diff --git a/README.md b/README.md
index f99623a..2e0ae99 100644
--- a/README.md
+++ b/README.md
@@ -41,9 +41,11 @@ Are there geographic hotspots? If so, what are the probabilities that volunteers
 When are people most likely to spot pythons, and why? (Analysis + viz)
     Viz: frequency by observation date (OBSDATE)
     Analysis: research python activity - are they diurnal? do we have a timeseries for the observations? not in the official dataset, but maybe inaturalist
+    
 Are sightings cyclical? (Analysis + viz)
     Viz: TimeSeries Analysis
     Analysis: explanation
+    
 How many python observations do you predict will be recorded for the full 2019 year? (time-series analysis) 
     time-series - use it to predit a value(sum of 2019 sightings)
     
diff --git a/main.ipynb b/main.ipynb
index 6d503cc..2d51adb 100644
--- a/main.ipynb
+++ b/main.ipynb
@@ -2,73 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "        <script type=\"text/javascript\">\n",
-       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
-       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
-       "        if (typeof require !== 'undefined') {\n",
-       "        require.undef(\"plotly\");\n",
-       "        requirejs.config({\n",
-       "            paths: {\n",
-       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
-       "            }\n",
-       "        });\n",
-       "        require(['plotly'], function(Plotly) {\n",
-       "            window._Plotly = Plotly;\n",
-       "        });\n",
-       "        }\n",
-       "        </script>\n",
-       "        "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array(['Credible', 'Verified', 'Possible', 'Negative', 'Corrected', ''],\n",
-       "      dtype=object)"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Project\n",
-    "import mysql.connector\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import chart_studio.plotly as py\n",
-    "import cufflinks as cf\n",
-    "from ipywidgets import interact\n",
-    "\n",
-    "cf.go_offline()\n",
-    "conn = mysql.connector.connect(\n",
-    "   host=\"localhost\",\n",
-    "   user=\"root\",\n",
-    "   passwd=\"\",\n",
-    "   database='burmese_python_project')\n",
-    "\n",
-    "\n",
-    "df = pd.read_sql_query(\n",
-    "'''select *\n",
-    "from pythons''', conn)\n",
-    "\n",
-    "df.head(5)\n",
-    "df['IDCred'].unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -103,142 +37,142 @@
        "      <th>DateUp</th>\n",
        "      <th>Location</th>\n",
        "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
        "      <th>OrgSrcID</th>\n",
        "      <th>PID</th>\n",
        "      <th>Voucher</th>\n",
        "      <th>Museum</th>\n",
        "      <th>MuseumRec</th>\n",
        "      <th>Reference</th>\n",
-       "      <th>County</th>\n",
-       "      <th>ObsDate_Year</th>\n",
-       "      <th>ObsDate_Month</th>\n",
-       "      <th>ObsDate_Day</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <td>0</td>\n",
        "      <td>8303498</td>\n",
        "      <td>Travis Mangione FWC</td>\n",
        "      <td>Burmese python</td>\n",
        "      <td>Python molurus ssp. bivittatus</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>2019-11-24</td>\n",
+       "      <td>24 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>26 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>Miami-Dade, Florida, United States</td>\n",
        "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td>0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
-       "      <td>Miami-Dade</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>11</td>\n",
-       "      <td>24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <td>1</td>\n",
        "      <td>8303147</td>\n",
        "      <td>Edward F. Metzger III</td>\n",
        "      <td>Burmese python</td>\n",
        "      <td>Python molurus ssp. bivittatus</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>2019-11-20</td>\n",
+       "      <td>20 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>22 Nov 2019</td>\n",
        "      <td>22 Nov 2019</td>\n",
        "      <td>Broward, Florida, United States</td>\n",
        "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
-       "      <td>Broward</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>11</td>\n",
-       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <td>2</td>\n",
        "      <td>8298008</td>\n",
        "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
        "      <td>Burmese python</td>\n",
        "      <td>Python molurus ssp. bivittatus</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>2019-11-07</td>\n",
+       "      <td>07 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>12 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>Collier, Florida, United States</td>\n",
        "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td>0</td>\n",
        "      <td>HQ freezer                                    ...</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
-       "      <td>Collier</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>11</td>\n",
-       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <td>3</td>\n",
        "      <td>8295649</td>\n",
        "      <td>matthew mccollister National Park Service, Big...</td>\n",
        "      <td>Burmese python</td>\n",
        "      <td>Python molurus ssp. bivittatus</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>2019-11-06</td>\n",
+       "      <td>06 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>07 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>Collier, Florida, United States</td>\n",
        "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td>0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
-       "      <td>Collier</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>11</td>\n",
-       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <td>4</td>\n",
        "      <td>8295647</td>\n",
        "      <td>matthew mccollister National Park Service, Big...</td>\n",
        "      <td>Burmese python</td>\n",
        "      <td>Python molurus ssp. bivittatus</td>\n",
        "      <td>Positive</td>\n",
-       "      <td>2019-11-05</td>\n",
+       "      <td>05 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>07 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td>Collier, Florida, United States</td>\n",
        "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td>0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
-       "      <td>Collier</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>11</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 58 columns</p>\n",
+       "<p>5 rows × 54 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -249,12 +183,12 @@
        "3   8295649  matthew mccollister National Park Service, Big...   \n",
        "4   8295647  matthew mccollister National Park Service, Big...   \n",
        "\n",
-       "          ComName                         SciName OccStatus    ObsDate  \\\n",
-       "0  Burmese python  Python molurus ssp. bivittatus  Positive 2019-11-24   \n",
-       "1  Burmese python  Python molurus ssp. bivittatus  Positive 2019-11-20   \n",
-       "2  Burmese python  Python molurus ssp. bivittatus  Positive 2019-11-07   \n",
-       "3  Burmese python  Python molurus ssp. bivittatus  Positive 2019-11-06   \n",
-       "4  Burmese python  Python molurus ssp. bivittatus  Positive 2019-11-05   \n",
+       "          ComName                         SciName OccStatus      ObsDate  \\\n",
+       "0  Burmese python  Python molurus ssp. bivittatus  Positive  24 Nov 2019   \n",
+       "1  Burmese python  Python molurus ssp. bivittatus  Positive  20 Nov 2019   \n",
+       "2  Burmese python  Python molurus ssp. bivittatus  Positive  07 Nov 2019   \n",
+       "3  Burmese python  Python molurus ssp. bivittatus  Positive  06 Nov 2019   \n",
+       "4  Burmese python  Python molurus ssp. bivittatus  Positive  05 Nov 2019   \n",
        "\n",
        "  DateAcc      DateEnt       DateUp                            Location  ...  \\\n",
        "0          26 Nov 2019               Miami-Dade, Florida, United States  ...   \n",
@@ -263,1032 +197,6201 @@
        "3          07 Nov 2019                  Collier, Florida, United States  ...   \n",
        "4          07 Nov 2019                  Collier, Florida, United States  ...   \n",
        "\n",
-       "   OrgSrcID  PID Voucher                                             Museum  \\\n",
-       "0                      0                                                      \n",
-       "1                                                                             \n",
-       "2                      0  HQ freezer                                    ...   \n",
-       "3                      0                                                      \n",
-       "4                      0                                                      \n",
-       "\n",
-       "  MuseumRec Reference      County ObsDate_Year ObsDate_Month ObsDate_Day  \n",
-       "0                      Miami-Dade         2019            11          24  \n",
-       "1                         Broward         2019            11          20  \n",
-       "2                         Collier         2019            11           7  \n",
-       "3                         Collier         2019            11           6  \n",
-       "4                         Collier         2019            11           5  \n",
-       "\n",
-       "[5 rows x 58 columns]"
+       "     IDCred  Verified                      Reviewer   ReviewDate OrgSrcID PID  \\\n",
+       "0  Credible  Verified  FWCC Exotic Species Database  05 Dec 2019                \n",
+       "1  Verified  Verified  FWCC Exotic Species Database  05 Dec 2019                \n",
+       "2  Credible  Verified  FWCC Exotic Species Database  14 Nov 2019                \n",
+       "3  Credible  Verified  FWCC Exotic Species Database  08 Nov 2019                \n",
+       "4  Credible  Verified  FWCC Exotic Species Database  08 Nov 2019                \n",
+       "\n",
+       "  Voucher                                             Museum MuseumRec  \\\n",
+       "0       0                                                                \n",
+       "1                                                                        \n",
+       "2       0  HQ freezer                                    ...             \n",
+       "3       0                                                                \n",
+       "4       0                                                                \n",
+       "\n",
+       "  Reference  \n",
+       "0            \n",
+       "1            \n",
+       "2            \n",
+       "3            \n",
+       "4            \n",
+       "\n",
+       "[5 rows x 54 columns]"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df['County'] = df['Location'].apply(lambda x: x.split(',')[0])\n",
-    "df['ObsDate'] =  pd.to_datetime(df['ObsDate'])\n",
-    "df['ObsDate_Year']=df['ObsDate'].dt.year\n",
-    "df['ObsDate_Month']=df['ObsDate'].dt.month\n",
-    "df['ObsDate_Day']=df['ObsDate'].dt.day\n",
+    "#Project\n",
+    "import mysql.connector\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "# import chart_studio.plotly as py\n",
+    "# import cufflinks as cf\n",
+    "from ipywidgets import interact\n",
+    "\n",
+    "# cf.go_offline()\n",
+    "conn = mysql.connector.connect(\n",
+    "   host=\"localhost\",\n",
+    "   user=\"root\",\n",
+    "   passwd=\"\",\n",
+    "   database='burmese_python_project')\n",
+    "\n",
+    "\n",
+    "df = pd.read_sql_query(\n",
+    "'''select *\n",
+    "from pythons''', conn)\n",
+    "\n",
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
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+      "text/plain": [
+       "Index(['objectid', 'Reporter', 'ComName', 'SciName', 'OccStatus', 'ObsDate',\n",
+       "       'DateAcc', 'DateEnt', 'DateUp', 'Location', 'Latitude', 'Longitude',\n",
+       "       'Datum', 'CoordAcc', 'Method', 'DataType', 'LocalOwner', 'Habitat',\n",
+       "       'Locality', 'Site', 'InfestAcre', 'GrossAcre', 'Abundance', 'Density',\n",
+       "       'NumCollect', 'Percentcov', 'TreatArea', 'TreatComm', 'Quantity',\n",
+       "       'QuantityU', 'TrapType', 'NumTraps', 'Comments', 'VisitType',\n",
+       "       'CollectTme', 'Surveyor', 'RecSource', 'RecOwner', 'RecSrcTyp',\n",
+       "       'OrigName', 'Nativity', 'Host', 'Host_Name', 'VerifyMthd', 'IDCred',\n",
+       "       'Verified', 'Reviewer', 'ReviewDate', 'OrgSrcID', 'PID', 'Voucher',\n",
+       "       'Museum', 'MuseumRec', 'Reference'],\n",
+       "      dtype='object')"
       ]
      },
+     "execution_count": 2,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "by_year=df.groupby(['ObsDate_Year'])['objectid'].agg('count')\n",
-    "by_year.iplot(kind='line',\n",
-    "    xTitle = 'Year',\n",
-    "    yTitle = 'Number of Observations',\n",
-    "    title= 'Total Number of Observations per Year')"
+    "df.columns"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 68,
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "##### Client Question: How many python observations do you predict will be recorded for the full 2019 year? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([22, 11, 26, 20, 18, 16, 25,  9, 31, 17, 21, 28, 19, 29,  4, 12,  7,\n",
-       "       15, 23,  8, 30, 27,  1,  6, 13,  5, 24, 14,  3,  2, 10])"
+       "0    24 Nov 2019\n",
+       "1    20 Nov 2019\n",
+       "2    07 Nov 2019\n",
+       "3    06 Nov 2019\n",
+       "4    05 Nov 2019\n",
+       "Name: ObsDate, dtype: object"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "counties=['Miami-Dade','Collier','Monroe']\n",
-    "dec_set=df.loc[(df['County'].isin(counties)) & (df['ObsDate_Month']== 12) & (df['Verified']=='Verified')]\n"
+    "df['ObsDate'].head() # need to convert to a date-time index"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\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>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>8303498</td>\n",
+       "      <td>Travis Mangione FWC</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>24 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>26 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>8303147</td>\n",
+       "      <td>Edward F. Metzger III</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>20 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>8298008</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>12 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>HQ freezer                                    ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>8295649</td>\n",
+       "      <td>matthew mccollister National Park Service, Big...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>06 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>8295647</td>\n",
+       "      <td>matthew mccollister National Park Service, Big...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>05 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         objectid                                           Reporter  \\\n",
+       "ObsDate                                                                \n",
+       "2019      8303498                                Travis Mangione FWC   \n",
+       "2019      8303147                             Edward F. Metzger III    \n",
+       "2019      8298008  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2019      8295649  matthew mccollister National Park Service, Big...   \n",
+       "2019      8295647  matthew mccollister National Park Service, Big...   \n",
+       "\n",
+       "                ComName                         SciName OccStatus  \\\n",
+       "ObsDate                                                             \n",
+       "2019     Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019     Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019     Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019     Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019     Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "\n",
+       "             ObsDate DateAcc      DateEnt       DateUp  \\\n",
+       "ObsDate                                                  \n",
+       "2019     24 Nov 2019          26 Nov 2019                \n",
+       "2019     20 Nov 2019          22 Nov 2019  22 Nov 2019   \n",
+       "2019     07 Nov 2019          12 Nov 2019                \n",
+       "2019     06 Nov 2019          07 Nov 2019                \n",
+       "2019     05 Nov 2019          07 Nov 2019                \n",
+       "\n",
+       "                                   Location  ...    IDCred  Verified  \\\n",
+       "ObsDate                                      ...                       \n",
