <td>Distribution</td>\n",
" <td>116983046</td>\n",
" <td>A</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Remove</td>\n",
" <td>2019-04-08</td>\n",
" <td>2019-05-30</td>\n",
" <td>Closed</td>\n",
" <td>Garberville</td>\n",
" <td>Humboldt</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>52.0</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2238</th>\n",
" <td>Substation</td>\n",
" <td>117049677</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Sudden Pressure</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-09</td>\n",
" <td>2019-05-31</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Fresno</td>\n",
" <td>Transformer/Regulator-Power TXFR Sudden Pressure</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>52.0</td>\n",
" <td>99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>482</th>\n",
" <td>Substation</td>\n",
" <td>116977591</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Station Service</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-06</td>\n",
" <td>2019-05-24</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Amador</td>\n",
" <td>Transformer/Regulator-Station Service Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>48.0</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2041</th>\n",
" <td>Substation</td>\n",
" <td>117037139</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-27</td>\n",
" <td>2019-05-13</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>El Dorado</td>\n",
" <td>Transformer/Regulator-Power TXFR Leaks</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>47.0</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5881</th>\n",
" <td>Substation</td>\n",
" <td>117047094</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-14</td>\n",
" <td>2019-05-31</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Transformer/Regulator-Power TXFR Leaks</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>47.0</td>\n",
" <td>94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4758</th>\n",
" <td>Distribution</td>\n",
" <td>116825860</td>\n",
" <td>A</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Remove</td>\n",
" <td>2019-03-25</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Nevada City</td>\n",
" <td>Nevada</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>46.0</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9545</th>\n",
" <td>Distribution</td>\n",
" <td>116834934</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-26</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Browns Valley</td>\n",
" <td>Yuba</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>45.0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8093</th>\n",
" <td>Distribution</td>\n",
" <td>116873127</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-30</td>\n",
" <td>2019-05-14</td>\n",
" <td>Closed</td>\n",
" <td>Cazadero</td>\n",
" <td>Sonoma</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>45.0</td>\n",
" <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>973</th>\n",
" <td>Substation</td>\n",
" <td>116845528</td>\n",
" <td>A</td>\n",
" <td>DC System-BATT</td>\n",
" <td>Heavy Corr</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-26</td>\n",
" <td>2019-05-09</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>DC System-BATT Heavy Corr</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>44.0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5074</th>\n",
" <td>Substation</td>\n",
" <td>116939641</td>\n",
" <td>A</td>\n",
" <td>Station-Ground grid (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-25</td>\n",
" <td>2019-05-08</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Nevada</td>\n",
" <td>Station-Ground grid (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>44.0</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4661</th>\n",
" <td>Distribution</td>\n",
" <td>116863575</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>2019-03-28</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Grass Valley</td>\n",
" <td>Nevada</td>\n",
" <td>Conductor Sag/Clearance</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>111</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8529</th>\n",
" <td>Substation</td>\n",
" <td>116960890</td>\n",
" <td>A</td>\n",
" <td>Station-Lighting (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-25</td>\n",
" <td>2019-05-07</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Sonoma</td>\n",
" <td>Station-Lighting (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1735</th>\n",
" <td>Distribution</td>\n",
" <td>116861473</td>\n",
" <td>A</td>\n",
" <td>Insulator</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-05-11</td>\n",
" <td>Closed</td>\n",
" <td>Diamond Springs</td>\n",
" <td>El Dorado</td>\n",
" <td>Insulator Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2759</th>\n",
" <td>Distribution</td>\n",
" <td>116864826</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-28</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Clearlake</td>\n",
" <td>Lake</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>111</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5141</th>\n",
" <td>Distribution</td>\n",
" <td>116864274</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-28</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Auburn</td>\n",
" <td>Placer</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>111</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3875</th>\n",
" <td>Distribution</td>\n",
" <td>117037376</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-16</td>\n",
" <td>2019-05-28</td>\n",
" <td>Closed</td>\n",
" <td>Piercy</td>\n",
" <td>Mendocino</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>42.0</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5883</th>\n",
" <td>Substation</td>\n",
" <td>117081720</td>\n",
" <td>A</td>\n",
" <td>Breaker</td>\n",
" <td>Doesn't Alarm</td>\n",
" <td>Investigate</td>\n",
" <td>2019-04-02</td>\n",
" <td>2019-05-14</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Breaker Doesn't Alarm</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>42.0</td>\n",
" <td>106</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2239</th>\n",
" <td>Substation</td>\n",
" <td>117041633</td>\n",
" <td>A</td>\n",
" <td>Switch-ARSW</td>\n",
" <td>Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-30</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Fresno</td>\n",
" <td>Switch-ARSW Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>41.0</td>\n",
" <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2037</th>\n",
" <td>Substation</td>\n",
" <td>116884963</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-05-09</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>El Dorado</td>\n",
" <td>Transformer/Regulator-Power TXFR Leaks</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>41.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2036</th>\n",
" <td>Substation</td>\n",
" <td>116884909</td>\n",
" <td>A</td>\n",
" <td>Transformer/Regulator-Power TXFR</td>\n",
" <td>Leaks</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-05-09</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>El Dorado</td>\n",
" <td>Transformer/Regulator-Power TXFR Leaks</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>41.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5579</th>\n",
" <td>Transmission</td>\n",
" <td>115762087</td>\n",
" <td>A</td>\n",
" <td>Insulator-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-26</td>\n",
" <td>2019-03-08</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Insulator-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>41.0</td>\n",
" <td>172</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1767</th>\n",
" <td>Distribution</td>\n",
" <td>117033549</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-15</td>\n",
" <td>2019-05-26</td>\n",
" <td>Closed</td>\n",
" <td>Georgetown</td>\n",
" <td>El Dorado</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>41.0</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1247</th>\n",
" <td>Distribution</td>\n",
" <td>117318082</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Closed</td>\n",
" <td>West Point</td>\n",
" <td>Calaveras</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5912</th>\n",
" <td>Distribution</td>\n",
" <td>117191266</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-09</td>\n",
" <td>Closed</td>\n",
" <td>Aromas</td>\n",
" <td>San Benito</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5223</th>\n",
" <td>Distribution</td>\n",
" <td>116718878</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-12</td>\n",
" <td>2019-03-12</td>\n",
" <td>Closed</td>\n",
" <td>Foresthill</td>\n",
" <td>Placer</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5916</th>\n",
" <td>Distribution</td>\n",
" <td>117221273</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Closed</td>\n",
" <td>Paicines</td>\n",
" <td>San Benito</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5937</th>\n",
" <td>Transmission</td>\n",
" <td>115692551</td>\n",
" <td>A</td>\n",
" <td>Emergency-Wood</td>\n",
" <td>Other</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-16</td>\n",
" <td>2019-01-16</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>San Joaquin</td>\n",
" <td>Emergency-Wood Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5940</th>\n",
" <td>Distribution</td>\n",
" <td>116802823</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-21</td>\n",
" <td>2019-03-21</td>\n",
" <td>Closed</td>\n",
" <td>Arroyo Grande</td>\n",
" <td>San Luis Obispo</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1246</th>\n",
" <td>Distribution</td>\n",
" <td>117299453</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>West Point</td>\n",
" <td>Calaveras</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6010</th>\n",
" <td>Distribution</td>\n",
" <td>116866130</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-29</td>\n",
" <td>2019-03-29</td>\n",
" <td>Closed</td>\n",
" <td>Cambria</td>\n",
" <td>San Luis Obispo</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6011</th>\n",
" <td>Distribution</td>\n",
" <td>117049256</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-17</td>\n",
" <td>2019-04-17</td>\n",
" <td>Closed</td>\n",
" <td>Cambria</td>\n",
" <td>San Luis Obispo</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6023</th>\n",
" <td>Distribution</td>\n",
" <td>116719873</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-13</td>\n",
" <td>2019-03-13</td>\n",
" <td>Closed</td>\n",
" <td>Los Osos</td>\n",
" <td>San Luis Obispo</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1275</th>\n",
" <td>Distribution</td>\n",
" <td>117323088</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-26</td>\n",
" <td>2019-05-26</td>\n",
" <td>Closed</td>\n",
" <td>Wilseyville</td>\n",
" <td>Calaveras</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1377</th>\n",
" <td>Distribution</td>\n",
" <td>117299206</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Calaveras</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5557</th>\n",
" <td>Distribution</td>\n",
" <td>117166718</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-06</td>\n",
" <td>2019-05-06</td>\n",
" <td>Closed</td>\n",
" <td>Taylorsville</td>\n",
" <td>Plumas</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5544</th>\n",
" <td>Distribution</td>\n",
" <td>117046695</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-17</td>\n",
" <td>2019-04-17</td>\n",
" <td>Closed</td>\n",
" <td>Strawberry Valley</td>\n",
" <td>Plumas</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5224</th>\n",
" <td>Distribution</td>\n",
" <td>116727319</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-13</td>\n",
" <td>2019-03-13</td>\n",
" <td>Closed</td>\n",
" <td>Foresthill</td>\n",
" <td>Placer</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5235</th>\n",
" <td>Distribution</td>\n",
" <td>116632869</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-04</td>\n",
" <td>2019-03-04</td>\n",
" <td>Closed</td>\n",
" <td>Lincoln</td>\n",
" <td>Placer</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5265</th>\n",
" <td>Distribution</td>\n",
" <td>116952188</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-03</td>\n",
" <td>2019-04-03</td>\n",
" <td>Closed</td>\n",
" <td>Newcastle</td>\n",
" <td>Placer</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1433</th>\n",
" <td>Distribution</td>\n",
" <td>116748478</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-16</td>\n",
" <td>2019-03-16</td>\n",
" <td>Closed</td>\n",
" <td>Lafayette</td>\n",
" <td>Contra Costa</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5267</th>\n",
" <td>Distribution</td>\n",
" <td>117039513</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-16</td>\n",
" <td>2019-04-16</td>\n",
" <td>Closed</td>\n",
" <td>Newcastle</td>\n",
" <td>Placer</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1432</th>\n",
" <td>Distribution</td>\n",
" <td>116748382</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-16</td>\n",
" <td>2019-03-16</td>\n",
" <td>Closed</td>\n",
" <td>Lafayette</td>\n",
" <td>Contra Costa</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5294</th>\n",
" <td>Transmission</td>\n",
" <td>115645399</td>\n",
" <td>A</td>\n",
" <td>Crossarm-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2019-01-05</td>\n",
" <td>2019-01-05</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Placer</td>\n",
" <td>Crossarm-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1411</th>\n",
" <td>Distribution</td>\n",
" <td>117103405</td>\n",
" <td>A</td>\n",
" <td>Transformer</td>\n",
" <td>Leaks/Seeps/Weeps</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-26</td>\n",
" <td>2019-04-26</td>\n",
" <td>Closed</td>\n",
" <td>Diablo</td>\n",
" <td>Contra Costa</td>\n",
" <td>Transformer Leaks/Seeps/Weeps</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1406</th>\n",
" <td>Distribution</td>\n",
" <td>117240790</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-05-15</td>\n",
" <td>Closed</td>\n",
" <td>Crockett</td>\n",
" <td>Contra Costa</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1397</th>\n",
" <td>Distribution</td>\n",
" <td>117154123</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-03</td>\n",
" <td>2019-05-03</td>\n",
" <td>Closed</td>\n",
" <td>Clayton</td>\n",
" <td>Contra Costa</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1389</th>\n",
" <td>Distribution</td>\n",
" <td>116742324</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-15</td>\n",
" <td>2019-03-15</td>\n",
" <td>Closed</td>\n",
" <td>Berkeley</td>\n",
" <td>Contra Costa</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5512</th>\n",
" <td>Distribution</td>\n",
" <td>117221901</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Closed</td>\n",
" <td>Canyon Dam</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5521</th>\n",
" <td>Distribution</td>\n",
" <td>117142930</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-01</td>\n",
" <td>2019-05-01</td>\n",
" <td>Closed</td>\n",
" <td>Greenville</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5531</th>\n",
" <td>Distribution</td>\n",
