Animation Map.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cf189e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, json\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4eb71c30",
   "metadata": {},
   "outputs": [],
   "source": [
    "ais = pd.read_csv('Hist_AIS_data_1.csv')\n",
    "#ais2 = pd.concat([pd.read_csv('Hist_AIS_data_2.csv'), ais1])\n",
    "#ais = pd.concat([pd.read_csv('Hist_AIS_data_3.csv'), ais2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f02592f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "98f9a18f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from geopy.distance import geodesic\n",
    "offdist = (44.2284, -124.57144)\n",
    "slfdist = (44.38132, -124.18216)\n",
    "ais['offdist'] = [geodesic((a, b), offdist).miles for a, b in ais[['LAT', 'LON']].values]\n",
    "ais['slfdist'] = [geodesic((a, b), slfdist).miles for a, b in ais[['LAT', 'LON']].values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3edef089",
   "metadata": {},
   "outputs": [],
   "source": [
    "ais['TIMESTAMP UTC'] = pd.to_datetime(ais['TIMESTAMP UTC']).dt.strftime('%Y-%m-%d %H:%M:%S')\n",
    "ais['TIMESTAMP UTC'] = pd.to_datetime(ais['TIMESTAMP UTC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "14795500",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MMSI</th>\n",
       "      <th>IMO</th>\n",
       "      <th>VESSEL NAME</th>\n",
       "      <th>VESSEL TYPE</th>\n",
       "      <th>LENGTH</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>SPEED (KNOTSx10)</th>\n",
       "      <th>LON</th>\n",
       "      <th>LAT</th>\n",
       "      <th>COURSE</th>\n",
       "      <th>HEADING</th>\n",
       "      <th>TIMESTAMP UTC</th>\n",
       "      <th>offdist</th>\n",
       "      <th>slfdist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>367341970</td>\n",
       "      <td>0</td>\n",
       "      <td>MISS BERDIE</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>28.00</td>\n",
       "      <td>15</td>\n",
       "      <td>90</td>\n",
       "      <td>-124.2679</td>\n",
       "      <td>44.52745</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>2015-01-09 00:00:02</td>\n",
       "      <td>25.540090</td>\n",
       "      <td>10.944711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>366934770</td>\n",
       "      <td>0</td>\n",
       "      <td>NOAHS ARK</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15</td>\n",
       "      <td>85</td>\n",
       "      <td>-124.1057</td>\n",
       "      <td>44.61136</td>\n",
       "      <td>129</td>\n",
       "      <td>511</td>\n",
       "      <td>2015-01-09 00:01:14</td>\n",
       "      <td>35.076412</td>\n",
       "      <td>16.327074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>368572000</td>\n",
       "      <td>7534646</td>\n",
       "      <td>PEGASUS</td>\n",
       "      <td>Fishing Vessel</td>\n",
       "      <td>27.04</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>-124.8357</td>\n",
       "      <td>44.33352</td>\n",
       "      <td>239</td>\n",
       "      <td>266</td>\n",
       "      <td>2015-01-09 00:01:15</td>\n",
       "      <td>14.983131</td>\n",
       "      <td>32.542546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>367341970</td>\n",
       "      <td>0</td>\n",
       "      <td>MISS BERDIE</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>28.00</td>\n",
       "      <td>15</td>\n",
       "      <td>90</td>\n",
       "      <td>-124.2622</td>\n",
       "      <td>44.53029</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>2015-01-09 00:02:02</td>\n",
       "      <td>25.864779</td>\n",
       "      <td>11.021360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>366207630</td>\n",
       "      <td>0</td>\n",
       "      <td>MISS SUE</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>-124.0551</td>\n",
       "      <td>44.62774</td>\n",
       "      <td>169</td>\n",
       "      <td>511</td>\n",
       "      <td>2015-01-09 00:02:38</td>\n",
       "      <td>37.589220</td>\n",
       "      <td>18.136246</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",
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       "    <tr>\n",
       "      <th>1048569</th>\n",
       "      <td>338494100</td>\n",
       "      <td>8886979</td>\n",
       "      <td>PACIFIC RAM</td>\n",
       "      <td>Factory Trawler</td>\n",
       "      <td>22.00</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "      <td>-124.4123</td>\n",
       "      <td>44.55890</td>\n",
       "      <td>267</td>\n",
       "      <td>260</td>\n",
