From 28660cfbc190e1337af3b49ecf0967e80082dcd1 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 2 Dec 2020 13:05:32 +0530
Subject: [PATCH 01/50] initial_commit

---
 December-01/cpp17_rohithmsr.cpp | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)
 create mode 100644 December-01/cpp17_rohithmsr.cpp

diff --git a/December-01/cpp17_rohithmsr.cpp b/December-01/cpp17_rohithmsr.cpp
new file mode 100644
index 0000000..eb018ae
--- /dev/null
+++ b/December-01/cpp17_rohithmsr.cpp
@@ -0,0 +1,16 @@
+#include <iostream>
+#include <vector>
+#include <string>
+
+using namespace std;
+
+int main()
+{
+    vector<string> msg{"Hello", "C++", "World", "from", "VS Code", "and the C++ extension!"};
+
+    for (const string &word : msg)
+    {
+        cout << word << " ";
+    }
+    cout << endl;
+}
\ No newline at end of file

From 06ccffaf7812e43cf290c0f939282cc8b5c24902 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 2 Dec 2020 19:23:17 +0530
Subject: [PATCH 02/50] day_1_implementation

---
 December-01/cpp17_rohithmsr.cpp               | 16 --------
 .../cpp17_rohithmsr_sherlocksquest.cpp        | 37 +++++++++++++++++++
 2 files changed, 37 insertions(+), 16 deletions(-)
 delete mode 100644 December-01/cpp17_rohithmsr.cpp
 create mode 100644 December-01/cpp17_rohithmsr_sherlocksquest.cpp

diff --git a/December-01/cpp17_rohithmsr.cpp b/December-01/cpp17_rohithmsr.cpp
deleted file mode 100644
index eb018ae..0000000
--- a/December-01/cpp17_rohithmsr.cpp
+++ /dev/null
@@ -1,16 +0,0 @@
-#include <iostream>
-#include <vector>
-#include <string>
-
-using namespace std;
-
-int main()
-{
-    vector<string> msg{"Hello", "C++", "World", "from", "VS Code", "and the C++ extension!"};
-
-    for (const string &word : msg)
-    {
-        cout << word << " ";
-    }
-    cout << endl;
-}
\ No newline at end of file
diff --git a/December-01/cpp17_rohithmsr_sherlocksquest.cpp b/December-01/cpp17_rohithmsr_sherlocksquest.cpp
new file mode 100644
index 0000000..66beb6e
--- /dev/null
+++ b/December-01/cpp17_rohithmsr_sherlocksquest.cpp
@@ -0,0 +1,37 @@
+#include <iostream>
+#include <string>
+#include <cmath>
+
+using namespace std;
+
+int main()
+{
+    int room_no, sqr, len, ans;
+
+    cout << "Room: ";
+    cin >> room_no;
+    cout << "Status: ";
+
+    if (room_no % 3 == 0)
+    {
+        sqr = room_no * room_no;
+        len = (int)(to_string(sqr).size() / 2);
+
+        ans = (int)(sqr / (int)(pow(10, len) + 0.5)) + (sqr % (int)(pow(10, len) + 0.5));
+
+        if (ans == room_no)
+        {
+            cout << "Safe" << endl;
+        }
+        else
+        {
+            cout << "Not Safe" << endl;
+        }
+    }
+    else
+    {
+        cout << "Not Safe" << endl;
+    }
+
+    return 0;
+}
\ No newline at end of file

From 36f35cf82ea19e09b369dfdc70eb90fdb46b11b4 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 2 Dec 2020 19:36:30 +0530
Subject: [PATCH 03/50] day1_implementaion

---
 .../cpp17_rohithmsr_sherlocksquest.cpp        | 29 ++++++++++++-------
 1 file changed, 18 insertions(+), 11 deletions(-)

diff --git a/December-01/cpp17_rohithmsr_sherlocksquest.cpp b/December-01/cpp17_rohithmsr_sherlocksquest.cpp
index 66beb6e..ce402ae 100644
--- a/December-01/cpp17_rohithmsr_sherlocksquest.cpp
+++ b/December-01/cpp17_rohithmsr_sherlocksquest.cpp
@@ -4,13 +4,9 @@
 
 using namespace std;
 
-int main()
+int statusCheck(int room_no)
 {
-    int room_no, sqr, len, ans;
-
-    cout << "Room: ";
-    cin >> room_no;
-    cout << "Status: ";
+    int sqr, len, ans;
 
     if (room_no % 3 == 0)
     {
@@ -21,13 +17,24 @@ int main()
 
         if (ans == room_no)
         {
-            cout << "Safe" << endl;
-        }
-        else
-        {
-            cout << "Not Safe" << endl;
+            return 1;
         }
     }
+    return 0;
+}
+
+int main()
+{
+    int room_no;
+
+    cout << "Room: ";
+    cin >> room_no;
+    cout << "Status: ";
+
+    if (statusCheck(room_no))
+    {
+        cout << "Safe" << endl;
+    }
     else
     {
         cout << "Not Safe" << endl;

From 534da7ec041874b5b4e4cd3ce58a591cdd3c8081 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 3 Dec 2020 19:25:15 +0530
Subject: [PATCH 04/50] day2_backtracking

---
 December-02/cpp17_rohithmsr_convo.cpp | 59 +++++++++++++++++++++++++++
 1 file changed, 59 insertions(+)
 create mode 100644 December-02/cpp17_rohithmsr_convo.cpp

diff --git a/December-02/cpp17_rohithmsr_convo.cpp b/December-02/cpp17_rohithmsr_convo.cpp
new file mode 100644
index 0000000..9b22437
--- /dev/null
+++ b/December-02/cpp17_rohithmsr_convo.cpp
@@ -0,0 +1,59 @@
+#include <iostream>
+#include <string>
+#include <vector>
+#include <cmath>
+
+using namespace std;
+
+void getCombo(string str, int number, vector<string> *ans, vector<string> *dial)
+{
+    int size = to_string(number).size();
+
+    if (number == 0) // this condition is achieved when size of the one of the element is equal to number of digits of number given as input by the user
+    {
+        ans->push_back(str);
+    }
+    else
+    {
+        int first_digit = (int)(number / ((int)(pow(10, size - 1) + 0.5)));
+        //find the first digit of the number
+
+        for (int i = 0; i < dial->at(first_digit).size(); i++)
+        {
+            int no = (int)(number % ((int)(pow(10, size - 1) + 0.5)));
+            //finds the remaining digits
+
+            string strr = str + dial->at(first_digit).substr(i, 1);
+            getCombo(strr, no, ans, dial);
+        }
+    }
+}
+
+// Returns the combinations using getCombo function
+vector<string> getList(int digits)
+{
+
+    vector<string> dial{"_", "", "abc", "def", "ghi", "jkl", "mno", "pqrs", "tuv", "wxyz"};
+    vector<string> ans; // contains the combinations
+
+    getCombo("", digits, &ans, &dial); // empty string should be given as the first argument
+
+    return ans;
+}
+
+void print(vector<string> v)
+{
+    cout << '[';
+    for (int i = 0; i < v.size(); i++)
+    {
+        cout << '"' << v.at(i) << '"' << ",";
+    }
+    cout << '\b' << ']';
+}
+
+int main()
+{
+    int digits;
+    cin >> digits;
+    print(getList(digits));
+}
\ No newline at end of file

From 3912d407c6fe4deedc2d16074cc94b5633fe90ad Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 4 Dec 2020 15:39:30 +0530
Subject: [PATCH 05/50] day3_vectors

---
 December-03/cpp17_rohithmsr_meetandgreet.cpp | 83 ++++++++++++++++++++
 1 file changed, 83 insertions(+)
 create mode 100644 December-03/cpp17_rohithmsr_meetandgreet.cpp

diff --git a/December-03/cpp17_rohithmsr_meetandgreet.cpp b/December-03/cpp17_rohithmsr_meetandgreet.cpp
new file mode 100644
index 0000000..4a3784c
--- /dev/null
+++ b/December-03/cpp17_rohithmsr_meetandgreet.cpp
@@ -0,0 +1,83 @@
+#include <iostream>
+#include <string>
+#include <vector>
+
+using namespace std;
+
+vector<string> createList(string str)
+{
+    int quote = 0;
+    string timestr = "";
+    vector<string> v = {"0900"};
+
+    for (int i = 0; i < str.size(); i++)
+    {
+        if (str.at(i) == '\"')
+        {
+            if (quote % 2 == 1)
+            {
+                v.push_back(timestr);
+                timestr = "";
+            }
+            quote++;
+        }
+        else if (quote % 2 == 1)
+        {
+            timestr = timestr + str.at(i);
+        }
+        else
+        {
+            continue;
+        }
+    }
+    v.push_back("1700");
+
+    // for (auto i = v.begin(); i != v.end(); ++i)
+    //     cout << '|' << *i << '|' << " ";
+    //fr debugging..lol
+
+    return v;
+}
+
+void getIntervals(string str)
+{
+    int start, end, flag = 0;
+
+    // ["0930","1100"],["1200","1330"],["1530","1630"]
+    vector<string> v = createList(str);
+
+    for (int i = 0; i < v.size(); i = i + 2)
+    {
+        start = stoi(v.at(i));
+        end = stoi(v.at(i + 1));
+
+        if (end - start >= 100)
+        {
+            if (flag == 1)
+            {
+                cout << ',';
+            }
+            cout << "[\"" << v[i] << "\",\"" << v[i + 1] << "\"]";
+            flag = 1;
+        }
+    }
+    if (flag == 0)
+    {
+        cout << "Can't have meeting today" << endl;
+    }
+    else
+    {
+        printf("\n");
+    }
+    return;
+}
+
+int main()
+{
+    string str;
+    cin >> str;
+
+    getIntervals(str);
+
+    return 0;
+}
\ No newline at end of file

From e5ab51f70bb979816522f601b14234cca72bd295 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 5 Dec 2020 14:12:58 +0530
Subject: [PATCH 06/50] day4_implementation

---
 December-04/cpp17_rohithmsr_spoiledornot.cpp | 139 +++++++++++++++++++
 1 file changed, 139 insertions(+)
 create mode 100644 December-04/cpp17_rohithmsr_spoiledornot.cpp

