Heartbeat of the city radar plot.ipynb

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    "crime_interpolated_radar_plot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# *Purpose*\n",
    "\n",
    "**Radar plots** (also known as polar or spider plots) are extremely versatile. In the paper [*The heartbeat of the city*], authors show daily cyclic patterns in crime and crashes in Mexico City. One of the plots they present is a very informative **radar plot** showing differences in crime and crash rates **hourly** and throughout the **days of the week**, in a way that is *visually appealing* and *easy to understand*.\n",
    "\n",
    "This jupyter notebook is a tutorial on how to do this type of radar plot in python. I used 2021 open data from New York City, [*NYC crime data*].\n",
    "\n",
    "![crime_interpolated_radar_plot.png](attachment:crime_interpolated_radar_plot.png)\n",
    "\n",
    "The plot shows a clock but, instead of 12 hours, 24 hours are displayed. Different colored curves show different days of the week. I'm not showing all days of the week to make the plot easier to read, but the remaining days can be easily be added. Some conclusions we can reach when looking at this plot:\n",
    "* crime occurrences follow a slightly different pattern for week days vs. weekends;\n",
    "* highest crime rates are found between 3pm and 6pm;\n",
    "* there's more crime between midnight and 6am on weekends than during weekdays;\n",
    "* crime peaks at different times of the day: at midnight, in the morning between 7 and 8pm (for week days), at midday and in the afternnoon (between 3 and 6pm on weekdays);\n",
    "* on average there's more crime on saturday than on sunday, except between midnight and 6am.\n",
    "\n",
    "[*The heartbeat of the city*]: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0246714\n",
    "[*NYC crime data*]: https://data.cityofnewyork.us/Public-Safety/NYPD-Complaint-Data-Current-Year-To-Date-/5uac-w243\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## package imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "from datetime import datetime\n",
    "from scipy.interpolate import interp1d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crime data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NYC crime [*data*]:\n",
    "\n",
    "[*data*]: https://data.cityofnewyork.us/Public-Safety/NYPD-Complaint-Data-Current-Year-To-Date-/5uac-w243"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime = pd.read_csv('NYPD_Complaint_Data_Current__Year_To_Date_.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<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>CMPLNT_NUM</th>\n",
       "      <th>ADDR_PCT_CD</th>\n",
       "      <th>BORO_NM</th>\n",
       "      <th>CMPLNT_FR_DT</th>\n",
       "      <th>CMPLNT_FR_TM</th>\n",
       "      <th>CMPLNT_TO_DT</th>\n",
       "      <th>CMPLNT_TO_TM</th>\n",
       "      <th>CRM_ATPT_CPTD_CD</th>\n",
       "      <th>HADEVELOPT</th>\n",
       "      <th>HOUSING_PSA</th>\n",
       "      <th>...</th>\n",
       "      <th>TRANSIT_DISTRICT</th>\n",
       "      <th>VIC_AGE_GROUP</th>\n",
       "      <th>VIC_RACE</th>\n",
       "      <th>VIC_SEX</th>\n",
       "      <th>X_COORD_CD</th>\n",
       "      <th>Y_COORD_CD</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Lat_Lon</th>\n",
       "      <th>New Georeferenced Column</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>903695881</td>\n",
       "      <td>69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12/17/2021</td>\n",
       "      <td>22:13:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-44</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>M</td>\n",
       "      <td>1011203</td>\n",
       "      <td>174515</td>\n",
       "      <td>40.645647</td>\n",
       "      <td>-73.902876</td>\n",
       "      <td>(40.64564719600002, -73.90287588699994)</td>\n",
       "      <td>POINT (-73.90287588699994 40.64564719600002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>400462399</td>\n",
       "      <td>113</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12/17/2021</td>\n",
       "      <td>06:21:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-44</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>F</td>\n",
       "      <td>1043252</td>\n",
       "      <td>187998</td>\n",
       "      <td>40.682499</td>\n",
       "      <td>-73.787269</td>\n",
       "      <td>(40.682499421000045, -73.78726915499993)</td>\n",