" <td>117121545</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-29</td>\n",
" <td>2019-04-29</td>\n",
" <td>Closed</td>\n",
" <td>Quincy</td>\n",
" <td>Plumas</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5532</th>\n",
" <td>Distribution</td>\n",
" <td>117134770</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-01</td>\n",
" <td>2019-05-01</td>\n",
" <td>Closed</td>\n",
" <td>Quincy</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4667</th>\n",
" <td>Distribution</td>\n",
" <td>116805360</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-03-21</td>\n",
" <td>2019-03-21</td>\n",
" <td>Closed</td>\n",
" <td>Grass Valley</td>\n",
" <td>Nevada</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>118</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1085 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority \\\n",
"5292 Transmission 116487956 A \n",
"716 Transmission 115343503 A \n",
"709 Transmission 115347910 A \n",
"714 Transmission 115375931 A \n",
"5076 Substation 117012561 A \n",
"718 Transmission 115343527 A \n",
"5882 Substation 117048483 A \n",
"8191 Distribution 116869277 A \n",
"2312 Distribution 116983046 A \n",
"2238 Substation 117049677 A \n",
"482 Substation 116977591 A \n",
"2041 Substation 117037139 A \n",
"5881 Substation 117047094 A \n",
"4758 Distribution 116825860 A \n",
"9545 Distribution 116834934 A \n",
"8093 Distribution 116873127 A \n",
"973 Substation 116845528 A \n",
"5074 Substation 116939641 A \n",
"4661 Distribution 116863575 A \n",
"8529 Substation 116960890 A \n",
"1735 Distribution 116861473 A \n",
"2759 Distribution 116864826 A \n",
"5141 Distribution 116864274 A \n",
"3875 Distribution 117037376 A \n",
"5883 Substation 117081720 A \n",
"2239 Substation 117041633 A \n",
"2037 Substation 116884963 A \n",
"2036 Substation 116884909 A \n",
"5579 Transmission 115762087 A \n",
"1767 Distribution 117033549 A \n",
"... ... ... ... \n",
"1247 Distribution 117318082 A \n",
"5912 Distribution 117191266 A \n",
"5223 Distribution 116718878 A \n",
"5916 Distribution 117221273 A \n",
"5937 Transmission 115692551 A \n",
"5940 Distribution 116802823 A \n",
"1246 Distribution 117299453 A \n",
"6010 Distribution 116866130 A \n",
"6011 Distribution 117049256 A \n",
"6023 Distribution 116719873 A \n",
"1275 Distribution 117323088 A \n",
"1377 Distribution 117299206 A \n",
"5557 Distribution 117166718 A \n",
"5544 Distribution 117046695 A \n",
"5224 Distribution 116727319 A \n",
"5235 Distribution 116632869 A \n",
"5265 Distribution 116952188 A \n",
"1433 Distribution 116748478 A \n",
"5267 Distribution 117039513 A \n",
"1432 Distribution 116748382 A \n",
"5294 Transmission 115645399 A \n",
"1411 Distribution 117103405 A \n",
"1406 Distribution 117240790 A \n",
"1397 Distribution 117154123 A \n",
"1389 Distribution 116742324 A \n",
"5512 Distribution 117221901 A \n",
"5521 Distribution 117142930 A \n",
"5531 Distribution 117121545 A \n",
"5532 Distribution 117134770 A \n",
"4667 Distribution 116805360 A \n",
"\n",
" Facility Identified Damage Identified \\\n",
"5292 Tie Wire-Wood No Good/Out of Stdrd \n",
"716 Other Other \n",
"709 Structure-Tower No Good/Out of Stdrd \n",
"714 Structure-Tower No Good/Out of Stdrd \n",
"5076 Station-Ground grid (portion) Damaged \n",
"718 Other Other \n",
"5882 Station-Ground grid (portion) Damaged \n",
"8191 Conductor Floater \n",
"2312 Tree/Vine Overgrown \n",
"2238 Transformer/Regulator-Power TXFR Sudden Pressure \n",
"482 Transformer/Regulator-Station Service Damaged \n",
"2041 Transformer/Regulator-Power TXFR Leaks \n",
"5881 Transformer/Regulator-Power TXFR Leaks \n",
"4758 Tree/Vine Clearance Impaired \n",
"9545 Pole Broken/Damaged \n",
"8093 Conductor Floater \n",
"973 DC System-BATT Heavy Corr \n",
"5074 Station-Ground grid (portion) Damaged \n",
"4661 Conductor Sag/Clearance \n",
"8529 Station-Lighting (portion) Damaged \n",
"1735 Insulator Broken/Damaged \n",
"2759 Pole Broken/Damaged \n",
"5141 Crossarm Broken/Damaged \n",
"3875 Conductor Broken/Damaged \n",
"5883 Breaker Doesn't Alarm \n",
"2239 Switch-ARSW Damaged \n",
"2037 Transformer/Regulator-Power TXFR Leaks \n",
"2036 Transformer/Regulator-Power TXFR Leaks \n",
"5579 Insulator-Steel No Good/Out of Stdrd \n",
"1767 Tie Wire Broken/Damaged \n",
"... ... ... \n",
"1247 Conductor Floater \n",
"5912 Conductor Floater \n",
"5223 Conductor Floater \n",
"5916 Pole Broken/Damaged \n",
"5937 Emergency-Wood Other \n",
"5940 Conductor Floater \n",
"1246 Cutout Broken/Damaged \n",
"6010 Crossarm Broken/Damaged \n",
"6011 Crossarm Broken/Damaged \n",
"6023 Conductor Floater \n",
"1275 Crossarm Broken/Damaged \n",
"1377 Crossarm Broken/Damaged \n",
"5557 Cutout Broken/Damaged \n",
"5544 Tie Wire Broken/Damaged \n",
"5224 Conductor Floater \n",
"5235 Crossarm Broken/Damaged \n",
"5265 Conductor Floater \n",
"1433 Tie Wire Broken/Damaged \n",
"5267 Conductor Broken/Damaged \n",
"1432 Tie Wire Broken/Damaged \n",
"5294 Crossarm-Wood No Good/Out of Stdrd \n",
"1411 Transformer Leaks/Seeps/Weeps \n",
"1406 Crossarm Broken/Damaged \n",
"1397 Cutout Broken/Damaged \n",
"1389 Crossarm Decayed/Rotten \n",
"5512 Conductor Floater \n",
"5521 Conductor Floater \n",
"5531 Pole Broken/Damaged \n",
"5532 Conductor Floater \n",
"4667 Conductor Floater \n",
"\n",
" Required Activity Date Identified Date Completed Tag Status as of 5/31 \\\n",
"5292 Replace 2019-01-07 2019-04-13 Closed \n",
"716 Other 2018-11-13 2019-02-07 Closed \n",
"709 Repair 2018-11-14 2019-02-07 Closed \n",
"714 Repair 2018-11-18 2019-02-07 Closed \n",
"5076 Repair 2019-03-25 2019-05-31 Closed \n",
"718 Other 2018-11-13 2019-01-18 Closed \n",
"5882 Repair 2019-03-30 2019-05-31 Closed \n",
"8191 Repair 2019-03-29 2019-05-29 Closed \n",
"2312 Remove 2019-04-08 2019-05-30 Closed \n",
"2238 Repair 2019-04-09 2019-05-31 Closed \n",
"482 Repair 2019-04-06 2019-05-24 Closed \n",
"2041 Repair 2019-03-27 2019-05-13 Closed \n",
"5881 Repair 2019-04-14 2019-05-31 Closed \n",
"4758 Remove 2019-03-25 2019-05-10 Closed \n",
"9545 Replace 2019-03-26 2019-05-10 Closed \n",
"8093 Repair 2019-03-30 2019-05-14 Closed \n",
"973 Repair 2019-03-26 2019-05-09 Closed \n",
"5074 Repair 2019-03-25 2019-05-08 Closed \n",
"4661 Adjust 2019-03-28 2019-05-10 Closed \n",
"8529 Repair 2019-03-25 2019-05-07 Closed \n",
"1735 Replace 2019-03-29 2019-05-11 Closed \n",
"2759 Replace 2019-03-28 2019-05-10 Closed \n",
"5141 Replace 2019-03-28 2019-05-10 Closed \n",
"3875 Repair 2019-04-16 2019-05-28 Closed \n",
"5883 Investigate 2019-04-02 2019-05-14 Closed \n",
"2239 Repair 2019-03-30 2019-05-10 Closed \n",
"2037 Repair 2019-03-29 2019-05-09 Closed \n",
"2036 Repair 2019-03-29 2019-05-09 Closed \n",
"5579 Replace 2019-01-26 2019-03-08 Closed \n",
"1767 Replace 2019-04-15 2019-05-26 Closed \n",
"... ... ... ... ... \n",
"1247 Repair 2019-05-24 2019-05-24 Closed \n",
"5912 Repair 2019-05-09 2019-05-09 Closed \n",
"5223 Repair 2019-03-12 2019-03-12 Closed \n",
"5916 Replace 2019-05-13 2019-05-13 Closed \n",
"5937 Replace 2019-01-16 2019-01-16 Closed \n",
"5940 Repair 2019-03-21 2019-03-21 Closed \n",
"1246 Replace 2019-05-22 2019-05-22 Closed \n",
"6010 Replace 2019-03-29 2019-03-29 Closed \n",
"6011 Replace 2019-04-17 2019-04-17 Closed \n",
"6023 Repair 2019-03-13 2019-03-13 Closed \n",
"1275 Replace 2019-05-26 2019-05-26 Closed \n",
"1377 Replace 2019-05-22 2019-05-22 Closed \n",
"5557 Replace 2019-05-06 2019-05-06 Closed \n",
"5544 Replace 2019-04-17 2019-04-17 Closed \n",
"5224 Repair 2019-03-13 2019-03-13 Closed \n",
"5235 Replace 2019-03-04 2019-03-04 Closed \n",
"5265 Repair 2019-04-03 2019-04-03 Closed \n",
"1433 Replace 2019-03-16 2019-03-16 Closed \n",
"5267 Replace 2019-04-16 2019-04-16 Closed \n",
"1432 Replace 2019-03-16 2019-03-16 Closed \n",
"5294 Repair 2019-01-05 2019-01-05 Closed \n",
"1411 Replace 2019-04-26 2019-04-26 Closed \n",
"1406 Replace 2019-05-15 2019-05-15 Closed \n",
"1397 Replace 2019-05-03 2019-05-03 Closed \n",
"1389 Replace 2019-03-15 2019-03-15 Closed \n",
"5512 Repair 2019-05-13 2019-05-13 Closed \n",
"5521 Repair 2019-05-01 2019-05-01 Closed \n",
"5531 Replace 2019-04-29 2019-04-29 Closed \n",
"5532 Repair 2019-05-01 2019-05-01 Closed \n",
"4667 Repair 2019-03-21 2019-03-21 Closed \n",
"\n",
" City County \\\n",
"5292 NaN Placer \n",
"716 NaN Butte \n",
"709 NaN Butte \n",
"714 NaN Butte \n",
"5076 NaN Nevada \n",
"718 NaN Butte \n",
"5882 NaN Plumas \n",
"8191 Guerneville Sonoma \n",
"2312 Garberville Humboldt \n",
"2238 NaN Fresno \n",
"482 NaN Amador \n",
"2041 NaN El Dorado \n",
"5881 NaN Plumas \n",
"4758 Nevada City Nevada \n",
"9545 Browns Valley Yuba \n",
"8093 Cazadero Sonoma \n",
"973 NaN Butte \n",
"5074 NaN Nevada \n",
"4661 Grass Valley Nevada \n",
"8529 NaN Sonoma \n",
"1735 Diamond Springs El Dorado \n",
"2759 Clearlake Lake \n",
"5141 Auburn Placer \n",
"3875 Piercy Mendocino \n",
"5883 NaN Plumas \n",
"2239 NaN Fresno \n",
"2037 NaN El Dorado \n",
"2036 NaN El Dorado \n",
"5579 NaN Plumas \n",
"1767 Georgetown El Dorado \n",
"... ... ... \n",
"1247 West Point Calaveras \n",
"5912 Aromas San Benito \n",
"5223 Foresthill Placer \n",
"5916 Paicines San Benito \n",
"5937 NaN San Joaquin \n",
"5940 Arroyo Grande San Luis Obispo \n",
"1246 West Point Calaveras \n",
"6010 Cambria San Luis Obispo \n",
"6011 Cambria San Luis Obispo \n",
"6023 Los Osos San Luis Obispo \n",
"1275 Wilseyville Calaveras \n",
"1377 NaN Calaveras \n",
"5557 Taylorsville Plumas \n",
"5544 Strawberry Valley Plumas \n",
"5224 Foresthill Placer \n",
"5235 Lincoln Placer \n",
"5265 Newcastle Placer \n",
"1433 Lafayette Contra Costa \n",
"5267 Newcastle Placer \n",
"1432 Lafayette Contra Costa \n",
"5294 NaN Placer \n",
"1411 Diablo Contra Costa \n",
"1406 Crockett Contra Costa \n",
"1397 Clayton Contra Costa \n",
"1389 Berkeley Contra Costa \n",
"5512 Canyon Dam Plumas \n",
"5521 Greenville Plumas \n",
"5531 Quincy Plumas \n",
"5532 Quincy Plumas \n",
"4667 Grass Valley Nevada \n",
"\n",
" Issue \\\n",
"5292 Tie Wire-Wood No Good/Out of Stdrd \n",
"716 Other Other \n",
"709 Structure-Tower No Good/Out of Stdrd \n",
"714 Structure-Tower No Good/Out of Stdrd \n",
"5076 Station-Ground grid (portion) Damaged \n",
"718 Other Other \n",
"5882 Station-Ground grid (portion) Damaged \n",
"8191 Conductor Floater \n",
"2312 Tree/Vine Overgrown \n",
"2238 Transformer/Regulator-Power TXFR Sudden Pressure \n",
"482 Transformer/Regulator-Station Service Damaged \n",
"2041 Transformer/Regulator-Power TXFR Leaks \n",
"5881 Transformer/Regulator-Power TXFR Leaks \n",
"4758 Tree/Vine Clearance Impaired \n",
"9545 Pole Broken/Damaged \n",
"8093 Conductor Floater \n",
"973 DC System-BATT Heavy Corr \n",
"5074 Station-Ground grid (portion) Damaged \n",
"4661 Conductor Sag/Clearance \n",
"8529 Station-Lighting (portion) Damaged \n",
"1735 Insulator Broken/Damaged \n",
"2759 Pole Broken/Damaged \n",
"5141 Crossarm Broken/Damaged \n",
"3875 Conductor Broken/Damaged \n",
"5883 Breaker Doesn't Alarm \n",
"2239 Switch-ARSW Damaged \n",
"2037 Transformer/Regulator-Power TXFR Leaks \n",
"2036 Transformer/Regulator-Power TXFR Leaks \n",
"5579 Insulator-Steel No Good/Out of Stdrd \n",
"1767 Tie Wire Broken/Damaged \n",
"... ... \n",
"1247 Conductor Floater \n",
"5912 Conductor Floater \n",
"5223 Conductor Floater \n",
"5916 Pole Broken/Damaged \n",
"5937 Emergency-Wood Other \n",
"5940 Conductor Floater \n",
"1246 Cutout Broken/Damaged \n",
"6010 Crossarm Broken/Damaged \n",
"6011 Crossarm Broken/Damaged \n",
"6023 Conductor Floater \n",
"1275 Crossarm Broken/Damaged \n",
"1377 Crossarm Broken/Damaged \n",
"5557 Cutout Broken/Damaged \n",
"5544 Tie Wire Broken/Damaged \n",
"5224 Conductor Floater \n",
"5235 Crossarm Broken/Damaged \n",
"5265 Conductor Floater \n",
"1433 Tie Wire Broken/Damaged \n",
"5267 Conductor Broken/Damaged \n",
"1432 Tie Wire Broken/Damaged \n",
"5294 Crossarm-Wood No Good/Out of Stdrd \n",
"1411 Transformer Leaks/Seeps/Weeps \n",
"1406 Crossarm Broken/Damaged \n",
"1397 Cutout Broken/Damaged \n",
"1389 Crossarm Decayed/Rotten \n",
"5512 Conductor Floater \n",
"5521 Conductor Floater \n",
"5531 Pole Broken/Damaged \n",
"5532 Conductor Floater \n",
"4667 Conductor Floater \n",
"\n",
" today Days to Complete Days open \n",
"5292 2019-07-17 16:12:59.837427 96.0 191 \n",
"716 2019-07-17 16:12:59.837427 86.0 246 \n",
"709 2019-07-17 16:12:59.837427 85.0 245 \n",
"714 2019-07-17 16:12:59.837427 81.0 241 \n",
"5076 2019-07-17 16:12:59.837427 67.0 114 \n",
"718 2019-07-17 16:12:59.837427 66.0 246 \n",
"5882 2019-07-17 16:12:59.837427 62.0 109 \n",
"8191 2019-07-17 16:12:59.837427 61.0 110 \n",
"2312 2019-07-17 16:12:59.837427 52.0 100 \n",
"2238 2019-07-17 16:12:59.837427 52.0 99 \n",
"482 2019-07-17 16:12:59.837427 48.0 102 \n",
"2041 2019-07-17 16:12:59.837427 47.0 112 \n",
"5881 2019-07-17 16:12:59.837427 47.0 94 \n",
"4758 2019-07-17 16:12:59.837427 46.0 114 \n",
"9545 2019-07-17 16:12:59.837427 45.0 113 \n",
"8093 2019-07-17 16:12:59.837427 45.0 109 \n",
"973 2019-07-17 16:12:59.837427 44.0 113 \n",
"5074 2019-07-17 16:12:59.837427 44.0 114 \n",
"4661 2019-07-17 16:12:59.837427 43.0 111 \n",
"8529 2019-07-17 16:12:59.837427 43.0 114 \n",
"1735 2019-07-17 16:12:59.837427 43.0 110 \n",
"2759 2019-07-17 16:12:59.837427 43.0 111 \n",
"5141 2019-07-17 16:12:59.837427 43.0 111 \n",
"3875 2019-07-17 16:12:59.837427 42.0 92 \n",
"5883 2019-07-17 16:12:59.837427 42.0 106 \n",
"2239 2019-07-17 16:12:59.837427 41.0 109 \n",
"2037 2019-07-17 16:12:59.837427 41.0 110 \n",
"2036 2019-07-17 16:12:59.837427 41.0 110 \n",
"5579 2019-07-17 16:12:59.837427 41.0 172 \n",
"1767 2019-07-17 16:12:59.837427 41.0 93 \n",
"... ... ... ... \n",
"1247 2019-07-17 16:12:59.837427 0.0 54 \n",
"5912 2019-07-17 16:12:59.837427 0.0 69 \n",
"5223 2019-07-17 16:12:59.837427 0.0 127 \n",
"5916 2019-07-17 16:12:59.837427 0.0 65 \n",
"5937 2019-07-17 16:12:59.837427 0.0 182 \n",
"5940 2019-07-17 16:12:59.837427 0.0 118 \n",
"1246 2019-07-17 16:12:59.837427 0.0 56 \n",
"6010 2019-07-17 16:12:59.837427 0.0 110 \n",
"6011 2019-07-17 16:12:59.837427 0.0 91 \n",
"6023 2019-07-17 16:12:59.837427 0.0 126 \n",
"1275 2019-07-17 16:12:59.837427 0.0 52 \n",
"1377 2019-07-17 16:12:59.837427 0.0 56 \n",
"5557 2019-07-17 16:12:59.837427 0.0 72 \n",
"5544 2019-07-17 16:12:59.837427 0.0 91 \n",
"5224 2019-07-17 16:12:59.837427 0.0 126 \n",
"5235 2019-07-17 16:12:59.837427 0.0 135 \n",
"5265 2019-07-17 16:12:59.837427 0.0 105 \n",
"1433 2019-07-17 16:12:59.837427 0.0 123 \n",
"5267 2019-07-17 16:12:59.837427 0.0 92 \n",
"1432 2019-07-17 16:12:59.837427 0.0 123 \n",
"5294 2019-07-17 16:12:59.837427 0.0 193 \n",
"1411 2019-07-17 16:12:59.837427 0.0 82 \n",
"1406 2019-07-17 16:12:59.837427 0.0 63 \n",
"1397 2019-07-17 16:12:59.837427 0.0 75 \n",
"1389 2019-07-17 16:12:59.837427 0.0 124 \n",
"5512 2019-07-17 16:12:59.837427 0.0 65 \n",
"5521 2019-07-17 16:12:59.837427 0.0 77 \n",
"5531 2019-07-17 16:12:59.837427 0.0 79 \n",
"5532 2019-07-17 16:12:59.837427 0.0 77 \n",
"4667 2019-07-17 16:12:59.837427 0.0 118 \n",
"\n",
"[1085 rows x 15 columns]"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"closed.loc[closed['Tag Priority'] == 'A'].sort_values(['Days to Complete'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which A issues that are still open have lingered the longest?"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