diff --git a/December-04/cpp17_rohithmsr_spoiledornot.cpp b/December-04/cpp17_rohithmsr_spoiledornot.cpp
new file mode 100644
index 0000000..872b246
--- /dev/null
+++ b/December-04/cpp17_rohithmsr_spoiledornot.cpp
@@ -0,0 +1,139 @@
+#include <iostream>
+#include <string>
+#include <vector>
+
+using namespace std;
+
+void addDate(int days, int *day, int *month, int *year)
+{
+    *year += days / 360;
+    *month += (days % 360) / 30;
+    *day += ((days % 360) % 30);
+
+    if (*day > 30)
+    {
+        *day -= 30;
+        *month += 1;
+    }
+    if (*month > 12)
+    {
+        *month -= 12;
+        *year += 1;
+    }
+}
+
+void getDate(string today, int *td, int *tm, int *ty)
+{
+    int flag = 0;
+    string s = "";
+    *td = *tm = *ty = 0;
+    for (int i = 0; i < today.size(); i++)
+    {
+        if (today.at(i) == ',')
+        {
+            if (flag == 0)
+            {
+                *td = stoi(s);
+            }
+            else if (flag == 1)
+            {
+                *tm += stoi(s);
+            }
+            flag++;
+        }
+        else if (today.at(i) == ' ')
+        {
+            s = "";
+            continue;
+        }
+        else
+        {
+            s += today.at(i);
+            *ty = stoi(s);
+        }
+    }
+}
+
+int spoiled(vector<string> *dates, vector<int> *days, string today)
+{
+    int td = 0, tm = 0, ty = 0;
+    int day = 0, month = 0, year = 0;
+    int count = 0;
+
+    getDate(today, &td, &tm, &ty);
+
+    for (int i = 0; i < days->size(); i++)
+    {
+        getDate(dates->at(i), &day, &month, &year);
+        addDate(days->at(i), &day, &month, &year);
+
+        if (year < ty)
+        {
+            count++;
+            continue;
+        }
+        else if (month < tm & year == ty)
+        {
+            count++;
+            continue;
+        }
+        else if (day < td & year == ty & month == tm)
+        {
+            count++;
+            continue;
+        }
+    }
+    return count;
+}
+
+int main()
+{
+    int n, day;
+    char c;
+    string date, today = "";
+
+    vector<int> days;
+    vector<string> dates;
+
+    cout << "Number of Ice Creams : ";
+    scanf("%d", &n);
+    //n = 3;
+
+    cout << "Manufacture Dates : ";
+    getchar(); // clear buffer when getting string after getting int above
+    getline(cin, date, '\n');
+    //date = "[10, 01, 2020],[13, 01, 2020],[20, 12, 2019]";
+    for (int i = 0; i < date.size(); i++)
+    {
+        if (date.at(i) == '[')
+        {
+            today = "";
+        }
+        else if (date.at(i) == ']')
+        {
+            dates.push_back(today);
+            continue;
+        }
+        else
+        {
+            today += date.at(i);
+        }
+    }
+
+    cout << "Best Before Dates : ";
+    for (int i = 0; i < n; i++)
+    {
+        scanf("%d", &day);
+        days.push_back(day);
+    }
+
+    getchar();
+    cout << "Given Date : ";
+    getchar(); // clear buffer
+    getline(cin, today, '\n');
+
+    cout << "No. of. icecreams spoiled: ";
+
+    cout << spoiled(&dates, &days, today.substr(0, 12)) << endl;
+    return 0;
+}
\ No newline at end of file

From 37965b47a44d63c62e2f3f8ac91a675dbb955525 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 6 Dec 2020 21:37:04 +0530
Subject: [PATCH 07/50] day5_bfs_testcase

---
 December-05/cpp17_rohithmsr_grandmaster.cpp | 92 +++++++++++++++++++++
 1 file changed, 92 insertions(+)
 create mode 100644 December-05/cpp17_rohithmsr_grandmaster.cpp

diff --git a/December-05/cpp17_rohithmsr_grandmaster.cpp b/December-05/cpp17_rohithmsr_grandmaster.cpp
new file mode 100644
index 0000000..24a965e
--- /dev/null
+++ b/December-05/cpp17_rohithmsr_grandmaster.cpp
@@ -0,0 +1,92 @@
+#include <iostream>
+#include <list>
+
+using namespace std;
+
+bool isInside(int c, int d, int a, int b)
+{
+    if (c >= 1 & c <= a & d >= 1 & d <= b)
+    {
+        return true;
+    }
+    return false;
+}
+
+int minsteps(int c, int d, int e, int f, int a, int b)
+{
+    int steps_x[8] = {1, 1, 2, 2, -1, -1, -2, -2};
+    int steps_y[8] = {2, -2, 1, -1, 2, -2, 1, -1};
+
+    int grid_number = (d - 1) * b + c;
+    int target = (f - 1) * b + e;
+    int grid_c, grid_d, layer = 0, aa, bb, cc;
+
+    list<int> queue;
+
+    bool visited[80] = {false};
+    for (int i = 0; i <= a * b; i++)
+    {
+        visited[i] = false;
+    }
+
+    visited[grid_number] = true;
+    queue.push_back(c);
+    queue.push_back(d);
+    queue.push_back(layer);
+
+    while (!queue.empty())
+    {
+        aa = queue.front();
+        queue.pop_front();
+        bb = queue.front();
+        queue.pop_front();
+        cc = queue.front();
+        queue.pop_front();
+
+        if (visited[target] == true)
+        {
+            return layer;
+        }
+        for (int i = 0; i < 8; i++)
+        {
+            grid_c = aa + steps_x[i];
+            grid_d = bb + steps_y[i];
+            layer = cc + 1;
+
+            if (visited[target] == true)
+            {
+                return layer;
+            }
+
+            if (isInside(grid_c, grid_d, a, b))
+            {
+                grid_number = (grid_c - 1) * b + grid_d;
+
+                if (!visited[grid_number])
+                {
+                    visited[grid_number] = true;
+                    queue.push_back(grid_c);
+                    queue.push_back(grid_d);
+                    queue.push_back(layer);
+                }
+            }
+        }
+    }
+}
+
+int main()
+{
+    int a = 6, b = 6, c = 1, d = 1, e = 3, f = 2, steps;
+    // int a, b, c, d, e, f, steps;
+    // cout << "Dimension of Board : ";
+    // cin >> a >> b;
+    // cout << "Position of Knight : ";
+    // cin >> c >> d;
+    // cout << "Target Position :  ";
+    // cin >> e >> f;
+
+    steps = minsteps(c, d, e, f, a, b);
+
+    cout << "Minimum Steps : " << steps;
+    return 0;
+}
\ No newline at end of file

From 7f586eca2b68c810d6fd87080a93c35dfac7e0cc Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 6 Dec 2020 22:27:49 +0530
Subject: [PATCH 08/50] day5_bfs

---
 December-05/cpp17_rohithmsr_grandmaster.cpp |  49 +++++++++++++++-----
 December-05/output_screenshot.png           | Bin 0 -> 29240 bytes
 2 files changed, 37 insertions(+), 12 deletions(-)
 create mode 100644 December-05/output_screenshot.png

diff --git a/December-05/cpp17_rohithmsr_grandmaster.cpp b/December-05/cpp17_rohithmsr_grandmaster.cpp
index 24a965e..8d425cb 100644
--- a/December-05/cpp17_rohithmsr_grandmaster.cpp
+++ b/December-05/cpp17_rohithmsr_grandmaster.cpp
@@ -3,6 +3,7 @@
 
 using namespace std;
 
+// checks if the point is inside the borad
 bool isInside(int c, int d, int a, int b)
 {
     if (c >= 1 & c <= a & d >= 1 & d <= b)
@@ -12,27 +13,40 @@ bool isInside(int c, int d, int a, int b)
     return false;
 }
 
+//calculates the minimum steps
 int minsteps(int c, int d, int e, int f, int a, int b)
 {
+    // next steps moved by knight
     int steps_x[8] = {1, 1, 2, 2, -1, -1, -2, -2};
     int steps_y[8] = {2, -2, 1, -1, 2, -2, 1, -1};
 
+    //respective grid number(each grid starts with 1 till a*b)
+    // grid number of (1,1) is 1,(1,2) is 2 for a = 1 and b = 2
     int grid_number = (d - 1) * b + c;
     int target = (f - 1) * b + e;
+
+    if (!isInside(c, d, a, b) | !isInside(e, f, a, b))
+    {
+        return -1;
+    }
+
     int grid_c, grid_d, layer = 0, aa, bb, cc;
 
     list<int> queue;
 
-    bool visited[80] = {false};
+    //boolean array storing whether the point has been visited or not
+    bool *visited;
+    visited = (bool *)malloc(((a * b) + 1) * sizeof(int));
     for (int i = 0; i <= a * b; i++)
     {
         visited[i] = false;
     }
 
+    //set visit of first position as true and add to the queue
     visited[grid_number] = true;
     queue.push_back(c);
     queue.push_back(d);
-    queue.push_back(layer);
+    queue.push_back(layer); // layer of the bfs
 
     while (!queue.empty())
     {
@@ -60,7 +74,7 @@ int minsteps(int c, int d, int e, int f, int a, int b)
 
             if (isInside(grid_c, grid_d, a, b))
             {
-                grid_number = (grid_c - 1) * b + grid_d;
+                grid_number = (grid_d - 1) * b + grid_c;
 
                 if (!visited[grid_number])
                 {
@@ -72,21 +86,32 @@ int minsteps(int c, int d, int e, int f, int a, int b)
             }
         }
     }
+    return -2;
 }
 
 int main()
 {
-    int a = 6, b = 6, c = 1, d = 1, e = 3, f = 2, steps;
-    // int a, b, c, d, e, f, steps;
-    // cout << "Dimension of Board : ";
-    // cin >> a >> b;
-    // cout << "Position of Knight : ";
-    // cin >> c >> d;
-    // cout << "Target Position :  ";
-    // cin >> e >> f;
+    int a, b, c, d, e, f, steps;
+    cout << "Dimension of Board : ";
+    cin >> a >> b;
+    cout << "Position of Knight : ";
+    cin >> c >> d;
+    cout << "Target Position :  ";
+    cin >> e >> f;
 
     steps = minsteps(c, d, e, f, a, b);
 
-    cout << "Minimum Steps : " << steps;
+    if (steps == -1)
+    {
+        cout << "Minimum Steps : Target or Position Out of the bounds" << endl;
+    }
+    else if (steps == -2)
+    {
+        cout << "Minimum Steps : Impossible" << endl;
+    }
+    else
+    {
+        cout << "Minimum Steps : " << steps << endl;
+    }
     return 0;
 }
\ No newline at end of file
diff --git a/December-05/output_screenshot.png b/December-05/output_screenshot.png
new file mode 100644
index 0000000000000000000000000000000000000000..e9e84b88fb3ae7883286e44b8d9f1141b41c4191
GIT binary patch
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ZQV-HOTu*!@3n%Tbf{f}-)D4rz{|4z-qX7T_

literal 0
HcmV?d00001


From 0d852a1729418d28e704a8ee2cdb1aaa3e940e88 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 6 Dec 2020 22:58:15 +0530
Subject: [PATCH 09/50] Files renamed

---
 ...ithmsr_sherlocksquest.cpp => cpp_rohithmsr_sherlocksquest.cpp} | 0
 .../{cpp17_rohithmsr_convo.cpp => cpp_rohithmsr_convo.cpp}        | 0
 ..._rohithmsr_meetandgreet.cpp => cpp_rohithmsr_meetandgreet.cpp} | 0
 ..._rohithmsr_spoiledornot.cpp => cpp_rohithmsr_spoiledornot.cpp} | 0
 ...17_rohithmsr_grandmaster.cpp => cpp_rohithmsr_grandmaster.cpp} | 0
 5 files changed, 0 insertions(+), 0 deletions(-)
 rename December-01/{cpp17_rohithmsr_sherlocksquest.cpp => cpp_rohithmsr_sherlocksquest.cpp} (100%)
 rename December-02/{cpp17_rohithmsr_convo.cpp => cpp_rohithmsr_convo.cpp} (100%)
 rename December-03/{cpp17_rohithmsr_meetandgreet.cpp => cpp_rohithmsr_meetandgreet.cpp} (100%)
 rename December-04/{cpp17_rohithmsr_spoiledornot.cpp => cpp_rohithmsr_spoiledornot.cpp} (100%)
 rename December-05/{cpp17_rohithmsr_grandmaster.cpp => cpp_rohithmsr_grandmaster.cpp} (100%)

diff --git a/December-01/cpp17_rohithmsr_sherlocksquest.cpp b/December-01/cpp_rohithmsr_sherlocksquest.cpp
similarity index 100%
rename from December-01/cpp17_rohithmsr_sherlocksquest.cpp
rename to December-01/cpp_rohithmsr_sherlocksquest.cpp
diff --git a/December-02/cpp17_rohithmsr_convo.cpp b/December-02/cpp_rohithmsr_convo.cpp
similarity index 100%
rename from December-02/cpp17_rohithmsr_convo.cpp
rename to December-02/cpp_rohithmsr_convo.cpp
diff --git a/December-03/cpp17_rohithmsr_meetandgreet.cpp b/December-03/cpp_rohithmsr_meetandgreet.cpp
similarity index 100%
rename from December-03/cpp17_rohithmsr_meetandgreet.cpp
rename to December-03/cpp_rohithmsr_meetandgreet.cpp
diff --git a/December-04/cpp17_rohithmsr_spoiledornot.cpp b/December-04/cpp_rohithmsr_spoiledornot.cpp
similarity index 100%
rename from December-04/cpp17_rohithmsr_spoiledornot.cpp
rename to December-04/cpp_rohithmsr_spoiledornot.cpp
diff --git a/December-05/cpp17_rohithmsr_grandmaster.cpp b/December-05/cpp_rohithmsr_grandmaster.cpp
similarity index 100%
rename from December-05/cpp17_rohithmsr_grandmaster.cpp
rename to December-05/cpp_rohithmsr_grandmaster.cpp