+       "2019     Miami-Dade, Florida, United States  ...  Credible  Verified   \n",
+       "2019        Broward, Florida, United States  ...  Verified  Verified   \n",
+       "2019        Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019        Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019        Collier, Florida, United States  ...  Credible  Verified   \n",
+       "\n",
+       "                             Reviewer   ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                                                   \n",
+       "2019     FWCC Exotic Species Database  05 Dec 2019                    0   \n",
+       "2019     FWCC Exotic Species Database  05 Dec 2019                        \n",
+       "2019     FWCC Exotic Species Database  14 Nov 2019                    0   \n",
+       "2019     FWCC Exotic Species Database  08 Nov 2019                    0   \n",
+       "2019     FWCC Exotic Species Database  08 Nov 2019                    0   \n",
+       "\n",
+       "                                                    Museum MuseumRec Reference  \n",
+       "ObsDate                                                                         \n",
+       "2019                                                                            \n",
+       "2019                                                                            \n",
+       "2019     HQ freezer                                    ...                      \n",
+       "2019                                                                            \n",
+       "2019                                                                            \n",
+       "\n",
+       "[5 rows x 54 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.index = pd.to_datetime(df['ObsDate']).dt.year\n",
+    "\n",
+    "# df.drop(columns = ['ObsDate'], inplace = True)\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Plan of attack\n",
+    "set the obsdate as the index, as a datetime, drop everything but \"objectid\", (group on date here?), and then fill in the missing dates with 0. from there, pass it to the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
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+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>3067952</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>24 Oct 1979</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1995-12-12</td>\n",
+       "      <td>615739</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>12 Dec 1995</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History             ...</td>\n",
+       "      <td>UF 146714, 147499                             ...</td>\n",
+       "      <td>Florida Museum of Natural History.  Herpetolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-02-12</td>\n",
+       "      <td>3067680</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>12 Feb 1996</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-11-18</td>\n",
+       "      <td>3067679</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>18 Nov 1996</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1997-11-03</td>\n",
+       "      <td>615765</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>03 Nov 1997</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History Herpetology ...</td>\n",
+       "      <td>UF 147495                                     ...</td>\n",
+       "      <td>Florida Museum of Natural History. Herpetology...</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <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",
+       "      <td>2019-11-06</td>\n",
+       "      <td>8295649</td>\n",
+       "      <td>matthew mccollister National Park Service, Big...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>06 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8295635</td>\n",
+       "      <td>Jeffrey Fobb Miami-Dade Fire Rescue</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8298008</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>12 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>HQ freezer                                    ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-20</td>\n",
+       "      <td>8303147</td>\n",
+       "      <td>Edward F. Metzger III</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>20 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>8303498</td>\n",
+       "      <td>Travis Mangione FWC</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>24 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>26 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4798 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "1979-10-24   3067952  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1995-12-12    615739  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-02-12   3067680  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-11-18   3067679  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1997-11-03    615765  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "...              ...                                                ...   \n",
+       "2019-11-06   8295649  matthew mccollister National Park Service, Big...   \n",
+       "2019-11-07   8295635                Jeffrey Fobb Miami-Dade Fire Rescue   \n",
+       "2019-11-07   8298008  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2019-11-20   8303147                             Edward F. Metzger III    \n",
+       "2019-11-24   8303498                                Travis Mangione FWC   \n",
+       "\n",
+       "                   ComName                         SciName OccStatus  \\\n",
+       "ObsDate                                                                \n",
+       "1979-10-24  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1995-12-12  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1996-02-12  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1996-11-18  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1997-11-03  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "...                    ...                             ...       ...   \n",
+       "2019-11-06  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-20  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-24  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "\n",
+       "                ObsDate DateAcc      DateEnt       DateUp  \\\n",
+       "ObsDate                                                     \n",
+       "1979-10-24  24 Oct 1979          17 Oct 2013                \n",
+       "1995-12-12  12 Dec 1995          03 May 2009  03 May 2009   \n",
+       "1996-02-12  12 Feb 1996          17 Oct 2013                \n",
+       "1996-11-18  18 Nov 1996          17 Oct 2013                \n",
+       "1997-11-03  03 Nov 1997          03 May 2009  03 May 2009   \n",
+       "...                 ...     ...          ...          ...   \n",
+       "2019-11-06  06 Nov 2019          07 Nov 2019                \n",
+       "2019-11-07  07 Nov 2019          07 Nov 2019  07 Nov 2019   \n",
+       "2019-11-07  07 Nov 2019          12 Nov 2019                \n",
+       "2019-11-20  20 Nov 2019          22 Nov 2019  22 Nov 2019   \n",
+       "2019-11-24  24 Nov 2019          26 Nov 2019                \n",
+       "\n",
+       "                                      Location  ...    IDCred  Verified  \\\n",
+       "ObsDate                                         ...                       \n",
+       "1979-10-24  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1995-12-12  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1996-02-12  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1996-11-18  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1997-11-03  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "...                                        ...  ...       ...       ...   \n",
+       "2019-11-06     Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019-11-07  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-11-07     Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019-11-20     Broward, Florida, United States  ...  Verified  Verified   \n",
+       "2019-11-24  Miami-Dade, Florida, United States  ...  Credible  Verified   \n",
+       "\n",
+       "                                Reviewer   ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                                                      \n",
+       "1979-10-24                                                                   \n",
+       "1995-12-12                                                                   \n",
+       "1996-02-12                                                                   \n",
+       "1996-11-18                                                                   \n",
+       "1997-11-03                                                                   \n",
+       "...                                  ...          ...      ...  ..     ...   \n",
+       "2019-11-06  FWCC Exotic Species Database  08 Nov 2019                    0   \n",
+       "2019-11-07  FWCC Exotic Species Database  08 Nov 2019                        \n",
+       "2019-11-07  FWCC Exotic Species Database  14 Nov 2019                    0   \n",
+       "2019-11-20  FWCC Exotic Species Database  05 Dec 2019                        \n",
+       "2019-11-24  FWCC Exotic Species Database  05 Dec 2019                    0   \n",
+       "\n",
+       "                                                       Museum  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                ...   \n",
+       "1995-12-12  Florida Museum of Natural History             ...   \n",
+       "1996-02-12                                                ...   \n",
+       "1996-11-18                                                ...   \n",
+       "1997-11-03  Florida Museum of Natural History Herpetology ...   \n",
+       "...                                                       ...   \n",
+       "2019-11-06                                                      \n",
+       "2019-11-07                                                      \n",
+       "2019-11-07  HQ freezer                                    ...   \n",
+       "2019-11-20                                                      \n",
+       "2019-11-24                                                      \n",
+       "\n",
+       "                                                    MuseumRec  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                      \n",
+       "1995-12-12  UF 146714, 147499                             ...   \n",
+       "1996-02-12                                                      \n",
+       "1996-11-18                                                      \n",
+       "1997-11-03  UF 147495                                     ...   \n",
+       "...                                                       ...   \n",
+       "2019-11-06                                                      \n",
+       "2019-11-07                                                      \n",
+       "2019-11-07                                                      \n",
+       "2019-11-20                                                      \n",
+       "2019-11-24                                                      \n",
+       "\n",
+       "                                                    Reference  \n",
+       "ObsDate                                                        \n",
+       "1979-10-24  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1995-12-12  Florida Museum of Natural History.  Herpetolog...  \n",
+       "1996-02-12  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1996-11-18  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1997-11-03  Florida Museum of Natural History. Herpetology...  \n",
+       "...                                                       ...  \n",
+       "2019-11-06                                                     \n",
+       "2019-11-07                                                     \n",
+       "2019-11-07                                                     \n",
+       "2019-11-20                                                     \n",
+       "2019-11-24                                                     \n",
+       "\n",
+       "[4798 rows x 54 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.index = pd.to_datetime(df['ObsDate'])\n",
+    "\n",
+    "time_df = df\n",
+    "\n",
+    "# time_df['sightings'] = df['objectid'].value_counts() # gives warning\n",
+    "\n",
+    "time_df.sort_index(inplace = True)\n",
+    "\n",
+    "time_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "so now I need to extract 2019 from this time_df, so that it can be my target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "    .dataframe thead th {\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>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2019-01-02</td>\n",
+       "      <td>8249408</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>02 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-02</td>\n",
+       "      <td>8250994</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>02 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-04</td>\n",
+       "      <td>8250999</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>04 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-04</td>\n",
+       "      <td>8250985</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>04 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-05</td>\n",
+       "      <td>8251407</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>05 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-06</td>\n",
+       "      <td>8295649</td>\n",
+       "      <td>matthew mccollister National Park Service, Big...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>06 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8295635</td>\n",
+       "      <td>Jeffrey Fobb Miami-Dade Fire Rescue</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8298008</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>12 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>HQ freezer                                    ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-20</td>\n",
+       "      <td>8303147</td>\n",
+       "      <td>Edward F. Metzger III</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>20 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>8303498</td>\n",
+       "      <td>Travis Mangione FWC</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>24 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>26 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>167 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "2019-01-02   8249408  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-02   8250994  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-04   8250999  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-04   8250985  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-05   8251407  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "...              ...                                                ...   \n",
+       "2019-11-06   8295649  matthew mccollister National Park Service, Big...   \n",
+       "2019-11-07   8295635                Jeffrey Fobb Miami-Dade Fire Rescue   \n",
+       "2019-11-07   8298008  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2019-11-20   8303147                             Edward F. Metzger III    \n",
+       "2019-11-24   8303498                                Travis Mangione FWC   \n",
+       "\n",
+       "                   ComName                         SciName OccStatus  \\\n",
+       "ObsDate                                                                \n",
+       "2019-01-02  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2019-01-02  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2019-01-04  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2019-01-04  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2019-01-05  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "...                    ...                             ...       ...   \n",
+       "2019-11-06  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-20  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2019-11-24  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "\n",
+       "                ObsDate DateAcc      DateEnt       DateUp  \\\n",
+       "ObsDate                                                     \n",
+       "2019-01-02  02 Jan 2019          03 Aug 2019                \n",
+       "2019-01-02  02 Jan 2019          03 Aug 2019                \n",
+       "2019-01-04  04 Jan 2019          03 Aug 2019                \n",
+       "2019-01-04  04 Jan 2019          03 Aug 2019                \n",
+       "2019-01-05  05 Jan 2019          03 Aug 2019                \n",
+       "...                 ...     ...          ...          ...   \n",
