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Web Scrapping_R.ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "name": "Web Scrapping_R.ipynb", | |
| "provenance": [], | |
| "collapsed_sections": [], | |
| "authorship_tag": "ABX9TyO15ke2eOIu+G5Somf0v9XY", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "ir", | |
| "display_name": "R" | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/niisar/a27dd7aee1e3012186502a9cd491ed4d/web-scrapping_r.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "P6jPDmG-oohu", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Install Package and Use Library" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "leA3iZuFn3Pc", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# install.packages(\"tidyverse\")\n", | |
| "# install.packages(\"janitor\")" | |
| ], | |
| "execution_count": 46, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "IlwVNc-EpCvG", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "library(rvest)\n", | |
| "library(tidyverse)" | |
| ], | |
| "execution_count": 47, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "QYjuUv01pSlT", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Extracting Data into Dataframe" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "O5Kg5tFfqyyy", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "K2DoWtHhpfx6", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "player <- read_html(\"https://www.esks.com/players/eric-blake/164926/\")" | |
| ], | |
| "execution_count": 48, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "dFsPYJ0NqryW", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Get Players Name" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "O22mJ5GmrUl6", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 34 | |
| }, | |
| "outputId": "a3df31ea-df6f-4b7a-efd7-5d38ef5fac97" | |
| }, | |
| "source": [ | |
| "name_class <- player %>%\n", | |
| " html_nodes(\".hide-for-mobile .last-name, .hide-for-mobile .first-name\") %>%\n", | |
| " html_attr(\"class\") %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 49, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "[1] \"first-name\" \"last-name\" \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "Lb2gGM1BrbVg", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 34 | |
| }, | |
| "outputId": "9e507aa0-0dcf-4b5c-8144-285f5aab9663" | |
| }, | |
| "source": [ | |
| "name_text <- player %>%\n", | |
| " html_nodes(\".hide-for-mobile .last-name, .hide-for-mobile .first-name\") %>%\n", | |
| " html_text(trim = T) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 50, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "[1] \"Eric\" \"Blake\"\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "SrsCMt0OrcVO", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 102 | |
| }, | |
| "outputId": "c9fc4919-bd4b-4e22-d3f3-2fa71a9eade7" | |
| }, | |
| "source": [ | |
| "options(warn=-1)\n", | |
| "name_df <- tibble(name_class, name_text) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 51, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 2 x 2\u001b[39m\n", | |
| " name_class name_text\n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m1\u001b[39m first-name Eric \n", | |
| "\u001b[90m2\u001b[39m last-name Blake \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "GlLvCTuCsfiZ", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Get Player Stats" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "SgUJz-hIsTEz", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 51 | |
| }, | |
| "outputId": "ef5f6291-5034-48e0-97c8-f91915599c8e" | |
| }, | |
| "source": [ | |
| "stats_class <- player %>%\n", | |
| " html_nodes(\".label, .value\") %>%\n", | |
| " html_attr(\"class\") %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 52, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| " [1] \"label\" \"value\" \"label\" \"value\" \"label\" \"value\" \"label\" \"value\" \"label\"\n", | |
| "[10] \"value\" \"label\" \"value\"\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "WdjCB7CTsvyN", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 68 | |
| }, | |
| "outputId": "08a23932-274b-4638-bcd5-a8bb92cc528f" | |
| }, | |
| "source": [ | |
| "stats_text <- player %>%\n", | |
| " html_nodes(\".label, .value\") %>%\n", | |
| " html_text(trim = T) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 53, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| " [1] \"Height\" \"6'2\" \"Weight\" \"190 lbs\" \n", | |
| " [5] \"Birth Date (Age)\" \"1996-04-01 (24)\" \"Born\" \"Hamilton, ON\" \n", | |
| " [9] \"School\" \"McMaster\" \"Status\" \"NAT\" \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "VTWESK-Ys0Ts", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 85 | |
| }, | |
| "outputId": "b55b7388-eadd-4515-820c-f9663f67cbd8" | |
| }, | |
| "source": [ | |
| "stats_df <- tibble(stats_class, stats_text) %>%\n", | |
| " mutate_all(list(~str_remove(., \"\\\\s\\\\(.*\"))) %>%\n", | |
| " mutate(key = ceiling(row_number()/2)) %>%\n", | |
| " pivot_wider(id_cols = key, names_from = stats_class, values_from = stats_text) %>%\n", | |
| " select(-key) %>%\n", | |
