diff --git a/README.md b/README.md
index 9de005d..ad26bad 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,27 @@
-# NLP-FELLOWSHIP
+# Web scraping
+
+## Description
+The objective of this project is to scrap the job opportunities posted [here](https://www.jobinrwanda.com) using the requests library to interact with the API. A library called BeautifulSoup to extract the meaningful content from the html which is obtained when the request library interacts with the API.
+
+
+## Code
+Below is the code that is used to extract the required information from the jobs posts:
+
+* Title of each job
+`content.find('span').getText()`
+* Link to the content of each job title
+`content.find('a')['href']` 
+* Link to the institution that has posted the advert
+`content.find('p').find('a')['href']` 
+* Name of the company
+`content.find('p').find('a').getText()`
+* Type of advert
+`content.find('p').find('span').getText()`
+* Company description
+`content.find_all('div', class_='employer-description')[0].getText()`
+
+## Output
+Below is the dataframe that was created from the scrapped data
+![Company](https://user-images.githubusercontent.com/60528574/203159813-a73e32a1-7e57-476d-8e9e-6c9735df4df1.PNG)
+
+
diff --git a/Webscraping2.ipynb b/Webscraping2.ipynb
new file mode 100644
index 0000000..e56a62e
--- /dev/null
+++ b/Webscraping2.ipynb
@@ -0,0 +1,759 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "authorship_tag": "ABX9TyOFMmAMVvajwCa+6KvYpGo9",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/imukoki/NLP-FELLOWSHIP/blob/Week-5/Webscraping2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 62,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "L1KWrQ6slzA2",
+        "outputId": "3303657e-ca69-4e52-d309-a2fea730edc2"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<div class=\"card-body p-2\">\n",
+              "<a href=\"/job/organizational-development-and-accountability-advisor\"><h5 class=\"card-title\"><span class=\"field field--name-title field--type-string field--label-hidden\">​​​​​​​Organizational Development and Accountability Advisor</span>\n",
+              "</h5></a>\n",
+              "<p class=\"card-text\">\n",
+              "<a href=\"/employer/trocaire\">Trócaire</a>  |\n",
+              "              Published on 17-11-2022 |\n",
+              "              Deadline <time class=\"datetime\" datetime=\"2022-11-30T15:00:00Z\">30-11-2022</time>\n",
+              "<br/>\n",
+              "                              Senior (5+ years of experience)<br/>\n",
+              "<span class=\"badge badge-primary\">Job</span>\n",
+              "</p>\n",
+              "</div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 62
+        }
+      ],
+      "source": [
+        "import requests\n",
+        "from bs4 import BeautifulSoup\n",
+        "link = 'https://www.jobinrwanda.com'\n",
+        "content = requests.get(link).content\n",
+        "raw_content = BeautifulSoup(content, 'html.parser').find_all('div', class_='card-body p-2')\n",
+        "raw_content[0]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "raw_content[0].find('a')['href']"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 36
+        },
+        "id": "yV0112WCqg8B",
+        "outputId": "8e4b1426-75aa-4756-f0ee-8b58edf5ba28"
+      },
+      "execution_count": 63,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'/job/organizational-development-and-accountability-advisor'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 63
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "raw_content[0].find('span').getText() # Title of each job alert\n",
+        "raw_content[0].find('a')['href'] # Link to the content of each job title\n",
+        "raw_content[0].find('p').find('a')['href'] # Link to the institution that has posted the advert\n",
+        "raw_content[0].find('p').find('a').getText() # This is the name of the company\n",
+        "raw_content[0].find('p').find('span').getText() # Type of advert"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 36
+        },
+        "id": "_1IwLEoQq4h3",
+        "outputId": "12407498-c823-4573-9f45-8870a352e8d8"
+      },
+      "execution_count": 64,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'Job'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 64
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "df = pd.DataFrame(columns=['link','title','company_link','company','job_type'])\n",
+        "\n",
+        "def parse_content(adverts):\n",
+        "  link = []\n",
+        "  title = []\n",
+        "  company = []\n",
+        "  company_link = []\n",
+        "  job_type = []\n",
+        "  for advert in adverts:\n",
+        "    link.append('https://www.jobinrwanda.com' + advert.find('a')['href'])\n",
+        "    title.append(advert.find('span').getText())\n",
+        "    company.append(advert.find('p').find('a').getText())\n",
+        "    company_link.append(advert.find('p').find('a')['href'])\n",
+        "    job_type.append(advert.find('p').find('span').getText())\n",
+        "  return link, title, company, company_link, job_type"
+      ],
+      "metadata": {
+        "id": "fHrMvcfUun8Q"
+      },
+      "execution_count": 65,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "link = 'https://www.jobinrwanda.com'\n",
+        "content = requests.get(link).content\n",
+        "raw_content = BeautifulSoup(content, 'html.parser').find_all('div', class_='card-body p-2')\n",
+        "df['link'], df['title'], df['company'], df['company_link'], df['job_type'] = parse_content(raw_content)\n",
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 424
