R Basic Programming part 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R Programming: Basic Exercise part 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create an array, passing in a vector of values and a vector of dimensions. Also  provide names for each dimension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ", , Part1\n",
      "\n",
      "     Row1 Row2 Row3\n",
      "Col1    6   10   14\n",
      "Col2    7   11   15\n",
      "Col3    8   12   16\n",
      "Col4    9   13   17\n",
      "\n",
      ", , Part2\n",
      "\n",
      "     Row1 Row2 Row3\n",
      "Col1   18   22   26\n",
      "Col2   19   23   27\n",
      "Col3   20   24   28\n",
      "Col4   21   25   29\n",
      "\n"
     ]
    }
   ],
   "source": [
    "a =  array(\n",
    "  6:30,\n",
    "  dim = c(4, 3, 2),\n",
    "  dimnames = list(\n",
    "    c(\"Col1\", \"Col2\", \"Col3\", \"Col4\"),\n",
    "    c(\"Row1\", \"Row2\", \"Row3\"),\n",
    "    c(\"Part1\", \"Part2\")\n",
    "  )\n",
    ")\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create an array with three columns, three rows, and two \"tables\", taking two vectors as input to the array. Print the array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ", , 1\n",
      "\n",
      "     [,1] [,2] [,3]\n",
      "[1,]    1    7    6\n",
      "[2,]    3    2    8\n",
      "[3,]    5    4   10\n",
      "\n",
      ", , 2\n",
      "\n",
      "     [,1] [,2] [,3]\n",
      "[1,]    1    7    6\n",
      "[2,]    3    2    8\n",
      "[3,]    5    4   10\n",
      "\n"
     ]
    }
   ],
   "source": [
    "v1 = c(1, 3, 5, 7)\n",
    "v2 = c(2, 4, 6, 8, 10)\n",
    "arra1 = array(c(v1, v2),dim = c(3,3,2))\n",
    "print(arra1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a list of elements using vectors, matrices and a functions. Print the content of the list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Content of the list:\"\n",
      "[[1]]\n",
      "[1]  1  2  2  5  7 12\n",
      "\n",
      "[[2]]\n",
      " [1] \"Jan\" \"Feb\" \"Mar\" \"Apr\" \"May\" \"Jun\" \"Jul\" \"Aug\" \"Sep\" \"Oct\" \"Nov\" \"Dec\"\n",
      "\n",
      "[[3]]\n",
      "     [,1] [,2]\n",
      "[1,]    3    1\n",
      "[2,]   -8   -3\n",
      "\n",
      "[[4]]\n",
      "function (x)  .Primitive(\"asin\")\n",
      "\n"
     ]
    }
   ],
   "source": [
    "l = list(\n",
    "  c(1, 2, 2, 5, 7, 12),  \n",
    "  month.abb,\n",
    "  matrix(c(3, -8, 1, -3), nrow = 2),\n",
    "  asin\n",
    ")\n",
    "print(\"Content of the list:\")\n",
    "print(l)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to draw an empty plot and an empty plot specify the axes limits of the graphic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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P8LLD0g/YPo9Jyo90R9b1T5yO8XR/3P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\nc55jmIp2KOUAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#print(\"Empty plot:\")\n",
    "plot.new()\n",
    "#print(\"Empty plot specify the axes limits of the graphic:\")\n",