       "      <td>POINT (-73.78726915499993 40.682499421000045)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   CMPLNT_NUM  ADDR_PCT_CD BORO_NM CMPLNT_FR_DT CMPLNT_FR_TM CMPLNT_TO_DT  \\\n",
       "0   903695881           69     NaN   12/17/2021     22:13:00          NaN   \n",
       "1   400462399          113     NaN   12/17/2021     06:21:00          NaN   \n",
       "\n",
       "  CMPLNT_TO_TM CRM_ATPT_CPTD_CD HADEVELOPT  HOUSING_PSA  ...  \\\n",
       "0          NaN        COMPLETED        NaN          NaN  ...   \n",
       "1          NaN        COMPLETED        NaN          NaN  ...   \n",
       "\n",
       "   TRANSIT_DISTRICT VIC_AGE_GROUP  VIC_RACE VIC_SEX X_COORD_CD Y_COORD_CD  \\\n",
       "0               NaN         25-44     BLACK       M    1011203     174515   \n",
       "1               NaN         25-44     BLACK       F    1043252     187998   \n",
       "\n",
       "    Latitude  Longitude                                   Lat_Lon  \\\n",
       "0  40.645647 -73.902876   (40.64564719600002, -73.90287588699994)   \n",
       "1  40.682499 -73.787269  (40.682499421000045, -73.78726915499993)   \n",
       "\n",
       "                        New Georeferenced Column  \n",
       "0   POINT (-73.90287588699994 40.64564719600002)  \n",
       "1  POINT (-73.78726915499993 40.682499421000045)  \n",
       "\n",
       "[2 rows x 36 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Total of ~450K crime complaints:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(449506, 449506)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(NYC_crime), NYC_crime['CMPLNT_NUM'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I only keep keep 3 variables for the purpose of this work:\n",
    "* **CMPLNT_NUM**: Randomly generated persistent ID for each complaint;\n",
    "* **CMPLNT_FR_DT**: Exact date of occurrence for the reported event;\n",
    "* **CMPLNT_FR_TM**: Exact time of occurrence for the reported event."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime = NYC_crime[['CMPLNT_NUM', 'CMPLNT_FR_DT', 'CMPLNT_FR_TM']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First look at data, data cleaning & creating new variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Date of occurrence (*month/day/year*):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1979"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['CMPLNT_FR_DT'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    12/17/2021\n",
       "1    12/17/2021\n",
       "2    12/13/2021\n",
       "3    12/07/2021\n",
       "4    12/06/2021\n",
       "Name: CMPLNT_FR_DT, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['CMPLNT_FR_DT'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extracting day, month and year from date of occcurrence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime['month'] = NYC_crime['CMPLNT_FR_DT'].str[:2].astype(int)\n",
    "NYC_crime['day'] = NYC_crime['CMPLNT_FR_DT'].str[3:5].astype(int)\n",
    "NYC_crime['year'] = NYC_crime['CMPLNT_FR_DT'].str[6:].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Month values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['month'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([12, 11, 10,  9,  8,  7,  6,  5,  4,  3,  2,  1])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['month'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Day values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(31, 1, 31)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['day'].nunique(), NYC_crime['day'].min(), NYC_crime['day'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Year values:\n",
    "\n",
    "*There are some weird year values, 1021 and 1019. These are typos and should probably be, 2021 and 2019 respectively, but I decided to remove the instances (they are only 8 anyway...).*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 1019, 2021)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['year'].nunique(), NYC_crime['year'].min(), NYC_crime['year'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1021, 1019])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime[NYC_crime['year']<1900]['year'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(NYC_crime[NYC_crime['year'].isin([1021, 1019])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime = NYC_crime[~NYC_crime['year'].isin([1021, 1019])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(58, 1920, 2021)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime['year'].nunique(), NYC_crime['year'].min(), NYC_crime['year'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of complaints per year:\n",