+        },
+        "id": "5vePYScS2ctx",
+        "outputId": "a0cc239f-599c-40d0-ce39-6ccc020d1480"
+      },
+      "execution_count": 66,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                                                  link  \\\n",
+              "0    https://www.jobinrwanda.com/job/organizational...   \n",
+              "1    https://www.jobinrwanda.com/job/monitoring-inc...   \n",
+              "2    https://www.jobinrwanda.com/job/resource-mobil...   \n",
+              "3    https://www.jobinrwanda.com/job/request-propos...   \n",
+              "4    https://www.jobinrwanda.com/job/finance-manage...   \n",
+              "..                                                 ...   \n",
+              "187   https://www.jobinrwanda.com/job/rwanda-tree-lead   \n",
+              "188  https://www.jobinrwanda.com/index.php/job/rwan...   \n",
+              "189  https://www.jobinrwanda.com/job/it-operations-...   \n",
+              "190  https://www.jobinrwanda.com/job/rwanda-seed-in...   \n",
+              "191  https://www.jobinrwanda.com/job/senior-busines...   \n",
+              "\n",
+              "                                                 title  \\\n",
+              "0    ​​​​​​​Organizational Development and Accounta...   \n",
+              "1           Monitoring, Inclusion and Learning Advisor   \n",
+              "2              Resource Mobilization and Grant Manager   \n",
+              "3    Request for Proposals for Electronic Logistics...   \n",
+              "4                                      Finance Manager   \n",
+              "..                                                 ...   \n",
+              "187                                   Rwanda Tree Lead   \n",
+              "188                  Rwanda Potato Seed Venture Lead   \n",
+              "189                       IT Operations Senior Manager   \n",
+              "190                 Rwanda Seed Innovation Centre Lead   \n",
+              "191                            Senior Business Analyst   \n",
+              "\n",
+              "                              company_link                        company  \\\n",
+              "0                       /employer/trocaire                       Trócaire   \n",
+              "1                       /employer/trocaire                       Trócaire   \n",
+              "2                       /employer/trocaire                       Trócaire   \n",
+              "3    /employer/chemonics-international-inc  Chemonics International Inc.    \n",
+              "4                /employer/womens-bakery-1             The Women's Bakery   \n",
+              "..                                     ...                            ...   \n",
+              "187                /employer/one-acre-fund                  One Acre Fund   \n",
+              "188      /index.php/employer/one-acre-fund                  One Acre Fund   \n",
+              "189                /employer/one-acre-fund                  One Acre Fund   \n",
+              "190                /employer/one-acre-fund                  One Acre Fund   \n",
+              "191                /employer/one-acre-fund                  One Acre Fund   \n",
+              "\n",
+              "    job_type  \n",
+              "0        Job  \n",
+              "1        Job  \n",
+              "2        Job  \n",
+              "3     Tender  \n",
+              "4        Job  \n",
+              "..       ...  \n",
+              "187      Job  \n",
+              "188      Job  \n",
+              "189      Job  \n",
+              "190      Job  \n",
+              "191      Job  \n",
+              "\n",
+              "[192 rows x 5 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-55d41326-6131-4965-abaf-80f737e2ef1f\">\n",
+              "    <div 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>link</th>\n",
+              "      <th>title</th>\n",
+              "      <th>company_link</th>\n",
+              "      <th>company</th>\n",
+              "      <th>job_type</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/organizational...</td>\n",
+              "      <td>​​​​​​​Organizational Development and Accounta...</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/monitoring-inc...</td>\n",
+              "      <td>Monitoring, Inclusion and Learning Advisor</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/resource-mobil...</td>\n",
+              "      <td>Resource Mobilization and Grant Manager</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/request-propos...</td>\n",
+              "      <td>Request for Proposals for Electronic Logistics...</td>\n",
+              "      <td>/employer/chemonics-international-inc</td>\n",
+              "      <td>Chemonics International Inc.</td>\n",
+              "      <td>Tender</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/finance-manage...</td>\n",
+              "      <td>Finance Manager</td>\n",
+              "      <td>/employer/womens-bakery-1</td>\n",
+              "      <td>The Women's Bakery</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>187</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/rwanda-tree-lead</td>\n",
+              "      <td>Rwanda Tree Lead</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>188</th>\n",
+              "      <td>https://www.jobinrwanda.com/index.php/job/rwan...</td>\n",
+              "      <td>Rwanda Potato Seed Venture Lead</td>\n",
+              "      <td>/index.php/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>189</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/it-operations-...</td>\n",