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" <th>Days to Complete</th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>1884</th>\n",
" <td>Distribution</td>\n",
" <td>117017669</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-12</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Pollock Pines</td>\n",
" <td>El Dorado</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
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" <tr>\n",
" <th>5546</th>\n",
" <td>Distribution</td>\n",
" <td>117065532</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-19</td>\n",
" <td>2019-06-08</td>\n",
" <td>Open</td>\n",
" <td>Strawberry Valley</td>\n",
" <td>Plumas</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>50.0</td>\n",
" <td>89</td>\n",
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" <tr>\n",
" <th>2094</th>\n",
" <td>Distribution</td>\n",
" <td>117066016</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
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" <td>Replace</td>\n",
" <td>2019-04-19</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Auberry</td>\n",
" <td>Fresno</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>43.0</td>\n",
" <td>89</td>\n",
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" <tr>\n",
" <th>6832</th>\n",
" <td>Distribution</td>\n",
" <td>117134909</td>\n",
" <td>A</td>\n",
" <td>Anchor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-01</td>\n",
" <td>2019-06-08</td>\n",
" <td>Open</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Anchor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>38.0</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1089</th>\n",
" <td>Distribution</td>\n",
" <td>117155448</td>\n",
" <td>A</td>\n",
" <td>Guy</td>\n",
" <td>Loose</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-03</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Dorrington</td>\n",
" <td>Calaveras</td>\n",
" <td>Guy Loose</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>29.0</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9215</th>\n",
" <td>Distribution</td>\n",
" <td>117218626</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Pinecrest</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>20.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9100</th>\n",
" <td>Distribution</td>\n",
" <td>117218330</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Long Barn</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>20.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5545</th>\n",
" <td>Distribution</td>\n",
" <td>117301340</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Strawberry Valley</td>\n",
" <td>Plumas</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>15.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9101</th>\n",
" <td>Distribution</td>\n",
" <td>117306491</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Long Barn</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>13.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1185</th>\n",
" <td>Distribution</td>\n",
" <td>117320518</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Rail Road Flat</td>\n",
" <td>Calaveras</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>10.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1184</th>\n",
" <td>Distribution</td>\n",
" <td>117320455</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>Rail Road Flat</td>\n",
" <td>Calaveras</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>9.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3059</th>\n",
" <td>Distribution</td>\n",
" <td>117327070</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-28</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Coarsegold</td>\n",
" <td>Madera</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>8.0</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1253</th>\n",
" <td>Distribution</td>\n",
" <td>117324748</td>\n",
" <td>A</td>\n",
" <td>Ground</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-27</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>West Point</td>\n",
" <td>Calaveras</td>\n",
" <td>Ground Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>7.0</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6833</th>\n",
" <td>Distribution</td>\n",
" <td>117345759</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-30</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>7.0</td>\n",
" <td>48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7966</th>\n",
" <td>Distribution</td>\n",
" <td>117323420</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-26</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Goodyears Bar</td>\n",
" <td>Sierra</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>6.0</td>\n",
" <td>52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7965</th>\n",
" <td>Distribution</td>\n",
" <td>117323408</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-26</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Goodyears Bar</td>\n",
" <td>Sierra</td>\n",
" <td>Conductor Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>6.0</td>\n",
" <td>52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2313</th>\n",
" <td>Distribution</td>\n",
" <td>117366284</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-31</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>Garberville</td>\n",
" <td>Humboldt</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>3.0</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3249</th>\n",
" <td>Distribution</td>\n",
" <td>117364735</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-31</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Yosemite Lakes</td>\n",
" <td>Madera</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>1.0</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8591</th>\n",
" <td>Distribution</td>\n",
" <td>117087295</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-23</td>\n",
" <td>2019-04-23</td>\n",
" <td>Open</td>\n",
" <td>Cottonwood</td>\n",
" <td>Tehama</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7954</th>\n",
" <td>Distribution</td>\n",
" <td>117274022</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-19</td>\n",
" <td>2019-05-19</td>\n",
" <td>Open</td>\n",
" <td>Downieville</td>\n",
" <td>Sierra</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8590</th>\n",
" <td>Distribution</td>\n",
" <td>117041455</td>\n",
" <td>A</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-16</td>\n",
" <td>2019-04-16</td>\n",
" <td>Open</td>\n",
" <td>Cottonwood</td>\n",
" <td>Tehama</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8592</th>\n",
" <td>Distribution</td>\n",
" <td>117109999</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-27</td>\n",
" <td>2019-04-27</td>\n",
" <td>Open</td>\n",
" <td>Cottonwood</td>\n",
" <td>Tehama</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8193</th>\n",
" <td>Distribution</td>\n",
" <td>116956146</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-04</td>\n",
" <td>2019-04-04</td>\n",
" <td>Open</td>\n",
" <td>Guerneville</td>\n",
" <td>Sonoma</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8637</th>\n",
" <td>Distribution</td>\n",
" <td>117233067</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Mill Creek</td>\n",
" <td>Tehama</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7985</th>\n",
" <td>Distribution</td>\n",
" <td>117269551</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-18</td>\n",
" <td>2019-05-18</td>\n",
" <td>Open</td>\n",
" <td>Sierra City</td>\n",
" <td>Sierra</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7984</th>\n",
" <td>Distribution</td>\n",
" <td>117250175</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-16</td>\n",
" <td>2019-05-16</td>\n",
" <td>Open</td>\n",
" <td>Sierra City</td>\n",
" <td>Sierra</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8593</th>\n",
" <td>Distribution</td>\n",
" <td>117139280</td>\n",
" <td>A</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Remove</td>\n",
" <td>2019-05-01</td>\n",
" <td>2019-05-01</td>\n",
" <td>Open</td>\n",
" <td>Cottonwood</td>\n",
" <td>Tehama</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th>\n",
" <td>Distribution</td>\n",
" <td>117305653</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-05-23</td>\n",
" <td>Open</td>\n",
" <td>Jackson</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7226</th>\n",
" <td>Distribution</td>\n",
" <td>117216070</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Montgomery Creek</td>\n",
" <td>Shasta</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6903</th>\n",
" <td>Distribution</td>\n",
" <td>117362061</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-30</td>\n",
" <td>2019-05-30</td>\n",
" <td>Open</td>\n",
" <td>Soquel</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6677</th>\n",
" <td>Distribution</td>\n",
" <td>117267752</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Aptos</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6676</th>\n",
" <td>Distribution</td>\n",
" <td>117267749</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Aptos</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>201</th>\n",
" <td>Distribution</td>\n",
" <td>117337742</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Open</td>\n",
" <td>Jackson</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3889</th>\n",
" <td>Distribution</td>\n",
" <td>117205893</td>\n",
" <td>A</td>\n",
" <td>OH Facility</td>\n",
" <td>Idle Facilities</td>\n",
" <td>De-Energ</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-09</td>\n",
" <td>Open</td>\n",
" <td>Willits</td>\n",
" <td>Mendocino</td>\n",
" <td>OH Facility Idle Facilities</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2288</th>\n",
" <td>Distribution</td>\n",
" <td>117321012</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-05-25</td>\n",
" <td>Open</td>\n",
" <td>Bridgeville</td>\n",
" <td>Humboldt</td>\n",
" <td>Conductor Sag/Clearance</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970</th>\n",
" <td>Distribution</td>\n",
" <td>117306554</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-05-23</td>\n",
" <td>Open</td>\n",
" <td>Twin Bridges</td>\n",
" <td>El Dorado</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1918</th>\n",
" <td>Distribution</td>\n",
" <td>117342879</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-30</td>\n",
" <td>2019-05-30</td>\n",
" <td>Open</td>\n",
" <td>Shingle Springs</td>\n",
" <td>El Dorado</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1252</th>\n",
" <td>Distribution</td>\n",
" <td>117300874</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Open</td>\n",
" <td>West Point</td>\n",
" <td>Calaveras</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1145</th>\n",
" <td>Distribution</td>\n",
" <td>117259869</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Mountain Ranch</td>\n",
" <td>Calaveras</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1120</th>\n",
" <td>Distribution</td>\n",
" <td>117315606</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Open</td>\n",
" <td>Jackson</td>\n",
" <td>Calaveras</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1032</th>\n",
" <td>Distribution</td>\n",
" <td>117339921</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Open</td>\n",
" <td>Arnold</td>\n",
" <td>Calaveras</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6675</th>\n",
" <td>Distribution</td>\n",
" <td>117267754</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Aptos</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>389</th>\n",
" <td>Transmission</td>\n",
" <td>115601139</td>\n",
" <td>A</td>\n",
" <td>Crossarm-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-27</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>202</td>\n",
" </tr>\n",
" <tr>\n",
" <th>728</th>\n",
" <td>Transmission</td>\n",
" <td>115445853</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>729</th>\n",
" <td>Transmission</td>\n",
" <td>115445945</td>\n",
" <td>A</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Structure-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>730</th>\n",
" <td>Transmission</td>\n",
" <td>115446203</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Butte</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2173</th>\n",
" <td>Transmission</td>\n",
" <td>115656116</td>\n",
" <td>A</td>\n",
" <td>Crossarm-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-08</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Fresno</td>\n",
" <td>Crossarm-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>190</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4405</th>\n",
" <td>Transmission</td>\n",
" <td>115685665</td>\n",
" <td>A</td>\n",
" <td>Conductor-Wood</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-14</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Monterey</td>\n",
" <td>Conductor-Wood No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5583</th>\n",
" <td>Transmission</td>\n",
" <td>115445166</td>\n",
" <td>A</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Structure-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5584</th>\n",
" <td>Transmission</td>\n",
" <td>115445747</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5585</th>\n",
" <td>Transmission</td>\n",
" <td>115772791</td>\n",
" <td>A</td>\n",
" <td>Insulator-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-30</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Insulator-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>168</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5586</th>\n",
" <td>Transmission</td>\n",
" <td>115410939</td>\n",
" <td>A</td>\n",
" <td>Hardware-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-11-26</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Hardware-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5587</th>\n",
" <td>Transmission</td>\n",
" <td>115411033</td>\n",
" <td>A</td>\n",
" <td>Jumper-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-11-26</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Jumper-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5588</th>\n",
" <td>Transmission</td>\n",
" <td>115411032</td>\n",
" <td>A</td>\n",
" <td>Structure-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-11-26</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Structure-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5589</th>\n",
" <td>Transmission</td>\n",
" <td>115774491</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2019-01-30</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>168</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5590</th>\n",
" <td>Transmission</td>\n",
" <td>115439572</td>\n",
" <td>A</td>\n",
" <td>Hardware-Tower</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Replace</td>\n",
" <td>2018-12-01</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Hardware-Tower No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5591</th>\n",
" <td>Transmission</td>\n",
" <td>115439450</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-01</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5592</th>\n",