+       "2019-11-06  06 Nov 2019          07 Nov 2019                \n",
+       "2019-11-07  07 Nov 2019          07 Nov 2019  07 Nov 2019   \n",
+       "2019-11-07  07 Nov 2019          12 Nov 2019                \n",
+       "2019-11-20  20 Nov 2019          22 Nov 2019  22 Nov 2019   \n",
+       "2019-11-24  24 Nov 2019          26 Nov 2019                \n",
+       "\n",
+       "                                      Location  ...    IDCred  Verified  \\\n",
+       "ObsDate                                         ...                       \n",
+       "2019-01-02  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-01-02  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-01-04  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-01-04  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-01-05  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "...                                        ...  ...       ...       ...   \n",
+       "2019-11-06     Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019-11-07  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2019-11-07     Collier, Florida, United States  ...  Credible  Verified   \n",
+       "2019-11-20     Broward, Florida, United States  ...  Verified  Verified   \n",
+       "2019-11-24  Miami-Dade, Florida, United States  ...  Credible  Verified   \n",
+       "\n",
+       "                                Reviewer   ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                                                      \n",
+       "2019-01-02                                                                   \n",
+       "2019-01-02                                                                   \n",
+       "2019-01-04                                                                   \n",
+       "2019-01-04                                                                   \n",
+       "2019-01-05                                                                   \n",
+       "...                                  ...          ...      ...  ..     ...   \n",
+       "2019-11-06  FWCC Exotic Species Database  08 Nov 2019                    0   \n",
+       "2019-11-07  FWCC Exotic Species Database  08 Nov 2019                        \n",
+       "2019-11-07  FWCC Exotic Species Database  14 Nov 2019                    0   \n",
+       "2019-11-20  FWCC Exotic Species Database  05 Dec 2019                        \n",
+       "2019-11-24  FWCC Exotic Species Database  05 Dec 2019                    0   \n",
+       "\n",
+       "                                                       Museum MuseumRec  \\\n",
+       "ObsDate                                                                   \n",
+       "2019-01-02                                                                \n",
+       "2019-01-02                                                                \n",
+       "2019-01-04                                                                \n",
+       "2019-01-04                                                                \n",
+       "2019-01-05                                                                \n",
+       "...                                                       ...       ...   \n",
+       "2019-11-06                                                                \n",
+       "2019-11-07                                                                \n",
+       "2019-11-07  HQ freezer                                    ...             \n",
+       "2019-11-20                                                                \n",
+       "2019-11-24                                                                \n",
+       "\n",
+       "           Reference  \n",
+       "ObsDate               \n",
+       "2019-01-02            \n",
+       "2019-01-02            \n",
+       "2019-01-04            \n",
+       "2019-01-04            \n",
+       "2019-01-05            \n",
+       "...              ...  \n",
+       "2019-11-06            \n",
+       "2019-11-07            \n",
+       "2019-11-07            \n",
+       "2019-11-20            \n",
+       "2019-11-24            \n",
+       "\n",
+       "[167 rows x 54 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "target = time_df.loc['2019']\n",
+    "\n",
+    "target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>3067952</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>24 Oct 1979</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1995-12-12</td>\n",
+       "      <td>615739</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>12 Dec 1995</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History             ...</td>\n",
+       "      <td>UF 146714, 147499                             ...</td>\n",
+       "      <td>Florida Museum of Natural History.  Herpetolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-02-12</td>\n",
+       "      <td>3067680</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>12 Feb 1996</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-11-18</td>\n",
+       "      <td>3067679</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>18 Nov 1996</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1997-11-03</td>\n",
+       "      <td>615765</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>03 Nov 1997</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History Herpetology ...</td>\n",
+       "      <td>UF 147495                                     ...</td>\n",
+       "      <td>Florida Museum of Natural History. Herpetology...</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8250925</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>30 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8241927</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>30 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251395</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251351</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>7854740</td>\n",
+       "      <td>Bob gore</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4631 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "1979-10-24   3067952  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1995-12-12    615739  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-02-12   3067680  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-11-18   3067679  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1997-11-03    615765  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "...              ...                                                ...   \n",
+       "2018-12-30   8250925  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-30   8241927  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251395  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251351  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   7854740                                          Bob gore    \n",
+       "\n",
+       "                   ComName                         SciName OccStatus  \\\n",
+       "ObsDate                                                                \n",
+       "1979-10-24  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1995-12-12  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1996-02-12  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1996-11-18  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "1997-11-03  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "...                    ...                             ...       ...   \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated   \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus  Positive   \n",
+       "\n",
+       "                ObsDate DateAcc      DateEnt       DateUp  \\\n",
+       "ObsDate                                                     \n",
+       "1979-10-24  24 Oct 1979          17 Oct 2013                \n",
+       "1995-12-12  12 Dec 1995          03 May 2009  03 May 2009   \n",
+       "1996-02-12  12 Feb 1996          17 Oct 2013                \n",
+       "1996-11-18  18 Nov 1996          17 Oct 2013                \n",
+       "1997-11-03  03 Nov 1997          03 May 2009  03 May 2009   \n",
+       "...                 ...     ...          ...          ...   \n",
+       "2018-12-30  30 Dec 2018          03 Aug 2019                \n",
+       "2018-12-30  30 Dec 2018          03 Aug 2019                \n",
+       "2018-12-31  31 Dec 2018          03 Aug 2019                \n",
+       "2018-12-31  31 Dec 2018          03 Aug 2019                \n",
+       "2018-12-31  31 Dec 2018          31 Dec 2018  31 Dec 2018   \n",
+       "\n",
+       "                                      Location  ...    IDCred  Verified  \\\n",
+       "ObsDate                                         ...                       \n",
+       "1979-10-24  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1995-12-12  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1996-02-12  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1996-11-18  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "1997-11-03  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "...                                        ...  ...       ...       ...   \n",
+       "2018-12-30  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2018-12-30     Broward, Florida, United States  ...  Verified  Verified   \n",
+       "2018-12-31  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2018-12-31  Miami-Dade, Florida, United States  ...  Verified  Verified   \n",
+       "2018-12-31  Miami-Dade, Florida, United States  ...  Possible  Verified   \n",
+       "\n",
+       "                                Reviewer   ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                                                      \n",
+       "1979-10-24                                                                   \n",
+       "1995-12-12                                                                   \n",
+       "1996-02-12                                                                   \n",
+       "1996-11-18                                                                   \n",
+       "1997-11-03                                                                   \n",
+       "...                                  ...          ...      ...  ..     ...   \n",
+       "2018-12-30                                                                   \n",
+       "2018-12-30                                                                   \n",
+       "2018-12-31                                                                   \n",
+       "2018-12-31                                                                   \n",
+       "2018-12-31  FWCC Exotic Species Database  10 Jan 2019                        \n",
+       "\n",
+       "                                                       Museum  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                ...   \n",
+       "1995-12-12  Florida Museum of Natural History             ...   \n",
+       "1996-02-12                                                ...   \n",
+       "1996-11-18                                                ...   \n",
+       "1997-11-03  Florida Museum of Natural History Herpetology ...   \n",
+       "...                                                       ...   \n",
+       "2018-12-30                                                      \n",
+       "2018-12-30                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "\n",
+       "                                                    MuseumRec  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                      \n",
+       "1995-12-12  UF 146714, 147499                             ...   \n",
+       "1996-02-12                                                      \n",
+       "1996-11-18                                                      \n",
+       "1997-11-03  UF 147495                                     ...   \n",
+       "...                                                       ...   \n",
+       "2018-12-30                                                      \n",
+       "2018-12-30                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "\n",
+       "                                                    Reference  \n",
+       "ObsDate                                                        \n",
+       "1979-10-24  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1995-12-12  Florida Museum of Natural History.  Herpetolog...  \n",
+       "1996-02-12  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1996-11-18  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1997-11-03  Florida Museum of Natural History. Herpetology...  \n",
+       "...                                                       ...  \n",
+       "2018-12-30                                                     \n",
+       "2018-12-30                                                     \n",
+       "2018-12-31                                                     \n",
+       "2018-12-31                                                     \n",
+       "2018-12-31                                                     \n",
+       "\n",
+       "[4631 rows x 54 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now collect everything before 2019 as my training data\n",
+    "begin = pd.Timestamp('1979-10-24')\n",
+    "end = pd.Timestamp('2018-12-31') # should adjust to july 31 2019 to account for the data gathered this year?\n",
+    "\n",
+    "training = time_df.truncate(before=begin, after=end)\n",
+    "\n",
+    "training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>3067952</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.75931</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1995-12-12</td>\n",
+       "      <td>615739</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.22278</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History             ...</td>\n",
+       "      <td>UF 146714, 147499                             ...</td>\n",
+       "      <td>Florida Museum of Natural History.  Herpetolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-02-12</td>\n",
+       "      <td>3067680</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.26356</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-11-18</td>\n",
+       "      <td>3067679</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.64142</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1997-11-03</td>\n",
+       "      <td>615765</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.38235</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History Herpetology ...</td>\n",
+       "      <td>UF 147495                                     ...</td>\n",
+       "      <td>Florida Museum of Natural History. Herpetology...</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8250925</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.69986</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8241927</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.33000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251395</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.84732</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251351</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.81880</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>7854740</td>\n",
+       "      <td>Bob gore</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.75688</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4631 rows × 53 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "1979-10-24   3067952  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1995-12-12    615739  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-02-12   3067680  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1996-11-18   3067679  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1997-11-03    615765  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "...              ...                                                ...   \n",
+       "2018-12-30   8250925  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-30   8241927  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251395  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251351  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   7854740                                          Bob gore    \n",
+       "\n",
+       "                   ComName                         SciName OccStatus DateAcc  \\\n",
+       "ObsDate                                                                        \n",
+       "1979-10-24  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "1995-12-12  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "1996-02-12  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "1996-11-18  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "1997-11-03  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "...                    ...                             ...       ...     ...   \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "\n",