+              "      <td>IT Operations Senior Manager</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>190</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/rwanda-seed-in...</td>\n",
+              "      <td>Rwanda Seed Innovation Centre Lead</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>191</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/senior-busines...</td>\n",
+              "      <td>Senior Business Analyst</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>192 rows × 5 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-55d41326-6131-4965-abaf-80f737e2ef1f')\"\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 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\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",
+              "    [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-55d41326-6131-4965-abaf-80f737e2ef1f 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-55d41326-6131-4965-abaf-80f737e2ef1f');\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",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 66
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def get_description(job_link):\n",
+        "  job_description_raw_content = requests.get(job_link).content # request raw content\n",
+        "  job_description_bs = BeautifulSoup(job_description_raw_content, 'html.parser')\n",
+        "  employer_description = job_description_bs.find_all('div', class_='employer-description')[0].getText()\n",
+        "\n",
+        "  describe = job_description_bs.find_all('div', class_='clearfix text-formatted field field--name-field-job-full-description field--type-text-long field--label-hidden field__item')\n",
+        "  return employer_description\n"
+      ],
+      "metadata": {
+        "id": "YDXK8fZX7ohf"
+      },
+      "execution_count": 67,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Adding description\n",
+        "descr = []\n",
+        "for index in range(len(df)):\n",
+        "  try:\n",
+        "    descr.append(get_description(df['link'][index]))\n",
+        "  except IndexError:\n",
+        "    descr.append('NA')\n",
+        "df['description'] = descr\n",
+        "df\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 641
+        },
+        "id": "6GIEX9he4kIS",
+        "outputId": "17bf7376-90d2-428a-f868-e1f253ffe302"
+      },
+      "execution_count": 68,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                                                  link  \\\n",
+              "0    https://www.jobinrwanda.com/job/organizational...   \n",
+              "1    https://www.jobinrwanda.com/job/monitoring-inc...   \n",
+              "2    https://www.jobinrwanda.com/job/resource-mobil...   \n",
+              "3    https://www.jobinrwanda.com/job/request-propos...   \n",
+              "4    https://www.jobinrwanda.com/job/finance-manage...   \n",
+              "..                                                 ...   \n",
+              "187   https://www.jobinrwanda.com/job/rwanda-tree-lead   \n",
+              "188  https://www.jobinrwanda.com/index.php/job/rwan...   \n",
+              "189  https://www.jobinrwanda.com/job/it-operations-...   \n",
+              "190  https://www.jobinrwanda.com/job/rwanda-seed-in...   \n",
+              "191  https://www.jobinrwanda.com/job/senior-busines...   \n",
+              "\n",
+              "                                                 title  \\\n",
+              "0    ​​​​​​​Organizational Development and Accounta...   \n",
+              "1           Monitoring, Inclusion and Learning Advisor   \n",
+              "2              Resource Mobilization and Grant Manager   \n",
+              "3    Request for Proposals for Electronic Logistics...   \n",
+              "4                                      Finance Manager   \n",
+              "..                                                 ...   \n",
+              "187                                   Rwanda Tree Lead   \n",
+              "188                  Rwanda Potato Seed Venture Lead   \n",
+              "189                       IT Operations Senior Manager   \n",
+              "190                 Rwanda Seed Innovation Centre Lead   \n",
+              "191                            Senior Business Analyst   \n",
+              "\n",
+              "                              company_link                        company  \\\n",
+              "0                       /employer/trocaire                       Trócaire   \n",
+              "1                       /employer/trocaire                       Trócaire   \n",
+              "2                       /employer/trocaire                       Trócaire   \n",
+              "3    /employer/chemonics-international-inc  Chemonics International Inc.    \n",
+              "4                /employer/womens-bakery-1             The Women's Bakery   \n",
+              "..                                     ...                            ...   \n",
+              "187                /employer/one-acre-fund                  One Acre Fund   \n",
+              "188      /index.php/employer/one-acre-fund                  One Acre Fund   \n",
+              "189                /employer/one-acre-fund                  One Acre Fund   \n",
+              "190                /employer/one-acre-fund                  One Acre Fund   \n",
+              "191                /employer/one-acre-fund                  One Acre Fund   \n",
+              "\n",
+              "    job_type                                        description  \n",