" <td>Transmission</td>\n",
" <td>115439366</td>\n",
" <td>A</td>\n",
" <td>Conductor-Steel</td>\n",
" <td>No Good/Out of Stdrd</td>\n",
" <td>Repair</td>\n",
" <td>2018-12-01</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Plumas</td>\n",
" <td>Conductor-Steel No Good/Out of Stdrd</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6437</th>\n",
" <td>Transmission</td>\n",
" <td>115683664</td>\n",
" <td>A</td>\n",
" <td>Emergency-Wood</td>\n",
" <td>Other</td>\n",
" <td>Replace</td>\n",
" <td>2019-01-14</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Santa Barbara</td>\n",
" <td>Emergency-Wood Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9452</th>\n",
" <td>Transmission</td>\n",
" <td>115641793</td>\n",
" <td>A</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>Other</td>\n",
" <td>2019-01-04</td>\n",
" <td>NaT</td>\n",
" <td>Open</td>\n",
" <td>NaN</td>\n",
" <td>Tuolumne</td>\n",
" <td>Other Other</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>NaN</td>\n",
" <td>194</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"1884 Distribution 117017669 A Crossarm \n",
"5546 Distribution 117065532 A Tie Wire \n",
"2094 Distribution 117066016 A Pole \n",
"6832 Distribution 117134909 A Anchor \n",
"1089 Distribution 117155448 A Guy \n",
"9215 Distribution 117218626 A Conductor \n",
"9100 Distribution 117218330 A Conductor \n",
"5545 Distribution 117301340 A Pole \n",
"9101 Distribution 117306491 A Conductor \n",
"1185 Distribution 117320518 A Pole \n",
"1184 Distribution 117320455 A Crossarm \n",
"3059 Distribution 117327070 A Cutout \n",
"1253 Distribution 117324748 A Ground \n",
"6833 Distribution 117345759 A Crossarm \n",
"7966 Distribution 117323420 A Conductor \n",
"7965 Distribution 117323408 A Conductor \n",
"2313 Distribution 117366284 A Conductor \n",
"3249 Distribution 117364735 A Pole \n",
"8591 Distribution 117087295 A Conductor \n",
"7954 Distribution 117274022 A Conductor \n",
"8590 Distribution 117041455 A Cutout \n",
"8592 Distribution 117109999 A Crossarm \n",
"8193 Distribution 116956146 A Conductor \n",
"8637 Distribution 117233067 A Conductor \n",
"7985 Distribution 117269551 A Conductor \n",
"7984 Distribution 117250175 A Conductor \n",
"8593 Distribution 117139280 A Tree/Vine \n",
"200 Distribution 117305653 A Conductor \n",
"7226 Distribution 117216070 A Conductor \n",
"6903 Distribution 117362061 A Conductor \n",
"6677 Distribution 117267752 A Pole \n",
"6676 Distribution 117267749 A Pole \n",
"201 Distribution 117337742 A Crossarm \n",
"3889 Distribution 117205893 A OH Facility \n",
"2288 Distribution 117321012 A Conductor \n",
"1970 Distribution 117306554 A Tie Wire \n",
"1918 Distribution 117342879 A Conductor \n",
"1252 Distribution 117300874 A Conductor \n",
"1145 Distribution 117259869 A Pole \n",
"1120 Distribution 117315606 A Tie Wire \n",
"1032 Distribution 117339921 A Crossarm \n",
"6675 Distribution 117267754 A Pole \n",
"389 Transmission 115601139 A Crossarm-Wood \n",
"728 Transmission 115445853 A Conductor-Steel \n",
"729 Transmission 115445945 A Structure-Tower \n",
"730 Transmission 115446203 A Conductor-Steel \n",
"2173 Transmission 115656116 A Crossarm-Wood \n",
"4405 Transmission 115685665 A Conductor-Wood \n",
"5583 Transmission 115445166 A Structure-Tower \n",
"5584 Transmission 115445747 A Conductor-Steel \n",
"5585 Transmission 115772791 A Insulator-Steel \n",
"5586 Transmission 115410939 A Hardware-Steel \n",
"5587 Transmission 115411033 A Jumper-Steel \n",
"5588 Transmission 115411032 A Structure-Tower \n",
"5589 Transmission 115774491 A Conductor-Steel \n",
"5590 Transmission 115439572 A Hardware-Tower \n",
"5591 Transmission 115439450 A Conductor-Steel \n",
"5592 Transmission 115439366 A Conductor-Steel \n",
"6437 Transmission 115683664 A Emergency-Wood \n",
"9452 Transmission 115641793 A Other \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"1884 Broken/Damaged Replace 2019-04-12 2019-06-06 \n",
"5546 Broken/Damaged Replace 2019-04-19 2019-06-08 \n",
"2094 Broken/Damaged Replace 2019-04-19 2019-06-01 \n",
"6832 Broken/Damaged Replace 2019-05-01 2019-06-08 \n",
"1089 Loose Adjust 2019-05-03 2019-06-01 \n",
"9215 Broken/Damaged Repair 2019-05-12 2019-06-01 \n",
"9100 Broken/Damaged Repair 2019-05-12 2019-06-01 \n",
"5545 Broken/Damaged Replace 2019-05-22 2019-06-06 \n",
"9101 Broken/Damaged Repair 2019-05-23 2019-06-05 \n",
"1185 Broken/Damaged Replace 2019-05-25 2019-06-04 \n",
"1184 Decayed/Rotten Replace 2019-05-25 2019-06-03 \n",
"3059 Broken/Damaged Replace 2019-05-28 2019-06-05 \n",
"1253 Broken/Damaged Repair 2019-05-27 2019-06-03 \n",
"6833 Broken/Damaged Replace 2019-05-30 2019-06-06 \n",
"7966 Floater Repair 2019-05-26 2019-06-01 \n",
"7965 Clearance Impaired Adjust 2019-05-26 2019-06-01 \n",
"2313 Broken/Damaged Repair 2019-05-31 2019-06-03 \n",
"3249 Broken/Damaged Replace 2019-05-31 2019-06-01 \n",
"8591 Broken/Damaged Repair 2019-04-23 2019-04-23 \n",
"7954 Broken/Damaged Replace 2019-05-19 2019-05-19 \n",
"8590 Broken/Damaged Repair 2019-04-16 2019-04-16 \n",
"8592 Broken/Damaged Replace 2019-04-27 2019-04-27 \n",
"8193 Broken/Damaged Repair 2019-04-04 2019-04-04 \n",
"8637 Floater Repair 2019-05-14 2019-05-14 \n",
"7985 Floater Repair 2019-05-18 2019-05-18 \n",
"7984 Floater Repair 2019-05-16 2019-05-16 \n",
"8593 Overgrown Remove 2019-05-01 2019-05-01 \n",
"200 Floater Repair 2019-05-23 2019-05-23 \n",
"7226 Floater Repair 2019-05-11 2019-05-11 \n",
"6903 Floater Repair 2019-05-30 2019-05-30 \n",
"6677 Decayed/Rotten Replace 2019-05-17 2019-05-17 \n",
"6676 Decayed/Rotten Replace 2019-05-17 2019-05-17 \n",
"201 Broken/Damaged Replace 2019-05-29 2019-05-29 \n",
"3889 Idle Facilities De-Energ 2019-05-09 2019-05-09 \n",
"2288 Sag/Clearance Adjust 2019-05-25 2019-05-25 \n",
"1970 Broken/Damaged Replace 2019-05-23 2019-05-23 \n",
"1918 Broken/Damaged Repair 2019-05-30 2019-05-30 \n",
"1252 Broken/Damaged Repair 2019-05-22 2019-05-22 \n",
"1145 Decayed/Rotten Replace 2019-05-17 2019-05-17 \n",
"1120 Broken/Damaged Replace 2019-05-24 2019-05-24 \n",
"1032 Broken/Damaged Replace 2019-05-29 2019-05-29 \n",
"6675 Decayed/Rotten Replace 2019-05-17 2019-05-17 \n",
"389 No Good/Out of Stdrd Replace 2018-12-27 NaT \n",
"728 No Good/Out of Stdrd Repair 2018-12-04 NaT \n",
"729 No Good/Out of Stdrd Replace 2018-12-04 NaT \n",
"730 No Good/Out of Stdrd Repair 2018-12-04 NaT \n",
"2173 No Good/Out of Stdrd Replace 2019-01-08 NaT \n",
"4405 No Good/Out of Stdrd Replace 2019-01-14 NaT \n",
"5583 No Good/Out of Stdrd Replace 2018-12-04 NaT \n",
"5584 No Good/Out of Stdrd Repair 2018-12-04 NaT \n",
"5585 No Good/Out of Stdrd Replace 2019-01-30 NaT \n",
"5586 No Good/Out of Stdrd Replace 2018-11-26 NaT \n",
"5587 No Good/Out of Stdrd Repair 2018-11-26 NaT \n",
"5588 No Good/Out of Stdrd Replace 2018-11-26 NaT \n",
"5589 No Good/Out of Stdrd Repair 2019-01-30 NaT \n",
"5590 No Good/Out of Stdrd Replace 2018-12-01 NaT \n",
"5591 No Good/Out of Stdrd Repair 2018-12-01 NaT \n",
"5592 No Good/Out of Stdrd Repair 2018-12-01 NaT \n",
"6437 Other Replace 2019-01-14 NaT \n",
"9452 Other Other 2019-01-04 NaT \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"1884 Open Pollock Pines El Dorado \n",
"5546 Open Strawberry Valley Plumas \n",
"2094 Open Auberry Fresno \n",
"6832 Open Santa Cruz Santa Cruz \n",
"1089 Open Dorrington Calaveras \n",
"9215 Open Pinecrest Tuolumne \n",
"9100 Open Long Barn Tuolumne \n",
"5545 Open Strawberry Valley Plumas \n",
"9101 Open Long Barn Tuolumne \n",
"1185 Open Rail Road Flat Calaveras \n",
"1184 Open Rail Road Flat Calaveras \n",
"3059 Open Coarsegold Madera \n",
"1253 Open West Point Calaveras \n",
"6833 Open Santa Cruz Santa Cruz \n",
"7966 Open Goodyears Bar Sierra \n",
"7965 Open Goodyears Bar Sierra \n",
"2313 Open Garberville Humboldt \n",
"3249 Open Yosemite Lakes Madera \n",
"8591 Open Cottonwood Tehama \n",
"7954 Open Downieville Sierra \n",
"8590 Open Cottonwood Tehama \n",
"8592 Open Cottonwood Tehama \n",
"8193 Open Guerneville Sonoma \n",
"8637 Open Mill Creek Tehama \n",
"7985 Open Sierra City Sierra \n",
"7984 Open Sierra City Sierra \n",
"8593 Open Cottonwood Tehama \n",
"200 Open Jackson Amador \n",
"7226 Open Montgomery Creek Shasta \n",
"6903 Open Soquel Santa Cruz \n",
"6677 Open Aptos Santa Cruz \n",
"6676 Open Aptos Santa Cruz \n",
"201 Open Jackson Amador \n",
"3889 Open Willits Mendocino \n",
"2288 Open Bridgeville Humboldt \n",
"1970 Open Twin Bridges El Dorado \n",
"1918 Open Shingle Springs El Dorado \n",
"1252 Open West Point Calaveras \n",
"1145 Open Mountain Ranch Calaveras \n",
"1120 Open Jackson Calaveras \n",
"1032 Open Arnold Calaveras \n",
"6675 Open Aptos Santa Cruz \n",
"389 Open NaN Amador \n",
"728 Open NaN Butte \n",
"729 Open NaN Butte \n",
"730 Open NaN Butte \n",
"2173 Open NaN Fresno \n",
"4405 Open NaN Monterey \n",
"5583 Open NaN Plumas \n",
"5584 Open NaN Plumas \n",
"5585 Open NaN Plumas \n",
"5586 Open NaN Plumas \n",
"5587 Open NaN Plumas \n",
"5588 Open NaN Plumas \n",
"5589 Open NaN Plumas \n",
"5590 Open NaN Plumas \n",
"5591 Open NaN Plumas \n",
"5592 Open NaN Plumas \n",
"6437 Open NaN Santa Barbara \n",
"9452 Open NaN Tuolumne \n",
"\n",
" Issue today \\\n",
"1884 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"5546 Tie Wire Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"2094 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"6832 Anchor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1089 Guy Loose 2019-07-17 16:12:59.837427 \n",
"9215 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9100 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"5545 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9101 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1185 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1184 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"3059 Cutout Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1253 Ground Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"6833 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"7966 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"7965 Conductor Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"2313 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3249 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"8591 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"7954 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"8590 Cutout Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"8592 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"8193 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"8637 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"7985 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"7984 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"8593 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"200 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"7226 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"6903 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"6677 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"6676 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"201 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"3889 OH Facility Idle Facilities 2019-07-17 16:12:59.837427 \n",
"2288 Conductor Sag/Clearance 2019-07-17 16:12:59.837427 \n",
"1970 Tie Wire Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1918 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1252 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1145 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"1120 Tie Wire Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"1032 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"6675 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"389 Crossarm-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"728 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"729 Structure-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"730 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"2173 Crossarm-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"4405 Conductor-Wood No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5583 Structure-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5584 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5585 Insulator-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5586 Hardware-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5587 Jumper-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5588 Structure-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5589 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5590 Hardware-Tower No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5591 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"5592 Conductor-Steel No Good/Out of Stdrd 2019-07-17 16:12:59.837427 \n",
"6437 Emergency-Wood Other 2019-07-17 16:12:59.837427 \n",
"9452 Other Other 2019-07-17 16:12:59.837427 \n",
"\n",
" Days to Complete Days open \n",
"1884 55.0 96 \n",
"5546 50.0 89 \n",
"2094 43.0 89 \n",
"6832 38.0 77 \n",
"1089 29.0 75 \n",
"9215 20.0 66 \n",
"9100 20.0 66 \n",
"5545 15.0 56 \n",
"9101 13.0 55 \n",
"1185 10.0 53 \n",
"1184 9.0 53 \n",
"3059 8.0 50 \n",
"1253 7.0 51 \n",
"6833 7.0 48 \n",
"7966 6.0 52 \n",
"7965 6.0 52 \n",
"2313 3.0 47 \n",
"3249 1.0 47 \n",
"8591 0.0 85 \n",
"7954 0.0 59 \n",
"8590 0.0 92 \n",
"8592 0.0 81 \n",
"8193 0.0 104 \n",
"8637 0.0 64 \n",
"7985 0.0 60 \n",
"7984 0.0 62 \n",
"8593 0.0 77 \n",
"200 0.0 55 \n",
"7226 0.0 67 \n",
"6903 0.0 48 \n",
"6677 0.0 61 \n",
"6676 0.0 61 \n",
"201 0.0 49 \n",
"3889 0.0 69 \n",
"2288 0.0 53 \n",
"1970 0.0 55 \n",
"1918 0.0 48 \n",
"1252 0.0 56 \n",
"1145 0.0 61 \n",
"1120 0.0 54 \n",
"1032 0.0 49 \n",
"6675 0.0 61 \n",
"389 NaN 202 \n",
"728 NaN 225 \n",
"729 NaN 225 \n",
"730 NaN 225 \n",
"2173 NaN 190 \n",
"4405 NaN 184 \n",
"5583 NaN 225 \n",
"5584 NaN 225 \n",
"5585 NaN 168 \n",
"5586 NaN 233 \n",
"5587 NaN 233 \n",
"5588 NaN 233 \n",
"5589 NaN 168 \n",
"5590 NaN 228 \n",
"5591 NaN 228 \n",
"5592 NaN 228 \n",
"6437 NaN 184 \n",
"9452 NaN 194 "
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stillopen.loc[stillopen['Tag Priority'] == 'A'].sort_values(['Days to Complete'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which counties have the most issues?"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"County\n",
"Shasta 821\n",
"Tuolumne 510\n",
"Butte 497\n",
"Mendocino 493\n",
"Sonoma 493\n",
"Nevada 440\n",
"Santa Cruz 439\n",
"Humboldt 436\n",
"Placer 416\n",
"Plumas 405\n",
"Calaveras 382\n",
"El Dorado 357\n",
"Amador 356\n",
"Contra Costa 337\n",
"San Luis Obispo 312\n",
"Marin 269\n",
"Madera 268\n",
"Trinity 242\n",
"Lake 239\n",
"Monterey 234\n",
"Mariposa 224\n",
"Fresno 183\n",
"Tehama 182\n",
"Santa Clara 176\n",
"San Mateo 158\n",
"Alameda 144\n",
"Yuba 129\n",
"Napa 124\n",
"Santa Barbara 83\n",
"Sierra 77\n",
"Solano 59\n",
"Kern 46\n",
"Lassen 40\n",
"Tulare 33\n",
"San Benito 23\n",
"Glenn 13\n",
"Stanislaus 10\n",
"Colusa 8\n",
"Siskiyou 4\n",
"Yolo 3\n",
"San Francisco 3\n",
"San Joaquin 3\n",
"dtype: int64"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['County']).size().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which cities have the most issues?"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"City\n",