    "\n",
    "*Here I'm grouping complaints per year and sorting the dataframe according to number of complaints per year from highest to lowest and looking at the top 15 years in terms of number of complaints. As one can see, the order of magnitude differs quite a lot from year to year.*"
   ]
  },
  {
   "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>CMPLNT_NUM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>439625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>7329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CMPLNT_NUM\n",
       "year            \n",
       "2021      439625\n",
       "2020        7329\n",
       "2019         898\n",
       "2018         335\n",
       "2017         244\n",
       "2016         175\n",
       "2015         116\n",
       "2014         111\n",
       "2012          99\n",
       "2013          94\n",
       "2011          61\n",
       "2010          46\n",
       "2009          40\n",
       "2008          38\n",
       "2007          32"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime.groupby('year').nunique()[['CMPLNT_NUM']].sort_values('CMPLNT_NUM', ascending=False).head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep only data from 2021:\n",
    "\n",
    "*From now on we look only at 2021 data.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime = NYC_crime[NYC_crime['year']==2021]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating date and time related variables:\n",
    "\n",
    "* **date**: date of occurrence in datetime format\n",
    "* **weekday**: number representing the day of the week 0 (Monday) - 6 (Sunday)\n",
    "* **day_name**: day of the week (Monday, ...., Sunday)\n",
    "* **hour**: hour of occurrence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "NYC_crime['date'] = pd.to_datetime(NYC_crime['CMPLNT_FR_DT'])\n",
    "\n",
    "NYC_crime['weekday'] = NYC_crime['date'].dt.weekday\n",
    "\n",
    "NYC_crime['day_name'] = NYC_crime['date'].dt.day_name()\n",
    "\n",
    "NYC_crime['hour'] = NYC_crime['CMPLNT_FR_TM'].str[:2]\n",
    "NYC_crime['hour'] = NYC_crime['hour'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>CMPLNT_NUM</th>\n",
       "      <th>CMPLNT_FR_DT</th>\n",
       "      <th>CMPLNT_FR_TM</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "      <th>date</th>\n",
       "      <th>weekday</th>\n",
       "      <th>day_name</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>903695881</td>\n",
       "      <td>12/17/2021</td>\n",
       "      <td>22:13:00</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>2021</td>\n",
       "      <td>2021-12-17</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>400462399</td>\n",
       "      <td>12/17/2021</td>\n",
       "      <td>06:21:00</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>2021</td>\n",
       "      <td>2021-12-17</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>587910690</td>\n",
       "      <td>12/13/2021</td>\n",
       "      <td>20:05:00</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>2021</td>\n",
       "      <td>2021-12-13</td>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>186105368</td>\n",
       "      <td>12/07/2021</td>\n",
       "      <td>22:49:00</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>2021</td>\n",
       "      <td>2021-12-07</td>\n",
       "      <td>1</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>185325394</td>\n",
       "      <td>12/06/2021</td>\n",
       "      <td>17:25:00</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>2021</td>\n",
       "      <td>2021-12-06</td>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CMPLNT_NUM CMPLNT_FR_DT CMPLNT_FR_TM  month  day  year       date  weekday  \\\n",
       "0   903695881   12/17/2021     22:13:00     12   17  2021 2021-12-17        4   \n",
       "1   400462399   12/17/2021     06:21:00     12   17  2021 2021-12-17        4   \n",
       "2   587910690   12/13/2021     20:05:00     12   13  2021 2021-12-13        0   \n",
       "3   186105368   12/07/2021     22:49:00     12    7  2021 2021-12-07        1   \n",
       "4   185325394   12/06/2021     17:25:00     12    6  2021 2021-12-06        0   \n",
       "\n",
       "  day_name  hour  \n",
       "0   Friday    22  \n",
       "1   Friday     6  \n",
       "2   Monday    20  \n",
       "3  Tuesday    22  \n",
       "4   Monday    17  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NYC_crime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting data ready for radar plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grouping complaints per day of the week and hour of day:\n",