+       "                DateEnt       DateUp                            Location  \\\n",
+       "ObsDate                                                                    \n",
+       "1979-10-24  17 Oct 2013               Miami-Dade, Florida, United States   \n",
+       "1995-12-12  03 May 2009  03 May 2009  Miami-Dade, Florida, United States   \n",
+       "1996-02-12  17 Oct 2013               Miami-Dade, Florida, United States   \n",
+       "1996-11-18  17 Oct 2013               Miami-Dade, Florida, United States   \n",
+       "1997-11-03  03 May 2009  03 May 2009  Miami-Dade, Florida, United States   \n",
+       "...                 ...          ...                                 ...   \n",
+       "2018-12-30  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-30  03 Aug 2019                  Broward, Florida, United States   \n",
+       "2018-12-31  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-31  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-31  31 Dec 2018  31 Dec 2018  Miami-Dade, Florida, United States   \n",
+       "\n",
+       "            Latitude  ...    IDCred  Verified                      Reviewer  \\\n",
+       "ObsDate               ...                                                     \n",
+       "1979-10-24  25.75931  ...  Verified  Verified                                 \n",
+       "1995-12-12  25.22278  ...  Verified  Verified                                 \n",
+       "1996-02-12  25.26356  ...  Verified  Verified                                 \n",
+       "1996-11-18  25.64142  ...  Verified  Verified                                 \n",
+       "1997-11-03  25.38235  ...  Verified  Verified                                 \n",
+       "...              ...  ...       ...       ...                           ...   \n",
+       "2018-12-30  25.69986  ...  Verified  Verified                                 \n",
+       "2018-12-30  26.33000  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.84732  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.81880  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.75688  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "\n",
+       "             ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                        \n",
+       "1979-10-24                                     \n",
+       "1995-12-12                                     \n",
+       "1996-02-12                                     \n",
+       "1996-11-18                                     \n",
+       "1997-11-03                                     \n",
+       "...                 ...      ...  ..     ...   \n",
+       "2018-12-30                                     \n",
+       "2018-12-30                                     \n",
+       "2018-12-31                                     \n",
+       "2018-12-31                                     \n",
+       "2018-12-31  10 Jan 2019                        \n",
+       "\n",
+       "                                                       Museum  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                ...   \n",
+       "1995-12-12  Florida Museum of Natural History             ...   \n",
+       "1996-02-12                                                ...   \n",
+       "1996-11-18                                                ...   \n",
+       "1997-11-03  Florida Museum of Natural History Herpetology ...   \n",
+       "...                                                       ...   \n",
+       "2018-12-30                                                      \n",
+       "2018-12-30                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "\n",
+       "                                                    MuseumRec  \\\n",
+       "ObsDate                                                         \n",
+       "1979-10-24                                                      \n",
+       "1995-12-12  UF 146714, 147499                             ...   \n",
+       "1996-02-12                                                      \n",
+       "1996-11-18                                                      \n",
+       "1997-11-03  UF 147495                                     ...   \n",
+       "...                                                       ...   \n",
+       "2018-12-30                                                      \n",
+       "2018-12-30                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "2018-12-31                                                      \n",
+       "\n",
+       "                                                    Reference  \n",
+       "ObsDate                                                        \n",
+       "1979-10-24  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1995-12-12  Florida Museum of Natural History.  Herpetolog...  \n",
+       "1996-02-12  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1996-11-18  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1997-11-03  Florida Museum of Natural History. Herpetology...  \n",
+       "...                                                       ...  \n",
+       "2018-12-30                                                     \n",
+       "2018-12-30                                                     \n",
+       "2018-12-31                                                     \n",
+       "2018-12-31                                                     \n",
+       "2018-12-31                                                     \n",
+       "\n",
+       "[4631 rows x 53 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training.drop(columns = 'ObsDate', axis = 1, inplace = True)\n",
+    "training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\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>ObsDate</th>\n",
+       "      <th>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>3067952</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>1995-12-12</td>\n",
+       "      <td>615739</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History             ...</td>\n",
+       "      <td>UF 146714, 147499                             ...</td>\n",
+       "      <td>Florida Museum of Natural History.  Herpetolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>1996-02-12</td>\n",
+       "      <td>3067680</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>1996-11-18</td>\n",
+       "      <td>3067679</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Oct 2013</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>U. S. Geological Survey. 2012. USGS Everglades...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>1997-11-03</td>\n",
+       "      <td>615765</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>03 May 2009</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Florida Museum of Natural History Herpetology ...</td>\n",
+       "      <td>UF 147495                                     ...</td>\n",
+       "      <td>Florida Museum of Natural History. Herpetology...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     ObsDate  objectid                                           Reporter  \\\n",
+       "0 1979-10-24   3067952  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "1 1995-12-12    615739  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2 1996-02-12   3067680  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "3 1996-11-18   3067679  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "4 1997-11-03    615765  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "\n",
+       "          ComName                         SciName OccStatus DateAcc  \\\n",
+       "0  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "1  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "3  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "4  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "\n",
+       "       DateEnt       DateUp                            Location  ...  \\\n",
+       "0  17 Oct 2013               Miami-Dade, Florida, United States  ...   \n",
+       "1  03 May 2009  03 May 2009  Miami-Dade, Florida, United States  ...   \n",
+       "2  17 Oct 2013               Miami-Dade, Florida, United States  ...   \n",
+       "3  17 Oct 2013               Miami-Dade, Florida, United States  ...   \n",
+       "4  03 May 2009  03 May 2009  Miami-Dade, Florida, United States  ...   \n",
+       "\n",
+       "     IDCred  Verified Reviewer ReviewDate OrgSrcID PID Voucher  \\\n",
+       "0  Verified  Verified                                            \n",
+       "1  Verified  Verified                                            \n",
+       "2  Verified  Verified                                            \n",
+       "3  Verified  Verified                                            \n",
+       "4  Verified  Verified                                            \n",
+       "\n",
+       "                                              Museum  \\\n",
+       "0                                                ...   \n",
+       "1  Florida Museum of Natural History             ...   \n",
+       "2                                                ...   \n",
+       "3                                                ...   \n",
+       "4  Florida Museum of Natural History Herpetology ...   \n",
+       "\n",
+       "                                           MuseumRec  \\\n",
+       "0                                                      \n",
+       "1  UF 146714, 147499                             ...   \n",
+       "2                                                      \n",
+       "3                                                      \n",
+       "4  UF 147495                                     ...   \n",
+       "\n",
+       "                                           Reference  \n",
+       "0  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "1  Florida Museum of Natural History.  Herpetolog...  \n",
+       "2  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "3  U. S. Geological Survey. 2012. USGS Everglades...  \n",
+       "4  Florida Museum of Natural History. Herpetology...  \n",
+       "\n",
+       "[5 rows x 54 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training.reset_index(inplace = True)\n",
+    "\n",
+    "training.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('<M8[ns]')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training['ObsDate'].dtype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>objectid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1995-12-12</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-02-12</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1996-11-18</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1997-11-03</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-27</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2249 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid\n",
+       "ObsDate             \n",
+       "1979-10-24         1\n",
+       "1995-12-12         1\n",
+       "1996-02-12         1\n",
+       "1996-11-18         1\n",
+       "1997-11-03         2\n",
+       "...              ...\n",
+       "2018-12-27         4\n",
+       "2018-12-28         3\n",
+       "2018-12-29         3\n",
+       "2018-12-30         2\n",
+       "2018-12-31         3\n",
+       "\n",
+       "[2249 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now, group by the dates so that the sightings are counted by Date\n",
+    "\n",
+    "# training.pivot_table(index = 'ObsDate', values = 'objectid', aggfunc = 'count') # why isn't this working?\n",
+    "training_pivot = pd.pivot_table(training, index = 'ObsDate', values = 'objectid', aggfunc = 'count' )\n",
+    "training_pivot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "training_pivot.index = pd.to_datetime(training_pivot.index) # doesn't work because the dtype of the index is '<M8[ns]', not \"Datetime\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# training_pivot = training_pivot.resample('D')\n",
+    "training_pivot2 = training_pivot.resample('D').count().fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>objectid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1979-10-24</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1979-10-25</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1979-10-26</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1979-10-27</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1979-10-28</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-27</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14314 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid\n",
+       "ObsDate             \n",
+       "1979-10-24         1\n",
+       "1979-10-25         0\n",
+       "1979-10-26         0\n",
+       "1979-10-27         0\n",
+       "1979-10-28         0\n",
+       "...              ...\n",
+       "2018-12-27         1\n",
+       "2018-12-28         1\n",
+       "2018-12-29         1\n",
+       "2018-12-30         1\n",
+       "2018-12-31         1\n",
+       "\n",
+       "[14314 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_pivot2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sampoad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py:4102: SettingWithCopyWarning: \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: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  errors=errors,\n"
+     ]
+    }
+   ],
+   "source": [
+    "target.drop(columns = 'ObsDate', axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "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>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2019-01-02</td>\n",
+       "      <td>8249408</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.33997</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-02</td>\n",
+       "      <td>8250994</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73368</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-04</td>\n",
+       "      <td>8250999</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73535</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-04</td>\n",
+       "      <td>8250985</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73313</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2019-01-05</td>\n",
+       "      <td>8251407</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.86322</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <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",
+       "      <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",
+       "      <td>2019-11-06</td>\n",
+       "      <td>8295649</td>\n",
+       "      <td>matthew mccollister National Park Service, Big...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.83131</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8295635</td>\n",
+       "      <td>Jeffrey Fobb Miami-Dade Fire Rescue</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>07 Nov 2019</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.82564</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>08 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>8298008</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>12 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.86434</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>HQ freezer                                    ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-20</td>\n",
+       "      <td>8303147</td>\n",
+       "      <td>Edward F. Metzger III</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>22 Nov 2019</td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.29298</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>8303498</td>\n",
+       "      <td>Travis Mangione FWC</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>26 Nov 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>05 Dec 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>167 rows × 53 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "2019-01-02   8249408  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-02   8250994  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-04   8250999  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-04   8250985  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2019-01-05   8251407  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "...              ...                                                ...   \n",
+       "2019-11-06   8295649  matthew mccollister National Park Service, Big...   \n",
+       "2019-11-07   8295635                Jeffrey Fobb Miami-Dade Fire Rescue   \n",
+       "2019-11-07   8298008  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2019-11-20   8303147                             Edward F. Metzger III    \n",
+       "2019-11-24   8303498                                Travis Mangione FWC   \n",
+       "\n",
+       "                   ComName                         SciName OccStatus DateAcc  \\\n",