       "      <td>2017-09-21 09:24:06</td>\n",
       "      <td>24.141683</td>\n",
       "      <td>16.727786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048570</th>\n",
       "      <td>369493030</td>\n",
       "      <td>0</td>\n",
       "      <td>CG47268</td>\n",
       "      <td>SAR</td>\n",
       "      <td>14.00</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>-124.0560</td>\n",
       "      <td>44.62598</td>\n",
       "      <td>334</td>\n",
       "      <td>511</td>\n",
       "      <td>2017-09-21 09:24:21</td>\n",
       "      <td>37.470105</td>\n",
       "      <td>18.006870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048571</th>\n",
       "      <td>368572000</td>\n",
       "      <td>7534646</td>\n",
       "      <td>PEGASUS</td>\n",
       "      <td>Fishing Vessel</td>\n",
       "      <td>27.04</td>\n",
       "      <td>15</td>\n",
       "      <td>63</td>\n",
       "      <td>-124.2493</td>\n",
       "      <td>44.57270</td>\n",
       "      <td>249</td>\n",
       "      <td>254</td>\n",
       "      <td>2017-09-21 09:24:50</td>\n",
       "      <td>28.625680</td>\n",
       "      <td>13.624836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048572</th>\n",
       "      <td>366804620</td>\n",
       "      <td>8115992</td>\n",
       "      <td>EXCALIBUR</td>\n",
       "      <td>Trawler</td>\n",
       "      <td>22.86</td>\n",
       "      <td>7</td>\n",
       "      <td>57</td>\n",
       "      <td>-124.1273</td>\n",
       "      <td>44.59623</td>\n",
       "      <td>248</td>\n",
       "      <td>236</td>\n",
       "      <td>2017-09-21 09:25:11</td>\n",
       "      <td>33.588634</td>\n",
       "      <td>15.084787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048573</th>\n",
       "      <td>367338320</td>\n",
       "      <td>0</td>\n",
       "      <td>MAJESTIK</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15</td>\n",
       "      <td>68</td>\n",
       "      <td>-124.6625</td>\n",
       "      <td>44.54570</td>\n",
       "      <td>203</td>\n",
       "      <td>200</td>\n",
       "      <td>2017-09-21 09:25:26</td>\n",
       "      <td>22.367608</td>\n",
       "      <td>26.324421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1048574 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              MMSI      IMO  VESSEL NAME      VESSEL TYPE  LENGTH  STATUS  \\\n",
       "0        367341970        0  MISS BERDIE      Unspecified   28.00      15   \n",
       "1        366934770        0    NOAHS ARK          Fishing    0.00      15   \n",
       "2        368572000  7534646      PEGASUS   Fishing Vessel   27.04      15   \n",
       "3        367341970        0  MISS BERDIE      Unspecified   28.00      15   \n",
       "4        366207630        0     MISS SUE          Fishing    0.00      15   \n",
       "...            ...      ...          ...              ...     ...     ...   \n",
       "1048569  338494100  8886979  PACIFIC RAM  Factory Trawler   22.00      15   \n",
       "1048570  369493030        0      CG47268              SAR   14.00       5   \n",
       "1048571  368572000  7534646      PEGASUS   Fishing Vessel   27.04      15   \n",
       "1048572  366804620  8115992    EXCALIBUR          Trawler   22.86       7   \n",
       "1048573  367338320        0     MAJESTIK          Fishing    0.00      15   \n",
       "\n",
       "         SPEED (KNOTSx10)       LON       LAT  COURSE  HEADING  \\\n",
       "0                      90 -124.2679  44.52745      54       50   \n",
       "1                      85 -124.1057  44.61136     129      511   \n",
       "2                      41 -124.8357  44.33352     239      266   \n",
       "3                      90 -124.2622  44.53029      54       50   \n",
       "4                       0 -124.0551  44.62774     169      511   \n",
       "...                   ...       ...       ...     ...      ...   \n",
       "1048569                32 -124.4123  44.55890     267      260   \n",
       "1048570                 0 -124.0560  44.62598     334      511   \n",
       "1048571                63 -124.2493  44.57270     249      254   \n",
       "1048572                57 -124.1273  44.59623     248      236   \n",
       "1048573                68 -124.6625  44.54570     203      200   \n",
       "\n",
       "              TIMESTAMP UTC    offdist    slfdist  \n",
       "0       2015-01-09 00:00:02  25.540090  10.944711  \n",
       "1       2015-01-09 00:01:14  35.076412  16.327074  \n",
       "2       2015-01-09 00:01:15  14.983131  32.542546  \n",