    "\n",
    "*Although we have info up to the minute I decided to aggregate data hourly, as I'm not sure the info can be \"trusted\" up to the minute (E.g. the person making the complaint might not be sure of the exact time the crime took place, etc.)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_PerDayWeekHour = NYC_crime.groupby(['weekday', 'day_name', 'hour'])[['CMPLNT_NUM']].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>CMPLNT_NUM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekday</th>\n",
       "      <th>day_name</th>\n",
       "      <th>hour</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">Monday</th>\n",
       "      <th>0</th>\n",
       "      <td>2799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1098</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       CMPLNT_NUM\n",
       "weekday day_name hour            \n",
       "0       Monday   0           2799\n",
       "                 1           1758\n",
       "                 2           1460\n",
       "                 3           1216\n",
       "                 4           1098"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_PerDayWeekHour.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_PerDayWeekHour.columns = ['#complaints']\n",
    "crime_PerDayWeekHour.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\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>weekday</th>\n",
       "      <th>day_name</th>\n",
       "      <th>hour</th>\n",
       "      <th>#complaints</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>2799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1</td>\n",
       "      <td>1758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2</td>\n",
       "      <td>1460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>3</td>\n",
       "      <td>1216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>4</td>\n",
       "      <td>1098</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   weekday day_name  hour  #complaints\n",
       "0        0   Monday     0         2799\n",
       "1        0   Monday     1         1758\n",
       "2        0   Monday     2         1460\n",
       "3        0   Monday     3         1216\n",
       "4        0   Monday     4         1098"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_PerDayWeekHour.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating a string with the hour of the day:\n",
    "\n",
    "*Examples:*\n",
    "\n",
    "* *0 -> 00:00*\n",
    "* *15 -> 15:00*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def str_hour(hour):\n",
    "    if hour<12:\n",
    "        return '0'+str(hour)+':00'\n",
    "    else:\n",
    "        return str(hour)+':00'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_PerDayWeekHour['str_hour'] = crime_PerDayWeekHour['hour'].apply(str_hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>weekday</th>\n",
       "      <th>day_name</th>\n",
       "      <th>hour</th>\n",
       "      <th>#complaints</th>\n",
       "      <th>str_hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>2799</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1</td>\n",
       "      <td>1758</td>\n",
       "      <td>01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2</td>\n",
       "      <td>1460</td>\n",
       "      <td>02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>3</td>\n",
       "      <td>1216</td>\n",
       "      <td>03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>4</td>\n",
       "      <td>1098</td>\n",
       "      <td>04:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   weekday day_name  hour  #complaints str_hour\n",
       "0        0   Monday     0         2799    00:00\n",
       "1        0   Monday     1         1758    01:00\n",
       "2        0   Monday     2         1460    02:00\n",
       "3        0   Monday     3         1216    03:00\n",
       "4        0   Monday     4         1098    04:00"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_PerDayWeekHour.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculating a **crime complaints metric** which is as a percentage of the maximum number of complaints for a pair *(day of the week, hour of day)*:\n",
    "\n",
    "*The maximum number of occurences of a (day of the week, hour of day) pair in 2021 is on Wednesday at 4pm.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_PerDayWeekHour['%'] = crime_PerDayWeekHour['#complaints']/max(crime_PerDayWeekHour['#complaints'])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>weekday</th>\n",