"Sonora 108\n",
"Los Gatos 106\n",
"Oroville 104\n",
"Nevada City 101\n",
"Grass Valley 90\n",
"Oakhurst 89\n",
"Redding 79\n",
"Orinda 77\n",
"Santa Rosa 76\n",
"Placerville 72\n",
"Redwood City 64\n",
"Cottonwood 62\n",
"Santa Cruz 59\n",
"Mariposa 58\n",
"Oakland 56\n",
"Atascadero 55\n",
"Long Barn 53\n",
"Twain Harte 51\n",
"Kelseyville 50\n",
"Auburn 48\n",
"Arnold 48\n",
"Pioneer 47\n",
"Soquel 46\n",
"North Fork 46\n",
"Boulder Creek 42\n",
"Forestville 41\n",
"Magalia 39\n",
"Pollock Pines 38\n",
"Valley Springs 37\n",
"Tuolumne 37\n",
" ... \n",
"El Portal 1\n",
"Palo Alto 1\n",
"Forest Knolls 1\n",
"Pinole 1\n",
"Foresta 1\n",
"Frazier Park 1\n",
"Friant 1\n",
"New Cuyama 1\n",
"Covelo 1\n",
"Lagunitas 1\n",
"Scotia 1\n",
"Buck Meadows 1\n",
"Burnt Ranch 1\n",
"Burson 1\n",
"Solvang 1\n",
"Calpine 1\n",
"Sherwood Forest 1\n",
"Sheridan 1\n",
"Marina 1\n",
"Kneeland 1\n",
"Rough and Ready 1\n",
"Jenner 1\n",
"Meadow Valley 1\n",
"Hume Lake 1\n",
"San Carlos 1\n",
"Comptche 1\n",
"San Ardo 1\n",
"Hidden Valley Lake 1\n",
"Mount Hamilton 1\n",
"Darrah 1\n",
"Length: 398, dtype: int64"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['City']).size().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many issues are in high fire risk cities?"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>253</th>\n",
" <td>Distribution</td>\n",
" <td>116957345</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-04</td>\n",
" <td>2019-04-04</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>Distribution</td>\n",
" <td>117012261</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-11</td>\n",
" <td>2019-04-16</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>5.0</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>255</th>\n",
" <td>Distribution</td>\n",
" <td>117041998</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-16</td>\n",
" <td>2019-04-16</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256</th>\n",
" <td>Distribution</td>\n",
" <td>117050382</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-04-17</td>\n",
" <td>2019-04-17</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>257</th>\n",
" <td>Distribution</td>\n",
" <td>117195844</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-10</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>1.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>258</th>\n",
" <td>Distribution</td>\n",
" <td>117230868</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>259</th>\n",
" <td>Distribution</td>\n",
" <td>117248831</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-16</td>\n",
" <td>2019-05-16</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>260</th>\n",
" <td>Distribution</td>\n",
" <td>117191943</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>14.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>261</th>\n",
" <td>Distribution</td>\n",
" <td>117239888</td>\n",
" <td>A</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-05-26</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>11.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>Distribution</td>\n",
" <td>117325099</td>\n",
" <td>A</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-27</td>\n",
" <td>2019-05-27</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>263</th>\n",
" <td>Distribution</td>\n",
" <td>116875564</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Remove</td>\n",
" <td>2019-03-31</td>\n",
" <td>2019-04-20</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>20.0</td>\n",
" <td>108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>264</th>\n",
" <td>Distribution</td>\n",
" <td>116971598</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-06</td>\n",
" <td>2019-05-04</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>28.0</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>265</th>\n",
" <td>Distribution</td>\n",
" <td>116877278</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-31</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>50.0</td>\n",
" <td>108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>266</th>\n",
" <td>Distribution</td>\n",
" <td>116877407</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>RayChem</td>\n",
" <td>2019-03-31</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>50.0</td>\n",
" <td>108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>267</th>\n",
" <td>Distribution</td>\n",
" <td>117180252</td>\n",
" <td>B</td>\n",
" <td>Guy</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-07</td>\n",
" <td>2019-05-20</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Guy Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>13.0</td>\n",
" <td>71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>268</th>\n",
" <td>Distribution</td>\n",
" <td>117121843</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-29</td>\n",
" <td>2019-05-21</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>269</th>\n",
" <td>Distribution</td>\n",
" <td>117102617</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-25</td>\n",
" <td>2019-05-23</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>28.0</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>270</th>\n",
" <td>Distribution</td>\n",
" <td>117255219</td>\n",
" <td>B</td>\n",
" <td>Molding</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-25</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Molding Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>8.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>271</th>\n",
" <td>Distribution</td>\n",
" <td>117021453</td>\n",
" <td>B</td>\n",
" <td>Guy</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-04-13</td>\n",
" <td>2019-05-28</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Guy Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>45.0</td>\n",
" <td>95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>272</th>\n",
" <td>Distribution</td>\n",
" <td>117174172</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-06</td>\n",
" <td>2019-05-29</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>23.0</td>\n",
" <td>72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>273</th>\n",
" <td>Distribution</td>\n",
" <td>117240160</td>\n",
" <td>B</td>\n",
" <td>Cutout</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-05-30</td>\n",
" <td>Closed</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Cutout Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>15.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>274</th>\n",
" <td>Distribution</td>\n",
" <td>116841616</td>\n",
" <td>B</td>\n",
" <td>Tie Wire</td>\n",
" <td>Loose</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-26</td>\n",
" <td>2019-03-26</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tie Wire Loose</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>275</th>\n",
" <td>Distribution</td>\n",
" <td>116879680</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Remove</td>\n",
" <td>2019-04-01</td>\n",
" <td>2019-04-01</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>276</th>\n",
" <td>Distribution</td>\n",
" <td>116967655</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-05</td>\n",
" <td>2019-04-05</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>277</th>\n",
" <td>Distribution</td>\n",
" <td>116976321</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-07</td>\n",
" <td>2019-04-07</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>278</th>\n",
" <td>Distribution</td>\n",
" <td>117006159</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-04-10</td>\n",
" <td>2019-04-10</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>Distribution</td>\n",
" <td>117012158</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-11</td>\n",
" <td>2019-04-11</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>280</th>\n",
" <td>Distribution</td>\n",
" <td>117094807</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-24</td>\n",
" <td>2019-04-24</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>281</th>\n",
" <td>Distribution</td>\n",
" <td>117122051</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-04-29</td>\n",
" <td>2019-04-29</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>282</th>\n",
" <td>Distribution</td>\n",
" <td>117162037</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-04</td>\n",
" <td>2019-05-04</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9420</th>\n",
" <td>Distribution</td>\n",
" <td>117197513</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Install CL Pole</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-09</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9421</th>\n",
" <td>Distribution</td>\n",
" <td>117215633</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9422</th>\n",
" <td>Distribution</td>\n",
" <td>117213687</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Pole Top Repair</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9423</th>\n",
" <td>Distribution</td>\n",
" <td>117214615</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9424</th>\n",
" <td>Distribution</td>\n",
" <td>117219215</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-05-12</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9425</th>\n",
" <td>Distribution</td>\n",
" <td>117220243</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Leaning</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-05-12</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Leaning</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9426</th>\n",
" <td>Distribution</td>\n",
" <td>117224517</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Leaning</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Leaning</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9427</th>\n",
" <td>Distribution</td>\n",
" <td>117223620</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9428</th>\n",
" <td>Distribution</td>\n",
" <td>117223993</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9429</th>\n",
" <td>Distribution</td>\n",
" <td>117231147</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9430</th>\n",
" <td>Distribution</td>\n",
" <td>117232238</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9431</th>\n",
" <td>Distribution</td>\n",
" <td>117234265</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9432</th>\n",
" <td>Distribution</td>\n",
" <td>117268012</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-18</td>\n",
" <td>2019-05-18</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9433</th>\n",
" <td>Distribution</td>\n",
" <td>117276616</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-20</td>\n",
" <td>2019-05-20</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9434</th>\n",
" <td>Distribution</td>\n",
" <td>117278895</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-20</td>\n",
" <td>2019-05-20</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9435</th>\n",
" <td>Distribution</td>\n",
" <td>117295201</td>\n",
" <td>B</td>\n",
" <td>Connector</td>\n",
" <td>Incorrectly Installed</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-21</td>\n",
" <td>2019-05-21</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Connector Incorrectly Installed</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9436</th>\n",
" <td>Distribution</td>\n",
" <td>117300312</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Improper Connection</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Improper Connection</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9437</th>\n",
" <td>Distribution</td>\n",
" <td>117314288</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9438</th>\n",
" <td>Distribution</td>\n",
" <td>117315942</td>\n",
" <td>B</td>\n",
" <td>Hardware/Framing</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Hardware/Framing Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9439</th>\n",
" <td>Distribution</td>\n",
" <td>117329763</td>\n",
" <td>B</td>\n",
" <td>Tie Wire</td>\n",
" <td>Loose</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-28</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tie Wire Loose</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>4.0</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9440</th>\n",
" <td>Distribution</td>\n",
" <td>117230934</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>21.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9441</th>\n",
" <td>Distribution</td>\n",
" <td>117183656</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>28.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9442</th>\n",
" <td>Distribution</td>\n",
" <td>117230186</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9443</th>\n",
" <td>Distribution</td>\n",
" <td>117231549</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Sag/Clearance</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9444</th>\n",
" <td>Distribution</td>\n",
" <td>117308550</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Remove</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>13.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9445</th>\n",
" <td>Distribution</td>\n",
" <td>117230281</td>\n",
" <td>B</td>\n",
" <td>Transformer</td>\n",
" <td>Leaks/Seeps/Weeps</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Transformer Leaks/Seeps/Weeps</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>23.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9446</th>\n",
" <td>Distribution</td>\n",
" <td>117242064</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-06-08</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>24.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9447</th>\n",
" <td>Distribution</td>\n",
" <td>117294111</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-21</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>14.0</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9448</th>\n",
" <td>Distribution</td>\n",
" <td>117240930</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9449</th>\n",
" <td>Distribution</td>\n",
" <td>117152886</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-03</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>31.0</td>\n",
" <td>75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>570 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"253 Distribution 116957345 A Crossarm \n",
"254 Distribution 117012261 A Conductor \n",
"255 Distribution 117041998 A Conductor \n",
"256 Distribution 117050382 A Conductor \n",
"257 Distribution 117195844 A Pole \n",
"258 Distribution 117230868 A Conductor \n",
"259 Distribution 117248831 A Conductor \n",
"260 Distribution 117191943 A Pole \n",
"261 Distribution 117239888 A Tie Wire \n",
"262 Distribution 117325099 A Conductor \n",
"263 Distribution 116875564 B Tree/Vine \n",
"264 Distribution 116971598 B Pole \n",
"265 Distribution 116877278 B Crossarm \n",
"266 Distribution 116877407 B Conductor \n",
"267 Distribution 117180252 B Guy \n",
"268 Distribution 117121843 B Crossarm \n",
"269 Distribution 117102617 B Pole \n",
"270 Distribution 117255219 B Molding \n",
"271 Distribution 117021453 B Guy \n",
"272 Distribution 117174172 B Crossarm \n",
"273 Distribution 117240160 B Cutout \n",
"274 Distribution 116841616 B Tie Wire \n",