+       "ObsDate                                                                        \n",
+       "2019-01-02  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2019-01-02  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2019-01-04  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2019-01-04  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2019-01-05  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "...                    ...                             ...       ...     ...   \n",
+       "2019-11-06  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2019-11-07  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2019-11-20  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2019-11-24  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "\n",
+       "                DateEnt       DateUp                            Location  \\\n",
+       "ObsDate                                                                    \n",
+       "2019-01-02  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2019-01-02  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2019-01-04  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2019-01-04  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2019-01-05  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "...                 ...          ...                                 ...   \n",
+       "2019-11-06  07 Nov 2019                  Collier, Florida, United States   \n",
+       "2019-11-07  07 Nov 2019  07 Nov 2019  Miami-Dade, Florida, United States   \n",
+       "2019-11-07  12 Nov 2019                  Collier, Florida, United States   \n",
+       "2019-11-20  22 Nov 2019  22 Nov 2019     Broward, Florida, United States   \n",
+       "2019-11-24  26 Nov 2019               Miami-Dade, Florida, United States   \n",
+       "\n",
+       "            Latitude  ...    IDCred  Verified                      Reviewer  \\\n",
+       "ObsDate               ...                                                     \n",
+       "2019-01-02  25.33997  ...  Verified  Verified                                 \n",
+       "2019-01-02  25.73368  ...  Verified  Verified                                 \n",
+       "2019-01-04  25.73535  ...  Verified  Verified                                 \n",
+       "2019-01-04  25.73313  ...  Verified  Verified                                 \n",
+       "2019-01-05  25.86322  ...  Verified  Verified                                 \n",
+       "...              ...  ...       ...       ...                           ...   \n",
+       "2019-11-06  25.83131  ...  Credible  Verified  FWCC Exotic Species Database   \n",
+       "2019-11-07  25.82564  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2019-11-07  25.86434  ...  Credible  Verified  FWCC Exotic Species Database   \n",
+       "2019-11-20  26.29298  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2019-11-24  25.76191  ...  Credible  Verified  FWCC Exotic Species Database   \n",
+       "\n",
+       "             ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                        \n",
+       "2019-01-02                                     \n",
+       "2019-01-02                                     \n",
+       "2019-01-04                                     \n",
+       "2019-01-04                                     \n",
+       "2019-01-05                                     \n",
+       "...                 ...      ...  ..     ...   \n",
+       "2019-11-06  08 Nov 2019                    0   \n",
+       "2019-11-07  08 Nov 2019                        \n",
+       "2019-11-07  14 Nov 2019                    0   \n",
+       "2019-11-20  05 Dec 2019                        \n",
+       "2019-11-24  05 Dec 2019                    0   \n",
+       "\n",
+       "                                                       Museum MuseumRec  \\\n",
+       "ObsDate                                                                   \n",
+       "2019-01-02                                                                \n",
+       "2019-01-02                                                                \n",
+       "2019-01-04                                                                \n",
+       "2019-01-04                                                                \n",
+       "2019-01-05                                                                \n",
+       "...                                                       ...       ...   \n",
+       "2019-11-06                                                                \n",
+       "2019-11-07                                                                \n",
+       "2019-11-07  HQ freezer                                    ...             \n",
+       "2019-11-20                                                                \n",
+       "2019-11-24                                                                \n",
+       "\n",
+       "           Reference  \n",
+       "ObsDate               \n",
+       "2019-01-02            \n",
+       "2019-01-02            \n",
+       "2019-01-04            \n",
+       "2019-01-04            \n",
+       "2019-01-05            \n",
+       "...              ...  \n",
+       "2019-11-06            \n",
+       "2019-11-07            \n",
+       "2019-11-07            \n",
+       "2019-11-20            \n",
+       "2019-11-24            \n",
+       "\n",
+       "[167 rows x 53 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "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>objectid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2019-01-02</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-01-03</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-01-04</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-01-05</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-01-06</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-20</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-21</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>327 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid\n",
+       "ObsDate             \n",
+       "2019-01-02         1\n",
+       "2019-01-03         0\n",
+       "2019-01-04         1\n",
+       "2019-01-05         1\n",
+       "2019-01-06         0\n",
+       "...              ...\n",
+       "2019-11-20         1\n",
+       "2019-11-21         0\n",
+       "2019-11-22         0\n",
+       "2019-11-23         0\n",
+       "2019-11-24         1\n",
+       "\n",
+       "[327 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "target.reset_index(inplace = True)\n",
+    "target_pivot = pd.pivot_table(target, index = 'ObsDate', values = 'objectid', aggfunc = 'count' )\n",
+    "# target.index = pd.to_datetime(target_pivot.index)\n",
+    "target_pivot2 = target_pivot.resample('D').count().fillna(0)\n",
+    "target_pivot2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# training / test data is ready"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from statsmodels.tsa.arima_model import ARMA\n",
+    "\n",
+    "model = ARMA(\n",
+    "    training_pivot2,\n",
+    "    freq = 'D', # daily frequency\n",
+    "    order = (2, 1),\n",
+    ").fit()\n",
+    "\n",
+    "predictions = model.predict(\n",
+    "    start = len(training_pivot2), # in terms of index, where do we want to start and end? start at the END of your training data\n",
+    "    end = len(training_pivot2) + len(target_pivot2) - 1, # and end at the END of our testing data\n",
+    ")\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions = model.predict(\n",
+    "    start = len(training_pivot2), # in terms of index, where do we want to start and end? start at the END of your training data\n",
+    "    end = len(training_pivot2) + len(target_pivot2) - 1, # and end at the END of our testing data\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Expected Number of Python Sightings in 2019"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "204.0"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# how to get the sum of the 2019 year? \n",
+    "round(predictions.sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###### Are there geographic hotspots? If so, what are the probabilities that volunteers will find pythons in those areas between today's date and Dec 31st?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# from this Time-Series data above, work on Probability of finding snakes in the geographic hotspots between now and Dec 31\n",
+    "# group the data by Month-day, ignoring the year,\n",
+    "# \n",
+    "# a python was sighted on this day for x out of the total years, \n",
+    "# sum the probabilities for today's date through 12/31\n",
+    "\n",
+    "# first need to review git. i need the counties data from elda, how can I make sure I effectively merge that with my own code? \n",
+    "\n",
+    "# based on 2018's December data,\n",
+    "# every day is a success/failure for those days\n",
+    "# probability for 2018 - days of success / total days\n",
+    "\n",
+    "# apply that prob to 2019, with the remaining days"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sampoad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py:4102: SettingWithCopyWarning: \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: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  errors=errors,\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>objectid</th>\n",
+       "      <th>Reporter</th>\n",
+       "      <th>ComName</th>\n",
+       "      <th>SciName</th>\n",
+       "      <th>OccStatus</th>\n",
+       "      <th>DateAcc</th>\n",
+       "      <th>DateEnt</th>\n",
+       "      <th>DateUp</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>...</th>\n",
+       "      <th>IDCred</th>\n",
+       "      <th>Verified</th>\n",
+       "      <th>Reviewer</th>\n",
+       "      <th>ReviewDate</th>\n",
+       "      <th>OrgSrcID</th>\n",
+       "      <th>PID</th>\n",
+       "      <th>Voucher</th>\n",
+       "      <th>Museum</th>\n",
+       "      <th>MuseumRec</th>\n",
+       "      <th>Reference</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2018-12-01</td>\n",
+       "      <td>8240169</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.94577</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-01</td>\n",
+       "      <td>8240170</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.94577</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-01</td>\n",
+       "      <td>7827675</td>\n",
+       "      <td>Mark Procter</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>01 Dec 2018</td>\n",
+       "      <td>01 Dec 2018</td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>26.10031</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>03 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-03</td>\n",
+       "      <td>8243480</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Manatee, Florida, United States</td>\n",
+       "      <td>27.50771</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-03</td>\n",
+       "      <td>7829338</td>\n",
+       "      <td>Robert Hinson Big Cypress National Preserve</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>10 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.80743</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>13 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>USGS                                          ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-04</td>\n",
+       "      <td>7827802</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>04 Dec 2018</td>\n",
+       "      <td>10 Dec 2018</td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.90142</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>04 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>BICY freezer for USGS pickup                  ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-04</td>\n",
+       "      <td>8250869</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.67811</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-04</td>\n",
+       "      <td>8242509</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Lee, Florida, United States</td>\n",
+       "      <td>26.43832</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-05</td>\n",
+       "      <td>8250330</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.46568</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-08</td>\n",
+       "      <td>7829502</td>\n",
+       "      <td>Ozzie Romero</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>13 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.05082</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>14 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-08</td>\n",
+       "      <td>8250954</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.72530</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-09</td>\n",
+       "      <td>7829752</td>\n",
+       "      <td>Brian Waters NPS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>15 Dec 2018</td>\n",
+       "      <td>15 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.36813</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>17 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-09</td>\n",
+       "      <td>7829306</td>\n",
+       "      <td>Michael Reupert NPS  Big Cypress National Pres...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>09 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.87741</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>Left at sight, dead for a while               ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-11</td>\n",
+       "      <td>7829459</td>\n",
+       "      <td>Elizabeth Scarlett USGS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>12 Dec 2018</td>\n",
+       "      <td>12 Dec 2018</td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.85093</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>13 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-11</td>\n",
+       "      <td>7829473</td>\n",
+       "      <td>Jeremy Dixon USFWS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>13 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.24072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>13 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "      <td>Sent to USGS (Jill J.) for necropsy           ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-11</td>\n",
+       "      <td>8251069</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-11</td>\n",
+       "      <td>8243500</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.08652</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-11</td>\n",
+       "      <td>8251068</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-12</td>\n",
+       "      <td>8251027</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.74407</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-12</td>\n",
+       "      <td>8251028</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.74420</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-12</td>\n",
+       "      <td>8251112</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76173</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-13</td>\n",
+       "      <td>8250346</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.47014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-13</td>\n",
+       "      <td>8239911</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, New York, United States</td>\n",
+       "      <td>43.12627</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-14</td>\n",
+       "      <td>7829751</td>\n",
+       "      <td>Kevin Reich</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>14 Dec 2018</td>\n",
+       "      <td>14 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76155</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>17 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>7847067</td>\n",
+       "      <td>Deborah Jansen Big Cypress National Preserve</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>18 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.90140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>09 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>BICY for USGS pickup                          ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>8241748</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Negative</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.14542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-15</td>\n",
+       "      <td>7847023</td>\n",
+       "      <td>Jeremy Dixon USFWS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>17 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.19408</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>17 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transferred to Eric S. (FWC) and Brian S. (USG...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-15</td>\n",