| " pivot_wider(names_from = label, values_from = value) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 54, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 1 x 6\u001b[39m\n", | |
| " Height Weight `Birth Date` Born School Status\n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m1\u001b[39m 6'2 190 lbs 1996-04-01 Hamilton, ON McMaster NAT \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "Pv7z3zVvvDnj", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 85 | |
| }, | |
| "outputId": "6446d9bf-ec9d-42d2-ebcc-fd4da443a52b" | |
| }, | |
| "source": [ | |
| "name_df_wide <- name_df %>%\n", | |
| " pivot_wider(names_from = name_class, values_from = name_text) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 55, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 1 x 2\u001b[39m\n", | |
| " `first-name` `last-name`\n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m1\u001b[39m Eric Blake \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "K12u7T3VxbkE", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Combine Name and Stats DF" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "7dvAULX5v_Ff", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 85 | |
| }, | |
| "outputId": "395dd432-a402-4ae1-9cb6-dd7b5abe44e7" | |
| }, | |
| "source": [ | |
| "complete_df <- bind_cols(name_df_wide, stats_df) %>%\n", | |
| " janitor::clean_names() %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 56, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 1 x 8\u001b[39m\n", | |
| " first_name last_name height weight birth_date born school status\n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m1\u001b[39m Eric Blake 6'2 190 lbs 1996-04-01 Hamilton, ON McMaster NAT \n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "WbuuyPEwyP4j", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Generating List of URLs" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "3RzEeUYqypYI", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Paginated content with URL\n", | |
| "\n", | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "FsNlRCPHyxCX", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 187 | |
| }, | |
| "outputId": "19e99163-29dc-4287-8254-9dc6a174cc43" | |
| }, | |
| "source": [ | |
| "pages <- paste0(\"https://ftalphaville.ft.com/?page=\", 1:10) %>% \n", | |
| " print()" | |
| ], | |
| "execution_count": 58, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| " [1] \"https://ftalphaville.ft.com/?page=1\" \n", | |
| " [2] \"https://ftalphaville.ft.com/?page=2\" \n", | |
| " [3] \"https://ftalphaville.ft.com/?page=3\" \n", | |
| " [4] \"https://ftalphaville.ft.com/?page=4\" \n", | |
| " [5] \"https://ftalphaville.ft.com/?page=5\" \n", | |
| " [6] \"https://ftalphaville.ft.com/?page=6\" \n", | |
| " [7] \"https://ftalphaville.ft.com/?page=7\" \n", | |
| " [8] \"https://ftalphaville.ft.com/?page=8\" \n", | |
| " [9] \"https://ftalphaville.ft.com/?page=9\" \n", | |
| "[10] \"https://ftalphaville.ft.com/?page=10\"\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "2dVZQ7v5ziyU", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Paginated content with Link in same page\n", | |
| "\n", | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "pt9MAkiV0cDU", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 629 | |
| }, | |
| "outputId": "25007de7-075f-403f-f1e4-ecccb7f66403" | |
| }, | |
| "source": [ | |
| "players <- read_html(\"https://www.wespa.org/aardvark/html/rankings/full_rankings.html\")\n", | |
| "\n", | |
| "players %>% html_nodes(\"td:nth-child(2) , td:nth-child(3) , td:nth-child(1)\")\n", | |
| "\n", | |
| "players_df <- tibble(\n", | |
| " rank = players %>% html_nodes(\"td:nth-child(1)\") %>% html_text(),\n", | |
| " name = players %>% html_nodes(\"td:nth-child(2)\") %>% html_text(),\n", | |
| " country = players %>% html_nodes(\"td:nth-child(3)\") %>% html_text(),\n", | |
| " link = paste0(\n", | |
| " \"https://www.wespa.org\",\n", | |
| " players %>% html_nodes(\"td:nth-child(2) a\") %>% html_attr(\"href\")\n", | |
| " )\n", | |
| ") %>% print()" | |
| ], | |
| "execution_count": 59, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "{xml_nodeset (4653)}\n", | |
| " [1] <td>1</td>\\n\n", | |
| " [2] <td><a href=\"/aardvark/html/players/238.html\">Ganesh Asirvatham</a></td>\\n\n", | |
| " [3] <td><a href=\"/aardvark/html/rankings/MYS.html\">Malaysia</a></td>\\n\n", | |
| " [4] <td>2</td>\\n\n", | |
| " [5] <td><a href=\"/aardvark/html/players/215.html\">Nigel Richards</a></td>\\n\n", | |
| " [6] <td><a href=\"/aardvark/html/rankings/NZL.html\">New Zealand</a></td>\\n\n", | |
| " [7] <td>3</td>\\n\n", | |
| " [8] <td><a href=\"/aardvark/html/players/757.html\">David Eldar</a></td>\\n\n", | |
| " [9] <td><a href=\"/aardvark/html/rankings/AUS.html\">Australia</a></td>\\n\n", | |
| "[10] <td>4</td>\\n\n", | |
| "[11] <td><a href=\"/aardvark/html/players/5.html\">Adam Logan</a></td>\\n\n", | |
| "[12] <td><a href=\"/aardvark/html/rankings/CAN.html\">Canada</a></td>\\n\n", | |
| "[13] <td>5</td>\\n\n", | |
| "[14] <td><a href=\"/aardvark/html/players/1017.html\">Eta Karo</a></td>\\n\n", | |
| "[15] <td><a href=\"/aardvark/html/rankings/NGA.html\">Nigeria</a></td>\\n\n", | |
| "[16] <td>6</td>\\n\n", | |
| "[17] <td><a href=\"/aardvark/html/players/476.html\">Panupol Sujjayakorn</a></t ...\n", | |