       "      <th>day_name</th>\n",
       "      <th>hour</th>\n",
       "      <th>#complaints</th>\n",
       "      <th>str_hour</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>16</td>\n",
       "      <td>4077</td>\n",
       "      <td>16:00</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    weekday   day_name  hour  #complaints str_hour      %\n",
       "64        2  Wednesday    16         4077    16:00  100.0"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_PerDayWeekHour[crime_PerDayWeekHour['%']==100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RADAR PLOT"
   ]
  },
  {
   "attachments": {
    "crime_radar_plot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. First radar plot:\n",
    "\n",
    "![crime_radar_plot.png](attachment:crime_radar_plot.png)\n",
    "\n",
    "*In the first radar plot, I plot hourly values of % of occurences per day of the week and join these values with straight lines. Hence, the result is not smooth.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List of colors for each day of the week:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = sns.color_palette(\"Spectral\",n_colors =7).as_hex()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Days of the week to plot:\n",
    "\n",
    "*For the purpose of this tutorial I'm plotting Monday, Tuesday, Friday, Saturday and Sunday.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = [0,1,4,5,6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data to plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = crime_PerDayWeekHour[crime_PerDayWeekHour['weekday'].isin(days)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line_polar(data_frame = df,\n",
    "                    r = \"%\",\n",
    "                    theta = \"str_hour\",\n",
    "                    color = \"day_name\",\n",
    "                    labels = {'day_name': 'Day of week', 'str_hour': 'Hour of day'},\n",
    "                    line_close=True,\n",
    "                    color_discrete_sequence=[colors[j] for j in days],\n",
    "                    template=\"seaborn\",\n",
    "                    title = 'Crime complaints per hour of day and day of the week in NYC')\n",
    "\n",
    "fig.update_layout(\n",
    "    polar = dict(\n",
    "        angularaxis = dict(showticklabels=True, ticks='', nticks = 8, tickfont_size = 15), \n",
    "        radialaxis = dict(ticks='',tickangle=90, angle = 0, linewidth=0, color='grey', nticks = 5),\n",
    "    )\n",
    ")\n",
    "\n",
    "fig.update_traces(line=dict(width=4))\n",
    "\n",
    "\n",
    "fig.show(\"png\", scale=1.2)\n",
    "# for interactive plot:\n",
    "#fig.show()\n",
    "\n",
    "#figure as png\n",
    "fig.write_image(\"./plots/crime_radar_plot.png\", scale=1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {
    "crime_interpolated_radar_plot.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Smoother radar plot\n",
    "\n",
    "In order to have smooth curves one needs to do [**interpolation**]. Interpolation works by fitting a function to a discrete set of data points. After that one can calculate $y = f(x)$ for any $x$ in within the considered range of $x$ values. \n",
    "\n",
    "In the context o this problem, we have hourly % of complaints and we want to estimate the % of complaints for any point in time in the range [0, 24[.\n",
    "\n",
    "I fitted a cubic interpolation function (*other orders can be considered*) for each day of the week. Then I used these functions to estimate the % of crime complaints at every 15 minutes (*any time range can be chosen*).\n",
    "\n",
    "Let $f_i(x)$ be the interpolation function for the $i^{th}$ day of the week, with $x\\in[0,24[$ and $i\\in \\{0,1, ..., 6\\} $. Then, $f_2(1.5)$ will be the estimated value of % of complaints on Wednesday at 01:30am.\n",
    "\n",
    "![crime_interpolated_radar_plot.png](attachment:crime_interpolated_radar_plot.png)\n",
    "\n",
    "[**interpolation**]: https://en.wikipedia.org/wiki/Interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to fit interpolation functions for each day of the week:\n",
    "\n",
    "* **y** is a list with the values of % of complaints ordered by hour of the day. As we need to estimate values between hour 23 and midnight, we add the % of complaints of hour 0 at the end of the list. \n",