+       "      <td>8251056</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76066</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-16</td>\n",
+       "      <td>8251026</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.74389</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-16</td>\n",
+       "      <td>8251073</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76092</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-16</td>\n",
+       "      <td>8251430</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.88362</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-16</td>\n",
+       "      <td>8250982</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73243</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-17</td>\n",
+       "      <td>8251061</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Negative</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.76068</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-19</td>\n",
+       "      <td>8249308</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.22257</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-19</td>\n",
+       "      <td>8250924</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.69950</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-19</td>\n",
+       "      <td>8251254</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.78384</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-19</td>\n",
+       "      <td>7852533</td>\n",
+       "      <td>Jeremy Dixon USFWS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>20 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.18203</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>09 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sent to USGS (Jill J.)                        ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-20</td>\n",
+       "      <td>7854293</td>\n",
+       "      <td>Deborah Jansen Big Cypress National Preserve</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>21 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.92421</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>09 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>BICY for USGS pickup                          ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-21</td>\n",
+       "      <td>8246406</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.08652</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-22</td>\n",
+       "      <td>8250997</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73497</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-23</td>\n",
+       "      <td>8251003</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.73765</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-24</td>\n",
+       "      <td>7854741</td>\n",
+       "      <td>Anne Wood University of Oregon</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.19796</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-26</td>\n",
+       "      <td>8247598</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.20877</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-27</td>\n",
+       "      <td>8241431</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>25.98608</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-27</td>\n",
+       "      <td>8250853</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.67309</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-27</td>\n",
+       "      <td>8241728</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.13188</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-27</td>\n",
+       "      <td>8019334</td>\n",
+       "      <td>Deborah Jansen Big Cypress National Preserve</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>30 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.88258</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>31 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>Big Cypress                                   ...</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>8251344</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.81509</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-28</td>\n",
+       "      <td>8247587</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Monroe, Florida, United States</td>\n",
+       "      <td>25.18852</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-28</td>\n",
+       "      <td>7854455</td>\n",
+       "      <td>jarek anzelmo</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>28 Dec 2018</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.55459</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>7854459</td>\n",
+       "      <td>Brian Waters NPS</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>29 Dec 2018</td>\n",
+       "      <td>29 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.43341</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Credible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>8251032</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.74828</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-29</td>\n",
+       "      <td>8240148</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Collier, Florida, United States</td>\n",
+       "      <td>25.87766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8250925</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.69986</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-30</td>\n",
+       "      <td>8241927</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Broward, Florida, United States</td>\n",
+       "      <td>26.33000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251395</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.84732</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>8251351</td>\n",
+       "      <td>FWCC Exotic Species Database Florida Fish and ...</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Treated</td>\n",
+       "      <td></td>\n",
+       "      <td>03 Aug 2019</td>\n",
+       "      <td></td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.81880</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>Verified</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",
+       "      <td>2018-12-31</td>\n",
+       "      <td>7854740</td>\n",
+       "      <td>Bob gore</td>\n",
+       "      <td>Burmese python</td>\n",
+       "      <td>Python molurus ssp. bivittatus</td>\n",
+       "      <td>Positive</td>\n",
+       "      <td></td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>31 Dec 2018</td>\n",
+       "      <td>Miami-Dade, Florida, United States</td>\n",
+       "      <td>25.75688</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Possible</td>\n",
+       "      <td>Verified</td>\n",
+       "      <td>FWCC Exotic Species Database</td>\n",
+       "      <td>10 Jan 2019</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>58 rows × 53 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid                                           Reporter  \\\n",
+       "ObsDate                                                                   \n",
+       "2018-12-01   8240169  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-01   8240170  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-01   7827675                                      Mark Procter    \n",
+       "2018-12-03   8243480  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-03   7829338        Robert Hinson Big Cypress National Preserve   \n",
+       "2018-12-04   7827802  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2018-12-04   8250869  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-04   8242509  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-05   8250330  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-08   7829502                                      Ozzie Romero    \n",
+       "2018-12-08   8250954  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-09   7829752                                   Brian Waters NPS   \n",
+       "2018-12-09   7829306  Michael Reupert NPS  Big Cypress National Pres...   \n",
+       "2018-12-11   7829459                            Elizabeth Scarlett USGS   \n",
+       "2018-12-11   7829473                                 Jeremy Dixon USFWS   \n",
+       "2018-12-11   8251069  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-11   8243500  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-11   8251068  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-12   8251027  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-12   8251028  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-12   8251112  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-13   8250346  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-13   8239911  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-14   7829751                                       Kevin Reich    \n",
+       "2018-12-14   7847067       Deborah Jansen Big Cypress National Preserve   \n",
+       "2018-12-14   8241748  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-15   7847023                                 Jeremy Dixon USFWS   \n",
+       "2018-12-15   8251056  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-16   8251026  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-16   8251073  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-16   8251430  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-16   8250982  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-17   8251061  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-19   8249308  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-19   8250924  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-19   8251254  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-19   7852533                                 Jeremy Dixon USFWS   \n",
+       "2018-12-20   7854293       Deborah Jansen Big Cypress National Preserve   \n",
+       "2018-12-21   8246406  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-22   8250997  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-23   8251003  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-24   7854741                     Anne Wood University of Oregon   \n",
+       "2018-12-26   8247598  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-27   8241431  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-27   8250853  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-27   8241728  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-27   8019334       Deborah Jansen Big Cypress National Preserve   \n",
+       "2018-12-28   8251344  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-28   8247587  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-28   7854455                                     jarek anzelmo    \n",
+       "2018-12-29   7854459                                   Brian Waters NPS   \n",
+       "2018-12-29   8251032  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-29   8240148  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-30   8250925  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-30   8241927  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251395  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   8251351  FWCC Exotic Species Database Florida Fish and ...   \n",
+       "2018-12-31   7854740                                          Bob gore    \n",
+       "\n",
+       "                   ComName                         SciName OccStatus DateAcc  \\\n",
+       "ObsDate                                                                        \n",
+       "2018-12-01  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-01  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-01  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-03  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-03  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-04  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-04  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-04  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-05  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-08  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-08  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-09  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-09  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-11  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-11  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-11  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-11  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-11  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-12  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-12  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-12  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-13  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-13  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-14  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-14  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-14  Burmese python  Python molurus ssp. bivittatus  Negative           \n",
+       "2018-12-15  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-15  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-16  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-16  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-16  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-16  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-17  Burmese python  Python molurus ssp. bivittatus  Negative           \n",
+       "2018-12-19  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-19  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-19  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-19  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-20  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-21  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-22  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-23  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-24  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-26  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-27  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-27  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-27  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-27  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-28  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-28  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-28  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-29  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-29  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-29  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-30  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus   Treated           \n",
+       "2018-12-31  Burmese python  Python molurus ssp. bivittatus  Positive           \n",
+       "\n",
+       "                DateEnt       DateUp                            Location  \\\n",
+       "ObsDate                                                                    \n",
+       "2018-12-01  03 Aug 2019                  Collier, Florida, United States   \n",
+       "2018-12-01  03 Aug 2019                  Collier, Florida, United States   \n",
+       "2018-12-01  01 Dec 2018  01 Dec 2018     Collier, Florida, United States   \n",
+       "2018-12-03  03 Aug 2019                  Manatee, Florida, United States   \n",
+       "2018-12-03  10 Dec 2018                  Collier, Florida, United States   \n",
+       "2018-12-04  04 Dec 2018  10 Dec 2018     Collier, Florida, United States   \n",
+       "2018-12-04  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-04  03 Aug 2019                      Lee, Florida, United States   \n",
+       "2018-12-05  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-08  13 Dec 2018                  Broward, Florida, United States   \n",
+       "2018-12-08  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-09  15 Dec 2018  15 Dec 2018  Miami-Dade, Florida, United States   \n",
+       "2018-12-09  09 Dec 2018                  Collier, Florida, United States   \n",
+       "2018-12-11  12 Dec 2018  12 Dec 2018     Collier, Florida, United States   \n",
+       "2018-12-11  13 Dec 2018               Miami-Dade, Florida, United States   \n",
+       "2018-12-11  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-11  03 Aug 2019                   Monroe, Florida, United States   \n",
+       "2018-12-11  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-12  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-12  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-12  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-13  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-13  03 Aug 2019                  Monroe, New York, United States   \n",
+       "2018-12-14  14 Dec 2018  14 Dec 2018  Miami-Dade, Florida, United States   \n",