    "plot(1, type=\"n\", xlab=\"\", ylab=\"\", xlim=c(0, 20), ylim=c(0, 20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create a simple bar plot of five subjects marks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1WzZxUIO6Kvdc7XSe6WlPH2tnpd3Tw5NKmfmysk87SrZ6cqMvacZ+cZ+1wx62ss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AAgoooMCoBMp3kNJJ+SjJrXZf7LClY2hL\np2c9kmXq7yBNZPrcpj3fY3qiGc9yd5NJpNSHGEn7keSZZjzT6Vy1v4OUztH3mmVOZVjuutiK\n8XS6st4fyEvN+C0M8yMPlgIKKKCAAgoooIACCigwKoG6g5S7GtK5ubG1pXRMHiGnkA+QdEzq\nDtKhTduxDJcmqTVI6fCkM1SqdJBeoeFH5G/Jl5qZZfn8SEM6RyeTPNZ3mmkGs2oG/2Y/15w9\nOetKVB4jy36zaXOggAIKKKCAAgoooIACCvQsUHeQsnI6JbkKtFImmtqMYTof00inDlI6RpeR\nxUldpTOUjlCp0vYwDe8ojc2wdJCWZfokksfMlau6cqvda+Rqkk5UqWzrYLJtaXCogAIKKKCA\nAgoooIACCvQq0O4gbcEG0jGpb7P7LtOPkizbqYNE8xsqV5E2IYeQbOtSUqp0kPJ9oXaVDlKu\nTmW9a9sLNNPXNPNzpeufSa5WWQoooIACCiiggAIKKKDAmAXaHaTcTvcYuanZcrnt7rhmulMH\nKevsSa4i+U5QOjdJvrOUYf0DDKWDdCLt7SodpKyT7eRK1mbthZjOFaYrSZYrmcH4oWQRYimg\ngAIKDLBA3lQsBRRQQAEF+kUgnZJ0VPKrdSuRaSRXhM4m3SqdndNJls+PNexN0hEq3xFi9E2V\nX83rVocyI1ey8ot0p5ElSF0zmdiSrE6+QKaT/KrdN8jFxFJAAQUUUEABBRRQQAEFRiXQvoKU\njXyE5MpMbl/Lr8fdR0q1ryDlak6WvYMsVhZqhvlluszL95NKlStI3y4N1bBcQcqPNKQOI1m/\nvtqUzlJu30vnqK6lmMj3mrJ8/at59TKOK6CAAgoMgIBXkAbgj+QuKqCAAuNM4Dqe7yNkV7Ij\n+SHpVqs0Mx5n+EK1UH5AYf9meuGqvZfRI1j4TvI5kitKqSkk3006MxNVPcn4AyQ/4JCfALcU\nUEABBRRQQAEFFFBAgZ4FOl1Bykby63G5GpNMJaXaV5AWZ0Zuecty6dBsSNKxupA8T9Jpuo2U\n6uUKUtbJ9tLpmUGWJKkrSR7vx2RPsgs5g6TtfGIpoIACCiiggAIKKKCAAqMS6NZB2oCtpcOR\nW+fqaneQMi+3vP2OZPkk3x3Kd4FWbobp4JTb3nrtILHqfPmBiGz3O5mgcjvdD0gepzzms4zn\nVrzRXq1iVUsBBRRQoB8EcguCpYACCiigwKAL5Jbx/EjDBHIPeTtuc8sVpfeRl8m9JJ0lSwEF\nFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEAB\nBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBA\nAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQ\nQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUU\nUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEF\nFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEAB\nBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBA\nAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQ\nQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUU\nUEABBRToM4H/B98WDIpktj0gAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Comparing marks of 5 subjects”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "marks = c(70, 95, 80, 74)\n",
    "barplot(marks,\n",
    "main = \"Comparing marks of 5 subjects\",\n",
    "xlab = \"Marks\",\n",
    "ylab = \"Subject\",\n",
    "names.arg = c(\"English\", \"Science\", \"Math.\", \"Hist.\"),\n",
    "col = \"darkred\",\n",
    "horiz = FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create bell curve of a random normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iZQ9QSpfPjCSxKvTbw4UT6pbucrSZ9J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X5khPS/2ysnGMVufrSSt3kDmn96QBlW0l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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = floor(rnorm(10000, 500, 100))\n",
    "t = table(n)\n",
    "barplot(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to compute sum, mean and product of a given vector elements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Original vector:\"\n",
      "[1] 10 20 30\n",
      "[1] \"Sum of vector elements: 60\"\n",
      "[1] \"Mean of vector elements: 20\"\n",
      "[1] \"Product of vector elements: 6000\"\n"
     ]
    }
   ],
   "source": [
    "nums = c(10, 20, 30)\n",
    "print('Original vector:')\n",
    "print(nums)   \n",
    "print(paste(\"Sum of vector elements:\",sum(nums)))\n",
    "print(paste(\"Mean of vector elements:\",mean(nums)))\n",
    "print(paste(\"Product of vector elements:\",prod(nums)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create a list of heterogeneous data, which include character, numeric and logical vectors. Print the lists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "$Chr\n",