From 4fc8fd9388184496f251fee5452cada169974cce Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 6 Dec 2020 23:41:51 +0530
Subject: [PATCH 10/50] day1_issue_implementation

---
 December-01/cpp_rohithmsr_sherlocksquest.cpp | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/December-01/cpp_rohithmsr_sherlocksquest.cpp b/December-01/cpp_rohithmsr_sherlocksquest.cpp
index ce402ae..a29420e 100644
--- a/December-01/cpp_rohithmsr_sherlocksquest.cpp
+++ b/December-01/cpp_rohithmsr_sherlocksquest.cpp
@@ -6,14 +6,21 @@ using namespace std;
 
 int statusCheck(int room_no)
 {
-    int sqr, len, ans;
+    int sqr, len, k, ans, first_part, second_part;
 
     if (room_no % 3 == 0)
     {
         sqr = room_no * room_no;
-        len = (int)(to_string(sqr).size() / 2);
+        k = (int)(to_string(room_no).size()); // no of digits of room_no
+        len = (int)(to_string(sqr).size());   // no of digits of (room_no)^2
 
-        ans = (int)(sqr / (int)(pow(10, len) + 0.5)) + (sqr % (int)(pow(10, len) + 0.5));
+        //before converting to int, add 0.5 for precision
+        //since it stores pow(5,2) as 24.99999,
+        //so add 0.5 and convert to int to get 25
+        second_part = (sqr % (int)(pow(10, k) + 0.5));
+        first_part = (sqr - second_part) / (int)(pow(10, k) + 0.5);
+
+        ans = first_part + second_part;
 
         if (ans == room_no)
         {

From ef857c16257d6755deeca4c3403cbe7098432d06 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Mon, 7 Dec 2020 18:49:36 +0530
Subject: [PATCH 11/50] day6_dfs_toposort

---
 December-06/cpp_rohithmsr_taskmaster.cpp | 139 +++++++++++++++++++++++
 1 file changed, 139 insertions(+)
 create mode 100644 December-06/cpp_rohithmsr_taskmaster.cpp

diff --git a/December-06/cpp_rohithmsr_taskmaster.cpp b/December-06/cpp_rohithmsr_taskmaster.cpp
new file mode 100644
index 0000000..d382a58
--- /dev/null
+++ b/December-06/cpp_rohithmsr_taskmaster.cpp
@@ -0,0 +1,139 @@
+#include <iostream>
+#include <string>
+#include <list>
+
+using namespace std;
+
+class Graph
+{
+    int v;
+
+    list<char> *adj;
+
+public:
+    Graph(int v);
+
+    void addEdge(char v, char w);
+
+    void topologicalSort(char v, bool *visited, list<char> *stack);
+};
+
+Graph::Graph(int V)
+{
+    this->v = V;
+    adj = new list<char>[V];
+}
+
+void Graph::addEdge(char v, char w)
+{
+    adj[v - 65].push_back(w);
+}
+
+void Graph::topologicalSort(char v, bool *visited, list<char> *stack)
+{
+    visited[v - 65] = true;
+
+    //toposort for adjacent vertices
+    for (auto i = adj[v - 65].begin(); i != adj[v - 65].end(); ++i)
+        if (!visited[*i - 65])
+            topologicalSort(*i, visited, stack);
+
+    stack->push_back(v);
+}
+
+void addEdges(string input)
+{
+    int V = 0;
+    char letter = 'A';
+
+    for (int i = 1; i < input.size() - 1; i++)
+    {
+        if (input[i] == '[')
+        {
+            V++;
+        }
+    }
+
+    Graph g(V);
+
+    for (int i = 1; i < input.size() - 1; i++)
+    {
+        if (input[i] == ']')
+        {
+            letter++;
+        }
+        else if (input[i] >= 65 & input[i] <= 90)
+        {
+            g.addEdge(letter, input[i]);
+        }
+        else
+        {
+            continue;
+        }
+    }
+}
+
+void findCompletionOrderOfTasks(string input)
+{
+    list<char> stack;
+
+    int V = 0;
+    char letter = 'A';
+
+    // Find the no of vertices
+    for (int i = 1; i < input.size() - 1; i++)
+    {
+        if (input[i] == '[')
+        {
+            V++;
+        }
+    }
+
+    Graph g(V);
+
+    // add the corresponding Edges to the graph
+    for (int i = 1; i < input.size() - 1; i++)
+    {
+        if (input[i] == ']')
+        {
+            letter++;
+        }
+        else if (input[i] >= 65 & input[i] <= 90)
+        {
+            g.addEdge(letter, input[i]);
+        }
+        else
+        {
+            continue;
+        }
+    }
+
+    // Creates boolean array of visited or not
+    bool *visited = new bool[V];
+    for (int i = 0; i < V; i++)
+    {
+        visited[i] = false;
+    }
+
+    for (int i = 0; i < V; i++)
+    {
+        if (visited[i] == false)
+        {
+            g.topologicalSort((char)(i + 65), visited, &stack);
+        }
+    }
+
+    while (!stack.empty())
+    {
+        cout << stack.back() << " ";
+        stack.pop_back();
+    }
+}
+
+int main()
+{
+    string input;
+    getline(cin, input);
+    findCompletionOrderOfTasks(input);
+    return 0;
+}
\ No newline at end of file

From c3c8bb2edb70ac8d917365c66e486741aae517b5 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Mon, 7 Dec 2020 20:51:54 +0530
Subject: [PATCH 12/50] day6_toposort(dfs)

---
 December-06/cpp_rohithmsr_taskmaster.cpp | 32 ------------------------
 1 file changed, 32 deletions(-)

diff --git a/December-06/cpp_rohithmsr_taskmaster.cpp b/December-06/cpp_rohithmsr_taskmaster.cpp
index d382a58..2de5fcf 100644
--- a/December-06/cpp_rohithmsr_taskmaster.cpp
+++ b/December-06/cpp_rohithmsr_taskmaster.cpp
@@ -41,38 +41,6 @@ void Graph::topologicalSort(char v, bool *visited, list<char> *stack)
     stack->push_back(v);
 }
 
-void addEdges(string input)
-{
-    int V = 0;
-    char letter = 'A';
-
-    for (int i = 1; i < input.size() - 1; i++)
-    {
-        if (input[i] == '[')
-        {
-            V++;
-        }
-    }
-
-    Graph g(V);
-
-    for (int i = 1; i < input.size() - 1; i++)
-    {
-        if (input[i] == ']')
-        {
-            letter++;
-        }
-        else if (input[i] >= 65 & input[i] <= 90)
-        {
-            g.addEdge(letter, input[i]);
-        }
-        else
-        {
-            continue;
-        }
-    }
-}
-
 void findCompletionOrderOfTasks(string input)
 {
     list<char> stack;

From 5bebb2ce656784e2fe9ec90d0dab63fc42eb46c7 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Tue, 8 Dec 2020 22:09:23 +0530
Subject: [PATCH 13/50] day8_nqueens_testcase

---
 December-08/cpp_rohithmsr_movie.cpp | 140 ++++++++++++++++++++++++++++
 1 file changed, 140 insertions(+)
 create mode 100644 December-08/cpp_rohithmsr_movie.cpp

diff --git a/December-08/cpp_rohithmsr_movie.cpp b/December-08/cpp_rohithmsr_movie.cpp
new file mode 100644
index 0000000..a9ccae1
--- /dev/null
+++ b/December-08/cpp_rohithmsr_movie.cpp
@@ -0,0 +1,140 @@
+#include <iostream>
+
+using namespace std;
+
+void printSolution(int *board, int M, int N)
+{
+    for (int i = 0; i < M; i++)
+    {
+        for (int j = 0; j < N; j++)
+            printf(" %d ", board[i * N + j]);
+        printf("\n");
+    }
+}
+
+bool isSocialDistanced(int *seats, int M, int N, int row, int col)
+{
+    int i, j;
+
+    for (int i = 0; i < M; i++)
+    {
+        if (*(seats + i * N + col) == 1)
+        {
+            return false;
+        }
+    }
+
+    for (int i = 0; i < N; i++)
+    {
+        if (*(seats + row * N + i) == 1)
+        {
+            return false;
+        }
+    }
+
+    return true;
+}
+
+bool solveNQUtil(int *seats, int M, int N, int col, int S)
+{
+
+    if (col >= S)
+        return true;
+
+    // Consider this column and try placing
+    // a person in all rows one by one
+    for (int i = 0; i < M; i++)
+    {
+        //Check if a person can be placed on seats[i][col]
+        if (isSocialDistanced(seats, M, N, i, col))
+        {
+            // Place the person in seats[i][col] only if it is usable
+            // if not go to next row
+            if (seats[i * N + col] == -1)
+            {
+                continue;
+            }
+            seats[i * N + col] = 1;
+
+            // recur to place rest of the people
+            if (solveNQUtil(seats, M, N, col + 1, S))
+                return true;
+
+            // If placing person in seats[i][col]
+            // doesn't lead to a solution, then
+            // remove the person from seats[i][col]
+            seats[i * N + col] = 0; // Backtracking
+        }
+    }
+
+    // If S persons cannot be placed, return false
+    return false;
+}
+
+void makeSeats(int *seats, int M, int N, string s, int *non_usable)
+{
+    *non_usable = 0;
+    for (int i = 0; i < M; i++)
+    {
+        for (int j = 0; j < N; j++)
+        {
+            if (s[i * N + j] == 'U')
+            {
+                *(seats + i * N + j) = 0;
+            }
+            else
+            {
+                *(seats + i * N + j) = -1;
+                *(non_usable)++;
+            }
+        }
+    }
+}
+
+int getUsableSeats(int M, int N, string s)
+{
+    int *seats = new int[M * N];
+    int S = M * N;
+    int non_usable = 0;
+
+    makeSeats(seats, M, N, s, &non_usable);
+
+    while (S >= 0)
+    {
+        if (solveNQUtil(seats, M, N, 0, S) == false)
+        {
+            makeSeats(seats, M, N, s, &non_usable);
+            S -= 1;
+        }
+        else
+        {
+            break;
+        }
+    }
+
+    printSolution(seats, M, N);
+    return S;
+}
+
+int main()
+{
+    int cases, n, m, seats;
+    string s = "";
+    char ans;
+
+    cin >> cases;
+    for (int t = 0; t < cases; t++)
+    {
+        cin >> n >> m;
+        for (int i = 0; i < n * m; i++)
+        {
+            cin >> ans;
+            s += ans;
+        }
+        seats = getUsableSeats(n, m, s);
+        s = "";
+        cout << seats << endl;
+    }
+
+    return 0;
+}

From f705c780989559b5572b25f03b7b20e168b7ea8c Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Tue, 8 Dec 2020 22:20:52 +0530
Subject: [PATCH 14/50] day8_backtracking_but_minflow

---
 December-08/cpp_rohithmsr_movie.cpp              |   7 ++++---
 ...utput_screenshot_day8_nqueens_but_maxflow.png | Bin 0 -> 7270 bytes
 2 files changed, 4 insertions(+), 3 deletions(-)
 create mode 100644 December-08/output_screenshot_day8_nqueens_but_maxflow.png

diff --git a/December-08/cpp_rohithmsr_movie.cpp b/December-08/cpp_rohithmsr_movie.cpp
index a9ccae1..5591e81 100644
--- a/December-08/cpp_rohithmsr_movie.cpp
+++ b/December-08/cpp_rohithmsr_movie.cpp
@@ -12,6 +12,7 @@ void printSolution(int *board, int M, int N)
     }
 }
 