    "* **x** is a list with the order hours of the day. We add hour 24 at the end of the list to be able to calculate estimates between hour 23 and midnight."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "interpolation_functions = []\n",
    "for i in range(7):\n",
    "    y = list(crime_PerDayWeekHour[crime_PerDayWeekHour['weekday']==i]['%'])\n",
    "    y = y + [y[0]]\n",
    "    x = list(crime_PerDayWeekHour[crime_PerDayWeekHour['weekday']==i]['hour'])\n",
    "    x = x + [24]\n",
    "    f = interp1d(x,y, kind='cubic')\n",
    "    interpolation_functions.append(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a dataframe called **iterpolation_data** similar to dataframe **crime_PerDayWeekHour**. It has info on the % of complaints for each day of the week and at each 15 minutes (if we divide an hour in 15 minute intervals we get 4 intervals so we set **points_per_hour** = 4)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "points_per_hour = 4\n",
    "\n",
    "iterpolation_data = pd.DataFrame(columns = ['weekday', 'hour', '%'])\n",
    "\n",
    "for wd in range(7):\n",
    "    auxiliar_df = pd.DataFrame(columns = ['weekday', 'hour', '%'])\n",
    "    auxiliar_df['hour'] = [h/points_per_hour for h in range(0, 24*points_per_hour, 1)]\n",
    "    auxiliar_df['weekday'] = [wd for i in range(len(auxiliar_df))]\n",
    "    auxiliar_df.set_index('hour', inplace=True)\n",
    "    for h in range(0, 24*points_per_hour, 1):\n",
    "        auxiliar_df['%'].loc[h/points_per_hour] = interpolation_functions[wd](h/points_per_hour)\n",
    "    auxiliar_df.reset_index(inplace=True)\n",
    "    iterpolation_data = pd.concat([iterpolation_data, auxiliar_df])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.65342163355407</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>59.32715982201251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.19794473368934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>46.91309797020657</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
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       "    </tr>\n",
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       "</div>"
      ],
      "text/plain": [
       "  weekday  hour                   %\n",
       "0       0  0.00   68.65342163355407\n",
       "1       0  0.25   59.32715982201251\n",
       "2       0  0.50   52.19794473368934\n",
       "3       0  0.75   46.91309797020657\n",
       "4       0  1.00  43.119941133186174"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iterpolation_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transforming variable hour into a readable time:\n",
    "\n",
    ".25 -> :15  (1/4=.25th part of the hour, minute 15)\n",
    "\n",
    ".5 -> :30 (2/4th=.50 part of the hour, minute 30)\n",
    "\n",
    ".75 -> :45 (3/4th=0.75th part of the hour, minute 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def readableTime(hour):\n",
    "    \"\"\"\n",
    "    E.g.: hour = 2.25\n",
    "    Then: h = 2 and m=0.25\n",
    "          m*60=0.25*60=15\n",
    "    Returned value: '2:15'\n",
    "    \"\"\"\n",
    "    \n",
    "    #gives us the hour\n",
    "    h = str(hour).split('.')[0] \n",
    "    \n",
    "    #gives us n-th part of the hour we are considering\n",
    "    m = str(hour).split('.')[1] \n",
    "    m = float('0.'+m)\n",
    "    return h+':'+str(int(m*60)) #gives us the hours and minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterpolation_data['readable_time'] = iterpolation_data['hour'].apply(readableTime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def addZeroLeft(hour):\n",
    "    #'3:45'->'03:45'\n",
    "    if int(hour.split(':')[0])<10:\n",
    "        return '0'+hour\n",
    "    else: #'13:45'->'13:45'\n",
    "        return hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterpolation_data['readable_time'] = iterpolation_data['readable_time'].apply(addZeroLeft)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def addZeroRight(hour):\n",
    "    #'03:0'->'03:00'\n",
    "    if int(hour.split(':')[1])==0:\n",
    "        return hour+'0'\n",
    "    else: #'03:45'->'03:45'\n",
    "        return hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterpolation_data['readable_time'] = iterpolation_data['readable_time'].apply(addZeroRight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>%</th>\n",
       "      <th>readable_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.65342163355407</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>59.32715982201251</td>\n",
       "      <td>00:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.19794473368934</td>\n",