"275 Distribution 116879680 B Tree/Vine \n",
"276 Distribution 116967655 B Pole \n",
"277 Distribution 116976321 B Pole \n",
"278 Distribution 117006159 B Tree/Vine \n",
"279 Distribution 117012158 B Pole \n",
"280 Distribution 117094807 B Pole \n",
"281 Distribution 117122051 B Tree/Vine \n",
"282 Distribution 117162037 B Pole \n",
"... ... ... ... ... \n",
"9420 Distribution 117197513 B Conductor \n",
"9421 Distribution 117215633 B Pole \n",
"9422 Distribution 117213687 B Pole \n",
"9423 Distribution 117214615 B Pole \n",
"9424 Distribution 117219215 B Pole \n",
"9425 Distribution 117220243 B Pole \n",
"9426 Distribution 117224517 B Pole \n",
"9427 Distribution 117223620 B Conductor \n",
"9428 Distribution 117223993 B Tree/Vine \n",
"9429 Distribution 117231147 B Tree/Vine \n",
"9430 Distribution 117232238 B Tree/Vine \n",
"9431 Distribution 117234265 B Pole \n",
"9432 Distribution 117268012 B Tree/Vine \n",
"9433 Distribution 117276616 B Pole \n",
"9434 Distribution 117278895 B Pole \n",
"9435 Distribution 117295201 B Connector \n",
"9436 Distribution 117300312 B Conductor \n",
"9437 Distribution 117314288 B Pole \n",
"9438 Distribution 117315942 B Hardware/Framing \n",
"9439 Distribution 117329763 B Tie Wire \n",
"9440 Distribution 117230934 B Crossarm \n",
"9441 Distribution 117183656 B Pole \n",
"9442 Distribution 117230186 B Tree/Vine \n",
"9443 Distribution 117231549 B Conductor \n",
"9444 Distribution 117308550 B Tree/Vine \n",
"9445 Distribution 117230281 B Transformer \n",
"9446 Distribution 117242064 B Conductor \n",
"9447 Distribution 117294111 B Pole \n",
"9448 Distribution 117240930 B Conductor \n",
"9449 Distribution 117152886 B Conductor \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"253 Broken/Damaged Replace 2019-04-04 2019-04-04 \n",
"254 Floater Repair 2019-04-11 2019-04-16 \n",
"255 Broken/Damaged Repair 2019-04-16 2019-04-16 \n",
"256 Floater Repair 2019-04-17 2019-04-17 \n",
"257 Broken/Damaged Replace 2019-05-09 2019-05-10 \n",
"258 Broken/Damaged Repair 2019-05-14 2019-05-14 \n",
"259 Broken/Damaged Replace 2019-05-16 2019-05-16 \n",
"260 Decayed/Rotten Replace 2019-05-09 2019-05-23 \n",
"261 Broken/Damaged Replace 2019-05-15 2019-05-26 \n",
"262 Broken/Damaged Repair 2019-05-27 2019-05-27 \n",
"263 Clearance Impaired Remove 2019-03-31 2019-04-20 \n",
"264 Broken/Damaged Replace 2019-04-06 2019-05-04 \n",
"265 Decayed/Rotten Replace 2019-03-31 2019-05-20 \n",
"266 Clearance Impaired RayChem 2019-03-31 2019-05-20 \n",
"267 Broken/Damaged Replace 2019-05-07 2019-05-20 \n",
"268 Broken/Damaged Replace 2019-04-29 2019-05-21 \n",
"269 Broken/Damaged Replace 2019-04-25 2019-05-23 \n",
"270 Broken/Damaged Replace 2019-05-17 2019-05-25 \n",
"271 Overgrown Trim 2019-04-13 2019-05-28 \n",
"272 Broken/Damaged Replace 2019-05-06 2019-05-29 \n",
"273 Broken/Damaged Replace 2019-05-15 2019-05-30 \n",
"274 Loose Replace 2019-03-26 2019-03-26 \n",
"275 Clearance Impaired Remove 2019-04-01 2019-04-01 \n",
"276 Broken/Damaged Replace 2019-04-05 2019-04-05 \n",
"277 Broken/Damaged Replace 2019-04-07 2019-04-07 \n",
"278 Overgrown Trim 2019-04-10 2019-04-10 \n",
"279 Broken/Damaged Replace 2019-04-11 2019-04-11 \n",
"280 Broken/Damaged Replace 2019-04-24 2019-04-24 \n",
"281 Overgrown Trim 2019-04-29 2019-04-29 \n",
"282 Broken/Damaged Replace 2019-05-04 2019-05-04 \n",
"... ... ... ... ... \n",
"9420 Clearance Impaired Install CL Pole 2019-05-09 2019-05-09 \n",
"9421 Broken/Damaged Replace 2019-05-11 2019-05-11 \n",
"9422 Decayed/Rotten Pole Top Repair 2019-05-11 2019-05-11 \n",
"9423 Broken/Damaged Replace 2019-05-11 2019-05-11 \n",
"9424 Decayed/Rotten Replace 2019-05-12 2019-05-12 \n",
"9425 Leaning Replace 2019-05-12 2019-05-12 \n",
"9426 Leaning Replace 2019-05-13 2019-05-13 \n",
"9427 Broken/Damaged Repair 2019-05-13 2019-05-13 \n",
"9428 Clearance Impaired Trim 2019-05-13 2019-05-13 \n",
"9429 Overgrown Trim 2019-05-14 2019-05-14 \n",
"9430 Overgrown Trim 2019-05-14 2019-05-14 \n",
"9431 Broken/Damaged Replace 2019-05-14 2019-05-14 \n",
"9432 Clearance Impaired Trim 2019-05-18 2019-05-18 \n",
"9433 Broken/Damaged Replace 2019-05-20 2019-05-20 \n",
"9434 Broken/Damaged Replace 2019-05-20 2019-05-20 \n",
"9435 Incorrectly Installed Replace 2019-05-21 2019-05-21 \n",
"9436 Improper Connection Adjust 2019-05-22 2019-05-22 \n",
"9437 Broken/Damaged Replace 2019-05-24 2019-05-24 \n",
"9438 Broken/Damaged Replace 2019-05-24 2019-05-24 \n",
"9439 Loose Replace 2019-05-28 2019-06-01 \n",
"9440 Decayed/Rotten Replace 2019-05-14 2019-06-04 \n",
"9441 Broken/Damaged Replace 2019-05-08 2019-06-05 \n",
"9442 Clearance Impaired Trim 2019-05-14 2019-06-05 \n",
"9443 Sag/Clearance Adjust 2019-05-14 2019-06-05 \n",
"9444 Overgrown Remove 2019-05-23 2019-06-05 \n",
"9445 Leaks/Seeps/Weeps Replace 2019-05-14 2019-06-06 \n",
"9446 Broken/Damaged Repair 2019-05-15 2019-06-08 \n",
"9447 Decayed/Rotten Replace 2019-05-21 2019-06-04 \n",
"9448 Floater Repair 2019-05-15 2019-06-06 \n",
"9449 Broken/Damaged Replace 2019-05-03 2019-06-03 \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"253 Closed Pioneer Amador \n",
"254 Closed Pioneer Amador \n",
"255 Closed Pioneer Amador \n",
"256 Closed Pioneer Amador \n",
"257 Closed Pioneer Amador \n",
"258 Closed Pioneer Amador \n",
"259 Closed Pioneer Amador \n",
"260 Closed Pioneer Amador \n",
"261 Closed Pioneer Amador \n",
"262 Closed Pioneer Amador \n",
"263 Closed Pioneer Amador \n",
"264 Closed Pioneer Amador \n",
"265 Closed Pioneer Amador \n",
"266 Closed Pioneer Amador \n",
"267 Closed Pioneer Amador \n",
"268 Closed Pioneer Amador \n",
"269 Closed Pioneer Amador \n",
"270 Closed Pioneer Amador \n",
"271 Closed Pioneer Amador \n",
"272 Closed Pioneer Amador \n",
"273 Closed Pioneer Amador \n",
"274 Open Pioneer Amador \n",
"275 Open Pioneer Amador \n",
"276 Open Pioneer Amador \n",
"277 Open Pioneer Amador \n",
"278 Open Pioneer Amador \n",
"279 Open Pioneer Amador \n",
"280 Open Pioneer Amador \n",
"281 Open Pioneer Amador \n",
"282 Open Pioneer Amador \n",
"... ... ... ... \n",
"9420 Open Twain Harte Tuolumne \n",
"9421 Open Twain Harte Tuolumne \n",
"9422 Open Twain Harte Tuolumne \n",
"9423 Open Twain Harte Tuolumne \n",
"9424 Open Twain Harte Tuolumne \n",
"9425 Open Twain Harte Tuolumne \n",
"9426 Open Twain Harte Tuolumne \n",
"9427 Open Twain Harte Tuolumne \n",
"9428 Open Twain Harte Tuolumne \n",
"9429 Open Twain Harte Tuolumne \n",
"9430 Open Twain Harte Tuolumne \n",
"9431 Open Twain Harte Tuolumne \n",
"9432 Open Twain Harte Tuolumne \n",
"9433 Open Twain Harte Tuolumne \n",
"9434 Open Twain Harte Tuolumne \n",
"9435 Open Twain Harte Tuolumne \n",
"9436 Open Twain Harte Tuolumne \n",
"9437 Open Twain Harte Tuolumne \n",
"9438 Open Twain Harte Tuolumne \n",
"9439 Open Twain Harte Tuolumne \n",
"9440 Open Twain Harte Tuolumne \n",
"9441 Open Twain Harte Tuolumne \n",
"9442 Open Twain Harte Tuolumne \n",
"9443 Open Twain Harte Tuolumne \n",
"9444 Open Twain Harte Tuolumne \n",
"9445 Open Twain Harte Tuolumne \n",
"9446 Open Twain Harte Tuolumne \n",
"9447 Open Twain Harte Tuolumne \n",
"9448 Open Twain Harte Tuolumne \n",
"9449 Open Twain Harte Tuolumne \n",
"\n",
" Issue today \\\n",
"253 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"254 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"255 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"256 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"257 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"258 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"259 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"260 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"261 Tie Wire Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"262 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"263 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"264 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"265 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"266 Conductor Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"267 Guy Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"268 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"269 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"270 Molding Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"271 Guy Overgrown 2019-07-17 16:12:59.837427 \n",
"272 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"273 Cutout Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"274 Tie Wire Loose 2019-07-17 16:12:59.837427 \n",
"275 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"276 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"277 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"278 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"279 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"280 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"281 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"282 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"... ... ... \n",
"9420 Conductor Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9421 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9422 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9423 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9424 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9425 Pole Leaning 2019-07-17 16:12:59.837427 \n",
"9426 Pole Leaning 2019-07-17 16:12:59.837427 \n",
"9427 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9428 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9429 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9430 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9431 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9432 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9433 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9434 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9435 Connector Incorrectly Installed 2019-07-17 16:12:59.837427 \n",
"9436 Conductor Improper Connection 2019-07-17 16:12:59.837427 \n",
"9437 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9438 Hardware/Framing Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9439 Tie Wire Loose 2019-07-17 16:12:59.837427 \n",
"9440 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9441 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9442 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9443 Conductor Sag/Clearance 2019-07-17 16:12:59.837427 \n",
"9444 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9445 Transformer Leaks/Seeps/Weeps 2019-07-17 16:12:59.837427 \n",
"9446 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9447 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9448 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"9449 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"\n",
" Days to Complete Days open \n",
"253 0.0 104 \n",
"254 5.0 97 \n",
"255 0.0 92 \n",
"256 0.0 91 \n",
"257 1.0 69 \n",
"258 0.0 64 \n",
"259 0.0 62 \n",
"260 14.0 69 \n",
"261 11.0 63 \n",
"262 0.0 51 \n",
"263 20.0 108 \n",
"264 28.0 102 \n",
"265 50.0 108 \n",
"266 50.0 108 \n",
"267 13.0 71 \n",
"268 22.0 79 \n",
"269 28.0 83 \n",
"270 8.0 61 \n",
"271 45.0 95 \n",
"272 23.0 72 \n",
"273 15.0 63 \n",
"274 0.0 113 \n",
"275 0.0 107 \n",
"276 0.0 103 \n",
"277 0.0 101 \n",
"278 0.0 98 \n",
"279 0.0 97 \n",
"280 0.0 84 \n",
"281 0.0 79 \n",
"282 0.0 74 \n",
"... ... ... \n",
"9420 0.0 69 \n",
"9421 0.0 67 \n",
"9422 0.0 67 \n",
"9423 0.0 67 \n",
"9424 0.0 66 \n",
"9425 0.0 66 \n",
"9426 0.0 65 \n",
"9427 0.0 65 \n",
"9428 0.0 65 \n",
"9429 0.0 64 \n",
"9430 0.0 64 \n",
"9431 0.0 64 \n",
"9432 0.0 60 \n",
"9433 0.0 58 \n",
"9434 0.0 58 \n",
"9435 0.0 57 \n",
"9436 0.0 56 \n",
"9437 0.0 54 \n",
"9438 0.0 54 \n",
"9439 4.0 50 \n",
"9440 21.0 64 \n",
"9441 28.0 70 \n",
"9442 22.0 64 \n",
"9443 22.0 64 \n",
"9444 13.0 55 \n",
"9445 23.0 64 \n",
"9446 24.0 63 \n",
"9447 14.0 57 \n",
"9448 22.0 63 \n",
"9449 31.0 75 \n",
"\n",
"[570 rows x 15 columns]"
]
},
"execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hrcities = hr['City'].tolist()\n",
"df.loc[df['City'].isin(hrcities)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which open issues are in high fire risk cities?"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>274</th>\n",
" <td>Distribution</td>\n",
" <td>116841616</td>\n",
" <td>B</td>\n",
" <td>Tie Wire</td>\n",
" <td>Loose</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-26</td>\n",
" <td>2019-03-26</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tie Wire Loose</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>275</th>\n",
" <td>Distribution</td>\n",
" <td>116879680</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Remove</td>\n",
" <td>2019-04-01</td>\n",
" <td>2019-04-01</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>276</th>\n",
" <td>Distribution</td>\n",
" <td>116967655</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-05</td>\n",
" <td>2019-04-05</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>277</th>\n",
" <td>Distribution</td>\n",
" <td>116976321</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-07</td>\n",
" <td>2019-04-07</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>278</th>\n",
" <td>Distribution</td>\n",
" <td>117006159</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-04-10</td>\n",
" <td>2019-04-10</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>Distribution</td>\n",
" <td>117012158</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-11</td>\n",
" <td>2019-04-11</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>280</th>\n",
" <td>Distribution</td>\n",
" <td>117094807</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-24</td>\n",
" <td>2019-04-24</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>281</th>\n",
" <td>Distribution</td>\n",
" <td>117122051</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-04-29</td>\n",
" <td>2019-04-29</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>282</th>\n",
" <td>Distribution</td>\n",
" <td>117162037</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-04</td>\n",
" <td>2019-05-04</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>283</th>\n",
" <td>Distribution</td>\n",
" <td>117188663</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-05-08</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>284</th>\n",
" <td>Distribution</td>\n",
" <td>117188660</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-05-08</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>285</th>\n",
" <td>Distribution</td>\n",
" <td>117188661</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-05-08</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>286</th>\n",
" <td>Distribution</td>\n",
" <td>117188668</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-05-08</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>287</th>\n",
" <td>Distribution</td>\n",
" <td>117230085</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>288</th>\n",
" <td>Distribution</td>\n",
" <td>117263160</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>289</th>\n",
" <td>Distribution</td>\n",
" <td>117270129</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-18</td>\n",
" <td>2019-05-18</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>290</th>\n",