| "[18] <td><a href=\"/aardvark/html/rankings/THA.html\">Thailand</a></td>\\n\n", | |
| "[19] <td>7</td>\\n\n", | |
| "[20] <td><a href=\"/aardvark/html/players/682.html\">Alastair Richards</a></td>\\n\n", | |
| "..." | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 1,551 x 4\u001b[39m\n", | |
| " rank name country link \n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m 1\u001b[39m 1 Ganesh Asirvatham Malaysia https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 2\u001b[39m 2 Nigel Richards New Zeala… https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 3\u001b[39m 3 David Eldar Australia https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 4\u001b[39m 4 Adam Logan Canada https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 5\u001b[39m 5 Eta Karo Nigeria https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 6\u001b[39m 6 Panupol Sujjayak… Thailand https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 7\u001b[39m 7 Alastair Richards New Zeala… https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 8\u001b[39m 8 Wellington Jighe… Nigeria https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m 9\u001b[39m 9 Brett Smitheram England https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m10\u001b[39m 10 Opeyemi Oloro Nigeria https://www.wespa.org/aardvark/html/playe…\n", | |
| "\u001b[90m# … with 1,541 more rows\u001b[39m\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "OLy3Qh1O04iI", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Recursively Scraping URLs" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "hQRZGxqJ03hW", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 629 | |
| }, | |
| "outputId": "2e1e666e-39b9-4898-ca51-58ebfb8c6ce8" | |
| }, | |
| "source": [ | |
| "# custom scraping function\n", | |
| "scrape <- function(url) {\n", | |
| " message(c(\"Now scraping... \", url))\n", | |
| " page <- read_html(url)\n", | |
| " vars <- page %>%\n", | |
| " html_nodes(\"div.col-md-12 > div:first-child b\") %>%\n", | |
| " html_text(trim = T) %>%\n", | |
| " enframe() %>%\n", | |
| " mutate_all(list(~str_remove(., \":\"))) %>%\n", | |
| " mutate_all(list(~str_squish(.))) %>%\n", | |
| " select(-name, variables = value)\n", | |
| " values <- page %>%\n", | |
| " html_nodes(\"div.col-md-12 > div:first-child\") %>%\n", | |
| " html_text(trim = T) %>%\n", | |
| " str_split(\":\") %>%\n", | |
| " unlist() %>%\n", | |
| " enframe() %>%\n", | |
| " filter(name !=\"1\") %>%\n", | |
| " mutate_all(list(~str_remove(., \"([A-z]|300-| \\\\().*\"))) %>%\n", | |
| " mutate_all(list(~str_trim(.))) %>%\n", | |
| " select(-name, values = value)\n", | |
| " new_cols <- bind_cols(vars, values)\n", | |
| " Sys.sleep(5)\n", | |
| " return(new_cols)\n", | |
| "}\n", | |
| "\n", | |
| "players_df_bad_link <- players_df\n", | |
| "players_df_bad_link[7,4] <- \"https://www.wespa.org/sdkjfslf4jf38fj3.html\"\n", | |
| "\n", | |
| "players_full_df <- players_df_bad_link %>%\n", | |
| " slice(1:10) %>%\n", | |
| " mutate(scraped_data = map(link, possibly(scrape, otherwise = NULL, quiet = F))) %>%\n", | |
| " unnest(cols = scraped_data) %>%\n", | |
| " print()" | |
| ], | |
| "execution_count": 61, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/238.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/215.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/757.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/5.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/1017.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/476.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/sdkjfslf4jf38fj3.html\n", | |
| "\n", | |
| "Error: HTTP error 404.\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/1025.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/291.html\n", | |
| "\n", | |
| "Now scraping... https://www.wespa.org/aardvark/html/players/4309.html\n", | |
| "\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[90m# A tibble: 153 x 6\u001b[39m\n", | |
| " rank name country link variables values\n", | |
| " \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \n", | |
| "\u001b[90m 1\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Rating 2290 \n", | |
| "\u001b[90m 2\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Games Played 637 \n", | |
| "\u001b[90m 3\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Wins 450 \n", | |
| "\u001b[90m 4\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Losses 185 \n", | |
| "\u001b[90m 5\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Draws 1 \n", | |
| "\u001b[90m 6\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Average Sco… 451.25\n", | |
| "\u001b[90m 7\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… Average Aga… 389.16\n", | |
| "\u001b[90m 8\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… 300- Games 6 \n", | |
| "\u001b[90m 9\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… 300 Games 161 \n", | |
| "\u001b[90m10\u001b[39m 1 Ganesh Asir… Malaysia https://www.wespa.org/aardva… 400 Games 304 \n", | |
| "\u001b[90m# … with 143 more rows\u001b[39m\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| } | |
| ] | |
| } |
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