+// checks whether seats[row][col] is a safe place to sit
 bool isSocialDistanced(int *seats, int M, int N, int row, int col)
 {
     int i, j;
@@ -35,7 +36,7 @@ bool isSocialDistanced(int *seats, int M, int N, int row, int col)
     return true;
 }
 
-bool solveNQUtil(int *seats, int M, int N, int col, int S)
+bool solveByBacktracking(int *seats, int M, int N, int col, int S)
 {
 
     if (col >= S)
@@ -57,7 +58,7 @@ bool solveNQUtil(int *seats, int M, int N, int col, int S)
             seats[i * N + col] = 1;
 
             // recur to place rest of the people
-            if (solveNQUtil(seats, M, N, col + 1, S))
+            if (solveByBacktracking(seats, M, N, col + 1, S))
                 return true;
 
             // If placing person in seats[i][col]
@@ -101,7 +102,7 @@ int getUsableSeats(int M, int N, string s)
 
     while (S >= 0)
     {
-        if (solveNQUtil(seats, M, N, 0, S) == false)
+        if (solveByBacktracking(seats, M, N, 0, S) == false)
         {
             makeSeats(seats, M, N, s, &non_usable);
             S -= 1;
diff --git a/December-08/output_screenshot_day8_nqueens_but_maxflow.png b/December-08/output_screenshot_day8_nqueens_but_maxflow.png
new file mode 100644
index 0000000000000000000000000000000000000000..c35fe2ca6a1b8267f39989e0c8ba45df252d835f
GIT binary patch
literal 7270
zcmcIpd0dlMy2gs4bpWeXv@9uFMe7nbHi4wLQ3S!N6qG__Q1(@pAWLFhpbi4Jq9SXs
z3RVyTvL`@P)D$5^*#d+RF+wCE2?4W^?VIxjo#~xBzuuWU-aq(pzVDpxJ@0nj=Xp;q
zA9i!n|MZJbb#!#}oxk08L`P?So{r8u>qQH}n~t}rtKi?fm?KVmbSk?{CcuMkpyMG&
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literal 0
HcmV?d00001


From f94f63026ef1d1df2cf564e8e09edd7ddcab338d Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 9 Dec 2020 19:08:52 +0530
Subject: [PATCH 15/50] day8_backtracking_not_maxflow

---
 December-08/cpp_rohithmsr_movie.cpp | 31 +++++++++++++++++------------
 1 file changed, 18 insertions(+), 13 deletions(-)

diff --git a/December-08/cpp_rohithmsr_movie.cpp b/December-08/cpp_rohithmsr_movie.cpp
index 5591e81..b4a710a 100644
--- a/December-08/cpp_rohithmsr_movie.cpp
+++ b/December-08/cpp_rohithmsr_movie.cpp
@@ -49,7 +49,7 @@ bool solveByBacktracking(int *seats, int M, int N, int col, int S)
         //Check if a person can be placed on seats[i][col]
         if (isSocialDistanced(seats, M, N, i, col))
         {
-            // Place the person in seats[i][col] only if it is usable
+            // Place the person in seats[i][col] only if the seat is usable
             // if not go to next row
             if (seats[i * N + col] == -1)
             {
@@ -72,21 +72,19 @@ bool solveByBacktracking(int *seats, int M, int N, int col, int S)
     return false;
 }
 
-void makeSeats(int *seats, int M, int N, string s, int *non_usable)
+void makeSeats(int *seats, int M, int N, string s)
 {
-    *non_usable = 0;
     for (int i = 0; i < M; i++)
     {
         for (int j = 0; j < N; j++)
         {
-            if (s[i * N + j] == 'U')
+            if (s[i * N + j] == 'U') // Usable
             {
                 *(seats + i * N + j) = 0;
             }
-            else
+            else // Non-Usable
             {
                 *(seats + i * N + j) = -1;
-                *(non_usable)++;
             }
         }
     }
@@ -95,25 +93,32 @@ void makeSeats(int *seats, int M, int N, string s, int *non_usable)
 int getUsableSeats(int M, int N, string s)
 {
     int *seats = new int[M * N];
-    int S = M * N;
-    int non_usable = 0;
 
-    makeSeats(seats, M, N, s, &non_usable);
+    // maximum number of seats possible will be minimum(rows, columns)
+    // since there can be only person per row and column
+    int S = M < N ? M : N;
 
-    while (S >= 0)
+    // creates the seats and store in seats array
+    makeSeats(seats, M, N, s);
+
+    // Worst Case - Time Complexity O(S x S!)
+    // since S seats till 1 seat are tried
+    while (S > 0)
     {
         if (solveByBacktracking(seats, M, N, 0, S) == false)
         {
-            makeSeats(seats, M, N, s, &non_usable);
-            S -= 1;
+            makeSeats(seats, M, N, s); // recreate the original seats array
+            S -= 1;                    // since S seats cannot be filled, decrement by 1
         }
-        else
+        else // if possible, S will be the maximum seats(tickets) to be sold
         {
             break;
         }
     }
 
+    // prints any one possible seating arrangement
     printSolution(seats, M, N);
+
     return S;
 }
 

From 58af74134b6a40834f3a70a8e268eb844c8f0042 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 9 Dec 2020 19:11:24 +0530
Subject: [PATCH 16/50] day9_incidentList_or_adjacencyMatrix

---
 December-09/cpp_rohithmsr_isleofdogs.cpp      | 193 ++++++++++++++++++
 ...ogs_checking_the_indegree_along_column.png | Bin 0 -> 21841 bytes
 2 files changed, 193 insertions(+)
 create mode 100644 December-09/cpp_rohithmsr_isleofdogs.cpp
 create mode 100644 December-09/output_isleofdogs_checking_the_indegree_along_column.png

diff --git a/December-09/cpp_rohithmsr_isleofdogs.cpp b/December-09/cpp_rohithmsr_isleofdogs.cpp
new file mode 100644
index 0000000..9b30374
--- /dev/null
+++ b/December-09/cpp_rohithmsr_isleofdogs.cpp
@@ -0,0 +1,193 @@
+#include <iostream>
+#include <vector>
+
+using namespace std;
+
+int getGridInput(vector<vector<int>> *grid)
+{
+
+    int flag = 1;
+    char c;
+    vector<int> row;
+
+    int lands = 0;
+
+    cin >> c;
+
+    // get input until there are 2 consecutive ']'
+    // (ex;- ]]) which dentes end of input
+    while (flag != 0)
+    {
+        cin >> c;
+        if (c == '[')
+        {
+            flag++;
+        }
+        else if (c == '*')
+        {
+            lands++;
+            row.push_back(lands);
+        }
+        else if (c == '_')
+        {
+            row.push_back(0);
+        }
+        else if (c == ']')
+        {
+            grid->push_back(row);
+            row.clear();
+            flag--;
+        }
+    }
+    // we pop back the last empty list added becoz of last ']'
+    grid->pop_back();
+
+    // total no of lands
+    return lands;
+}
+
+void getAdjacentMatrix(int *adjMat, vector<vector<int>> *grid, int lands)
+{
+    int rows = grid->size();
+    int columns = grid->at(0).size();
+    int no1, no2;
+
+    // if any land is below it, add that to adjacencyMatrix
+    // so loop only till second last row
+    for (int i = 0; i < rows - 1; i++)
+    {
+        for (int j = 0; j < columns; j++)
+        {
+            if (grid->at(i).at(j) > 0 & grid->at(i + 1).at(j) > 0)
+            {
+                no1 = grid->at(i).at(j);
+                no2 = grid->at(i + 1).at(j);
+                *(adjMat + no1 * lands + (no2 - 1)) = 1;
+            }
+        }
+    }
+
+    // if any land to the right side of it, add that to adjacency matrix
+    // so loop only till second last column
+    for (int i = 0; i < rows; i++)
+    {
+        for (int j = 0; j < columns - 1; j++)
+        {
+            if (grid->at(i).at(j) > 0 & grid->at(i).at(j + 1) > 0)
+            {
+                no1 = grid->at(i).at(j);
+                no2 = grid->at(i).at(j + 1);
+                *(adjMat + no1 * lands + (no2 - 1)) = 1;
+            }
+        }
+    }
+}
+
+void getIncidentList(int *incidentList, vector<vector<int>> *grid, int lands)
+{
+    int rows = grid->size();
+    int columns = grid->at(0).size();
+    int no;
+
+    // if any land is below it, the lower land has incident edge
+    // so add make 1 at the index of the lower land in the incident List.
+    for (int i = 0; i < rows - 1; i++) // loop only till second last row
+    {
+        for (int j = 0; j < columns; j++)
+        {
+            if (grid->at(i).at(j) > 0 & grid->at(i + 1).at(j) > 0)
+            {
+                no = grid->at(i + 1).at(j);
+                *(incidentList + no - 1) = 1;
+            }
+        }
+    }
+
+    // if any land to the right side of it, add that to adjacency matrix
+
+    for (int i = 0; i < rows; i++)
+    {
+        for (int j = 0; j < columns - 1; j++) //loop only till second last column
+        {
+            if (grid->at(i).at(j) > 0 & grid->at(i).at(j + 1) > 0)
+            {
+                no = grid->at(i).at(j + 1);
+                *(incidentList + no - 1) = 1;
+            }
+        }
+    }
+}
+
+int noOfIsle(vector<vector<int>> *grid, int lands)
+{
+    int flag = 0;
+    int island = 0;
+
+    // Method 1 : Just checking whether it has atleast one incident edge
+    // which means you have land attached to it(incident edge)
+    // O(N x M) time complexity where N = no of rows & columns in the input
+
+    int *incidentList = new int[lands];
+    island = 0;
+
+    getIncidentList(incidentList, grid, lands);
+
+    for (int i = 0; i < lands; i++)
+    {
+        if (*(incidentList + i) == 0)
+        {
+            island++;
+        }
+    }
+
+    return island;
+
+        // Method 2: Using Adjacency Matrix Directly to check incident edge
+    // O(no_of_lands ^ 2) time complexity
+
+    // i have commented method 1, and used method 2 since it is has
+    // time complexity as O(N x M) N = no of rows & columns in the input
+
+    /*
+    // Get the adjacent matrix
+    int *adjMat = new int[lands * lands];
+    getAdjacentMatrix(adjMat, grid, lands);
+
+    // the sum of the values in each column gives
+    // whether u have incident edges
+    // if the sum is zero, then u don't have incident edge
+    for (int k = 0; k < lands; k++)
+    {
+        for (int i = 0; i < lands; i++)
+        {
+            // check whether any value in column is equal to 1
+            if (*(adjMat + i * lands + k) == 1)
+            {
+                flag = 1;
+                continue;
+            }
+        }
+        // means no column with value equal to 1
+        // so no incident edge
+        if (flag == 0)
+        {
+            island++;
+        }
+        flag = 0;
+    }
+
+    return island;
+    */
+}
+
+int main()
+{
+    vector<vector<int>> grid;
+    int lands;
+
+    // get input and return the total number of lands
+    lands = getGridInput(&grid);
+
+    // find the number of islands
+    cout << noOfIsle(&grid, lands) << " island(s)";
+}
\ No newline at end of file
diff --git a/December-09/output_isleofdogs_checking_the_indegree_along_column.png b/December-09/output_isleofdogs_checking_the_indegree_along_column.png
new file mode 100644
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From e005944948f56d351d62ed013288fe1882672b94 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 13 Dec 2020 01:37:29 +0530
Subject: [PATCH 17/50] day10_backtracking_ipaddress