+       "2018-12-14  18 Dec 2018                  Collier, Florida, United States   \n",
+       "2018-12-14  03 Aug 2019                  Broward, Florida, United States   \n",
+       "2018-12-15  17 Dec 2018                   Monroe, Florida, United States   \n",
+       "2018-12-15  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-16  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-16  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-16  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-16  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-17  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-19  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-19  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-19  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-19  20 Dec 2018                   Monroe, Florida, United States   \n",
+       "2018-12-20  21 Dec 2018                  Collier, Florida, United States   \n",
+       "2018-12-21  03 Aug 2019                   Monroe, Florida, United States   \n",
+       "2018-12-22  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-23  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-24  31 Dec 2018                   Monroe, Florida, United States   \n",
+       "2018-12-26  03 Aug 2019                   Monroe, Florida, United States   \n",
+       "2018-12-27  03 Aug 2019                  Broward, Florida, United States   \n",
+       "2018-12-27  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-27  03 Aug 2019                  Broward, Florida, United States   \n",
+       "2018-12-27  30 Jan 2019                  Collier, Florida, United States   \n",
+       "2018-12-28  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-28  03 Aug 2019                   Monroe, Florida, United States   \n",
+       "2018-12-28  28 Dec 2018               Miami-Dade, Florida, United States   \n",
+       "2018-12-29  29 Dec 2018  29 Dec 2018  Miami-Dade, Florida, United States   \n",
+       "2018-12-29  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-29  03 Aug 2019                  Collier, Florida, United States   \n",
+       "2018-12-30  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-30  03 Aug 2019                  Broward, Florida, United States   \n",
+       "2018-12-31  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-31  03 Aug 2019               Miami-Dade, Florida, United States   \n",
+       "2018-12-31  31 Dec 2018  31 Dec 2018  Miami-Dade, Florida, United States   \n",
+       "\n",
+       "            Latitude  ...    IDCred  Verified                      Reviewer  \\\n",
+       "ObsDate               ...                                                     \n",
+       "2018-12-01  25.94577  ...  Verified  Verified                                 \n",
+       "2018-12-01  25.94577  ...  Verified  Verified                                 \n",
+       "2018-12-01  26.10031  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-03  27.50771  ...  Verified  Verified                                 \n",
+       "2018-12-03  25.80743  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-04  25.90142  ...  Credible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-04  25.67811  ...  Verified  Verified                                 \n",
+       "2018-12-04  26.43832  ...  Verified  Verified                                 \n",
+       "2018-12-05  25.46568  ...  Verified  Verified                                 \n",
+       "2018-12-08  26.05082  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-08  25.72530  ...  Verified  Verified                                 \n",
+       "2018-12-09  25.36813  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-09  25.87741  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-11  25.85093  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-11  25.24072  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-11  25.76087  ...  Verified  Verified                                 \n",
+       "2018-12-11  25.08652  ...  Credible  Verified                                 \n",
+       "2018-12-11  25.76087  ...  Verified  Verified                                 \n",
+       "2018-12-12  25.74407  ...  Verified  Verified                                 \n",
+       "2018-12-12  25.74420  ...  Verified  Verified                                 \n",
+       "2018-12-12  25.76173  ...  Verified  Verified                                 \n",
+       "2018-12-13  25.47014  ...  Verified  Verified                                 \n",
+       "2018-12-13  43.12627  ...  Credible  Verified                                 \n",
+       "2018-12-14  25.76155  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-14  25.90140  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-14  26.14542  ...  Verified  Verified                                 \n",
+       "2018-12-15  25.19408  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-15  25.76066  ...  Verified  Verified                                 \n",
+       "2018-12-16  25.74389  ...  Verified  Verified                                 \n",
+       "2018-12-16  25.76092  ...  Verified  Verified                                 \n",
+       "2018-12-16  25.88362  ...  Verified  Verified                                 \n",
+       "2018-12-16  25.73243  ...  Verified  Verified                                 \n",
+       "2018-12-17  25.76068  ...  Verified  Verified                                 \n",
+       "2018-12-19  25.22257  ...  Verified  Verified                                 \n",
+       "2018-12-19  25.69950  ...  Verified  Verified                                 \n",
+       "2018-12-19  25.78384  ...  Verified  Verified                                 \n",
+       "2018-12-19  25.18203  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-20  25.92421  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-21  25.08652  ...  Verified  Verified                                 \n",
+       "2018-12-22  25.73497  ...  Verified  Verified                                 \n",
+       "2018-12-23  25.73765  ...  Verified  Verified                                 \n",
+       "2018-12-24  25.19796  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-26  25.20877  ...  Verified  Verified                                 \n",
+       "2018-12-27  25.98608  ...  Verified  Verified                                 \n",
+       "2018-12-27  25.67309  ...  Verified  Verified                                 \n",
+       "2018-12-27  26.13188  ...  Verified  Verified                                 \n",
+       "2018-12-27  25.88258  ...  Verified  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-28  25.81509  ...  Verified  Verified                                 \n",
+       "2018-12-28  25.18852  ...  Verified  Verified                                 \n",
+       "2018-12-28  25.55459  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-29  25.43341  ...  Credible  Verified  FWCC Exotic Species Database   \n",
+       "2018-12-29  25.74828  ...  Verified  Verified                                 \n",
+       "2018-12-29  25.87766  ...  Verified  Verified                                 \n",
+       "2018-12-30  25.69986  ...  Verified  Verified                                 \n",
+       "2018-12-30  26.33000  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.84732  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.81880  ...  Verified  Verified                                 \n",
+       "2018-12-31  25.75688  ...  Possible  Verified  FWCC Exotic Species Database   \n",
+       "\n",
+       "             ReviewDate OrgSrcID PID Voucher  \\\n",
+       "ObsDate                                        \n",
+       "2018-12-01                                     \n",
+       "2018-12-01                                     \n",
+       "2018-12-01  03 Dec 2018                        \n",
+       "2018-12-03                                     \n",
+       "2018-12-03  13 Dec 2018                    0   \n",
+       "2018-12-04  04 Dec 2018                    0   \n",
+       "2018-12-04                                     \n",
+       "2018-12-04                                     \n",
+       "2018-12-05                                     \n",
+       "2018-12-08  14 Dec 2018                    0   \n",
+       "2018-12-08                                     \n",
+       "2018-12-09  17 Dec 2018                        \n",
+       "2018-12-09  10 Dec 2018                    0   \n",
+       "2018-12-11  13 Dec 2018                        \n",
+       "2018-12-11  13 Dec 2018                    1   \n",
+       "2018-12-11                                     \n",
+       "2018-12-11                                     \n",
+       "2018-12-11                                     \n",
+       "2018-12-12                                     \n",
+       "2018-12-12                                     \n",
+       "2018-12-12                                     \n",
+       "2018-12-13                                     \n",
+       "2018-12-13                                     \n",
+       "2018-12-14  17 Dec 2018                        \n",
+       "2018-12-14  09 Jan 2019                    0   \n",
+       "2018-12-14                                     \n",
+       "2018-12-15  17 Dec 2018                    0   \n",
+       "2018-12-15                                     \n",
+       "2018-12-16                                     \n",
+       "2018-12-16                                     \n",
+       "2018-12-16                                     \n",
+       "2018-12-16                                     \n",
+       "2018-12-17                                     \n",
+       "2018-12-19                                     \n",
+       "2018-12-19                                     \n",
+       "2018-12-19                                     \n",
+       "2018-12-19  09 Jan 2019                    0   \n",
+       "2018-12-20  09 Jan 2019                    0   \n",
+       "2018-12-21                                     \n",
+       "2018-12-22                                     \n",
+       "2018-12-23                                     \n",
+       "2018-12-24  10 Jan 2019                    0   \n",
+       "2018-12-26                                     \n",
+       "2018-12-27                                     \n",
+       "2018-12-27                                     \n",
+       "2018-12-27                                     \n",
+       "2018-12-27  31 Jan 2019                    0   \n",
+       "2018-12-28                                     \n",
+       "2018-12-28                                     \n",
+       "2018-12-28  10 Jan 2019                    0   \n",
+       "2018-12-29  10 Jan 2019                        \n",
+       "2018-12-29                                     \n",
+       "2018-12-29                                     \n",
+       "2018-12-30                                     \n",
+       "2018-12-30                                     \n",
+       "2018-12-31                                     \n",
+       "2018-12-31                                     \n",
+       "2018-12-31  10 Jan 2019                        \n",
+       "\n",
+       "                                                       Museum MuseumRec  \\\n",
+       "ObsDate                                                                   \n",
+       "2018-12-01                                                                \n",
+       "2018-12-01                                                                \n",
+       "2018-12-01                                                                \n",
+       "2018-12-03                                                                \n",
+       "2018-12-03  USGS                                          ...             \n",
+       "2018-12-04  BICY freezer for USGS pickup                  ...             \n",
+       "2018-12-04                                                                \n",
+       "2018-12-04                                                                \n",
+       "2018-12-05                                                                \n",
+       "2018-12-08                                                                \n",
+       "2018-12-08                                                                \n",
+       "2018-12-09                                                                \n",
+       "2018-12-09  Left at sight, dead for a while               ...             \n",
+       "2018-12-11                                                                \n",
+       "2018-12-11  Sent to USGS (Jill J.) for necropsy           ...             \n",
+       "2018-12-11                                                                \n",
+       "2018-12-11                                                                \n",
+       "2018-12-11                                                                \n",
+       "2018-12-12                                                                \n",
+       "2018-12-12                                                                \n",
+       "2018-12-12                                                                \n",
+       "2018-12-13                                                                \n",
+       "2018-12-13                                                                \n",
+       "2018-12-14                                                                \n",
+       "2018-12-14  BICY for USGS pickup                          ...             \n",
+       "2018-12-14                                                                \n",
+       "2018-12-15  Transferred to Eric S. (FWC) and Brian S. (USG...             \n",
+       "2018-12-15                                                                \n",
+       "2018-12-16                                                                \n",
+       "2018-12-16                                                                \n",
+       "2018-12-16                                                                \n",
+       "2018-12-16                                                                \n",
+       "2018-12-17                                                                \n",
+       "2018-12-19                                                                \n",
+       "2018-12-19                                                                \n",
+       "2018-12-19                                                                \n",
+       "2018-12-19  Sent to USGS (Jill J.)                        ...             \n",
+       "2018-12-20  BICY for USGS pickup                          ...             \n",
+       "2018-12-21                                                                \n",
+       "2018-12-22                                                                \n",
+       "2018-12-23                                                                \n",
+       "2018-12-24                                                                \n",
+       "2018-12-26                                                                \n",
+       "2018-12-27                                                                \n",
+       "2018-12-27                                                                \n",
+       "2018-12-27                                                                \n",
+       "2018-12-27  Big Cypress                                   ...             \n",
+       "2018-12-28                                                                \n",
+       "2018-12-28                                                                \n",
+       "2018-12-28                                                                \n",
+       "2018-12-29                                                                \n",
+       "2018-12-29                                                                \n",
+       "2018-12-29                                                                \n",
+       "2018-12-30                                                                \n",
+       "2018-12-30                                                                \n",
+       "2018-12-31                                                                \n",
+       "2018-12-31                                                                \n",
+       "2018-12-31                                                                \n",
+       "\n",
+       "           Reference  \n",
+       "ObsDate               \n",
+       "2018-12-01            \n",
+       "2018-12-01            \n",
+       "2018-12-01            \n",
+       "2018-12-03            \n",
+       "2018-12-03            \n",
+       "2018-12-04            \n",
+       "2018-12-04            \n",
+       "2018-12-04            \n",
+       "2018-12-05            \n",
+       "2018-12-08            \n",