       "      <td>00:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>46.91309797020657</td>\n",
       "      <td>00:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>43.119941133186174</td>\n",
       "      <td>01:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  weekday  hour                   % readable_time\n",
       "0       0  0.00   68.65342163355407         00:00\n",
       "1       0  0.25   59.32715982201251         00:15\n",
       "2       0  0.50   52.19794473368934         00:30\n",
       "3       0  0.75   46.91309797020657         00:45\n",
       "4       0  1.00  43.119941133186174         01:00"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iterpolation_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding days of the week information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "dayname_info = crime_PerDayWeekHour[['weekday', 'day_name']]\n",
    "dayname_info.drop_duplicates(['weekday', 'day_name'], inplace=True)\n",
    "dayname_info.set_index('weekday', inplace=True)\n",
    "iterpolation_data.set_index('weekday', inplace=True)\n",
    "iterpolation_data['day_name'] = dayname_info['day_name']\n",
    "\n",
    "dayname_info.reset_index(inplace=True)\n",
    "iterpolation_data.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\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>weekday</th>\n",
       "      <th>hour</th>\n",
       "      <th>%</th>\n",
       "      <th>readable_time</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.65342163355407</td>\n",
       "      <td>00:00</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>59.32715982201251</td>\n",
       "      <td>00:15</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.19794473368934</td>\n",
       "      <td>00:30</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>46.91309797020657</td>\n",
       "      <td>00:45</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>43.119941133186174</td>\n",
       "      <td>01:00</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   weekday  hour                   % readable_time day_name\n",
       "0        0  0.00   68.65342163355407         00:00   Monday\n",
       "1        0  0.25   59.32715982201251         00:15   Monday\n",
       "2        0  0.50   52.19794473368934         00:30   Monday\n",
       "3        0  0.75   46.91309797020657         00:45   Monday\n",
       "4        0  1.00  43.119941133186174         01:00   Monday"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iterpolation_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Days of the week to plot:\n",
    "\n",
    "*For the purpose of this tutorial I'm plotting Monday, Tuesday, Friday, Saturday and Sunday.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = [0,1,4,5,6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data to plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = iterpolation_data[iterpolation_data['weekday'].isin(days)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line_polar(data_frame = df,\n",
    "                    r = \"%\",\n",
    "                    theta = \"readable_time\",\n",
    "                    color = \"day_name\",\n",
    "                    labels = {'day_name': 'Day of week', 'readable_time': 'Time'},\n",
    "                    line_close=True,\n",
    "                    color_discrete_sequence=[colors[j] for j in days], #colors list as defined for previous plot\n",
    "                    template=\"seaborn\",\n",
    "                    title = 'Crime complaints per hour of day and day of the week in NYC')\n",
    "\n",
    "fig.update_layout(\n",
    "    polar = dict(\n",
    "        angularaxis = dict(showticklabels=True, ticks='', nticks = 8, tickfont_size = 15), \n",
    "        radialaxis = dict(ticks='',tickangle=90, angle = 0, linewidth=0, color='grey', nticks = 5),\n",
    "    )\n",
    ")\n",
    "\n",
    "fig.update_traces(line=dict(width=4))\n",
    "\n",
    "\n",
    "fig.show(\"png\", scale=1.2)\n",
    "# for interactive plot:\n",
    "#fig.show()\n",
    "\n",
    "#figure as png\n",
    "fig.write_image(\"./plots/crime_interpolated_radar_plot.png\", scale=1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Useful links\n",
    "\n",
    "https://plotly.com/python/polar-chart/\n",
    "\n",
    "https://plotly.com/python-api-reference/generated/plotly.express.line_polar.html\n",
    "\n",
    "https://plotly.com/python/templates/\n",
    "\n",
    "https://plotly.com/python/reference/layout/polar/\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}