" <td>Distribution</td>\n",
" <td>117292514</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-21</td>\n",
" <td>2019-05-21</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>291</th>\n",
" <td>Distribution</td>\n",
" <td>117300989</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>292</th>\n",
" <td>Distribution</td>\n",
" <td>117306391</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-05-23</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>293</th>\n",
" <td>Distribution</td>\n",
" <td>117320000</td>\n",
" <td>B</td>\n",
" <td>Ground</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-25</td>\n",
" <td>2019-05-25</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Ground Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>294</th>\n",
" <td>Distribution</td>\n",
" <td>117328354</td>\n",
" <td>B</td>\n",
" <td>Tie Wire</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-28</td>\n",
" <td>2019-05-28</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tie Wire Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>295</th>\n",
" <td>Distribution</td>\n",
" <td>117301347</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Conductor Sag/Clearance</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>10.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>296</th>\n",
" <td>Distribution</td>\n",
" <td>117041856</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Install CL Pole</td>\n",
" <td>2019-04-16</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>48.0</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>297</th>\n",
" <td>Distribution</td>\n",
" <td>117118299</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-29</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>36.0</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>298</th>\n",
" <td>Distribution</td>\n",
" <td>117227975</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>23.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>299</th>\n",
" <td>Distribution</td>\n",
" <td>117233926</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Pioneer</td>\n",
" <td>Amador</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>504</th>\n",
" <td>Distribution</td>\n",
" <td>116792354</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-03-20</td>\n",
" <td>2019-03-20</td>\n",
" <td>Open</td>\n",
" <td>Berry Creek</td>\n",
" <td>Butte</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>505</th>\n",
" <td>Distribution</td>\n",
" <td>116876808</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Overloaded</td>\n",
" <td>Test</td>\n",
" <td>2019-03-31</td>\n",
" <td>2019-03-31</td>\n",
" <td>Open</td>\n",
" <td>Berry Creek</td>\n",
" <td>Butte</td>\n",
" <td>Pole Overloaded</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>506</th>\n",
" <td>Distribution</td>\n",
" <td>116970798</td>\n",
" <td>B</td>\n",
" <td>Guy Marker</td>\n",
" <td>Missing</td>\n",
" <td>Install</td>\n",
" <td>2019-04-06</td>\n",
" <td>2019-04-06</td>\n",
" <td>Open</td>\n",
" <td>Berry Creek</td>\n",
" <td>Butte</td>\n",
" <td>Guy Marker Missing</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>507</th>\n",
" <td>Distribution</td>\n",
" <td>117227844</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Berry Creek</td>\n",
" <td>Butte</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9420</th>\n",
" <td>Distribution</td>\n",
" <td>117197513</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Install CL Pole</td>\n",
" <td>2019-05-09</td>\n",
" <td>2019-05-09</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9421</th>\n",
" <td>Distribution</td>\n",
" <td>117215633</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9422</th>\n",
" <td>Distribution</td>\n",
" <td>117213687</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Pole Top Repair</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9423</th>\n",
" <td>Distribution</td>\n",
" <td>117214615</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-11</td>\n",
" <td>2019-05-11</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9424</th>\n",
" <td>Distribution</td>\n",
" <td>117219215</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-05-12</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9425</th>\n",
" <td>Distribution</td>\n",
" <td>117220243</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Leaning</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-12</td>\n",
" <td>2019-05-12</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Leaning</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9426</th>\n",
" <td>Distribution</td>\n",
" <td>117224517</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Leaning</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Leaning</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9427</th>\n",
" <td>Distribution</td>\n",
" <td>117223620</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9428</th>\n",
" <td>Distribution</td>\n",
" <td>117223993</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-13</td>\n",
" <td>2019-05-13</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9429</th>\n",
" <td>Distribution</td>\n",
" <td>117231147</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9430</th>\n",
" <td>Distribution</td>\n",
" <td>117232238</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9431</th>\n",
" <td>Distribution</td>\n",
" <td>117234265</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-05-14</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9432</th>\n",
" <td>Distribution</td>\n",
" <td>117268012</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-18</td>\n",
" <td>2019-05-18</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9433</th>\n",
" <td>Distribution</td>\n",
" <td>117276616</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-20</td>\n",
" <td>2019-05-20</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9434</th>\n",
" <td>Distribution</td>\n",
" <td>117278895</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-20</td>\n",
" <td>2019-05-20</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9435</th>\n",
" <td>Distribution</td>\n",
" <td>117295201</td>\n",
" <td>B</td>\n",
" <td>Connector</td>\n",
" <td>Incorrectly Installed</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-21</td>\n",
" <td>2019-05-21</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Connector Incorrectly Installed</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9436</th>\n",
" <td>Distribution</td>\n",
" <td>117300312</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Improper Connection</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-22</td>\n",
" <td>2019-05-22</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Improper Connection</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9437</th>\n",
" <td>Distribution</td>\n",
" <td>117314288</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9438</th>\n",
" <td>Distribution</td>\n",
" <td>117315942</td>\n",
" <td>B</td>\n",
" <td>Hardware/Framing</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-24</td>\n",
" <td>2019-05-24</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Hardware/Framing Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9439</th>\n",
" <td>Distribution</td>\n",
" <td>117329763</td>\n",
" <td>B</td>\n",
" <td>Tie Wire</td>\n",
" <td>Loose</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-28</td>\n",
" <td>2019-06-01</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tie Wire Loose</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>4.0</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9440</th>\n",
" <td>Distribution</td>\n",
" <td>117230934</td>\n",
" <td>B</td>\n",
" <td>Crossarm</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Crossarm Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>21.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9441</th>\n",
" <td>Distribution</td>\n",
" <td>117183656</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-08</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>28.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9442</th>\n",
" <td>Distribution</td>\n",
" <td>117230186</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Clearance Impaired</td>\n",
" <td>Trim</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Clearance Impaired</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9443</th>\n",
" <td>Distribution</td>\n",
" <td>117231549</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Sag/Clearance</td>\n",
" <td>Adjust</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Sag/Clearance</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9444</th>\n",
" <td>Distribution</td>\n",
" <td>117308550</td>\n",
" <td>B</td>\n",
" <td>Tree/Vine</td>\n",
" <td>Overgrown</td>\n",
" <td>Remove</td>\n",
" <td>2019-05-23</td>\n",
" <td>2019-06-05</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Tree/Vine Overgrown</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>13.0</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9445</th>\n",
" <td>Distribution</td>\n",
" <td>117230281</td>\n",
" <td>B</td>\n",
" <td>Transformer</td>\n",
" <td>Leaks/Seeps/Weeps</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-14</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Transformer Leaks/Seeps/Weeps</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>23.0</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9446</th>\n",
" <td>Distribution</td>\n",
" <td>117242064</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-06-08</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>24.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9447</th>\n",
" <td>Distribution</td>\n",
" <td>117294111</td>\n",
" <td>B</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-21</td>\n",
" <td>2019-06-04</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>14.0</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9448</th>\n",
" <td>Distribution</td>\n",
" <td>117240930</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Floater</td>\n",
" <td>Repair</td>\n",
" <td>2019-05-15</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Floater</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>22.0</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9449</th>\n",
" <td>Distribution</td>\n",
" <td>117152886</td>\n",
" <td>B</td>\n",
" <td>Conductor</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-03</td>\n",
" <td>2019-06-03</td>\n",
" <td>Open</td>\n",
" <td>Twain Harte</td>\n",
" <td>Tuolumne</td>\n",
" <td>Conductor Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>31.0</td>\n",
" <td>75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>280 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"274 Distribution 116841616 B Tie Wire \n",
"275 Distribution 116879680 B Tree/Vine \n",
"276 Distribution 116967655 B Pole \n",
"277 Distribution 116976321 B Pole \n",
"278 Distribution 117006159 B Tree/Vine \n",
"279 Distribution 117012158 B Pole \n",
"280 Distribution 117094807 B Pole \n",
"281 Distribution 117122051 B Tree/Vine \n",
"282 Distribution 117162037 B Pole \n",
"283 Distribution 117188663 B Crossarm \n",
"284 Distribution 117188660 B Pole \n",
"285 Distribution 117188661 B Pole \n",
"286 Distribution 117188668 B Pole \n",
"287 Distribution 117230085 B Pole \n",
"288 Distribution 117263160 B Pole \n",
"289 Distribution 117270129 B Pole \n",
"290 Distribution 117292514 B Pole \n",
"291 Distribution 117300989 B Conductor \n",
"292 Distribution 117306391 B Crossarm \n",
"293 Distribution 117320000 B Ground \n",
"294 Distribution 117328354 B Tie Wire \n",
"295 Distribution 117301347 B Conductor \n",
"296 Distribution 117041856 B Tree/Vine \n",
"297 Distribution 117118299 B Pole \n",
"298 Distribution 117227975 B Pole \n",
"299 Distribution 117233926 B Tree/Vine \n",
"504 Distribution 116792354 B Pole \n",
"505 Distribution 116876808 B Pole \n",
"506 Distribution 116970798 B Guy Marker \n",
"507 Distribution 117227844 B Pole \n",
"... ... ... ... ... \n",
"9420 Distribution 117197513 B Conductor \n",
"9421 Distribution 117215633 B Pole \n",
"9422 Distribution 117213687 B Pole \n",
"9423 Distribution 117214615 B Pole \n",
"9424 Distribution 117219215 B Pole \n",
"9425 Distribution 117220243 B Pole \n",
"9426 Distribution 117224517 B Pole \n",
"9427 Distribution 117223620 B Conductor \n",
"9428 Distribution 117223993 B Tree/Vine \n",
"9429 Distribution 117231147 B Tree/Vine \n",
"9430 Distribution 117232238 B Tree/Vine \n",
"9431 Distribution 117234265 B Pole \n",
"9432 Distribution 117268012 B Tree/Vine \n",
"9433 Distribution 117276616 B Pole \n",
"9434 Distribution 117278895 B Pole \n",
"9435 Distribution 117295201 B Connector \n",
"9436 Distribution 117300312 B Conductor \n",
"9437 Distribution 117314288 B Pole \n",
"9438 Distribution 117315942 B Hardware/Framing \n",
"9439 Distribution 117329763 B Tie Wire \n",
"9440 Distribution 117230934 B Crossarm \n",
"9441 Distribution 117183656 B Pole \n",
"9442 Distribution 117230186 B Tree/Vine \n",
"9443 Distribution 117231549 B Conductor \n",
"9444 Distribution 117308550 B Tree/Vine \n",
"9445 Distribution 117230281 B Transformer \n",
"9446 Distribution 117242064 B Conductor \n",
"9447 Distribution 117294111 B Pole \n",
"9448 Distribution 117240930 B Conductor \n",
"9449 Distribution 117152886 B Conductor \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"274 Loose Replace 2019-03-26 2019-03-26 \n",
"275 Clearance Impaired Remove 2019-04-01 2019-04-01 \n",
"276 Broken/Damaged Replace 2019-04-05 2019-04-05 \n",
"277 Broken/Damaged Replace 2019-04-07 2019-04-07 \n",
"278 Overgrown Trim 2019-04-10 2019-04-10 \n",
"279 Broken/Damaged Replace 2019-04-11 2019-04-11 \n",
"280 Broken/Damaged Replace 2019-04-24 2019-04-24 \n",
"281 Overgrown Trim 2019-04-29 2019-04-29 \n",
"282 Broken/Damaged Replace 2019-05-04 2019-05-04 \n",
"283 Broken/Damaged Replace 2019-05-08 2019-05-08 \n",
"284 Broken/Damaged Replace 2019-05-08 2019-05-08 \n",
"285 Decayed/Rotten Replace 2019-05-08 2019-05-08 \n",
"286 Decayed/Rotten Replace 2019-05-08 2019-05-08 \n",
"287 Decayed/Rotten Replace 2019-05-14 2019-05-14 \n",
"288 Broken/Damaged Replace 2019-05-17 2019-05-17 \n",
"289 Broken/Damaged Replace 2019-05-18 2019-05-18 \n",
"290 Broken/Damaged Replace 2019-05-21 2019-05-21 \n",
"291 Broken/Damaged Repair 2019-05-22 2019-05-22 \n",
"292 Decayed/Rotten Replace 2019-05-23 2019-05-23 \n",
"293 Broken/Damaged Repair 2019-05-25 2019-05-25 \n",
"294 Broken/Damaged Replace 2019-05-28 2019-05-28 \n",
"295 Sag/Clearance Adjust 2019-05-22 2019-06-01 \n",
"296 Decayed/Rotten Install CL Pole 2019-04-16 2019-06-03 \n",
"297 Broken/Damaged Replace 2019-04-29 2019-06-04 \n",
"298 Broken/Damaged Repair 2019-05-13 2019-06-05 \n",
"299 Overgrown Trim 2019-05-14 2019-06-05 \n",
"504 Broken/Damaged Replace 2019-03-20 2019-03-20 \n",
"505 Overloaded Test 2019-03-31 2019-03-31 \n",
"506 Missing Install 2019-04-06 2019-04-06 \n",
"507 Decayed/Rotten Replace 2019-05-13 2019-05-13 \n",
"... ... ... ... ... \n",
"9420 Clearance Impaired Install CL Pole 2019-05-09 2019-05-09 \n",
"9421 Broken/Damaged Replace 2019-05-11 2019-05-11 \n",
"9422 Decayed/Rotten Pole Top Repair 2019-05-11 2019-05-11 \n",
"9423 Broken/Damaged Replace 2019-05-11 2019-05-11 \n",