---
 December-10/cpp_rohithmsr_restoreip.cpp | 100 ++++++++++++++++++++++++
 December-10/output_screenshot.png       | Bin 0 -> 28270 bytes
 2 files changed, 100 insertions(+)
 create mode 100644 December-10/cpp_rohithmsr_restoreip.cpp
 create mode 100644 December-10/output_screenshot.png

diff --git a/December-10/cpp_rohithmsr_restoreip.cpp b/December-10/cpp_rohithmsr_restoreip.cpp
new file mode 100644
index 0000000..27281e5
--- /dev/null
+++ b/December-10/cpp_rohithmsr_restoreip.cpp
@@ -0,0 +1,100 @@
+/* 
+Runtime: 0 ms, faster than 100.00% of C++ online submissions for Restore IP Addresses. // Same problem found in Leetcode
+
+Memory Usage: 7.1 MB, less than 58.42% of C++ online submissions for Restore IP Addresses.
+
+*/
+
+#include <iostream>
+#include <vector>
+#include <string>
+
+using namespace std;
+
+class Solution
+{
+public:
+    // This function checks if valid integer or not
+    bool validInt(string s)
+    {
+        int a = stoi(s);
+
+        if (a<0 | a> 255)
+        {
+            return false;
+        }
+        if (to_string(a).size() != s.size())
+        {
+            return false;
+        }
+        return true;
+    }
+
+    // This functions finds the possible IP addresses and adds to output vector
+    void Util(vector<string> *output, string s, int pos, string ans, int dot)
+    {
+        string temp = "";
+
+        // Impossible condition
+        if (s.size() < 4 | s.size() > 12)
+        {
+            return;
+        }
+
+        //More than 3 dots, we may get the answer
+        if (dot == 4)
+        {
+            // ignore the last dot added to the string
+            ans = ans.substr(0, ans.size() - 1);
+
+            // checks if answer is a valid ip address or not
+            if (ans.size() == s.size() + 3)
+            {
+                output->push_back(ans);
+            }
+            return;
+        }
+
+        // Backtracking
+        for (int i = 1; i < 4; i++)
+        {
+            // Checks doesnt exceed the char limit
+            if ((pos + i) <= s.size())
+            {
+                if (validInt(s.substr(pos, i)))
+                {
+                    temp = s.substr(pos, i);
+                    temp += '.';
+                    Util(output, s, pos + i, ans + temp, dot + 1);
+                }
+            }
+        }
+        return;
+    }
+
+    vector<string> restoreIpAddresses(string s)
+    {
+        vector<string> output;
+        Util(&output, s, 0, "", 0);
+        return output;
+    }
+};
+
+int main()
+{
+    Solution s;
+    string corrupted_log;
+
+    cin >> corrupted_log;
+    vector<string> output = s.restoreIpAddresses(corrupted_log);
+
+    corrupted_log = "";
+    for (auto i = output.begin(); i != output.end(); ++i)
+    {
+        corrupted_log = corrupted_log + '\"' + *i + "\",";
+    }
+    corrupted_log = corrupted_log.substr(0, corrupted_log.size() - 1);
+
+    // output the result
+    cout << corrupted_log;
+}
\ No newline at end of file
diff --git a/December-10/output_screenshot.png b/December-10/output_screenshot.png
new file mode 100644
index 0000000000000000000000000000000000000000..b3a35dc43c921b830534701282065374a3e05a99
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From 8ba261ccb618ac2cb9168d85f141852499c62e5a Mon Sep 17 00:00:00 2001
From: rohithmsr <64753877+rohithmsr@users.noreply.github.com>
Date: Sun, 13 Dec 2020 01:45:32 +0530
Subject: [PATCH 18/50] Delete Picture

---
 December-10/output_screenshot.png | Bin 28270 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 December-10/output_screenshot.png

diff --git a/December-10/output_screenshot.png b/December-10/output_screenshot.png
deleted file mode 100644
index b3a35dc43c921b830534701282065374a3e05a99..0000000000000000000000000000000000000000
GIT binary patch
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From a080d1143c94e9e090b97ca555aa4dc2d6a1eab1 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 13 Dec 2020 01:49:15 +0530
Subject: [PATCH 19/50] day10_BackTracking_IPAddress

---
 December-10/output_screenshot.png | Bin 28270 -> 19150 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/December-10/output_screenshot.png b/December-10/output_screenshot.png
index b3a35dc43c921b830534701282065374a3e05a99..8a7e816b403f62dd86c3bda7e07d406e7f154ea5 100644
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From c85e8d28ed180b436758762c7fdb78999eea0875 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 12:34:48 +0530
Subject: [PATCH 20/50] day2_backtracking_1

---
 December-02/cpp_rohithmsr_convo.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/December-02/cpp_rohithmsr_convo.cpp b/December-02/cpp_rohithmsr_convo.cpp
index 9b22437..1dae4d7 100644
--- a/December-02/cpp_rohithmsr_convo.cpp
+++ b/December-02/cpp_rohithmsr_convo.cpp
@@ -51,6 +51,7 @@ void print(vector<string> v)
     cout << '\b' << ']';
 }
 
+// Driver Code
 int main()
 {
     int digits;

From 3860c5c11298f24e29cb0cc928b0d1296feae24d Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 12:38:22 +0530
Subject: [PATCH 21/50] day3_vectors_in_cpp

---
 December-03/cpp_rohithmsr_meetandgreet.cpp | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/December-03/cpp_rohithmsr_meetandgreet.cpp b/December-03/cpp_rohithmsr_meetandgreet.cpp
index 4a3784c..f58377d 100644
--- a/December-03/cpp_rohithmsr_meetandgreet.cpp
+++ b/December-03/cpp_rohithmsr_meetandgreet.cpp
@@ -4,10 +4,12 @@
 
 using namespace std;
 
+// Convert Input string to Vector
 vector<string> createList(string str)
 {
     int quote = 0;
     string timestr = "";
+    // add start time to vector
     vector<string> v = {"0900"};
 
     for (int i = 0; i < str.size(); i++)
@@ -30,6 +32,7 @@ vector<string> createList(string str)
             continue;
         }
     }
+    // add ending time to vector
     v.push_back("1700");
 
     // for (auto i = v.begin(); i != v.end(); ++i)
@@ -72,9 +75,10 @@ void getIntervals(string str)
     return;
 }
 
+// Driver Code
 int main()
 {
-    string str;
+    string str; // ["0930", "1100"],["1200","1330"],["1530","1630"]
     cin >> str;
 
     getIntervals(str);

From a293a8fae2827a4a570c36b5c72992d3acdfe53f Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 12:40:53 +0530
Subject: [PATCH 22/50] day5_BFS_minknightmoves

---
 December-05/cpp_rohithmsr_grandmaster.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/December-05/cpp_rohithmsr_grandmaster.cpp b/December-05/cpp_rohithmsr_grandmaster.cpp
index 8d425cb..35c0447 100644
--- a/December-05/cpp_rohithmsr_grandmaster.cpp
+++ b/December-05/cpp_rohithmsr_grandmaster.cpp
@@ -89,6 +89,7 @@ int minsteps(int c, int d, int e, int f, int a, int b)
     return -2;
 }
 
+// Driver Code
 int main()
 {
     int a, b, c, d, e, f, steps;

From a50c197b7b6c3c9c836e36cb148b10c2a9c9dd5a Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 14:24:20 +0530
Subject: [PATCH 23/50] day7_queue

---
 .../cpp_rohithmsr_temperaturescreening.cpp    | 83 +++++++++++++++++++
 1 file changed, 83 insertions(+)
 create mode 100644 December-07/cpp_rohithmsr_temperaturescreening.cpp

diff --git a/December-07/cpp_rohithmsr_temperaturescreening.cpp b/December-07/cpp_rohithmsr_temperaturescreening.cpp
new file mode 100644
index 0000000..9c14b10
--- /dev/null
+++ b/December-07/cpp_rohithmsr_temperaturescreening.cpp
@@ -0,0 +1,83 @@
+#include <iostream>
+#include <queue>
+#include <string>
+
+using namespace std;
+
+void getInput(queue<string> &counter)
+{
+    string persons;
+    string person = "";
+    getline(cin, persons);
+
+    for (int i = 0; i < persons.size(); i++)
+    {
+        if (persons[i] == ' ')
+        {
+            counter.push(person);
+            person = "";
+            continue;
+        }
+        person += persons[i];
+    }
+    counter.push(person);
+    return;
+}
+
+void getQueue(queue<string> &TempQueue, queue<string> &counterA, queue<string> &counterB)
+{
+    getInput(counterA);
+    getInput(counterB);
+
+    //A takes 2 minutes for 1 move
+    //B takes 1 minute for 1 move
+    while (1)
+    {
+        if (counterA.empty() && counterB.empty())
+        {
+            break;
+        }
+        if (counterA.empty())
+        {
+            TempQueue.push(counterB.front());
+            counterB.pop();
+            if (!counterB.empty())
+            {
+                TempQueue.push(counterB.front());
+                counterB.pop();
+            }
+        }
+        if (counterB.empty())
+        {
+            TempQueue.push(counterA.front());
+            counterA.pop();
+        }
+        else
+        {
+            TempQueue.push(counterB.front());
+            counterB.pop();
+            if (!counterB.empty())
+            {
+                TempQueue.push(counterB.front());
+                counterB.pop();
+            }
+            TempQueue.push(counterA.front());
+            counterA.pop();
+        }
+    }
+}
+
+int main()
+{
+    queue<string> counterA;
+    queue<string> counterB;
+    queue<string> TempQueue;
+
+    getQueue(TempQueue, counterA, counterB);
+
+    while (!TempQueue.empty())
+    {
+        cout << TempQueue.front() << ' ';
+        TempQueue.pop();
+    }
+}
\ No newline at end of file

From 571369287c2263296d1d4bd419a6a13b09d4bbc8 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 14:47:11 +0530
Subject: [PATCH 24/50] day16_cipherLHR

---
 December-16/cpp_rohithmsr_maxparty.cpp | 64 ++++++++++++++++++++++++++
 1 file changed, 64 insertions(+)
 create mode 100644 December-16/cpp_rohithmsr_maxparty.cpp

diff --git a/December-16/cpp_rohithmsr_maxparty.cpp b/December-16/cpp_rohithmsr_maxparty.cpp
new file mode 100644
index 0000000..85776aa
--- /dev/null
+++ b/December-16/cpp_rohithmsr_maxparty.cpp
@@ -0,0 +1,64 @@
+#include <iostream>
+#include <string>
+
+using namespace std;
+
+string rotcipher(string msg, string key)
+{
+    string emsg = "";
+    int no = 0;
+    int rot = 0;
+
+    // Get no of additions and rotations
+    for (int i = 0; i < key.size(); i++)
+    {
+        if (key[i] == 'L')
+        {
+            no--;
+        }
+        else if (key[i] == 'H')
+        {
+            no++;
+        }
+        else
+        {
+            rot++;
+        }
+    }
+
+    //get string
+    for (int i = rot + 1; i < msg.size(); i++)
+    {
+        emsg += msg[i];
+    }
+
+    for (int i = 0; i < rot + 1; i++)
+    {
+        emsg += msg[i];
+    }
+
+    // additions to each char
+    for (int i = 0; i < msg.size(); i++)
+    {
+        emsg[i] += no;
+    }
+
+    return emsg;
+
+    return emsg;
+}
+
+// Driver Code
+int main()
+{
+    string msg, key, emsg;
+
+    cout << "Message : ";
+    cin >> msg;
+    cout << "Key : ";
+    cin >> key;
+
+    emsg = rotcipher(msg, key);
+
+    cout << "Encrypted Message : " << emsg;
+}
\ No newline at end of file

From e39aaa4ea940240785c567f6f35b7119687ebe7d Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 17:58:49 +0530
Subject: [PATCH 25/50] day11_jsql_ipynb

