part3.ipynb

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  {
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   "source": [
    "### Exploration\n",
    "- batak V\n",
    "- inisial r V\n",
    "- cewe nama V\n",
    "- jawa V\n",
    "- nama kristen X\n",
    "- trend nama X\n",
    "- cewe cowo X\n",
    "\n",
    "### column\n",
    "nama, nik, tempatLahir, jenisKelamin, tps, provinsi, kab_kota, \n",
    "\n",
    "kecamatan, desa, newcomer, nama_sunda, nama_jawa, nama_batak, \n",
    "\n",
    "bintang, inisial_r, nama_kristen, umur, tahun_lahir, tanggal_produksi, \n",
    "\n",
    "hari_produksi, unique_location, unique_hash, lat, long, count, unique_location:1,\n",
    "\n",
    " lat:1, long:1, lat_clean, long_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import duckdb\n",
    "con = duckdb.connect('entity.db')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime, timedelta\n",
    "import plotly.express as px"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### batak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>nama_batak</th>\n",
       "      <th>tahun_lahir</th>\n",
       "      <th>jenisKelamin</th>\n",
       "      <th>umur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Anto Lubis</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>lubis</td>\n",
       "      <td>85</td>\n",
       "      <td>L</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BINTANG AL AKBAR</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>bintang</td>\n",
       "      <td>92</td>\n",
       "      <td>P</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M ARDIANA LUBIS</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>lubis</td>\n",
       "      <td>81</td>\n",
       "      <td>L</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LINGGA</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BINAKARYA</td>\n",
       "      <td>lingga</td>\n",
       "      <td>94</td>\n",
       "      <td>L</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AHMAD ISRONI SIREGAR</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIMAREME</td>\n",
       "      <td>siregar</td>\n",
       "      <td>84</td>\n",
       "      <td>L</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BULAN SARI NASUTION</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIPICUNG</td>\n",
       "      <td>nasution</td>\n",
       "      <td>85</td>\n",
       "      <td>P</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>USNAN GIRI NASUTION</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIPICUNG</td>\n",
       "      <td>nasution</td>\n",
       "      <td>37</td>\n",
       "      <td>L</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>RESTI LESTARI NASUTION</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIPICUNG</td>\n",
       "      <td>nasution</td>\n",
       "      <td>93</td>\n",
       "      <td>P</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>AGUS GUNAWAN GINTING</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIPICUNG</td>\n",
       "      <td>ginting</td>\n",
       "      <td>94</td>\n",
       "      <td>L</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ISO SIHOMBING</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>CIPICUNG</td>\n",
       "      <td>sihombing</td>\n",
       "      <td>43</td>\n",
       "      <td>L</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "                     nama    provinsi kab_kota   kecamatan        desa   \n",
       "0              Anto Lubis  JAWA BARAT    GARUT  BANYURESMI    BAGENDIT  \\\n",
       "1        BINTANG AL AKBAR  JAWA BARAT    GARUT  BANYURESMI  BANYURESMI   \n",
       "2         M ARDIANA LUBIS  JAWA BARAT    GARUT  BANYURESMI  BANYURESMI   \n",
       "3                  LINGGA  JAWA BARAT    GARUT  BANYURESMI   BINAKARYA   \n",
       "4    AHMAD ISRONI SIREGAR  JAWA BARAT    GARUT  BANYURESMI    CIMAREME   \n",
       "5     BULAN SARI NASUTION  JAWA BARAT    GARUT  BANYURESMI    CIPICUNG   \n",
       "6     USNAN GIRI NASUTION  JAWA BARAT    GARUT  BANYURESMI    CIPICUNG   \n",
       "7  RESTI LESTARI NASUTION  JAWA BARAT    GARUT  BANYURESMI    CIPICUNG   \n",
       "8    AGUS GUNAWAN GINTING  JAWA BARAT    GARUT  BANYURESMI    CIPICUNG   \n",
       "9           ISO SIHOMBING  JAWA BARAT    GARUT  BANYURESMI    CIPICUNG   \n",
       "\n",
       "  nama_batak  tahun_lahir jenisKelamin  umur  \n",
       "0      lubis           85            L    38  \n",
       "1    bintang           92            P    31  \n",
       "2      lubis           81            L    42  \n",
       "3     lingga           94            L    29  \n",
       "4    siregar           84            L    39  \n",
       "5   nasution           85            P    38  \n",
       "6   nasution           37            L    86  \n",
       "7   nasution           93            P    30  \n",
       "8    ginting           94            L    29  \n",
       "9  sihombing           43            L    80  "
      ]
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     "execution_count": 65,
     "metadata": {},
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   ],
   "source": [
    "nama_batak = con.sql(\"SELECT nama, provinsi, kab_kota, kecamatan, desa, nama_batak, tahun_lahir, jenisKelamin FROM entity_with_coordinate2 WHERE nama_batak IS NOT NULL\").fetchdf()\n",
    "nama_batak['umur'] = datetime.now().year - nama_batak['tahun_lahir'] - 1900\n",
    "nama_batak.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
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       "      <td>gurukinayan</td>\n",
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       "      nama_batak  count\n",
       "0  lumbansiantar      3\n",
       "1        tampune      2\n",
       "2        gerneng      2\n",
       "3    gurukinayan      2\n",
       "4        tendang      2\n",
       "5      rumagorga      2\n",
       "6      rumasondi      2\n",
       "7     haromunthe      1\n",
       "8       rumaijuk      1\n",
       "9          pekan      1"
      ]
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   "source": [
    "top_marga = nama_batak.value_counts('nama_batak').head(10).to_frame().reset_index()\n",
    "bottom_marga = nama_batak.value_counts('nama_batak').tail(10).to_frame().reset_index()\n",
    "bottom_marga\n"
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            "gridwidth": 2,
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          },
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           "line": {
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            "ticks": ""
           },
           "baxis": {
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           "bgcolor": "#E5ECF6",
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          },
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          "xaxis": {
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           },
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     },
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   ],
   "source": [
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    "fig = px.bar(top_marga.sort_values('count'), y='nama_batak', x='count',text_auto=True, width=400, title='Top Marga Batak di Jawa Barat')\n",
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  },
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   ],
   "source": [
    "fig = px.bar(bottom_marga, y='nama_batak', x='count',text_auto=True,width=400,title='Marga Batak Langka di Jawa Barat')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>kab_kota</th>\n",
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       "      <td>KOTA BEKASI</td>\n",
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       "      <th>1</th>\n",
       "      <td>BANDUNG BARAT</td>\n",
       "      <td>5570</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PURWAKARTA</td>\n",
       "      <td>3148</td>\n",
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       "      <th>5</th>\n",
       "      <td>CIANJUR</td>\n",
       "      <td>2940</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>2875</td>\n",
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       "      <th>23</th>\n",
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       "      <td>2192</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>KOTA SUKABUMI</td>\n",
       "      <td>2029</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
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       "      <td>1669</td>\n",
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       "      <td>GARUT</td>\n",
       "      <td>1617</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MAJALENGKA</td>\n",
       "      <td>1607</td>\n",
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       "      <th>15</th>\n",
       "      <td>KOTA CIREBON</td>\n",
       "      <td>1501</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>KOTA TASIKMALAYA</td>\n",
       "      <td>1451</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>KUNINGAN</td>\n",
       "      <td>1225</td>\n",
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       "      <th>4</th>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>KOTA BANJAR</td>\n",
       "      <td>479</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PANGANDARAN</td>\n",
       "      <td>276</td>\n",
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      "text/plain": [
       "            kab_kota   nama\n",
       "12       KOTA BEKASI  51236\n",
       "3              BOGOR  33441\n",
       "2             BEKASI  32235\n",
       "16        KOTA DEPOK  26134\n",
       "10      KOTA BANDUNG  18053\n",
       "0            BANDUNG  13967\n",
       "9           KARAWANG  10619\n",
       "13        KOTA BOGOR   8575\n",
       "14       KOTA CIMAHI   5781\n",
       "1      BANDUNG BARAT   5570\n",
       "22        PURWAKARTA   3148\n",
       "5            CIANJUR   2940\n",
       "6            CIREBON   2875\n",
       "23            SUBANG   2192\n",
       "17     KOTA SUKABUMI   2029\n",
       "8          INDRAMAYU   1669\n",
       "7              GARUT   1617\n",
       "20        MAJALENGKA   1607\n",
       "15      KOTA CIREBON   1501\n",
       "18  KOTA TASIKMALAYA   1451\n",
       "19          KUNINGAN   1225\n",
       "4             CIAMIS    754\n",
       "11       KOTA BANJAR    479\n",
       "21       PANGANDARAN    276"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "kab_kota_batak = nama_batak.groupby('kab_kota').nama.count().to_frame().reset_index().sort_values('nama',ascending=False)\n",
    "kab_kota_batak"
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  },
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            "gridwidth": 2,
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          },
          "title": {
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          "xaxis": {
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        },
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     },
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   ],
   "source": [
    "fig = px.bar(kab_kota_batak.head(10).sort_values('nama'), y='kab_kota', x='nama',width=400,text_auto=True,title='Top Kab Kota')\n",
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  },
  {
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   "metadata": {},
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           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
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           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
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          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
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            "gridwidth": 2,
            "linecolor": "white",
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           "yaxis": {
            "backgroundcolor": "#E5ECF6",
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            "gridwidth": 2,
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            "showbackground": true,
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           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
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         }
        },
        "title": {
         "text": "Bottom Kab Kota"
        },
        "width": 400,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "nama"
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        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
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         "title": {
          "text": "kab_kota"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.bar(kab_kota_batak.tail(10), y='kab_kota', x='nama',width=400,text_auto=True, title='Bottom Kab Kota')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>jenisKelamin</th>\n",
       "      <th>nama_batak</th>\n",
       "      <th>nama</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI BARAT</td>\n",
       "      <td>L</td>\n",
       "      <td>siregar</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI UTARA</td>\n",
       "      <td>L</td>\n",
       "      <td>siregar</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>RAWA LUMBU</td>\n",
       "      <td>L</td>\n",
       "      <td>sinaga</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI BARAT</td>\n",
       "      <td>P</td>\n",
       "      <td>siregar</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>RAWA LUMBU</td>\n",
       "      <td>L</td>\n",
       "      <td>purba</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI UTARA</td>\n",
       "      <td>L</td>\n",
       "      <td>sinuraya</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>PONDOK GEDE</td>\n",
       "      <td>L</td>\n",
       "      <td>ritonga</td>\n",
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       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI UTARA</td>\n",
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       "      <td>sinabariba</td>\n",
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       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BEKASI UTARA</td>\n",
       "      <td>L</td>\n",
       "      <td>simanullang</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>BANTAR GEBANG</td>\n",
       "      <td>8</td>\n",
       "      <td>pardede</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2551 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         kab_kota      kecamatan jenisKelamin   nama_batak  nama\n",
       "223   KOTA BEKASI   BEKASI BARAT            L      siregar    42\n",
       "939   KOTA BEKASI   BEKASI UTARA            L      siregar    41\n",
       "2392  KOTA BEKASI     RAWA LUMBU            L       sinaga    39\n",
       "345   KOTA BEKASI   BEKASI BARAT            P      siregar    38\n",
       "2348  KOTA BEKASI     RAWA LUMBU            L        purba    36\n",
       "...           ...            ...          ...          ...   ...\n",
       "935   KOTA BEKASI   BEKASI UTARA            L     sinuraya     1\n",
       "1922  KOTA BEKASI    PONDOK GEDE            L      ritonga     1\n",
       "930   KOTA BEKASI   BEKASI UTARA            L   sinabariba     1\n",
       "925   KOTA BEKASI   BEKASI UTARA            L  simanullang     1\n",
       "0     KOTA BEKASI  BANTAR GEBANG            8      pardede     1\n",
       "\n",
       "[2551 rows x 5 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jodoh_batak = nama_batak[(nama_batak.umur>=24)&(nama_batak.umur<=35)&(nama_batak.kab_kota=='KOTA BEKASI')].groupby([\n",
    "    'kab_kota','kecamatan','jenisKelamin','nama_batak'\n",
    "]).nama.count().to_frame().reset_index().sort_values('nama',ascending=False)\n",
    "jodoh_batak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "jodoh_batak_L = jodoh_batak[jodoh_batak.jenisKelamin=='L'][['kecamatan','nama_batak','nama']].sort_values('nama',ascending=False).head(20)\n",
    "jodoh_batak_P = jodoh_batak[jodoh_batak.jenisKelamin=='P'][['kecamatan','nama_batak','nama']].sort_values('nama',ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>BEKASI UTARA</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
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       "    <tr>\n",
       "      <th>JATIASIH</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
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       "    <tr>\n",
       "      <th>MUSTIKA JAYA</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>19.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>PONDOK GEDE</th>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>26.0</td>\n",
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       "    <tr>\n",
       "      <th>RAWA LUMBU</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
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      ],
      "text/plain": [
       "nama_batak      harahap  lubis  nasution  purba  sihombing  simanjuntak   \n",
       "kecamatan                                                                 \n",
       "BEKASI BARAT       21.0    0.0       0.0    0.0        0.0          0.0  \\\n",
       "BEKASI SELATAN      0.0    0.0       0.0    0.0        0.0          0.0   \n",
       "BEKASI TIMUR        0.0    0.0       0.0    0.0        0.0          0.0   \n",
       "BEKASI UTARA        0.0    0.0       0.0   22.0        0.0          0.0   \n",
       "JATIASIH            0.0    0.0       0.0    0.0        0.0         24.0   \n",
       "MUSTIKA JAYA        0.0    0.0       0.0    0.0       19.0          0.0   \n",
       "PONDOK GEDE         0.0   22.0      21.0    0.0        0.0          0.0   \n",
       "RAWA LUMBU          0.0    0.0       0.0   32.0        0.0         27.0   \n",
       "\n",
       "nama_batak      sinaga  siregar  \n",
       "kecamatan                        \n",
       "BEKASI BARAT       0.0     38.0  \n",
       "BEKASI SELATAN    20.0     23.0  \n",
       "BEKASI TIMUR      21.0     23.0  \n",
       "BEKASI UTARA      33.0     34.0  \n",
       "JATIASIH           0.0     22.0  \n",
       "MUSTIKA JAYA       0.0      0.0  \n",
       "PONDOK GEDE       26.0     22.0  \n",
       "RAWA LUMBU        24.0     20.0  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heat_jodoh_batak_L = jodoh_batak_L.pivot(index='kecamatan', columns='nama_batak')['nama'].fillna(0)\n",
    "heat_jodoh_batak_P = jodoh_batak_P.pivot(index='kecamatan', columns='nama_batak')['nama'].fillna(0)\n",
    "heat_jodoh_batak_P"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
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     },
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   "source": [
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    "                title='Laki-laki Marga Batak Umur 24-35 Kota Bekasi')\n",
    "fig.update_layout(width=500,height=500)\n",
    "fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
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            "standoff": 15
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           "zerolinewidth": 2
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        },
        "title": {
         "text": "Perempuan Marga Batak Umur 24-35 Kota Bekasi"
        },
        "width": 500,
        "xaxis": {
         "anchor": "y",
         "constrain": "domain",
         "domain": [
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         }
        },
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         }
        }
       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "fig = px.imshow(heat_jodoh_batak_P, x=heat_jodoh_batak_P.columns, y=heat_jodoh_batak_P.index,text_auto=True,\n",
    "                title='Perempuan Marga Batak Umur 24-35 Kota Bekasi')\n",
    "fig.update_layout(width=500,height=500)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>nama_batak</th>\n",
       "      <th>nama</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>BEKASI BARAT</td>\n",
       "      <td>siregar</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>BEKASI UTARA</td>\n",
       "      <td>siregar</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392</th>\n",
       "      <td>RAWA LUMBU</td>\n",
       "      <td>sinaga</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>JATIASIH</td>\n",
       "      <td>siregar</td>\n",
       "      <td>36</td>\n",
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       "    <tr>\n",
       "      <th>2348</th>\n",
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       "      <th>2385</th>\n",
       "      <td>RAWA LUMBU</td>\n",
       "      <td>simanjuntak</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>BEKASI BARAT</td>\n",
       "      <td>simanjuntak</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>BEKASI BARAT</td>\n",
       "      <td>harahap</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>PONDOK GEDE</td>\n",
       "      <td>siregar</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>PONDOK GEDE</td>\n",
       "      <td>harahap</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         kecamatan   nama_batak  nama\n",
       "223   BEKASI BARAT      siregar    42\n",
       "939   BEKASI UTARA      siregar    41\n",
       "2392    RAWA LUMBU       sinaga    39\n",
       "1183      JATIASIH      siregar    36\n",
       "2348    RAWA LUMBU        purba    36\n",
       "2385    RAWA LUMBU  simanjuntak    32\n",
       "208   BEKASI BARAT  simanjuntak    29\n",
       "132   BEKASI BARAT      harahap    28\n",
       "1959   PONDOK GEDE      siregar    26\n",
       "1878   PONDOK GEDE      harahap    25"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jodoh_batak_L.sort_values('nama',ascending=False).head(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### inisial R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>inisial_r</th>\n",
       "      <th>tahun_lahir</th>\n",
       "      <th>jenisKelamin</th>\n",
       "      <th>umur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RUDI SUNDARI</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>rudi</td>\n",
       "      <td>10.0</td>\n",
       "      <td>L</td>\n",
       "      <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DANI R</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>r</td>\n",
       "      <td>85.0</td>\n",
       "      <td>L</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>RIZAL H</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>rizal</td>\n",
       "      <td>72.0</td>\n",
       "      <td>L</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>RISMAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>risman</td>\n",
       "      <td>93.0</td>\n",
       "      <td>L</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MUHAMAD RIDWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>ridwan</td>\n",
       "      <td>98.0</td>\n",
       "      <td>L</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ROHMAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>rohman</td>\n",
       "      <td>77.0</td>\n",
       "      <td>L</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SLAMET RIADI</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>riadi</td>\n",
       "      <td>76.0</td>\n",
       "      <td>L</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>RIDWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>ridwan</td>\n",
       "      <td>98.0</td>\n",
       "      <td>L</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ADE RONI</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>roni</td>\n",
       "      <td>95.0</td>\n",
       "      <td>L</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RIZAL</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>rizal</td>\n",
       "      <td>99.0</td>\n",
       "      <td>L</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              nama    provinsi kab_kota    kecamatan        desa inisial_r   \n",
       "0     RUDI SUNDARI  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA      rudi  \\\n",
       "4           DANI R  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA         r   \n",
       "5          RIZAL H  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA     rizal   \n",
       "6           RISMAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    risman   \n",
       "7   MUHAMAD RIDWAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    ridwan   \n",
       "8           ROHMAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    rohman   \n",
       "13    SLAMET RIADI  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA     riadi   \n",
       "16          RIDWAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    ridwan   \n",
       "18        ADE RONI  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT      roni   \n",
       "19           RIZAL  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT     rizal   \n",
       "\n",
       "    tahun_lahir jenisKelamin   umur  \n",
       "0          10.0            L  113.0  \n",
       "4          85.0            L   38.0  \n",
       "5          72.0            L   51.0  \n",
       "6          93.0            L   30.0  \n",
       "7          98.0            L   25.0  \n",
       "8          77.0            L   46.0  \n",
       "13         76.0            L   47.0  \n",
       "16         98.0            L   25.0  \n",
       "18         95.0            L   28.0  \n",
       "19         99.0            L   24.0  "
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inisial_r = con.sql(\"SELECT nama, provinsi, kab_kota, kecamatan, desa, inisial_r, tahun_lahir, jenisKelamin FROM entity_with_coordinate2 WHERE inisial_r IS NOT NULL\").fetchdf()\n",
    "inisial_r['umur'] = datetime.now().year - inisial_r['tahun_lahir'] - 1900\n",
    "inisial_r = inisial_r[inisial_r.jenisKelamin=='L']\n",
    "inisial_r.head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "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>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>inisial_r</th>\n",
       "      <th>tahun_lahir</th>\n",
       "      <th>jenisKelamin</th>\n",
       "      <th>umur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>RISMAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>risman</td>\n",
       "      <td>93.0</td>\n",
       "      <td>L</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MUHAMAD RIDWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>ridwan</td>\n",
       "      <td>98.0</td>\n",
       "      <td>L</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>RIDWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>ridwan</td>\n",
       "      <td>98.0</td>\n",
       "      <td>L</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              nama    provinsi kab_kota    kecamatan        desa inisial_r   \n",
       "6           RISMAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    risman  \\\n",
       "7   MUHAMAD RIDWAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    ridwan   \n",
       "16          RIDWAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA    ridwan   \n",
       "\n",
       "    tahun_lahir jenisKelamin  umur  \n",
       "6          93.0            L  30.0  \n",
       "7          98.0            L  25.0  \n",
       "16         98.0            L  25.0  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inisial_r_muda = inisial_r[(inisial_r.umur>=24)&(inisial_r.umur<=35)]\n",
    "inisial_r_muda.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\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>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>nama</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>CIANJUR</td>\n",
       "      <td>CIKADU</td>\n",
       "      <td>MEKARJAYA</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3854</th>\n",
       "      <td>KUNINGAN</td>\n",
       "      <td>GARAWANGI</td>\n",
       "      <td>SUKAIMUT</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>MAJALENGKA</td>\n",
       "      <td>BANJARAN</td>\n",
       "      <td>PANYINDANGAN</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        kab_kota  kecamatan          desa  nama\n",
       "1440     CIANJUR     CIKADU     MEKARJAYA     6\n",
       "3854    KUNINGAN  GARAWANGI      SUKAIMUT     7\n",
       "4084  MAJALENGKA   BANJARAN  PANYINDANGAN     7"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inisial_r_muda_kumulative = inisial_r_muda.groupby(['kab_kota','kecamatan','desa']).nama.count().to_frame().reset_index().sort_values('nama')\n",
    "inisial_r_muda_kumulative.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "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>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>BANDUNG</td>\n",
       "      <td>MAJALAYA</td>\n",
       "      <td>SUKAMAJU</td>\n",
       "      <td>-7.05177</td>\n",
       "      <td>107.75618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>CIANJUR</td>\n",
       "      <td>CIRANJANG</td>\n",
       "      <td>CIRANJANG</td>\n",
       "      <td>-6.80765</td>\n",
       "      <td>107.27754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>BANDUNG</td>\n",
       "      <td>MAJALAYA</td>\n",
       "      <td>BIRU</td>\n",
       "      <td>-7.05323</td>\n",
       "      <td>107.72817</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     provinsi kab_kota  kecamatan       desa      lat       long\n",
       "0  JAWA BARAT  BANDUNG   MAJALAYA   SUKAMAJU -7.05177  107.75618\n",
       "1  JAWA BARAT  CIANJUR  CIRANJANG  CIRANJANG -6.80765  107.27754\n",
       "2  JAWA BARAT  BANDUNG   MAJALAYA       BIRU -7.05323  107.72817"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_coordinate = pd.read_csv('clean_coordinate.csv')\n",
    "map_coordinate = map_coordinate[['provinsi','kab_kota','kecamatan','desa','lat','long']]\n",
    "map_coordinate.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CIANJUR</td>\n",
       "      <td>CIKADU</td>\n",
       "      <td>MEKARJAYA</td>\n",
       "      <td>6</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>-7.312950</td>\n",
       "      <td>107.209110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KUNINGAN</td>\n",
       "      <td>GARAWANGI</td>\n",
       "      <td>SUKAIMUT</td>\n",
       "      <td>7</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>-7.001610</td>\n",
       "      <td>108.549110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MAJALENGKA</td>\n",
       "      <td>BANJARAN</td>\n",
       "      <td>PANYINDANGAN</td>\n",
       "      <td>7</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>-6.954112</td>\n",
       "      <td>108.318756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     kab_kota  kecamatan          desa  nama    provinsi       lat        long\n",
       "0     CIANJUR     CIKADU     MEKARJAYA     6  JAWA BARAT -7.312950  107.209110\n",
       "1    KUNINGAN  GARAWANGI      SUKAIMUT     7  JAWA BARAT -7.001610  108.549110\n",
       "2  MAJALENGKA   BANJARAN  PANYINDANGAN     7  JAWA BARAT -6.954112  108.318756"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inisial_r_coordinate = pd.merge(inisial_r_muda_kumulative,map_coordinate,how='left',on=['kab_kota','kecamatan','desa'])\n",
    "inisial_r_coordinate.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
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   ],
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    "fig = px.density_mapbox(inisial_r_coordinate, lat='lat', lon='long', z='nama',radius=7,\n",
    "                        mapbox_style=\"stamen-terrain\",height=600, title='Peta Persebaran Laki-Laki Inisial R Umur 24-35 Tahun di Jawa Barat')\n",
    "fig"
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  },
  {
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   "execution_count": 135,
   "metadata": {},
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       "  kab_kota    nama\n",
       "3    BOGOR  103369\n",
       "0  BANDUNG   89769\n",
       "7    GARUT   60833"
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    "inisial_r_bar = inisial_r_coordinate.groupby('kab_kota').nama.sum().to_frame().reset_index().sort_values('nama',ascending=False)\n",
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         "title": {
          "text": "inisial_r"
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   "source": [
    "inisial_r_name = inisial_r_muda.value_counts('inisial_r').to_frame().reset_index().head(15)\n",
    "fig = px.bar(inisial_r_name, x='inisial_r', y='count',text_auto=True, title='Inisial R Populer')\n",
    "fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  {
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   "metadata": {},
   "source": [
    "## nama jawa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "      <th>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
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       "      <td>96.0</td>\n",
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       "      <td>27.0</td>\n",
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       "      <td>L</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JOJO</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>jojo</td>\n",
       "      <td>79.0</td>\n",
       "      <td>L</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DEDEN SUDARSONO</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>sudarsono</td>\n",
       "      <td>62.0</td>\n",
       "      <td>L</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Apriyanto</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>apriyanto</td>\n",
       "      <td>92.0</td>\n",
       "      <td>L</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KARYO</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>karyo</td>\n",
       "      <td>55.0</td>\n",
       "      <td>L</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HERIYANTO</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>heriyanto</td>\n",
       "      <td>77.0</td>\n",
       "      <td>L</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GINA HARYONO</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANYURESMI</td>\n",
       "      <td>BAGENDIT</td>\n",
       "      <td>haryono</td>\n",
       "      <td>92.0</td>\n",
       "      <td>P</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              nama    provinsi kab_kota    kecamatan        desa  nama_jawa   \n",
       "0   DENDI ARDIANTO  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA   ardianto  \\\n",
       "1       ALO SALMAN  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA        alo   \n",
       "2       ALI ARIDHO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT     aridho   \n",
       "3     YONI WAHYONO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT    wahyono   \n",
       "4             JOJO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT       jojo   \n",
       "5  DEDEN SUDARSONO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT  sudarsono   \n",
       "6        Apriyanto  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT  apriyanto   \n",
       "7            KARYO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT      karyo   \n",
       "8        HERIYANTO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT  heriyanto   \n",
       "9     GINA HARYONO  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT    haryono   \n",
       "\n",
       "   tahun_lahir jenisKelamin  umur  \n",
       "0         96.0            L  27.0  \n",
       "1         89.0            L  34.0  \n",
       "2         97.0            L  26.0  \n",
       "3         91.0            L  32.0  \n",
       "4         79.0            L  44.0  \n",
       "5         62.0            L  61.0  \n",
       "6         92.0            L  31.0  \n",
       "7         55.0            L  68.0  \n",
       "8         77.0            L  46.0  \n",
       "9         92.0            P  31.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jawa = con.sql(\"SELECT nama, provinsi, kab_kota, kecamatan, desa, nama_jawa, tahun_lahir, jenisKelamin FROM entity_with_coordinate2 WHERE nama_jawa IS NOT NULL\").fetchdf()\n",
    "jawa['umur'] = datetime.now().year - jawa['tahun_lahir'] - 1900\n",
    "jawa.head(10)\n"
   ]
  },
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           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
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           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Nama Jawa Populer"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "nama_jawa"
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        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
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         "title": {
          "text": "count"
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        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jawa_bar = jawa.value_counts('nama_jawa').to_frame().reset_index().head(15)\n",
    "fig = px.bar(jawa_bar, x='nama_jawa', y='count',text_auto=True, title='Nama Jawa Populer')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>nama</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BOGOR</td>\n",
       "      <td>200365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>188569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BEKASI</td>\n",
       "      <td>182100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "       kab_kota    nama\n",
       "3         BOGOR  200365\n",
       "12  KOTA BEKASI  188569\n",
       "2        BEKASI  182100"
      ]
     },
     "execution_count": 9,
     "metadata": {},
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   ],
   "source": [
    "jawa_location = jawa.groupby('kab_kota').nama.count().to_frame().reset_index().sort_values('nama',ascending=False)\n",
    "jawa_location.head(3)"
   ]
  },
  {
   "cell_type": "code",
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          "plot_bgcolor": "#E5ECF6",
          "polar": {
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           "bgcolor": "#E5ECF6",
           "radialaxis": {
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          },
          "scene": {
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            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
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           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
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            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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           },
           "bgcolor": "#E5ECF6",
           "caxis": {
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            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
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           "zerolinewidth": 2
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          "yaxis": {
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           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
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        },
        "title": {
         "text": "Kab Kota Nama Jawa Terbanyak"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "kab_kota"
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        "yaxis": {
         "anchor": "x",
         "domain": [
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         "title": {
          "text": "nama"
         }
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       }
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "fig = px.bar(jawa_location, x='kab_kota', y='nama',text_auto=True, title='Kab Kota Nama Jawa Terbanyak')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## kristen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>nama_kristen</th>\n",
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       "      <td>SARAH YULIA</td>\n",
       "      <td>JAWA BARAT</td>\n",
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       "      <td>BANJARWANGI</td>\n",
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      "text/plain": [
       "                  nama    provinsi kab_kota    kecamatan        desa   \n",
       "0          SARAH YULIA  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA  \\\n",
       "1              HERLINA  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA   \n",
       "2                DIANA  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA   \n",
       "3                 UMAR  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA   \n",
       "4              AI LENI  JAWA BARAT    GARUT  BANJARWANGI  WANGUNJAYA   \n",
       "5  DIKDIK IRAWAN MAJID  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT   \n",
       "6        WAWAN GUNAWAN  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT   \n",
       "7        Indra Permana  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT   \n",
       "8     Gita Tri Mentari  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT   \n",
       "9       Sarah Syahidah  JAWA BARAT    GARUT   BANYURESMI    BAGENDIT   \n",
       "\n",
       "  nama_kristen  tahun_lahir jenisKelamin  \n",
       "0        sarah           86            P  \n",
       "1      herlina           84            P  \n",
       "2        diana           97            P  \n",
       "3         umar           45            L  \n",
       "4         leni            8            P  \n",
       "5       irawan           76            L  \n",
       "6      gunawan           89            L  \n",
       "7        indra           91            L  \n",
       "8         gita           99            L  \n",
       "9        sarah           97            P  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kristen = con.sql(\"SELECT nama, provinsi, kab_kota, kecamatan, desa, nama_kristen, tahun_lahir, jenisKelamin FROM entity_with_coordinate2 WHERE nama_kristen IS NOT NULL\").fetchdf()\n",
    "kristen.head(10)\n"
   ]
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          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Nama kristen Populer"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "nama_kristen"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "count"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kristen_bar = kristen[~kristen.nama_kristen.isin(\n",
    "    ['gunawan','indra','hendra','irawan','iskandar','herlina','leni','yuni','endah','umar','dina','winda','yunita','novita','adam','hendrik','gita','ferry','ivan']\n",
    ")].value_counts('nama_kristen').to_frame().reset_index().head(15)\n",
    "fig = px.bar(kristen_bar, x='nama_kristen', y='count',text_auto=True, title='Nama kristen Populer')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>nama</th>\n",
       "      <th>provinsi</th>\n",
       "      <th>kab_kota</th>\n",
       "      <th>kecamatan</th>\n",
       "      <th>desa</th>\n",
       "      <th>nama_kristen</th>\n",
       "      <th>tahun_lahir</th>\n",
       "      <th>jenisKelamin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SARAH YULIA</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>sarah</td>\n",
       "      <td>86</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HERLINA</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>herlina</td>\n",
       "      <td>84</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DIANA</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>diana</td>\n",
       "      <td>97</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UMAR</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>umar</td>\n",
       "      <td>45</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AI LENI</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>GARUT</td>\n",
       "      <td>BANJARWANGI</td>\n",
       "      <td>WANGUNJAYA</td>\n",
       "      <td>leni</td>\n",
       "      <td>8</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910418</th>\n",
       "      <td>GUNAWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>SUBANG</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>gunawan</td>\n",
       "      <td>76</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910419</th>\n",
       "      <td>DENI GUNAWAN</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>SUBANG</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>gunawan</td>\n",
       "      <td>80</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910420</th>\n",
       "      <td>SITI HERLINA</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>SUBANG</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>PUSAKAJAYA</td>\n",
       "      <td>herlina</td>\n",
       "      <td>77</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910421</th>\n",
       "      <td>DENI ISKANDAR</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>SUBANG</td>\n",
       "      <td>SAGALAHERANG</td>\n",
       "      <td>CURUGAGUNG</td>\n",
       "      <td>iskandar</td>\n",
       "      <td>86</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910422</th>\n",
       "      <td>EKO ISKANDAR</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>BOGOR</td>\n",
       "      <td>CITEUREUP</td>\n",
       "      <td>HAMBALANG</td>\n",
       "      <td>iskandar</td>\n",
       "      <td>90</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>910423 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 nama    provinsi kab_kota     kecamatan        desa   \n",
       "0         SARAH YULIA  JAWA BARAT    GARUT   BANJARWANGI  WANGUNJAYA  \\\n",
       "1             HERLINA  JAWA BARAT    GARUT   BANJARWANGI  WANGUNJAYA   \n",
       "2               DIANA  JAWA BARAT    GARUT   BANJARWANGI  WANGUNJAYA   \n",
       "3                UMAR  JAWA BARAT    GARUT   BANJARWANGI  WANGUNJAYA   \n",
       "4             AI LENI  JAWA BARAT    GARUT   BANJARWANGI  WANGUNJAYA   \n",
       "...               ...         ...      ...           ...         ...   \n",
       "910418        GUNAWAN  JAWA BARAT   SUBANG    PUSAKAJAYA  PUSAKAJAYA   \n",
       "910419   DENI GUNAWAN  JAWA BARAT   SUBANG    PUSAKAJAYA  PUSAKAJAYA   \n",
       "910420   SITI HERLINA  JAWA BARAT   SUBANG    PUSAKAJAYA  PUSAKAJAYA   \n",
       "910421  DENI ISKANDAR  JAWA BARAT   SUBANG  SAGALAHERANG  CURUGAGUNG   \n",
       "910422   EKO ISKANDAR  JAWA BARAT    BOGOR     CITEUREUP   HAMBALANG   \n",
       "\n",
       "       nama_kristen  tahun_lahir jenisKelamin  \n",
       "0             sarah           86            P  \n",
       "1           herlina           84            P  \n",
       "2             diana           97            P  \n",
       "3              umar           45            L  \n",
       "4              leni            8            P  \n",
       "...             ...          ...          ...  \n",
       "910418      gunawan           76            L  \n",
       "910419      gunawan           80            L  \n",
       "910420      herlina           77            P  \n",
       "910421     iskandar           86            L  \n",
       "910422     iskandar           90            L  \n",
       "\n",
       "[910423 rows x 8 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['gunawan','indra','hendra','irawan','iskandar','herlina','leni','yuni','endah','umar','dina','winda','yunita','novita','adam','hendrik','gita','ferry','ivan']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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