"9424 Decayed/Rotten Replace 2019-05-12 2019-05-12 \n",
"9425 Leaning Replace 2019-05-12 2019-05-12 \n",
"9426 Leaning Replace 2019-05-13 2019-05-13 \n",
"9427 Broken/Damaged Repair 2019-05-13 2019-05-13 \n",
"9428 Clearance Impaired Trim 2019-05-13 2019-05-13 \n",
"9429 Overgrown Trim 2019-05-14 2019-05-14 \n",
"9430 Overgrown Trim 2019-05-14 2019-05-14 \n",
"9431 Broken/Damaged Replace 2019-05-14 2019-05-14 \n",
"9432 Clearance Impaired Trim 2019-05-18 2019-05-18 \n",
"9433 Broken/Damaged Replace 2019-05-20 2019-05-20 \n",
"9434 Broken/Damaged Replace 2019-05-20 2019-05-20 \n",
"9435 Incorrectly Installed Replace 2019-05-21 2019-05-21 \n",
"9436 Improper Connection Adjust 2019-05-22 2019-05-22 \n",
"9437 Broken/Damaged Replace 2019-05-24 2019-05-24 \n",
"9438 Broken/Damaged Replace 2019-05-24 2019-05-24 \n",
"9439 Loose Replace 2019-05-28 2019-06-01 \n",
"9440 Decayed/Rotten Replace 2019-05-14 2019-06-04 \n",
"9441 Broken/Damaged Replace 2019-05-08 2019-06-05 \n",
"9442 Clearance Impaired Trim 2019-05-14 2019-06-05 \n",
"9443 Sag/Clearance Adjust 2019-05-14 2019-06-05 \n",
"9444 Overgrown Remove 2019-05-23 2019-06-05 \n",
"9445 Leaks/Seeps/Weeps Replace 2019-05-14 2019-06-06 \n",
"9446 Broken/Damaged Repair 2019-05-15 2019-06-08 \n",
"9447 Decayed/Rotten Replace 2019-05-21 2019-06-04 \n",
"9448 Floater Repair 2019-05-15 2019-06-06 \n",
"9449 Broken/Damaged Replace 2019-05-03 2019-06-03 \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"274 Open Pioneer Amador \n",
"275 Open Pioneer Amador \n",
"276 Open Pioneer Amador \n",
"277 Open Pioneer Amador \n",
"278 Open Pioneer Amador \n",
"279 Open Pioneer Amador \n",
"280 Open Pioneer Amador \n",
"281 Open Pioneer Amador \n",
"282 Open Pioneer Amador \n",
"283 Open Pioneer Amador \n",
"284 Open Pioneer Amador \n",
"285 Open Pioneer Amador \n",
"286 Open Pioneer Amador \n",
"287 Open Pioneer Amador \n",
"288 Open Pioneer Amador \n",
"289 Open Pioneer Amador \n",
"290 Open Pioneer Amador \n",
"291 Open Pioneer Amador \n",
"292 Open Pioneer Amador \n",
"293 Open Pioneer Amador \n",
"294 Open Pioneer Amador \n",
"295 Open Pioneer Amador \n",
"296 Open Pioneer Amador \n",
"297 Open Pioneer Amador \n",
"298 Open Pioneer Amador \n",
"299 Open Pioneer Amador \n",
"504 Open Berry Creek Butte \n",
"505 Open Berry Creek Butte \n",
"506 Open Berry Creek Butte \n",
"507 Open Berry Creek Butte \n",
"... ... ... ... \n",
"9420 Open Twain Harte Tuolumne \n",
"9421 Open Twain Harte Tuolumne \n",
"9422 Open Twain Harte Tuolumne \n",
"9423 Open Twain Harte Tuolumne \n",
"9424 Open Twain Harte Tuolumne \n",
"9425 Open Twain Harte Tuolumne \n",
"9426 Open Twain Harte Tuolumne \n",
"9427 Open Twain Harte Tuolumne \n",
"9428 Open Twain Harte Tuolumne \n",
"9429 Open Twain Harte Tuolumne \n",
"9430 Open Twain Harte Tuolumne \n",
"9431 Open Twain Harte Tuolumne \n",
"9432 Open Twain Harte Tuolumne \n",
"9433 Open Twain Harte Tuolumne \n",
"9434 Open Twain Harte Tuolumne \n",
"9435 Open Twain Harte Tuolumne \n",
"9436 Open Twain Harte Tuolumne \n",
"9437 Open Twain Harte Tuolumne \n",
"9438 Open Twain Harte Tuolumne \n",
"9439 Open Twain Harte Tuolumne \n",
"9440 Open Twain Harte Tuolumne \n",
"9441 Open Twain Harte Tuolumne \n",
"9442 Open Twain Harte Tuolumne \n",
"9443 Open Twain Harte Tuolumne \n",
"9444 Open Twain Harte Tuolumne \n",
"9445 Open Twain Harte Tuolumne \n",
"9446 Open Twain Harte Tuolumne \n",
"9447 Open Twain Harte Tuolumne \n",
"9448 Open Twain Harte Tuolumne \n",
"9449 Open Twain Harte Tuolumne \n",
"\n",
" Issue today \\\n",
"274 Tie Wire Loose 2019-07-17 16:12:59.837427 \n",
"275 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"276 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"277 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"278 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"279 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"280 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"281 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"282 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"283 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"284 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"285 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"286 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"287 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"288 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"289 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"290 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"291 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"292 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"293 Ground Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"294 Tie Wire Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"295 Conductor Sag/Clearance 2019-07-17 16:12:59.837427 \n",
"296 Tree/Vine Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"297 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"298 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"299 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"504 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"505 Pole Overloaded 2019-07-17 16:12:59.837427 \n",
"506 Guy Marker Missing 2019-07-17 16:12:59.837427 \n",
"507 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"... ... ... \n",
"9420 Conductor Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9421 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9422 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9423 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9424 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9425 Pole Leaning 2019-07-17 16:12:59.837427 \n",
"9426 Pole Leaning 2019-07-17 16:12:59.837427 \n",
"9427 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9428 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9429 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9430 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9431 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9432 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9433 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9434 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9435 Connector Incorrectly Installed 2019-07-17 16:12:59.837427 \n",
"9436 Conductor Improper Connection 2019-07-17 16:12:59.837427 \n",
"9437 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9438 Hardware/Framing Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9439 Tie Wire Loose 2019-07-17 16:12:59.837427 \n",
"9440 Crossarm Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9441 Pole Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9442 Tree/Vine Clearance Impaired 2019-07-17 16:12:59.837427 \n",
"9443 Conductor Sag/Clearance 2019-07-17 16:12:59.837427 \n",
"9444 Tree/Vine Overgrown 2019-07-17 16:12:59.837427 \n",
"9445 Transformer Leaks/Seeps/Weeps 2019-07-17 16:12:59.837427 \n",
"9446 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"9447 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 \n",
"9448 Conductor Floater 2019-07-17 16:12:59.837427 \n",
"9449 Conductor Broken/Damaged 2019-07-17 16:12:59.837427 \n",
"\n",
" Days to Complete Days open \n",
"274 0.0 113 \n",
"275 0.0 107 \n",
"276 0.0 103 \n",
"277 0.0 101 \n",
"278 0.0 98 \n",
"279 0.0 97 \n",
"280 0.0 84 \n",
"281 0.0 79 \n",
"282 0.0 74 \n",
"283 0.0 70 \n",
"284 0.0 70 \n",
"285 0.0 70 \n",
"286 0.0 70 \n",
"287 0.0 64 \n",
"288 0.0 61 \n",
"289 0.0 60 \n",
"290 0.0 57 \n",
"291 0.0 56 \n",
"292 0.0 55 \n",
"293 0.0 53 \n",
"294 0.0 50 \n",
"295 10.0 56 \n",
"296 48.0 92 \n",
"297 36.0 79 \n",
"298 23.0 65 \n",
"299 22.0 64 \n",
"504 0.0 119 \n",
"505 0.0 108 \n",
"506 0.0 102 \n",
"507 0.0 65 \n",
"... ... ... \n",
"9420 0.0 69 \n",
"9421 0.0 67 \n",
"9422 0.0 67 \n",
"9423 0.0 67 \n",
"9424 0.0 66 \n",
"9425 0.0 66 \n",
"9426 0.0 65 \n",
"9427 0.0 65 \n",
"9428 0.0 65 \n",
"9429 0.0 64 \n",
"9430 0.0 64 \n",
"9431 0.0 64 \n",
"9432 0.0 60 \n",
"9433 0.0 58 \n",
"9434 0.0 58 \n",
"9435 0.0 57 \n",
"9436 0.0 56 \n",
"9437 0.0 54 \n",
"9438 0.0 54 \n",
"9439 4.0 50 \n",
"9440 21.0 64 \n",
"9441 28.0 70 \n",
"9442 22.0 64 \n",
"9443 22.0 64 \n",
"9444 13.0 55 \n",
"9445 23.0 64 \n",
"9446 24.0 63 \n",
"9447 14.0 57 \n",
"9448 22.0 63 \n",
"9449 31.0 75 \n",
"\n",
"[280 rows x 15 columns]"
]
},
"execution_count": 131,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stillopen.loc[stillopen['City'].isin(hrcities)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many severe open issues are in high fire risk cities?"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"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>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1032</th>\n",
" <td>Distribution</td>\n",
" <td>117339921</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-29</td>\n",
" <td>2019-05-29</td>\n",
" <td>Open</td>\n",
" <td>Arnold</td>\n",
" <td>Calaveras</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1145</th>\n",
" <td>Distribution</td>\n",
" <td>117259869</td>\n",
" <td>A</td>\n",
" <td>Pole</td>\n",
" <td>Decayed/Rotten</td>\n",
" <td>Replace</td>\n",
" <td>2019-05-17</td>\n",
" <td>2019-05-17</td>\n",
" <td>Open</td>\n",
" <td>Mountain Ranch</td>\n",
" <td>Calaveras</td>\n",
" <td>Pole Decayed/Rotten</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>0.0</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1884</th>\n",
" <td>Distribution</td>\n",
" <td>117017669</td>\n",
" <td>A</td>\n",
" <td>Crossarm</td>\n",
" <td>Broken/Damaged</td>\n",
" <td>Replace</td>\n",
" <td>2019-04-12</td>\n",
" <td>2019-06-06</td>\n",
" <td>Open</td>\n",
" <td>Pollock Pines</td>\n",
" <td>El Dorado</td>\n",
" <td>Crossarm Broken/Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>55.0</td>\n",
" <td>96</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"1032 Distribution 117339921 A Crossarm \n",
"1145 Distribution 117259869 A Pole \n",
"1884 Distribution 117017669 A Crossarm \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"1032 Broken/Damaged Replace 2019-05-29 2019-05-29 \n",
"1145 Decayed/Rotten Replace 2019-05-17 2019-05-17 \n",
"1884 Broken/Damaged Replace 2019-04-12 2019-06-06 \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"1032 Open Arnold Calaveras \n",
"1145 Open Mountain Ranch Calaveras \n",
"1884 Open Pollock Pines El Dorado \n",
"\n",
" Issue today Days to Complete \\\n",
"1032 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 0.0 \n",
"1145 Pole Decayed/Rotten 2019-07-17 16:12:59.837427 0.0 \n",
"1884 Crossarm Broken/Damaged 2019-07-17 16:12:59.837427 55.0 \n",
"\n",
" Days open \n",
"1032 49 \n",
"1145 61 \n",
"1884 96 "
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stillopen.loc[(stillopen['City'].isin(hrcities)) & (stillopen['Tag Priority'] == 'A')]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which issues are unrepairable?"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"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>Asset Group</th>\n",
" <th>Notification</th>\n",
" <th>Tag Priority</th>\n",
" <th>Facility Identified</th>\n",
" <th>Damage Identified</th>\n",
" <th>Required Activity</th>\n",
" <th>Date Identified</th>\n",
" <th>Date Completed</th>\n",
" <th>Tag Status as of 5/31</th>\n",
" <th>City</th>\n",
" <th>County</th>\n",
" <th>Issue</th>\n",
" <th>today</th>\n",
" <th>Days to Complete</th>\n",
" <th>Days open</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>Substation</td>\n",
" <td>115704818</td>\n",
" <td>B</td>\n",
" <td>Station-Fence/Gate (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Can't Repair</td>\n",
" <td>2019-01-15</td>\n",
" <td>2019-05-14</td>\n",
" <td>Closed</td>\n",
" <td>Oakland</td>\n",
" <td>Alameda</td>\n",
" <td>Station-Fence/Gate (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>119.0</td>\n",
" <td>183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2254</th>\n",
" <td>Substation</td>\n",
" <td>117106230</td>\n",
" <td>B</td>\n",
" <td>Insulators-Ceramic</td>\n",
" <td>Damaged (&lt; entire set)</td>\n",
" <td>Can't Repair</td>\n",
" <td>2019-04-06</td>\n",
" <td>2019-05-27</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Fresno</td>\n",
" <td>Insulators-Ceramic Damaged (&lt; entire set)</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>51.0</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7072</th>\n",
" <td>Substation</td>\n",
" <td>116852582</td>\n",
" <td>B</td>\n",
" <td>Station-Fence/Gate (portion)</td>\n",
" <td>Damaged</td>\n",
" <td>Can't Repair</td>\n",
" <td>2019-03-26</td>\n",
" <td>2019-05-17</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Santa Cruz</td>\n",
" <td>Station-Fence/Gate (portion) Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>52.0</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9647</th>\n",
" <td>Substation</td>\n",
" <td>116869632</td>\n",
" <td>B</td>\n",
" <td>Structure-Platforms</td>\n",
" <td>Damaged</td>\n",
" <td>Can't Repair</td>\n",
" <td>2019-03-24</td>\n",
" <td>2019-05-27</td>\n",
" <td>Closed</td>\n",
" <td>NaN</td>\n",
" <td>Yuba</td>\n",
" <td>Structure-Platforms Damaged</td>\n",
" <td>2019-07-17 16:12:59.837427</td>\n",
" <td>64.0</td>\n",
" <td>115</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Asset Group Notification Tag Priority Facility Identified \\\n",
"81 Substation 115704818 B Station-Fence/Gate (portion) \n",
"2254 Substation 117106230 B Insulators-Ceramic \n",
"7072 Substation 116852582 B Station-Fence/Gate (portion) \n",
"9647 Substation 116869632 B Structure-Platforms \n",
"\n",
" Damage Identified Required Activity Date Identified Date Completed \\\n",
"81 Damaged Can't Repair 2019-01-15 2019-05-14 \n",
"2254 Damaged (< entire set) Can't Repair 2019-04-06 2019-05-27 \n",
"7072 Damaged Can't Repair 2019-03-26 2019-05-17 \n",
"9647 Damaged Can't Repair 2019-03-24 2019-05-27 \n",
"\n",
" Tag Status as of 5/31 City County \\\n",
"81 Closed Oakland Alameda \n",
"2254 Closed NaN Fresno \n",
"7072 Closed NaN Santa Cruz \n",
"9647 Closed NaN Yuba \n",
"\n",
" Issue today \\\n",
"81 Station-Fence/Gate (portion) Damaged 2019-07-17 16:12:59.837427 \n",
"2254 Insulators-Ceramic Damaged (< entire set) 2019-07-17 16:12:59.837427 \n",
"7072 Station-Fence/Gate (portion) Damaged 2019-07-17 16:12:59.837427 \n",
"9647 Structure-Platforms Damaged 2019-07-17 16:12:59.837427 \n",
"\n",
" Days to Complete Days open \n",
"81 119.0 183 \n",
"2254 51.0 102 \n",
"7072 52.0 113 \n",
"9647 64.0 115 "
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[df['Required Activity'] == 'Can\\'t Repair']"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Replace', 'Repair', 'Trim', 'Adjust', 'Install', 'Test', 'Remove',\n",
" \"Can't Repair\", 'RayChem', 'Install CL Pole', 'Assessment',\n",
" 'De-Energ', 'Diagnostic', 'Clean', 'Other', 'Troubleshoot',\n",
" 'Cage Clearing', 'Transfer', 'Investigate', 'Temporary Repair',\n",
" 'Ground Patrol', 'Stub', 'Add Water', 'Ground Wash',\n",
" 'Pole Top Repair', 'Inspect', 'Address/Acknowledge',\n",
" 'Helicopter Wash', 'Pole Stub', 'Reframe', 'Further Assessment'],\n",
" dtype=object)"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Required Activity'].unique()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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