---
 December-11/ipynb_rohithmsr_jsql.ipynb | 231 +++++++++++++++++++++++++
 1 file changed, 231 insertions(+)
 create mode 100644 December-11/ipynb_rohithmsr_jsql.ipynb

diff --git a/December-11/ipynb_rohithmsr_jsql.ipynb b/December-11/ipynb_rohithmsr_jsql.ipynb
new file mode 100644
index 0000000..f79ba4e
--- /dev/null
+++ b/December-11/ipynb_rohithmsr_jsql.ipynb
@@ -0,0 +1,231 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# DEC-11 JSQL"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Getting Inputs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# testcase 1\n",
+    "\n",
+    "x = \"\"\"\n",
+    "{\n",
+    "   \"table name\":\"my_table\",\n",
+    "   \"headers\":{\n",
+    "      \"1\":{\n",
+    "         \"column name\":\"id\",\n",
+    "         \"data type\":\"integer\"\n",
+    "      },\n",
+    "      \"2\":{\n",
+    "         \"column name\":\"name\",\n",
+    "         \"data type\":\"varchar(30)\"\n",
+    "      }\n",
+    "   },\n",
+    "   \"records\":{\n",
+    "      \"1\":[\n",
+    "         1,\n",
+    "         \"Josh\"\n",
+    "      ],\n",
+    "      \"2\":[\n",
+    "         2,\n",
+    "         \"Mike\"\n",
+    "      ],\n",
+    "      \"3\":[\n",
+    "         3,\n",
+    "         \"Tom\"\n",
+    "      ]\n",
+    "   }\n",
+    "}\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Parse Json"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Function to get SQL statements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def jsql(x):\n",
+    "    \n",
+    "    #Parse JSON\n",
+    "    y = json.loads(x)\n",
+    "    \n",
+    "    #Get SQL statements\n",
+    "    output = \"CREATE TABLE \"\n",
+    "    output += y[\"table name\"]\n",
+    "    output += \" (\"\n",
+    "\n",
+    "    for key,val in y[\"headers\"].items():\n",
+    "        output += val[\"column name\"]\n",
+    "        output += \" \"\n",
+    "        output += val[\"data type\"]\n",
+    "        output += \",\"\n",
+    "\n",
+    "    output += \"\\b);\\n\"\n",
+    "    \n",
+    "    for key,val in y[\"records\"].items():\n",
+    "        output += \"INSERT INTO \"\n",
+    "        output += y[\"table name\"]\n",
+    "        output += \" values \"\n",
+    "        output += \"(\"\n",
+    "        output += str(val)[1:]\n",
+    "        output += '\\b'\n",
+    "        output += \");\"\n",
+    "        output += '\\n'\n",
+    "    \n",
+    "    return output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### ANSWER FOR TESTCASE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CREATE TABLE my_table (id integer,name varchar(30),\b);\n",
+      "INSERT INTO my_table values (1, 'Josh']\b);\n",
+      "INSERT INTO my_table values (2, 'Mike']\b);\n",
+      "INSERT INTO my_table values (3, 'Tom']\b);\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "answer = jsql(x)\n",
+    "print(answer)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### ANSWER FOR SAMPLE INPUT"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import urllib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "link = \"https://raw.githubusercontent.com/SVCE-ACM/A-December-of-Algorithms-2020/main/src/assets/dec%2011%20sample%20input.json\"\n",
+    "f = urllib.request.urlopen(link)\n",
+    "myfile = f.read()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CREATE TABLE books (id integer,book_name varchar(30),price integer,page_count integer,\b);\n",
+      "INSERT INTO books values (1, 'Harry Potter', 1200, 330]\b);\n",
+      "INSERT INTO books values (2, 'Sherlock Holmes', 800, 280]\b);\n",
+      "INSERT INTO books values (3, 'Iron Man', 500, 200]\b);\n",
+      "INSERT INTO books values (4, 'Batman vs Superman', 1000, 300]\b);\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "answers = jsql(myfile)\n",
+    "print(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 1ddb59164472dd59158856793e5b9ba1ac1b1712 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 19 Dec 2020 18:26:35 +0530
Subject: [PATCH 26/50] day11_jsql_ipynb_edited

---
 December-11/ipynb_rohithmsr_jsql.ipynb | 57 ++++++++++++--------------
 1 file changed, 26 insertions(+), 31 deletions(-)

diff --git a/December-11/ipynb_rohithmsr_jsql.ipynb b/December-11/ipynb_rohithmsr_jsql.ipynb
index f79ba4e..c0ae881 100644
--- a/December-11/ipynb_rohithmsr_jsql.ipynb
+++ b/December-11/ipynb_rohithmsr_jsql.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -85,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -98,22 +98,24 @@
     "    output = \"CREATE TABLE \"\n",
     "    output += y[\"table name\"]\n",
     "    output += \" (\"\n",
+    "    \n",
+    "    st = \"\"\n",
     "\n",
     "    for key,val in y[\"headers\"].items():\n",
-    "        output += val[\"column name\"]\n",
-    "        output += \" \"\n",
-    "        output += val[\"data type\"]\n",
-    "        output += \",\"\n",
+    "        st += val[\"column name\"]\n",
+    "        st += \" \"\n",
+    "        st += val[\"data type\"]\n",
+    "        st += \",\"\n",
     "\n",
-    "    output += \"\\b);\\n\"\n",
-    "    \n",
+    "    output += st[0:len(st)-1]\n",
+    "    output += \");\\n\"\n",
     "    for key,val in y[\"records\"].items():\n",
+    "        st = str(val)\n",
     "        output += \"INSERT INTO \"\n",
     "        output += y[\"table name\"]\n",
     "        output += \" values \"\n",
     "        output += \"(\"\n",
-    "        output += str(val)[1:]\n",
-    "        output += '\\b'\n",
+    "        output += st[1:len(st) - 1]\n",
     "        output += \");\"\n",
     "        output += '\\n'\n",
     "    \n",
@@ -129,17 +131,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CREATE TABLE my_table (id integer,name varchar(30),\b);\n",
-      "INSERT INTO my_table values (1, 'Josh']\b);\n",
-      "INSERT INTO my_table values (2, 'Mike']\b);\n",
-      "INSERT INTO my_table values (3, 'Tom']\b);\n",
+      "CREATE TABLE my_table (id integer,name varchar(30));\n",
+      "INSERT INTO my_table values (1, 'Josh');\n",
+      "INSERT INTO my_table values (2, 'Mike');\n",
+      "INSERT INTO my_table values (3, 'Tom');\n",
       "\n"
      ]
     }
@@ -158,7 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -167,7 +169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -178,18 +180,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CREATE TABLE books (id integer,book_name varchar(30),price integer,page_count integer,\b);\n",
-      "INSERT INTO books values (1, 'Harry Potter', 1200, 330]\b);\n",
-      "INSERT INTO books values (2, 'Sherlock Holmes', 800, 280]\b);\n",
-      "INSERT INTO books values (3, 'Iron Man', 500, 200]\b);\n",
-      "INSERT INTO books values (4, 'Batman vs Superman', 1000, 300]\b);\n",
+      "CREATE TABLE books (id integer,book_name varchar(30),price integer,page_count integer);\n",
+      "INSERT INTO books values (1, 'Harry Potter', 1200, 330);\n",
+      "INSERT INTO books values (2, 'Sherlock Holmes', 800, 280);\n",
+      "INSERT INTO books values (3, 'Iron Man', 500, 200);\n",
+      "INSERT INTO books values (4, 'Batman vs Superman', 1000, 300);\n",
       "\n"
      ]
     }
@@ -198,13 +200,6 @@
     "answers = jsql(myfile)\n",
     "print(answers)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From e80d188c521f3717f7a82c2dc38cc00449d7ae6c Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 20 Dec 2020 03:03:56 +0530
Subject: [PATCH 27/50] day18_regex-JS-ES6

---
 December-18/nodejs_rohithmsr_isValidUser.js | 61 +++++++++++++++++++++
 1 file changed, 61 insertions(+)
 create mode 100644 December-18/nodejs_rohithmsr_isValidUser.js

diff --git a/December-18/nodejs_rohithmsr_isValidUser.js b/December-18/nodejs_rohithmsr_isValidUser.js
new file mode 100644
index 0000000..2ee0ccc
--- /dev/null
+++ b/December-18/nodejs_rohithmsr_isValidUser.js
@@ -0,0 +1,61 @@
+// create a text file and type your inputs
+// use 'node filename.js < inputfilename.txt' command to run locally
+
+//imports
+const https = require('https');
+
+//getting inputs from stdin
+process.stdin.resume();
+process.stdin.setEncoding('utf8');
+
+var username = "";
+
+process.stdin.on('data', function(chunk){
+  username += chunk;
+});
+
+process.stdin.on('end', function() {
+    // get JSON data of fake users
+    https.get('https://jsonplaceholder.typicode.com/users', (resp) => {
+        let data = "";
+        // A chunk of data has been recieved.
+        resp.on('data', (chunk) => {
+            data += chunk;
+        });
+        // The whole response has been received. Find the result
+        resp.on('end', () => {
+            // check valid or not
+            isValidUser(username, data);
+        });
+    }).on("error", (err) => {
+        console.log("Error: " + err.message);
+    });
+});
+
+function isValidUser(username, data) {
+    var jsonData = JSON.parse(data);
+    var names = [];
+    for(let i = 0;i < jsonData.length;i++){
+        names.push(jsonData[i]["username"]);
+    }
+
+    // *ECMA JS regex* -,.,_,alphanumeric
+    //non-space,non-newline with 1 to 20 chars
+    // ^ - start of word, $ end of word
+    var pattern = new RegExp("^[-\._a-zA-Z0-9]{1,20}$");
+    if(!pattern.test(username)){
+        console.log("The username is not valid.\n");
+        return;
+    }
+
+    for(let i = 0;i < names.length;i++){
+        if(username == names[i]){
+            console.log("The username is valid but not available.\n");
+            return;
+        }
+    }
+
+    console.log("The username is valid and available.\n");
+    return;
+
+}

From 8b70238ef4262c0202978a2cf1e7a9ead5ede8f9 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 23 Dec 2020 20:26:05 +0530
Subject: [PATCH 28/50] day13_editDistance

---
 December-13/cpp_rohithmsr_spellcheckSara.cpp | 105 +++++++++++++++++++
 1 file changed, 105 insertions(+)
 create mode 100644 December-13/cpp_rohithmsr_spellcheckSara.cpp

diff --git a/December-13/cpp_rohithmsr_spellcheckSara.cpp b/December-13/cpp_rohithmsr_spellcheckSara.cpp
new file mode 100644
index 0000000..d95e58d
--- /dev/null
+++ b/December-13/cpp_rohithmsr_spellcheckSara.cpp
@@ -0,0 +1,105 @@
+// Uses Dynamic Programming for calculating the edit distance
+// For this problem , only one char is changed and can be compared using a
+// simple for loop also
+
+#include <iostream>
+#include <vector>
+#include <string>
+#include <sstream>
+#include <algorithm>
+
+using namespace std;
+
+// Utility for getting inputs to vectors
+void getStrings(string strings, vector<string> &output)
+{
+    string s;
+    strings = strings.substr(0, strings.size() - 1);
+    stringstream ss(strings);
+
+    while (getline(ss, s, ','))
+    {
+        output.push_back(s.substr(1, s.size()));
+    }
+    return;
+}
+
+int findEditDistance(string str1, string str2)
+{
+    int m = str1.size();
+    int n = str2.size();
+
+    int **DP = new int *[m + 1];
+    for (int i = 0; i < m + 1; i++)
+    {
+        DP[i] = new int[n + 1];
+    }
+
+    for (int i = 0; i <= m; i++)
+    {
+        for (int j = 0; j <= n; j++)
+        {
+            // first string is empty(add all chars)
+            if (i == 0)
+            {
+                DP[i][j] = j;
+            }
+            // second string is empty(reove all chars)
+            else if (j == 0)
+            {
+                DP[i][j] = i;
+            }
+            // if last char are same, go with all the previous
+            // chars of both strings(we, in this func, start from right to left end)
+            else if (str1[i] == str2[j])
+            {
+                DP[i][j] = DP[i - 1][j - 1];
+            }
+            // add the minimum of 3 operations(insert, remove, replace)
+            // insert m,n-1 remove m-1,n replace m-1,n-1
+            else
+            {
+                DP[i][j] = 1 + min(min(DP[i][j - 1], DP[i - 1][j]), DP[i - 1][j - 1]);
+            }
+        }
+    }
+
+    return DP[m][n];
+}
+
+// returns the correct word;
+string findCorrectWord(vector<string> &dictionary, string misspelt)
+{
+
+    int minedit = 100000;
+    int editDist = 0;
+    string corrected = "";
+
+    for (int i = 0; i < dictionary.size(); i++)
+    {
+        editDist = findEditDistance(misspelt, dictionary[i]);
+        minedit = min(minedit, editDist);
+        if (minedit == editDist)
+        {
+            corrected = dictionary[i];
+        }
+    }
+
+    return corrected;
+}
+
+// Driver Code
+int main()
+{
+    string strings, misspelt;
+    vector<string> output;
+
+    // get inputs
+    getline(cin, strings);
+    cin >> misspelt;
+    // convert input string to vectors
+    getStrings(strings, output);
+
+    // output
+    cout << findCorrectWord(output, misspelt) << endl;
+}