      "[1] \"Python\"\n",
      "\n",
      "$nums\n",
      " [1]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15\n",
      "\n",
      "$flag\n",
      "[1] TRUE\n",
      "\n"
     ]
    }
   ],
   "source": [
    "my_list = list(Chr=\"Python\", nums = 1:15, flag=TRUE)\n",
    "print(my_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create a Dataframes which contain details of 5 employees and display the details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Details of the employees:\"\n",
      "          Name Gender Age Designation         SSN\n",
      "1  Anastasia S      M  23       Clerk 123-34-2346\n",
      "2       Dima R      M  22     Manager  123-44-779\n",
      "3  Katherine S      F  25    Exective  556-24-433\n",
      "4      JAMES A      F  26         CEO  123-98-987\n",
      "5 LAURA MARTIN      M  32   ASSISTANT  679-77-576\n"
     ]
    }
   ],
   "source": [
    "Employees = data.frame(Name=c(\"Anastasia S\",\"Dima R\",\"Katherine S\", \"JAMES A\",\"LAURA MARTIN\"),\n",
    "                      Gender=c(\"M\",\"M\",\"F\",\"F\",\"M\"),\n",
    "                      Age=c(23,22,25,26,32),\n",
    "                      Designation=c(\"Clerk\",\"Manager\",\"Exective\",\"CEO\",\"ASSISTANT\"),\n",
    "                      SSN=c(\"123-34-2346\",\"123-44-779\",\"556-24-433\",\"123-98-987\",\"679-77-576\")\n",
    "                      )\n",
    "print(\"Details of the employees:\")                      \n",
    "print(Employees)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create a Dataframes which contain details of 5 employees and display summary of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Summary of the data:\"\n",
      "           Name   Gender      Age          Designation          SSN   \n",
      " Anastasia S :1   F:2    Min.   :22.0   ASSISTANT:1    123-34-2346:1  \n",
      " Dima R      :1   M:3    1st Qu.:23.0   CEO      :1    123-44-779 :1  \n",
      " JAMES A     :1          Median :25.0   Clerk    :1    123-98-987 :1  \n",
      " Katherine S :1          Mean   :25.6   Exective :1    556-24-433 :1  \n",
      " LAURA MARTIN:1          3rd Qu.:26.0   Manager  :1    679-77-576 :1  \n",
      "                         Max.   :32.0                                 \n"
     ]
    }
   ],
   "source": [
    "Employees = data.frame(Name=c(\"Anastasia S\",\"Dima R\",\"Katherine S\", \"JAMES A\",\"LAURA MARTIN\"),\n",
    "                      Gender=c(\"M\",\"M\",\"F\",\"F\",\"M\"),\n",
    "                      Age=c(23,22,25,26,32),\n",
    "                      Designation=c(\"Clerk\",\"Manager\",\"Exective\",\"CEO\",\"ASSISTANT\"),\n",
    "                      SSN=c(\"123-34-2346\",\"123-44-779\",\"556-24-433\",\"123-98-987\",\"679-77-576\")\n",
    "                      )\n",
    "print(\"Summary of the data:\")                      \n",
    "print(summary(Employees))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a R program to create the system's idea of the current date with and without time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"System's idea of the current date with and without time:\"\n",
      "[1] \"2019-11-25\"\n",
      "[1] \"2019-11-25 17:04:44 CET\"\n"
     ]
    }
   ],
   "source": [
    "print(\"System's idea of the current date with and without time:\")\n",
    "print(Sys.Date())\n",
    "print(Sys.time())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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