+              "0        Job  \\nTrócaire is the official overseas developmen...  \n",
+              "1        Job  \\nTrócaire is the official overseas developmen...  \n",
+              "2        Job  \\nTrócaire is the official overseas developmen...  \n",
+              "3     Tender                                                 NA  \n",
+              "4        Job                                                 NA  \n",
+              "..       ...                                                ...  \n",
+              "187      Job  \\nFounded in 2006, One Acre Fund supplies 1 mi...  \n",
+              "188      Job  \\nFounded in 2006, One Acre Fund supplies 1 mi...  \n",
+              "189      Job  \\nFounded in 2006, One Acre Fund supplies 1 mi...  \n",
+              "190      Job  \\nFounded in 2006, One Acre Fund supplies 1 mi...  \n",
+              "191      Job  \\nFounded in 2006, One Acre Fund supplies 1 mi...  \n",
+              "\n",
+              "[192 rows x 6 columns]"
+            ],
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+              "\n",
+              "  <div id=\"df-4f805548-e0db-4b05-b35e-ec101a7ac48d\">\n",
+              "    <div 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",
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+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
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+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>link</th>\n",
+              "      <th>title</th>\n",
+              "      <th>company_link</th>\n",
+              "      <th>company</th>\n",
+              "      <th>job_type</th>\n",
+              "      <th>description</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/organizational...</td>\n",
+              "      <td>​​​​​​​Organizational Development and Accounta...</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nTrócaire is the official overseas developmen...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/monitoring-inc...</td>\n",
+              "      <td>Monitoring, Inclusion and Learning Advisor</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nTrócaire is the official overseas developmen...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/resource-mobil...</td>\n",
+              "      <td>Resource Mobilization and Grant Manager</td>\n",
+              "      <td>/employer/trocaire</td>\n",
+              "      <td>Trócaire</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nTrócaire is the official overseas developmen...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/request-propos...</td>\n",
+              "      <td>Request for Proposals for Electronic Logistics...</td>\n",
+              "      <td>/employer/chemonics-international-inc</td>\n",
+              "      <td>Chemonics International Inc.</td>\n",
+              "      <td>Tender</td>\n",
+              "      <td>NA</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/finance-manage...</td>\n",
+              "      <td>Finance Manager</td>\n",
+              "      <td>/employer/womens-bakery-1</td>\n",
+              "      <td>The Women's Bakery</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>NA</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>187</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/rwanda-tree-lead</td>\n",
+              "      <td>Rwanda Tree Lead</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nFounded in 2006, One Acre Fund supplies 1 mi...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>188</th>\n",
+              "      <td>https://www.jobinrwanda.com/index.php/job/rwan...</td>\n",
+              "      <td>Rwanda Potato Seed Venture Lead</td>\n",
+              "      <td>/index.php/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nFounded in 2006, One Acre Fund supplies 1 mi...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>189</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/it-operations-...</td>\n",
+              "      <td>IT Operations Senior Manager</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nFounded in 2006, One Acre Fund supplies 1 mi...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>190</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/rwanda-seed-in...</td>\n",
+              "      <td>Rwanda Seed Innovation Centre Lead</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nFounded in 2006, One Acre Fund supplies 1 mi...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>191</th>\n",
+              "      <td>https://www.jobinrwanda.com/job/senior-busines...</td>\n",
+              "      <td>Senior Business Analyst</td>\n",
+              "      <td>/employer/one-acre-fund</td>\n",
+              "      <td>One Acre Fund</td>\n",
+              "      <td>Job</td>\n",
+              "      <td>\\nFounded in 2006, One Acre Fund supplies 1 mi...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>192 rows × 6 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4f805548-e0db-4b05-b35e-ec101a7ac48d')\"\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 0 24 24\"\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\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",
+              "    [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-4f805548-e0db-4b05-b35e-ec101a7ac48d 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-4f805548-e0db-4b05-b35e-ec101a7ac48d');\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",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 68
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file