From ab7d5c10a28dee701711b64861ea3695f278031d Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Wed, 23 Dec 2020 21:16:14 +0530
Subject: [PATCH 29/50] day12_SGD_logisticregression

---
 .../python_rohithmsr_recruitmentdrive.py      | 101 ++++++++++++++++++
 1 file changed, 101 insertions(+)
 create mode 100644 December-12/python_rohithmsr_recruitmentdrive.py

diff --git a/December-12/python_rohithmsr_recruitmentdrive.py b/December-12/python_rohithmsr_recruitmentdrive.py
new file mode 100644
index 0000000..d40fde8
--- /dev/null
+++ b/December-12/python_rohithmsr_recruitmentdrive.py
@@ -0,0 +1,101 @@
+# ### Recruitment Drive
+
+import urllib
+import math
+
+
+# Referenece : https://machinelearningmastery.com/logistic-regression-tutorial-for-machine-learning/
+
+
+def getData():
+    csv_link = "https://raw.githubusercontent.com/SVCE-ACM/A-December-of-Algorithms-2020/main/src/assets/RECRUITMENT%20DRIVE%20-%20Sheet1.csv"
+    file = urllib.request.urlopen(csv_link)
+    data = []
+    line_count = 0
+    
+    for row in file:
+        if(line_count == 0):
+            line_count += 1;
+            continue;
+        row = row.decode('utf-8')
+        values = row.split('\r\n')
+        values = values[0].split(',')
+        data.append(values)
+        
+    return data
+
+def predict(x1,x2,b0,b1,b2):
+    s =  b0 + (b1*x1) + (b2*x2)
+    output = -1 * float(s)
+    return 1.0/(1 + math.exp(output))
+
+def stochastic_gradient(data, b0, b1, b2):
+    alpha = 0.3 #learning_rate
+    for row in data[1:]:
+        x0 = 1.0 #bias
+        x1,x2 = float(row[0]),float(row[1])
+        y = float(row[2])
+        prediction = predict(x1,x2,b0,b1,b2)
+        b0 = b0 + (alpha * (y - prediction) * prediction * (1 - prediction) * x0)
+        b1 = b1 + (alpha * (y - prediction) * prediction * (1 - prediction) * x1)
+        b2 = b2 + (alpha * (y - prediction) * prediction * (1 - prediction) * x2)
+    return b0,b1,b2,data[1][2] # denotes which class(Selected / Not Selected) taken first
+
+
+def isAdmitted(gpa, work):
+    data = getData()
+    b0,b1,b2 = 0.0,0.0,0.0
+    
+    # repeated until the model is accurate enough (e.g. error drops to some desirable level)
+    # or for a fixed number iterations.
+    for i in range(0,200):
+        b0,b1,b2,typ = stochastic_gradient(data, b0, b1, b2)
+    
+    if(typ == 0):
+        if (predict(gpa, work, b0, b1, b2) >= 0.5):
+            return 'Not Selected'
+        return 'Selected'
+    else:
+        if (predict(gpa, work, b0, b1, b2) >= 0.5):
+            return 'Selected'
+        return 'Not Selected'
+
+
+# ## Answer for the testcase
+
+gpa, work = input().split()
+gpa, work = float(gpa), float(work)
+print(isAdmitted(gpa, work))
+
+
+# ## Accuracy of the model
+
+def findClass(gpa,work,b0,b1,b2,typ):
+    if(typ == 0):
+        if (predict(gpa, work, b0, b1, b2) >= 0.5):
+            return 0
+        return 1
+    else:
+        if (predict(gpa, work, b0, b1, b2) >= 0.5):
+            return 1
+        return 0
+
+data = getData()
+correct_predictions = 0
+no_of_predictions = 0
+
+## train the model
+b0,b1,b2 = 0.0,0.0,0.0
+for i in range(0,200):
+    b0,b1,b2,typ = stochastic_gradient(data, b0, b1, b2)
+    
+for i in data:
+    if(findClass(float(i[0]),float(i[1]),b0,b1,b2,typ) == int(i[2])):
+        correct_predictions += 1
+    no_of_predictions += 1
+
+accuracy = (correct_predictions/no_of_predictions) * 100
+
+print(f'{accuracy}%')
+## i can achieve utmost 80% accuracy only (very low data)
+

From 11b6828e6942046fe7baef3ae166566f2c16505a Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 24 Dec 2020 01:33:53 +0530
Subject: [PATCH 30/50] day20_dynamicprogramming

---
 December-20/cpp_rohithmsr_showuppeople.cpp | 43 ++++++++++++++++++++++
 1 file changed, 43 insertions(+)
 create mode 100644 December-20/cpp_rohithmsr_showuppeople.cpp

diff --git a/December-20/cpp_rohithmsr_showuppeople.cpp b/December-20/cpp_rohithmsr_showuppeople.cpp
new file mode 100644
index 0000000..7a117f3
--- /dev/null
+++ b/December-20/cpp_rohithmsr_showuppeople.cpp
@@ -0,0 +1,43 @@
+// Leetcode Problem
+// Runtime: 8 ms, faster than 99.73% of C++ online submissions
+// for Student Attendance Record II.
+// Memory Usage: 6.3 MB, less than 93.50% of C++ online submissions
+// for Student Attendance Record II.
+
+class Solution
+{
+public:
+    int checkRecord(int n)
+    {
+
+        int mod = 1e9 + 7;
+        long int xaxl = 1; // No A , No L at the end
+        long int xal = 1;  // No A , 1 L at the end
+        long int xall = 0; // No A , 2 L at the end
+        long int axl = 1;  // 1 A , No L at the end
+        long int al = 0;   // 1 A , 1 L at the end
+        long int all = 0;  // 1 A , 2 L at the end
+        long int ans = 3;
+
+        for (int i = 2; i <= n; i++)
+        {
+            long int n_xaxl = xaxl;
+            long int n_xal = xal;
+            long int n_xall = xall;
+            long int n_axl = axl;
+            long int n_al = al;
+            long int n_all = all;
+
+            xaxl = (n_xaxl + n_xal + n_xall) % mod;
+            xal = (n_xaxl) % mod;
+            xall = n_xal % mod;
+            axl = (n_xaxl + n_xal + n_xall + n_axl + n_al + n_all) % mod;
+            al = (n_axl) % mod;
+            all = (n_al) % mod;
+
+            ans = (xaxl + xal + xall + axl + al + all) % mod;
+        }
+
+        return ans;
+    }
+};
\ No newline at end of file

From 626470bb122a96962b9f01515b1165ccb83af6d7 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 24 Dec 2020 16:49:50 +0530
Subject: [PATCH 31/50] day14_backtracking_ratmaze

---
 December-14/cpp_rohithmsr_puddlespotholes.cpp | 93 +++++++++++++++++++
 1 file changed, 93 insertions(+)
 create mode 100644 December-14/cpp_rohithmsr_puddlespotholes.cpp

diff --git a/December-14/cpp_rohithmsr_puddlespotholes.cpp b/December-14/cpp_rohithmsr_puddlespotholes.cpp
new file mode 100644
index 0000000..69c1aa6
--- /dev/null
+++ b/December-14/cpp_rohithmsr_puddlespotholes.cpp
@@ -0,0 +1,93 @@
+#include <iostream>
+#include <vector>
+#include <string>
+#include <sstream>
+#include <algorithm>
+
+using namespace std;
+
+void showPath(vector<vector<int>> &output)
+{
+    for (auto i : output)
+    {
+        for (auto j : i)
+        {
+            cout << j << ' ';
+        }
+        cout << endl;
+    }
+    return;
+}
+
+bool isValid(int i, int j, vector<vector<int>> &grid)
+{
+    int row = grid.size();
+    int col = grid[0].size();
+
+    if (i >= row | j >= col | i < 0 | j < 0)
+    {
+        return false;
+    }
+    if (grid[i][j] == 0)
+    {
+        return false;
+    }
+    return true;
+}
+
+bool optimalPath(vector<vector<int>> &grid, vector<vector<int>> &output, int i, int j)
+{
+    int row = grid.size();
+    int col = grid[0].size();
+
+    // is End?
+    if ((i == row - 1) & (j == col - 1))
+    {
+        output[i][j] = 1;
+        return true;
+    }
+
+    // is Valid Point
+    if (isValid(i, j, grid))
+    {
+        output[i][j] = 1;
+        if (optimalPath(grid, output, i + 1, j))
+        {
+            return true;
+        }
+        if (optimalPath(grid, output, i, j + 1))
+        {
+            return true;
+        }
+        output[i][j] = 0;
+        return false;
+    }
+
+    return false;
+}
+
+void findThePath(vector<vector<int>> &grid, vector<vector<int>> &output)
+{
+    if (!optimalPath(grid, output, 0, 0))
+    {
+        cout << "There is no path" << endl;
+        ;
+        return;
+    }
+    showPath(output);
+    return;
+}
+
+int main()
+{
+    vector<vector<int>> grid = {{1, 0, 0, 0},
+                                {1, 1, 0, 1},
+                                {0, 1, 0, 0},
+                                {1, 1, 1, 1}};
+    vector<vector<int>> output = {{0, 0, 0, 0},
+                                  {0, 0, 0, 0},
+                                  {0, 0, 0, 0},
+                                  {0, 0, 0, 0}};
+
+    findThePath(grid, output);
+}

From c369492607d34b4d550e7009db98a5e6d753ecfe Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 25 Dec 2020 10:06:48 +0530
Subject: [PATCH 32/50] ownership

---
 December-15/cpp_rohithmsr_helpmaxshop.cpp | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 December-15/cpp_rohithmsr_helpmaxshop.cpp

diff --git a/December-15/cpp_rohithmsr_helpmaxshop.cpp b/December-15/cpp_rohithmsr_helpmaxshop.cpp
new file mode 100644
index 0000000..e69de29

From 3c2ad231dcab97385a0702032187ce51c096bd68 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 25 Dec 2020 10:57:30 +0530
Subject: [PATCH 33/50] day15_hashing_hashmap_prefixsum