       "3       2015-01-09 00:02:02  25.864779  11.021360  \n",
       "4       2015-01-09 00:02:38  37.589220  18.136246  \n",
       "...                     ...        ...        ...  \n",
       "1048569 2017-09-21 09:24:06  24.141683  16.727786  \n",
       "1048570 2017-09-21 09:24:21  37.470105  18.006870  \n",
       "1048571 2017-09-21 09:24:50  28.625680  13.624836  \n",
       "1048572 2017-09-21 09:25:11  33.588634  15.084787  \n",
       "1048573 2017-09-21 09:25:26  22.367608  26.324421  \n",
       "\n",
       "[1048574 rows x 14 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ais"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9f1206df",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>MMSI</th>\n",
       "      <th>IMO</th>\n",
       "      <th>VESSEL NAME</th>\n",
       "      <th>VESSEL TYPE</th>\n",
       "      <th>LENGTH</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>SPEED (KNOTSx10)</th>\n",
       "      <th>LON</th>\n",
       "      <th>LAT</th>\n",
       "      <th>COURSE</th>\n",
       "      <th>HEADING</th>\n",
       "      <th>TIMESTAMP UTC</th>\n",
       "      <th>offdist</th>\n",
       "      <th>slfdist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>615315</td>\n",
       "      <td>368578000</td>\n",
       "      <td>0</td>\n",
       "      <td>SEEKER</td>\n",
       "      <td>Fishing</td>\n",
       "      <td>30.00</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>-124.77790</td>\n",
       "      <td>44.49060</td>\n",
       "      <td>278</td>\n",
       "      <td>294</td>\n",
       "      <td>2016-10-31 05:50</td>\n",
       "      <td>20.792961</td>\n",
       "      <td>30.422608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>615316</td>\n",
       "      <td>338494100</td>\n",
       "      <td>8886979</td>\n",
       "      <td>PACIFIC RAM</td>\n",
       "      <td>Factory Trawler</td>\n",
       "      <td>22.00</td>\n",
       "      <td>15</td>\n",
       "      <td>40</td>\n",
       "      <td>-124.20780</td>\n",
       "      <td>44.54380</td>\n",
       "      <td>227</td>\n",
       "      <td>511</td>\n",
       "      <td>2016-10-31 05:50</td>\n",
       "      <td>28.256513</td>\n",
       "      <td>11.290263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>615317</td>\n",
       "      <td>366738920</td>\n",
       "      <td>7732690</td>\n",
       "      <td>LISA MELINDA</td>\n",
       "      <td>Fishing Vessel</td>\n",
       "      <td>24.10</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>-124.18890</td>\n",
       "      <td>44.55487</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>2016-10-31 05:50</td>\n",
       "      <td>29.441679</td>\n",
       "      <td>11.987849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>615318</td>\n",
       "      <td>367341970</td>\n",
       "      <td>0</td>\n",
       "      <td>MISS BERDIE</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>28.00</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>-124.77790</td>\n",
       "      <td>44.59960</td>\n",
       "      <td>190</td>\n",
       "      <td>210</td>\n",
       "      <td>2016-10-31 05:50</td>\n",
       "      <td>27.591826</td>\n",
       "      <td>33.077808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>615319</td>\n",
       "      <td>368555000</td>\n",
       "      <td>8720113</td>\n",
       "      <td>ARCTIC STORM</td>\n",
       "      <td>Factory Trawler</td>\n",
       "      <td>101.81</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>-124.80600</td>\n",
       "      <td>44.58489</td>\n",
       "      <td>191</td>\n",
       "      <td>511</td>\n",
       "      <td>2016-10-31 05:50</td>\n",
       "      <td>27.215086</td>\n",
       "      <td>33.889704</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>577</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>offshore hydrophone2016-10-31 06:49:10</td>\n",
       "      <td>offshore hydrophone</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>-124.57144</td>\n",
       "      <td>44.22840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-31 06:40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>shelf hydrophone2016-10-31 06:49:26</td>\n",
       "      <td>shelf hydrophone</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-124.18216</td>\n",
       "      <td>44.38132</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-31 06:40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>579</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>offshore hydrophone2016-10-31 06:49:26</td>\n",