+       "2018-12-08            \n",
+       "2018-12-09            \n",
+       "2018-12-09            \n",
+       "2018-12-11            \n",
+       "2018-12-11            \n",
+       "2018-12-11            \n",
+       "2018-12-11            \n",
+       "2018-12-11            \n",
+       "2018-12-12            \n",
+       "2018-12-12            \n",
+       "2018-12-12            \n",
+       "2018-12-13            \n",
+       "2018-12-13            \n",
+       "2018-12-14            \n",
+       "2018-12-14            \n",
+       "2018-12-14            \n",
+       "2018-12-15            \n",
+       "2018-12-15            \n",
+       "2018-12-16            \n",
+       "2018-12-16            \n",
+       "2018-12-16            \n",
+       "2018-12-16            \n",
+       "2018-12-17            \n",
+       "2018-12-19            \n",
+       "2018-12-19            \n",
+       "2018-12-19            \n",
+       "2018-12-19            \n",
+       "2018-12-20            \n",
+       "2018-12-21            \n",
+       "2018-12-22            \n",
+       "2018-12-23            \n",
+       "2018-12-24            \n",
+       "2018-12-26            \n",
+       "2018-12-27            \n",
+       "2018-12-27            \n",
+       "2018-12-27            \n",
+       "2018-12-27            \n",
+       "2018-12-28            \n",
+       "2018-12-28            \n",
+       "2018-12-28            \n",
+       "2018-12-29            \n",
+       "2018-12-29            \n",
+       "2018-12-29            \n",
+       "2018-12-30            \n",
+       "2018-12-30            \n",
+       "2018-12-31            \n",
+       "2018-12-31            \n",
+       "2018-12-31            \n",
+       "\n",
+       "[58 rows x 53 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "last_year = time_df.loc['2018-12']\n",
+    "\n",
+    "last_year.drop(columns = 'ObsDate', axis = 1, inplace = True)\n",
+    "\n",
+    "last_year"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "last_year_ridx = last_year.reset_index()\n",
+    "last_year_pivot = pd.pivot_table(last_year_ridx, index = 'ObsDate', values = 'objectid', aggfunc = 'count' )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\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>objectid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2018-12-01</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-03</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-04</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-05</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-08</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-09</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-11</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-12</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-13</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-15</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-16</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-17</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-19</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-20</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-21</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-22</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-23</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-24</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-26</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-27</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid\n",
+       "ObsDate             \n",
+       "2018-12-01         3\n",
+       "2018-12-03         2\n",
+       "2018-12-04         3\n",
+       "2018-12-05         1\n",
+       "2018-12-08         2\n",
+       "2018-12-09         2\n",
+       "2018-12-11         5\n",
+       "2018-12-12         3\n",
+       "2018-12-13         2\n",
+       "2018-12-14         3\n",
+       "2018-12-15         2\n",
+       "2018-12-16         4\n",
+       "2018-12-17         1\n",
+       "2018-12-19         4\n",
+       "2018-12-20         1\n",
+       "2018-12-21         1\n",
+       "2018-12-22         1\n",
+       "2018-12-23         1\n",
+       "2018-12-24         1\n",
+       "2018-12-26         1\n",
+       "2018-12-27         4\n",
+       "2018-12-28         3\n",
+       "2018-12-29         3\n",
+       "2018-12-30         2\n",
+       "2018-12-31         3"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "last_year_pivot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# every day had multiple python sightings in Dec2018,\n",
+    "# so my PRIORS would be the number of python sightings that day, divided by the total number of sightings that month?\n",
+    "# subset down to \"so far this month\" first"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "month_remaining2018 = last_year_pivot.loc['2018-12-14':]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>objectid</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ObsDate</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-15</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-16</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-17</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-19</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-20</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-21</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-22</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-23</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-24</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-26</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-27</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            objectid\n",
+       "ObsDate             \n",
+       "2018-12-14         3\n",
+       "2018-12-15         2\n",
+       "2018-12-16         4\n",
+       "2018-12-17         1\n",
+       "2018-12-19         4\n",
+       "2018-12-20         1\n",
+       "2018-12-21         1\n",
+       "2018-12-22         1\n",
+       "2018-12-23         1\n",
+       "2018-12-24         1\n",
+       "2018-12-26         1\n",
+       "2018-12-27         4\n",
+       "2018-12-28         3\n",
+       "2018-12-29         3\n",
+       "2018-12-30         2\n",
+       "2018-12-31         3"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_remaining2018"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "month_remaining2018_ridx = month_remaining2018.reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "days_remaining = len(month_remaining2018)\n",
+    "\n",
+    "days_remaining"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ObsDate\n",
+       "2018-12-14    0.1875\n",
+       "2018-12-15    0.1250\n",
+       "2018-12-16    0.2500\n",
+       "2018-12-17    0.0625\n",
+       "2018-12-19    0.2500\n",
+       "2018-12-20    0.0625\n",
+       "2018-12-21    0.0625\n",
+       "2018-12-22    0.0625\n",
+       "2018-12-23    0.0625\n",
+       "2018-12-24    0.0625\n",
+       "2018-12-26    0.0625\n",
+       "2018-12-27    0.2500\n",
+       "2018-12-28    0.1875\n",
+       "2018-12-29    0.1875\n",
+       "2018-12-30    0.1250\n",
+       "2018-12-31    0.1875\n",
+       "Name: objectid, dtype: float64"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_remaining2018['objectid'] / 16"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "month_remaining2018_ridx['percSnake'] = month_remaining2018_ridx['objectid'] / int(days_remaining)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "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>ObsDate</th>\n",
+       "      <th>objectid</th>\n",
+       "      <th>percSnake</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.1875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>2018-12-15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>2018-12-16</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.2500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>2018-12-17</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>2018-12-19</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.2500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>2018-12-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>6</td>\n",
+       "      <td>2018-12-21</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>7</td>\n",
+       "      <td>2018-12-22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>8</td>\n",
+       "      <td>2018-12-23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9</td>\n",
+       "      <td>2018-12-24</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>10</td>\n",
+       "      <td>2018-12-26</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>11</td>\n",
+       "      <td>2018-12-27</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.2500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>12</td>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.1875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>13</td>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.1875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>14</td>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>15</td>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.1875</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      ObsDate  objectid  percSnake\n",
+       "0  2018-12-14         3     0.1875\n",
+       "1  2018-12-15         2     0.1250\n",
+       "2  2018-12-16         4     0.2500\n",
+       "3  2018-12-17         1     0.0625\n",
+       "4  2018-12-19         4     0.2500\n",
+       "5  2018-12-20         1     0.0625\n",
+       "6  2018-12-21         1     0.0625\n",
+       "7  2018-12-22         1     0.0625\n",
+       "8  2018-12-23         1     0.0625\n",
+       "9  2018-12-24         1     0.0625\n",
+       "10 2018-12-26         1     0.0625\n",
+       "11 2018-12-27         4     0.2500\n",
+       "12 2018-12-28         3     0.1875\n",
+       "13 2018-12-29         3     0.1875\n",
+       "14 2018-12-30         2     0.1250\n",
+       "15 2018-12-31         3     0.1875"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_remaining2018_ridx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# BAYES\n",
+    "# bowls = [0.5, 0.5] # this will be my Priors, the probability of selecting each bowl\n",
+    "# vanilla = [30/40, 20/40] # Likelihoods, the probability of selecting vanilla from each bowl\n",
+    "\n",
+    "# def bayes_theorem(priors: list, likelihoods: list) -> np.array: # each should be a list, returns an array\n",
+    "#     marginal_prob = sum(np.multiply(priors, likelihoods))\n",
+    "#     posterior_prob = np.divide(np.multiply(priors, likelihoods), marginal_prob)\n",
+    "#     return posterior_prob\n",
+    "\n",
+    "# bayes_theorem(bowls, vanilla) # returns an array([0.6, 0.4]), so the first value is bowlOne, and second is bowlTwo\n",
+    "\n",
+    "# print(\"The Probability that the Vanilla cookie I selected was from bowl one is \" + str(bayes_theorem(bowls, vanilla)[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[0.1875,\n",
+       " 0.125,\n",
+       " 0.25,\n",
+       " 0.0625,\n",
+       " 0.25,\n",
+       " 0.0625,\n",
+       " 0.0625,\n",
+       " 0.0625,\n",
+       " 0.0625,\n",
+       " 0.0625,\n",
+       " 0.0625,\n",
+       " 0.25,\n",
+       " 0.1875,\n",
+       " 0.1875,\n",
+       " 0.125,\n",
+       " 0.1875]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(month_remaining2018_ridx['percSnake'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.08571429, 0.05714286, 0.11428571, 0.02857143, 0.11428571,\n",
+       "       0.02857143, 0.02857143, 0.02857143, 0.02857143, 0.02857143,\n",
+       "       0.02857143, 0.11428571, 0.08571429, 0.08571429, 0.05714286,\n",
+       "       0.08571429])"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def bayes_theorem(priors: list, likelihoods: list) -> np.array: # each should be a list, returns an array\n",
+    "    marginal_prob = sum(np.multiply(priors, likelihoods))\n",
+    "    posterior_prob = np.divide(np.multiply(priors, likelihoods), marginal_prob)\n",
+    "    return posterior_prob\n",
+    "\n",
+    "priors = [1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, 1/16, ] # same probability for every remaining day, of which there are 16\n",
+    "likelihoods = list(month_remaining2018_ridx['percSnake']) # likelihood of finding snakes that day\n",
+    "\n",
+    "bayes_theorem(priors, likelihoods)\n",
+    "# sum(bayes_theorem(priors, likelihoods)) # sum the probabilities is equal to one. this is \"given that a python was sighted between now and EOY, what is the probability it was on a specific day of the month, based on 2018 December data\"\n",
+    "# this also fails to account for the geographic hotspots, I need to have subsetted the data down to those three counties before calculating likelihoods\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "month_remaining2018_ridx['Prob_by_Day2019'] = pd.Series(bayes_theorem(priors, likelihoods))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "\"['Prob_by_Day'] not found in axis\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-38-7e0856e24de1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmonth_remaining2018_ridx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Prob_by_Day'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   4100\u001b[0m             \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4101\u001b[0m             \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4102\u001b[0;31m             \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\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   4103\u001b[0m         )\n\u001b[1;32m   4104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   3912\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\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[1;32m   3913\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3914\u001b[0;31m                 \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drop_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\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   3915\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3916\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0minplace\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/generic.py\u001b[0m in \u001b[0;36m_drop_axis\u001b[0;34m(self, labels, axis, level, errors)\u001b[0m\n\u001b[1;32m   3944\u001b[0m                 \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3945\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3946\u001b[0;31m                 \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\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   3947\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnew_axis\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   3948\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m   5338\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\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[1;32m   5339\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5340\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"{} not found in axis\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\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[0m\u001b[1;32m   5341\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5342\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdelete\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;31mKeyError\u001b[0m: \"['Prob_by_Day'] not found in axis\""
+     ]
+    }
+   ],
+   "source": [
+    "month_remaining2018_ridx.drop(columns = 'Prob_by_Day', axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "month_remaining2018_ridx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import sem, t\n",
+    "\n",
+    "def conf_interval(sample, confidence):\n",
+    "    return t.interval(\n",
+    "        confidence, # confidence level, passed in as an argument\n",
+    "        len(sample) - 1, # degrees of freedom\n",
+    "        loc = sample.mean(),\n",
+    "        scale = sem(sample),\n",
+    "    )\n",
+    "\n",
+    "conf_interval(bayes_theorem(priors, likelihoods), 0.9) # 90% confidence"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We are 90% confident that the average probability of python sightings is between 0.47 and 0.78"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Are the sightings cyclical?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Analysis: It is important to understand the difference between \"seasonal\" and \"cyclical\". \n",
+    "\n",
+    "Seasonal data is impacted by the seasons\n",
+    "<br> Cyclical data fluctuates without a fixed time period\n",
+    "\n",
+    "In this case, as we see in the below graphs, we believe that the data is seasonal, the fluctuations occur at a fixed time period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "\n",
+    "my_graph = seasonal_decompose(target_pivot2)\n",
+    "\n",
+    "my_graph.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {