processing.ipynb

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      "source": [
        "import requests\n",
        "import json\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Circonscriptions"
      ],
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        "id": "MAdW-vaJjmSR"
      }
    },
    {
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      "source": [
        "circonscriptions = []\n",
        "url = \"http://www.cartographie.ceni.cd/mapapi.php?c=\"\n",
        "\n",
        "for i in range(1, 32):\n",
        "  response = requests.get(url + str(i))\n",
        "\n",
        "  if response.status_code == 200:\n",
        "    circonscriptions.extend(response.json())\n",
        "\n",
        "print(\"Nous avons\", len(circonscriptions), \"circonscriptions\")\n",
        "\n",
        "with open('/content/circonscriptions.json', 'w') as json_file:\n",
        "    json.dump(circonscriptions, json_file, indent=4)"
      ],
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      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Nous avons 203 circonscriptions\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfc = pd.DataFrame(circonscriptions)\n",
        "dfc.to_csv('/content/circonscriptions.csv', index=False)\n",
        "dfc.head()"
      ],
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              "  circonscription_id circonscription province_id\n",
              "0             100001     BANDALUNGWA           1\n",
              "1             100002         BARUMBU           1\n",
              "2             100003           BUMBU           1\n",
              "3             100004           GOMBE           1\n",
              "4             100005          KALAMU           1"
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            "text/plain": [
              "    circonscription_id        circonscription province_id\n",
              "198                 27         AFRIQUE DU SUD          27\n",
              "199                 28               BELGIQUE          28\n",
              "200                 29                 CANADA          29\n",
              "201                 30  ETATS-UNIS D'AMERIQUE          30\n",
              "202                 31                 FRANCE          31"
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
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              "    (() => {\n",
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              "        document.querySelector('#df-58d764eb-170c-4a26-b083-45e2798fee70 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Sites de vote"
      ],
      "metadata": {
        "id": "yxSzhOKEjq4E"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def fetch_site_vote(circonscription_id):\n",
        "    url = f\"http://www.cartographie.ceni.cd/mapapi.php?sv={circonscription_id}\"\n",
        "    response = requests.get(url)\n",
        "    if response.status_code == 200:\n",
        "        site_vote_data = response.json()\n",
        "\n",
        "        for site_vote in site_vote_data:\n",
        "            site_vote['circonscription_id'] = circonscription_id\n",
        "        return site_vote_data\n",
        "    else:\n",
        "        return []\n",
        "\n",
        "sites_vote = []\n",
        "for circonscription in circonscriptions:\n",
        "  sites_vote.extend(fetch_site_vote(circonscription['circonscription_id']))\n",
        "\n",
        "print(\"Nous avons\", len(sites_vote), \"sites de vote\")\n",
        "\n",
        "with open('/content/sites_vote.json', 'w') as json_file:\n",
        "    json.dump(sites_vote, json_file, indent=4)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O7UmhJCpju6r",
        "outputId": "d89e735e-df0b-4035-da13-d0936cad0bd7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Nous avons 20109 sites de vote\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfs = pd.DataFrame(sites_vote)\n",
        "dfs.to_csv('/content/sites_vote.csv', index=False)\n",
        "dfs.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "rK7diiPcswSQ",
        "outputId": "e68c3c7e-f28f-4e06-87cd-8506b2f1117c"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "                              nom_sv site_vote_id circonscription_id\n",
              "0                C.H.R LIBIKISI CBCO      1002001             100001\n",
              "1                         C.S KUBAMA      1002002             100001\n",
              "2                 CS LES HERITIERS 1      1002003             100001\n",
              "3              C.S MONT DES OLIVIERS      1002004             100001\n",
              "4  CENTRE DE FORMATION PROFESSIONNEL      1002005             100001"
            ],
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            "text/plain": [
              "                            nom_sv site_vote_id circonscription_id\n",
              "20104  SITE DE VOTE AFRIQUE DU SUD      9100001                 27\n",
              "20105        SITE DE VOTE BELGIQUE      9100002                 28\n",
              "20106          SITE DE VOTE CANADA      9100003                 29\n",
              "20107          SITE DE VOTE U.S.A.      9100005                 30\n",
              "20108          SITE DE VOTE FRANCE      9100004                 31"
            ],
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              "      <th>20104</th>\n",
              "      <td>SITE DE VOTE AFRIQUE DU SUD</td>\n",
              "      <td>9100001</td>\n",
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              "      <th>20105</th>\n",
              "      <td>SITE DE VOTE BELGIQUE</td>\n",
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              "      <th>20106</th>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Résultats par province"
      ],
      "metadata": {
        "id": "69dZrEqeGGaj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def fetch_data_for_province(province_id):\n",
        "    url = f\"http://www.cartographie.ceni.cd/mapapi.php?value={province_id}&type=pres&circ=province\"\n",
        "    response = requests.get(url)\n",
        "    if response.status_code == 200:\n",
        "        return response.json()\n",
        "    else:\n",
        "        return []\n",
        "\n",
        "results_province = {}\n",
        "results = []\n",
        "\n",
        "for province_id in range(1, 32):\n",
        "    data = fetch_data_for_province(province_id)\n",
        "    results_province[province_id] = data\n",
        "    results.extend(data)\n",
        "\n",
        "with open('resultat_province.json', 'w') as json_file:\n",
        "    json.dump(results_province, json_file, indent=4)"
      ],
      "metadata": {
        "id": "50pDhTgLFyxP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dfp = pd.DataFrame(results)\n",
        "dfp.to_csv('/content/resultat_province.csv', index=False)\n",
        "dfp.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "RdmL8k0PtiO2",
        "outputId": "95012698-9505-4d36-d1a1-8bf244033a68"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  province_id ordre_bulletin    candidat_id         nom         sigle sexe  \\\n",
              "0           1             11  1_1_1_150_270      KIKUNI   INDEPENDANT    M   \n",
              "1           1             19  1_1_1_141_261   TSHIANI K   INDEPENDANT    M   \n",
              "2           1             24  1_1_1_133_253      MUZITO        NOU.EL    M   \n",
              "3           1             21  1_1_1_137_257      FAYULU  LAMUKAFAYULU    M   \n",
              "4           1             20  1_1_1_143_263  TSHISEKEDI   INDEPENDANT    M   \n",
              "\n",
              "   province voixobtenues pour_cand bv_traites bv_attendus pour_bv  \\\n",
              "0  Kinshasa          460      0.03       7414        8287      89   \n",
              "1  Kinshasa          767      0.04       7414        8287      89   \n",
              "2  Kinshasa         7645      0.44       7414        8287      89   \n",
              "3  Kinshasa       210169     11.97       7414        8287      89   \n",
              "4  Kinshasa      1382802     78.73       7414        8287      89   \n",
              "\n",
              "  electeurs_attendus bulletins_valides bulletins_blancs total_votants  \\\n",
              "0            5078483           1756303             6767       1763070   \n",
              "1            5078483           1756303             6767       1763070   \n",
              "2            5078483           1756303             6767       1763070   \n",
              "3            5078483           1756303             6767       1763070   \n",
              "4            5078483           1756303             6767       1763070   \n",
              "\n",
              "  pour_votants      postnom         prenom   img  \n",
              "0        34.72       MASUDI           SETH  None  \n",
              "1        34.72  MUADIAMVITA           NOEL  None  \n",
              "2        34.72     FUMUTSHI        ADOLPHE  None  \n",
              "3        34.72       MADIDI         MARTIN  None  \n",
              "4        34.72    TSHILOMBO  FELIX ANTOINE  None  "
            ],
            "text/html": [
              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>province_id</th>\n",
              "      <th>ordre_bulletin</th>\n",
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              "      <th>electeurs_attendus</th>\n",
              "      <th>bulletins_valides</th>\n",
              "      <th>bulletins_blancs</th>\n",
              "      <th>total_votants</th>\n",
              "      <th>pour_votants</th>\n",
              "      <th>postnom</th>\n",
              "      <th>prenom</th>\n",
              "      <th>img</th>\n",
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              "  </thead>\n",
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              "      <td>1</td>\n",
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              "      <td>KIKUNI</td>\n",
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              "      <td>1</td>\n",
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              "      <td>TSHIANI K</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>M</td>\n",
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              "      <td>767</td>\n",
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              "      <td>7414</td>\n",
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              "      <td>1763070</td>\n",
              "      <td>34.72</td>\n",
              "      <td>MUADIAMVITA</td>\n",
              "      <td>NOEL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>24</td>\n",
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              "      <td>MUZITO</td>\n",
              "      <td>NOU.EL</td>\n",
              "      <td>M</td>\n",
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              "      <td>7645</td>\n",
              "      <td>0.44</td>\n",
              "      <td>7414</td>\n",
              "      <td>8287</td>\n",
              "      <td>89</td>\n",
              "      <td>5078483</td>\n",
              "      <td>1756303</td>\n",
              "      <td>6767</td>\n",
              "      <td>1763070</td>\n",
              "      <td>34.72</td>\n",
              "      <td>FUMUTSHI</td>\n",
              "      <td>ADOLPHE</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>1_1_1_137_257</td>\n",
              "      <td>FAYULU</td>\n",
              "      <td>LAMUKAFAYULU</td>\n",
              "      <td>M</td>\n",
              "      <td>Kinshasa</td>\n",
              "      <td>210169</td>\n",
              "      <td>11.97</td>\n",
              "      <td>7414</td>\n",
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              "    <tr>\n",
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              "      <td>20</td>\n",
              "      <td>1_1_1_143_263</td>\n",
              "      <td>TSHISEKEDI</td>\n",
              "      <td>INDEPENDANT</td>\n",
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              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-13db72d6-06ab-4581-934a-c2ce126b2448');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-12110e0e-d43a-465f-ab06-b008b771044a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-12110e0e-d43a-465f-ab06-b008b771044a')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-12110e0e-d43a-465f-ab06-b008b771044a button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfp.tail()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "pVz8cpJXt96U",
        "outputId": "b117cd5c-ef43-427a-cee7-47e4aa3a7c96"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    province_id ordre_bulletin    candidat_id           nom        sigle  \\\n",
              "725          31            NaN  1_1_1_140_260          BUSE  INDEPENDANT   \n",
              "726          31            NaN  1_1_1_141_261     TSHIANI K  INDEPENDANT   \n",
              "727          31            NaN  1_1_1_143_263    TSHISEKEDI  INDEPENDANT   \n",
              "728          31            NaN  1_1_1_149_269       SESANGA        ENVOL   \n",
              "729          31            NaN  1_1_1_999_999  votes blancs                \n",
              "\n",
              "     sexe province voixobtenues pour_cand bv_traites bv_attendus pour_bv  \\\n",
              "725     M      NaN            1   0.05013        NaN         NaN     NaN   \n",
              "726     M      NaN            1   0.05013        NaN         NaN     NaN   \n",
              "727     M      NaN         1697  85.06266        NaN         NaN     NaN   \n",
              "728     M      NaN            2   0.10025        NaN         NaN     NaN   \n",
              "729  None      NaN           12   0.60150        NaN         NaN     NaN   \n",
              "\n",
              "    electeurs_attendus bulletins_valides bulletins_blancs total_votants  \\\n",
              "725                NaN               NaN              NaN           NaN   \n",
              "726                NaN               NaN              NaN           NaN   \n",
              "727                NaN               NaN              NaN           NaN   \n",
              "728                NaN               NaN              NaN           NaN   \n",
              "729                NaN               NaN              NaN           NaN   \n",
              "\n",
              "    pour_votants                    postnom         prenom   img  \n",
              "725          NaN                      FALAY        GEORGES  None  \n",
              "726          NaN                MUADIAMVITA           NOEL  None  \n",
              "727          NaN                  TSHILOMBO  FELIX ANTOINE  None  \n",
              "728          NaN  HIPUNGU DJA KASENG KAPITU          DELLY  None  \n",
              "729          NaN                       None           None  None  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5731b7e3-092a-45fa-bdae-4a399db46bcf\" class=\"colab-df-container\">\n",
              "    <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>province_id</th>\n",
              "      <th>ordre_bulletin</th>\n",
              "      <th>candidat_id</th>\n",
              "      <th>nom</th>\n",
              "      <th>sigle</th>\n",
              "      <th>sexe</th>\n",
              "      <th>province</th>\n",
              "      <th>voixobtenues</th>\n",
              "      <th>pour_cand</th>\n",
              "      <th>bv_traites</th>\n",
              "      <th>bv_attendus</th>\n",
              "      <th>pour_bv</th>\n",
              "      <th>electeurs_attendus</th>\n",
              "      <th>bulletins_valides</th>\n",
              "      <th>bulletins_blancs</th>\n",
              "      <th>total_votants</th>\n",
              "      <th>pour_votants</th>\n",
              "      <th>postnom</th>\n",
              "      <th>prenom</th>\n",
              "      <th>img</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>725</th>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1_1_1_140_260</td>\n",
              "      <td>BUSE</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>M</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0.05013</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>FALAY</td>\n",
              "      <td>GEORGES</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>726</th>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1_1_1_141_261</td>\n",
              "      <td>TSHIANI K</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>M</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0.05013</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MUADIAMVITA</td>\n",
              "      <td>NOEL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>727</th>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1_1_1_143_263</td>\n",
              "      <td>TSHISEKEDI</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>M</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1697</td>\n",
              "      <td>85.06266</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TSHILOMBO</td>\n",
              "      <td>FELIX ANTOINE</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>728</th>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1_1_1_149_269</td>\n",
              "      <td>SESANGA</td>\n",
              "      <td>ENVOL</td>\n",
              "      <td>M</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>0.10025</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>HIPUNGU DJA KASENG KAPITU</td>\n",
              "      <td>DELLY</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>729</th>\n",
              "      <td>31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1_1_1_999_999</td>\n",
              "      <td>votes blancs</td>\n",
              "      <td></td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>12</td>\n",
              "      <td>0.60150</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5731b7e3-092a-45fa-bdae-4a399db46bcf')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-5731b7e3-092a-45fa-bdae-4a399db46bcf button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-5731b7e3-092a-45fa-bdae-4a399db46bcf');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e7770b09-2852-4d8e-8d0a-7d1f9b36f946\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e7770b09-2852-4d8e-8d0a-7d1f9b36f946')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
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              "      border-top-color: var(--fill-color);\n",
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              "      border-right-color: var(--fill-color);\n",
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              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "    90% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e7770b09-2852-4d8e-8d0a-7d1f9b36f946 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Résultats par site de vote"
      ],
      "metadata": {
        "id": "7_vwqMsDHdSn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def fetch_data_for_site_vote(site_vote_id):\n",
        "    url = f\"http://www.cartographie.ceni.cd/mapapi.php?value={site_vote_id}&type=pres&circ=sv\"\n",
        "    response = requests.get(url)\n",
        "    if response.status_code == 200:\n",
        "        return response.json()\n",
        "    else:\n",
        "        return []\n",
        "\n",
        "result_site_vote = {}\n",
        "\n",
        "for sv in sites_vote:\n",
        "    site_vote_data = fetch_data_for_site_vote(sv['site_vote_id'])\n",
        "    result_site_vote[sv['site_vote_id']] = site_vote_data\n",
        "\n",
        "\n",
        "with open('resultat_site_vote.json', 'w') as json_file:\n",
        "    json.dump(result_site_vote, json_file, indent=4)"
      ],
      "metadata": {
        "id": "FOybH8SEHjeJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = []\n",
        "for item in result_site_vote:\n",
        "  data.extend(result_site_vote[item])\n",
        "\n",
        "dfsv = pd.DataFrame(data, columns=['site_vote_id', 'candidat_id', 'voixobtenues', 'pour_cand', 'nom', 'postnom', 'prenom', 'sexe', 'sigle', 'img'])\n",
        "dfsv.to_csv('/content/resultat_site_vote.csv', index=False)\n",
        "dfsv.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "VFUmjIwkuXl5",
        "outputId": "f567780d-779a-4d95-eae8-fdeb3aca4c9e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  site_vote_id    candidat_id voixobtenues pour_cand      nom postnom  \\\n",
              "0      1002001  1_1_1_150_270            0   0.00000   KIKUNI  MASUDI   \n",
              "1      1002001  1_1_1_151_271            0   0.00000  MAJONDO  MWAMBA   \n",
              "2      1002001  1_1_1_152_272            0   0.00000     BILE  BATALI   \n",
              "3      1002001  1_1_1_153_273            0   0.00000    NGILA           \n",
              "4      1002001  1_1_1_128_248            0   0.00000   MATATA   PONYO   \n",
              "\n",
              "    prenom sexe        sigle   img  \n",
              "0     SETH    M  INDEPENDANT  None  \n",
              "1  PATRICE    M  INDEPENDANT  None  \n",
              "2   JOELLE    F  INDEPENDANT  None  \n",
              "3   HENOCK    M  INDEPENDANT  None  \n",
              "4    MAPON    M          LGD  None  "
            ],
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              "      <td>0</td>\n",
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              "      <td>KIKUNI</td>\n",
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              "      <td>BILE</td>\n",
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              "      <td>HENOCK</td>\n",
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              "      <td>INDEPENDANT</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1002001</td>\n",
              "      <td>1_1_1_128_248</td>\n",
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              "      <td>MATATA</td>\n",
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              "    .colab-df-buttons div {\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-c5e4989a-bf78-4a54-abee-4ae8ed4f8c0b button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-c5e4989a-bf78-4a54-abee-4ae8ed4f8c0b');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
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              "  </button>\n",
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              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "      border-bottom-color: var(--fill-color);\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "    60% {\n",
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              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f99035e2-fa97-4798-bf2f-9fdc1f91f3ca button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfsv.tail()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "mKdE9jsGvgkX",
        "outputId": "e1dd7fb9-eed7-4109-9242-12a71fa59b94"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       site_vote_id    candidat_id voixobtenues pour_cand           nom  \\\n",
              "542857      9100004  1_1_1_140_260            1   0.05013          BUSE   \n",
              "542858      9100004  1_1_1_141_261            1   0.05013     TSHIANI K   \n",
              "542859      9100004  1_1_1_143_263         1697  85.06266    TSHISEKEDI   \n",
              "542860      9100004  1_1_1_149_269            2   0.10025       SESANGA   \n",
              "542861      9100004  1_1_1_999_999           12   0.60150  votes blancs   \n",
              "\n",
              "                          postnom         prenom  sexe        sigle   img  \n",
              "542857                      FALAY        GEORGES     M  INDEPENDANT  None  \n",
              "542858                MUADIAMVITA           NOEL     M  INDEPENDANT  None  \n",
              "542859                  TSHILOMBO  FELIX ANTOINE     M  INDEPENDANT  None  \n",
              "542860  HIPUNGU DJA KASENG KAPITU          DELLY     M        ENVOL  None  \n",
              "542861                       None           None  None               None  "
            ],
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>site_vote_id</th>\n",
              "      <th>candidat_id</th>\n",
              "      <th>voixobtenues</th>\n",
              "      <th>pour_cand</th>\n",
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              "      <th>postnom</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>542857</th>\n",
              "      <td>9100004</td>\n",
              "      <td>1_1_1_140_260</td>\n",
              "      <td>1</td>\n",
              "      <td>0.05013</td>\n",
              "      <td>BUSE</td>\n",
              "      <td>FALAY</td>\n",
              "      <td>GEORGES</td>\n",
              "      <td>M</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>542858</th>\n",
              "      <td>9100004</td>\n",
              "      <td>1_1_1_141_261</td>\n",
              "      <td>1</td>\n",
              "      <td>0.05013</td>\n",
              "      <td>TSHIANI K</td>\n",
              "      <td>MUADIAMVITA</td>\n",
              "      <td>NOEL</td>\n",
              "      <td>M</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>542859</th>\n",
              "      <td>9100004</td>\n",
              "      <td>1_1_1_143_263</td>\n",
              "      <td>1697</td>\n",
              "      <td>85.06266</td>\n",
              "      <td>TSHISEKEDI</td>\n",
              "      <td>TSHILOMBO</td>\n",
              "      <td>FELIX ANTOINE</td>\n",
              "      <td>M</td>\n",
              "      <td>INDEPENDANT</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>542860</th>\n",
              "      <td>9100004</td>\n",
              "      <td>1_1_1_149_269</td>\n",
              "      <td>2</td>\n",
              "      <td>0.10025</td>\n",
              "      <td>SESANGA</td>\n",
              "      <td>HIPUNGU DJA KASENG KAPITU</td>\n",
              "      <td>DELLY</td>\n",
              "      <td>M</td>\n",
              "      <td>ENVOL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>542861</th>\n",
              "      <td>9100004</td>\n",
              "      <td>1_1_1_999_999</td>\n",
              "      <td>12</td>\n",
              "      <td>0.60150</td>\n",
              "      <td>votes blancs</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td></td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a0f05eb0-bc9e-4e35-ae62-51af2b38790c')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a0f05eb0-bc9e-4e35-ae62-51af2b38790c button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-a0f05eb0-bc9e-4e35-ae62-51af2b38790c');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-74b2becf-468a-45b1-8662-e84c31c5c680\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-74b2becf-468a-45b1-8662-e84c31c5c680')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-74b2becf-468a-45b1-8662-e84c31c5c680 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    }
  ]
}