       "      <td>offshore hydrophone</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>-124.57144</td>\n",
       "      <td>44.22840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-31 06:40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>580</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>shelf hydrophone2016-10-31 06:49:53</td>\n",
       "      <td>shelf hydrophone</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-124.18216</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-31 06:40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>offshore hydrophone2016-10-31 06:49:53</td>\n",
       "      <td>offshore hydrophone</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>-124.57144</td>\n",
       "      <td>44.22840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-31 06:40</td>\n",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>582 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index       MMSI      IMO                             VESSEL NAME  \\\n",
       "0    615315  368578000        0                                  SEEKER   \n",
       "1    615316  338494100  8886979                             PACIFIC RAM   \n",
       "2    615317  366738920  7732690                            LISA MELINDA   \n",
       "3    615318  367341970        0                             MISS BERDIE   \n",
       "4    615319  368555000  8720113                            ARCTIC STORM   \n",
       "..      ...        ...      ...                                     ...   \n",
       "577     577          0        0  offshore hydrophone2016-10-31 06:49:10   \n",
       "578     578          0        0     shelf hydrophone2016-10-31 06:49:26   \n",
       "579     579          0        0  offshore hydrophone2016-10-31 06:49:26   \n",
       "580     580          0        0     shelf hydrophone2016-10-31 06:49:53   \n",
       "581     581          0        0  offshore hydrophone2016-10-31 06:49:53   \n",
       "\n",
       "             VESSEL TYPE  LENGTH  STATUS  SPEED (KNOTSx10)        LON  \\\n",
       "0                Fishing   30.00       7                40 -124.77790   \n",
       "1        Factory Trawler   22.00      15                40 -124.20780   \n",
       "2         Fishing Vessel   24.10       0                47 -124.18890   \n",
       "3            Unspecified   28.00      15                18 -124.77790   \n",
       "4        Factory Trawler  101.81       0                38 -124.80600   \n",
       "..                   ...     ...     ...               ...        ...   \n",
       "577  offshore hydrophone    0.00       0                10 -124.57144   \n",
       "578     shelf hydrophone    0.00       0                 0 -124.18216   \n",
       "579  offshore hydrophone    0.00       0                10 -124.57144   \n",
       "580     shelf hydrophone    0.00       0                 0 -124.18216   \n",
       "581  offshore hydrophone    0.00       0                10 -124.57144   \n",
       "\n",
       "          LAT  COURSE  HEADING     TIMESTAMP UTC    offdist    slfdist  \n",
       "0    44.49060     278      294  2016-10-31 05:50  20.792961  30.422608  \n",
       "1    44.54380     227      511  2016-10-31 05:50  28.256513  11.290263  \n",
       "2    44.55487     234      234  2016-10-31 05:50  29.441679  11.987849  \n",
       "3    44.59960     190      210  2016-10-31 05:50  27.591826  33.077808  \n",
       "4    44.58489     191      511  2016-10-31 05:50  27.215086  33.889704  \n",
       "..        ...     ...      ...               ...        ...        ...  \n",
       "577  44.22840       0        0  2016-10-31 06:40   0.000000   0.000000  \n",
       "578  44.38132       0        0  2016-10-31 06:40   0.000000   0.000000  \n",
       "579  44.22840       0        0  2016-10-31 06:40   0.000000   0.000000  \n",
       "580  44.38132       0        0  2016-10-31 06:40   0.000000   0.000000  \n",
       "581  44.22840       0        0  2016-10-31 06:40   0.000000   0.000000  \n",
       "\n",
       "[582 rows x 15 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subais"
   ]
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "981a40df",
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   "outputs": [
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     "text": [
      "c:\\Users\\UserALai\\miniconda3\\lib\\site-packages\\pandas\\core\\indexing.py:723: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n"
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   "source": [
    "import plotly.express as px\n",
