Crime weatherEDA2.ipynb

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   "source": [
    "# Importing Libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import geopandas as gpd\n",
    "import datetime as dt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "sns.set_palette(\"Set2\")\n",
    "sns.set_style(\"ticks\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "526e87a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"FinalCW.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bd07dc2f",
   "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>Occurrence Date</th>\n",
       "      <th>Occurrence Hour</th>\n",
       "      <th>NIBRS Description</th>\n",
       "      <th>Offense Count</th>\n",
       "      <th>Beat</th>\n",
       "      <th>Premise</th>\n",
       "      <th>Block Range</th>\n",
       "      <th>Street Name</th>\n",
       "      <th>Street Type</th>\n",
       "      <th>tempmax</th>\n",
       "      <th>...</th>\n",
       "      <th>visibility</th>\n",
       "      <th>solarradiation</th>\n",
       "      <th>solarenergy</th>\n",
       "      <th>uvindex</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>moonphase</th>\n",
       "      <th>conditions</th>\n",
       "      <th>description</th>\n",
       "      <th>icon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Theft</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3B10</td>\n",
       "      <td>20R</td>\n",
       "      <td>4900-4999</td>\n",
       "      <td>POINCIANA</td>\n",
       "      <td>DR</td>\n",
       "      <td>53.9</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</td>\n",
       "      <td>174.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010-01-01 07:16:59</td>\n",
       "      <td>2010-01-01 17:33:24</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Partially cloudy</td>\n",
       "      <td>Clearing in the afternoon.</td>\n",
       "      <td>partly-cloudy-day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Theft</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5F20</td>\n",
       "      <td>20D</td>\n",
       "      <td>8700-8799</td>\n",
       "      <td>HAMMERLY</td>\n",
       "      <td>NotKnown</td>\n",
       "      <td>53.9</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</td>\n",
       "      <td>174.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010-01-01 07:16:59</td>\n",
       "      <td>2010-01-01 17:33:24</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Partially cloudy</td>\n",
       "      <td>Clearing in the afternoon.</td>\n",
       "      <td>partly-cloudy-day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Burglary</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1A10</td>\n",
       "      <td>05O</td>\n",
       "      <td>400-499</td>\n",
       "      <td>MAIN</td>\n",
       "      <td>ST</td>\n",
       "      <td>53.9</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</td>\n",
       "      <td>174.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010-01-01 07:16:59</td>\n",
       "      <td>2010-01-01 17:33:24</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Partially cloudy</td>\n",
       "      <td>Clearing in the afternoon.</td>\n",
       "      <td>partly-cloudy-day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Theft</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7C10</td>\n",
       "      <td>20R</td>\n",
       "      <td>1900-1999</td>\n",
       "      <td>LOCKWOOD</td>\n",
       "      <td>DR</td>\n",
       "      <td>53.9</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</td>\n",
       "      <td>174.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010-01-01 07:16:59</td>\n",
       "      <td>2010-01-01 17:33:24</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Partially cloudy</td>\n",
       "      <td>Clearing in the afternoon.</td>\n",
       "      <td>partly-cloudy-day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Theft</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18F20</td>\n",
       "      <td>18A</td>\n",
       "      <td>3300-3399</td>\n",
       "      <td>MCCUE</td>\n",
       "      <td>RD</td>\n",
       "      <td>53.9</td>\n",
       "      <td>...</td>\n",
       "      <td>9.8</td>\n",
       "      <td>174.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010-01-01 07:16:59</td>\n",
       "      <td>2010-01-01 17:33:24</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Partially cloudy</td>\n",
       "      <td>Clearing in the afternoon.</td>\n",
       "      <td>partly-cloudy-day</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Occurrence Date  Occurrence Hour NIBRS Description  Offense Count   Beat  \\\n",
       "0      2010-01-01              8.0             Theft            1.0   3B10   \n",
       "1      2010-01-01             18.0             Theft            1.0   5F20   \n",
       "2      2010-01-01              0.0          Burglary            1.0   1A10   \n",
       "3      2010-01-01              0.0             Theft            1.0   7C10   \n",
       "4      2010-01-01             10.0             Theft            1.0  18F20   \n",
       "\n",
       "  Premise Block Range Street Name Street Type  tempmax  ...  visibility  \\\n",
       "0     20R   4900-4999   POINCIANA          DR     53.9  ...         9.8   \n",
       "1     20D   8700-8799    HAMMERLY    NotKnown     53.9  ...         9.8   \n",
       "2     05O     400-499        MAIN          ST     53.9  ...         9.8   \n",
       "3     20R   1900-1999    LOCKWOOD          DR     53.9  ...         9.8   \n",
       "4     18A   3300-3399       MCCUE          RD     53.9  ...         9.8   \n",
       "\n",
       "   solarradiation  solarenergy  uvindex              sunrise  \\\n",
       "0           174.8         15.0      7.0  2010-01-01 07:16:59   \n",
       "1           174.8         15.0      7.0  2010-01-01 07:16:59   \n",
       "2           174.8         15.0      7.0  2010-01-01 07:16:59   \n",
       "3           174.8         15.0      7.0  2010-01-01 07:16:59   \n",
       "4           174.8         15.0      7.0  2010-01-01 07:16:59   \n",
       "\n",
       "                sunset  moonphase        conditions  \\\n",
       "0  2010-01-01 17:33:24       0.53  Partially cloudy   \n",
       "1  2010-01-01 17:33:24       0.53  Partially cloudy   \n",
       "2  2010-01-01 17:33:24       0.53  Partially cloudy   \n",
       "3  2010-01-01 17:33:24       0.53  Partially cloudy   \n",
       "4  2010-01-01 17:33:24       0.53  Partially cloudy   \n",
       "\n",
       "                  description               icon  \n",
       "0  Clearing in the afternoon.  partly-cloudy-day  \n",
       "1  Clearing in the afternoon.  partly-cloudy-day  \n",
       "2  Clearing in the afternoon.  partly-cloudy-day  \n",
       "3  Clearing in the afternoon.  partly-cloudy-day  \n",
       "4  Clearing in the afternoon.  partly-cloudy-day  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c20f062",
   "metadata": {},
   "outputs": [],
   "source": [
    "date_agg=df.groupby[\"Occurrence Date\"][\"Offense Count\",]"
   ]
  }
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