    "import datetime\n",
    "#def animate_map(starttime, endtime):\n",
    "starttime = '2016-10-31 05:50:00'\n",
    "endtime = '2016-10-31 06:50:00'\n",
    "subais = ais[(ais['TIMESTAMP UTC'] > starttime) & (ais['TIMESTAMP UTC'] < endtime)]\n",
    "time = subais['TIMESTAMP UTC']\n",
    "for i in time:\n",
    "    subais.loc[len(subais.index)] = [0,0,'shelf hydrophone'+str(i),'shelf hydrophone',0,0,0, -124.18216,44.38132,0,0, i, 0,0]\n",
    "    subais.loc[len(subais.index)] = [0,0,'offshore hydrophone'+str(i),'offshore hydrophone',0,0,10, -124.57144,44.2284,0,0, i, 0,0]\n",
    "subais = subais.reset_index()\n",
    "for i in range(len(subais)):\n",
    "    subais.loc[i,'TIMESTAMP UTC'] = subais.iloc[i]['TIMESTAMP UTC']- datetime.timedelta(minutes=subais.iloc[i]['TIMESTAMP UTC'].minute % 10)\n",
    "subais['TIMESTAMP UTC'] = subais['TIMESTAMP UTC'].dt.to_period('T')\n",
    "fig = px.scatter_mapbox(subais,\n",
    "            lat=\"LAT\" ,\n",
    "            lon=\"LON\",\n",
    "            hover_name=\"VESSEL TYPE\",\n",
    "            hover_data= ['SPEED (KNOTSx10)','slfdist'],\n",
    "            color=\"VESSEL NAME\",\n",
    "            animation_frame=subais['TIMESTAMP UTC'].astype(dtype=str),\n",
    "            mapbox_style='carto-positron',                 \n",
    "            zoom=5)\n",
    "fig.show();\n",
    "#animate_map('2016-10-31 05:50:00', '2016-10-31 06:50:00')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c98a4e44",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot set a row with mismatched columns",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/s9/mll14c051qx8hmr_3mq3f0vx56kfc4/T/ipykernel_38155/1433657505.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0manimate_map\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'2016-10-31 05:50:00'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'2016-10-31 06:50:00'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/var/folders/s9/mll14c051qx8hmr_3mq3f0vx56kfc4/T/ipykernel_38155/4193614073.py\u001b[0m in \u001b[0;36manimate_map\u001b[0;34m(starttime, endtime)\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mtime\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msubais\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TIMESTAMP UTC'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m         \u001b[0msubais\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubais\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'hydrophone'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'hydrophone'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhyd\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhyd\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m     \u001b[0msubais\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msubais\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubais\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    668\u001b[0m             \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    669\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_setitem_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 670\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setitem_with_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    671\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    672\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_validate_key\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_setitem_with_indexer\u001b[0;34m(self, indexer, value)\u001b[0m\n\u001b[1;32m    872\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    873\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmissing\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 874\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setitem_with_indexer_missing\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    875\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    876\u001b[0m         \u001b[0;31m# set\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_setitem_with_indexer_missing\u001b[0;34m(self, indexer, value)\u001b[0m\n\u001b[1;32m   1116\u001b[0m                     \u001b[0;31m# must have conforming columns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1117\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1118\u001b[0;31m                         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot set a row with mismatched columns\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1120\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot set a row with mismatched columns"
     ]
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