---
 December-15/cpp_rohithmsr_helpmaxshop.cpp | 52 +++++++++++++++++++++++
 1 file changed, 52 insertions(+)

diff --git a/December-15/cpp_rohithmsr_helpmaxshop.cpp b/December-15/cpp_rohithmsr_helpmaxshop.cpp
index e69de29..fbd9256 100644
--- a/December-15/cpp_rohithmsr_helpmaxshop.cpp
+++ b/December-15/cpp_rohithmsr_helpmaxshop.cpp
@@ -0,0 +1,52 @@
+#include <iostream>
+#include <vector>
+#include <map>
+#include <string>
+#include <algorithm>
+
+using namespace std;
+
+int findMaxItems(string str)
+{
+    vector<int> prefixsum;
+    int sum = 0, maxitems = 0;
+    map<int, int> sums;
+
+    // set s as +1 and t as -1 and find the prefix sums till end
+    for (int i = 0; i < str.size(); i++)
+    {
+        if (str[i] == 's')
+        {
+            sum += 1;
+        }
+        else
+        {
+            sum -= 1;
+        }
+        prefixsum.push_back(sum);
+    }
+
+    //sums[sum] = index of prefix sum
+    sums[0] = -1;
+    for (int i = 0; i < prefixsum.size(); i++)
+    {
+        if (sums.count(prefixsum[i]) == 0)
+        {
+            sums[prefixsum[i]] = i;
+        }
+        else
+        {
+            maxitems = max(maxitems, i - sums[prefixsum[i]]);
+        }
+    }
+
+    return maxitems;
+}
+
+int main()
+{
+    string s;
+    getline(cin, s);
+    int a = findMaxItems(s);
+    cout << a << endl;
+}
\ No newline at end of file

From 05281217a015ad46adccb37c13a6f17698f8f8ab Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 25 Dec 2020 16:44:23 +0530
Subject: [PATCH 34/50] day17_greedyalgo

---
 December-17/cpp_rohithmsr_pokemon.cpp | 71 +++++++++++++++++++++++++++
 1 file changed, 71 insertions(+)
 create mode 100644 December-17/cpp_rohithmsr_pokemon.cpp

diff --git a/December-17/cpp_rohithmsr_pokemon.cpp b/December-17/cpp_rohithmsr_pokemon.cpp
new file mode 100644
index 0000000..7c0a127
--- /dev/null
+++ b/December-17/cpp_rohithmsr_pokemon.cpp
@@ -0,0 +1,71 @@
+#include <iostream>
+#include <algorithm>
+#include <vector>
+#include <map>
+
+using namespace std;
+
+int wonBattles(int *A, int *B, int n)
+{
+    // sort both the arrays
+    sort(A, A + n);
+    sort(B, B + n);
+    int count = 0;
+    int i = 0;
+    int j = 0;
+    map<int, int> battle;
+
+    while (i < n)
+    {
+        j = 0;
+        while (j < n)
+        {
+            if (A[i] > B[j])
+            {
+                j++;
+            }
+            else
+            {
+                break;
+            }
+        }
+        j--;
+        while (j >= 0)
+        {
+            if (A[i] > B[j])
+            {
+                if (battle.count(j) == 0)
+                {
+                    count++;
+                    battle[j] = 1;
+                    printf("%d-%d\n", A[i], B[j]);
+                    break;
+                }
+            }
+            j--;
+        }
+        i++;
+    }
+    return count;
+}
+
+int main()
+{
+    int n;
+    cin >> n;
+
+    int *A = new int[n];
+    int *B = new int[n];
+
+    for (int i = 0; i < n; i++)
+    {
+        cin >> A[i];
+    }
+
+    for (int i = 0; i < n; i++)
+    {
+        cin >> B[i];
+    }
+
+    cout << wonBattles(A, B, n) << endl;
+}
\ No newline at end of file

From d66d00643341c05153ee8775769bdb973ca53c2c Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 26 Dec 2020 02:29:21 +0530
Subject: [PATCH 35/50] day24_DP_minimumsumofdiffsubsets

---
 December-24/cpp_rohithmsr_minifythedamage.cpp | 143 ++++++++++++++++++
 1 file changed, 143 insertions(+)
 create mode 100644 December-24/cpp_rohithmsr_minifythedamage.cpp

diff --git a/December-24/cpp_rohithmsr_minifythedamage.cpp b/December-24/cpp_rohithmsr_minifythedamage.cpp
new file mode 100644
index 0000000..e703636
--- /dev/null
+++ b/December-24/cpp_rohithmsr_minifythedamage.cpp
@@ -0,0 +1,143 @@
+#include <iostream>
+#include <vector>
+#include <algorithm>
+#include <map>
+
+using namespace std;
+
+bool isValidArray(int *arr, int k)
+{
+    map<int, int> count;
+
+    for (int i = 0; i < k * 2; i++)
+    {
+        count[arr[i]] += 1;
+    }
+
+    for (int i = 0; i < k * 2; i++)
+    {
+        if (count[arr[i]] > k)
+        {
+            return false;
+        }
+    }
+    return true;
+}
+
+int minDiffSum(int k, int *arr)
+{
+    //sort the array(most important step)
+    sort(arr, arr + k * 2);
+    int i = (k * 2) - 1; // end index
+    int j = i - 1;
+
+    // check if such sum can be formed
+    if (!isValidArray(arr, k))
+    {
+        return -1;
+    }
+
+    vector<int> stack;    // stores the index of the pairs
+    map<int, int> chosen; // checks whether element is chosen or not
+    for (int i = 0; i < k * 2; i++)
+    {
+        chosen[i] = 0;
+    }
+
+    while (1)
+    {
+        // all pairs are obtained
+        if (stack.size() == k * 2)
+        {
+            break;
+        }
+
+        // if j reaches beyond starting index, then remove the last pair from
+        // stack and update the chosen value as not chosen and decrement j by 1
+        if (j < 0)
+        {
+            j = stack.back();
+            chosen[j] = 0;
+            j = j - 1;
+            stack.pop_back();
+            i = stack.back();
+            chosen[i] = 0;
+            stack.pop_back();
+        }
+        else
+        {
+            // if already number is chosen by another
+            if (chosen[i] == 1)
+            {
+                i--;
+            }
+            // no 2 equal elements are selected as a pair
+            else if (arr[i] - arr[j] != 0)
+            {
+                // if no one selected that element
+                if (chosen[j] == 0)
+                {
+                    // check is there any element before element at j(except starting of array i.e index 0, so that
+                    // previous element can be selected in the next step
+                    // the first element which occurs first is chosen for
+                    // optimising the work
+                    if (j != 0 & (arr[j - 1] == arr[j]) & chosen[j - 1] == 0)
+                    {
+                        j--;
+                    }
+                    else
+                    {
+                        // push pair to stack and update the map
+                        stack.push_back(i);
+                        stack.push_back(j);
+                        chosen[i] = 1;
+                        chosen[j] = 1;
+
+                        // select the next pair pointers
+                        if (i == j + 1)
+                        {
+                            i = j - 1;
+                            j = i - 1;
+                        }
+                        else
+                        {
+                            i = i - 1;
+                            j = i - 1;
+                        }
+                    }
+                }
+                else
+                {
+                    j--;
+                }
+            }
+            else
+            {
+                j--;
+            }
+        }
+    }
+
+    // minsum stores the answer
+    int minsum = 0;
+    for (int i = 0; i < stack.size(); i = i + 2)
+    {
+        minsum += (arr[stack[i]] - arr[stack[i + 1]]);
+    }
+    return minsum;
+}
+
+int main()
+{
+    int k;
+    cin >> k;
+
+    int *A = new int[k * 2];
+
+    for (int i = 0; i < k * 2; i++)
+    {
+        cin >> A[i];
+    }
+
+    cout << minDiffSum(k, A) << endl;
+}
\ No newline at end of file

From eb85c93b17ef4ea51d7081fb8c4b508f6ed147cf Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sat, 26 Dec 2020 18:07:45 +0530
Subject: [PATCH 36/50] day21_linesweepalgorithm

---
 December-21/cpp_rohithmsr_testofaccuracy.cpp | 71 ++++++++++++++++++++
 1 file changed, 71 insertions(+)
 create mode 100644 December-21/cpp_rohithmsr_testofaccuracy.cpp

diff --git a/December-21/cpp_rohithmsr_testofaccuracy.cpp b/December-21/cpp_rohithmsr_testofaccuracy.cpp
new file mode 100644
index 0000000..ea6fa42
--- /dev/null
+++ b/December-21/cpp_rohithmsr_testofaccuracy.cpp
@@ -0,0 +1,71 @@
+/*
+The logic for the code is inspired from a CODECHEF PROBLEM - A BOW and ARROW
+that uses rotational line sweep algorithm to detect the number of targets
+This problem is slightly similar to that
+
+// Refer Editorial Section for the problem for better understanding
+*/
+
+#include <iostream>
+#include <vector>
+#include <cmath>
+#include <algorithm>
+
+using namespace std;
+
+int solve(int n, int *X1, int *X2, int *Y)
+{
+    // not needed for angle calculation since it is origin
+    // double x = 0.0;
+    // double y = 0.0;    // origin(0,0)
+    //double eps = 1e-8; // for precision
+
+    int currentTarget = 0, hitTargets = 0;
+
+    vector<pair<double, int>> v;
+    for (int i = 0; i < n; i++)
+    {
+        // atan2(y/x) slope of the point from the origin (0,0)
+        // since we rotationally sweep from 0 to 90 deg,
+        // add +1 when right endpoint is touched
+        // add -1 when left endpoint is touched
+        v.push_back(make_pair(atan2(Y[i], X1[i]), -1));
+        v.push_back(make_pair(atan2(Y[i], X2[i]), 1));
+    }
+    // sort the vector based on slope in ascending order
+    sort(v.begin(), v.end());
+
+    // finds the maximum targets that can be hit
+    for (int i = 0; i < v.size(); i++)
+    {
+        currentTarget = currentTarget + v[i].second;
+        if (currentTarget > hitTargets)
+        {
+            hitTargets = currentTarget;
+        }
+    }
+    return hitTargets;
+}
+
+int main()
+{
+    int X1[100], X2[100], Y[100], L[100];
+    int n;
+    cout << "Enter no. of. targets : ";
+    cin >> n;
+    for (int i = 0; i < n; i++)
+    {
+        cin >> X1[i] >> Y[i] >> L[i];
+        X2[i] = X1[i] + L[i];
+    }
+
+    // int n = 5;
+    // int X1[] = {30, 10, 20, 40, 20};
+    // int X2[] = {40, 30, 50, 50, 30};
+    // int Y[] = {40, 20, 50, 20, 30};
+
+    cout << "Targets shot in a single bullet: " << solve(n, X1, X2, Y);
+    cout << "\n";
+
+    return 0;
+}
\ No newline at end of file

From 96905614f728e12c489ef0bd9f0c0a03413e7280 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 27 Dec 2020 01:55:06 +0530
Subject: [PATCH 37/50] day26_manacher'salgorithm

---
 December-26/cpp_rohithmsr_laljewel.cpp | 104 +++++++++++++++++++++++++
 1 file changed, 104 insertions(+)
 create mode 100644 December-26/cpp_rohithmsr_laljewel.cpp

diff --git a/December-26/cpp_rohithmsr_laljewel.cpp b/December-26/cpp_rohithmsr_laljewel.cpp
new file mode 100644
index 0000000..423040e
--- /dev/null
+++ b/December-26/cpp_rohithmsr_laljewel.cpp
@@ -0,0 +1,104 @@
+#include <iostream>
+#include <vector>
+#include <string>
+#include <algorithm>
+
+using namespace std;
+
+int getReward(string s)
+{
+    // String Vector with # in between
+    vector<char> T;
+    T.push_back('#');
+    for (int i = 0; i < s.size(); i++)
+    {
+        T.push_back(s[i]);
+        T.push_back('#');
+    }
+    // Position array
+    int n = T.size();
+    vector<int> P;
+    for (int i = 0; i < n; i++)
+    {
+        P.push_back(0);
+    }
+
+    int C = 0; // index of center of main palindrome
+    int R = 0; // index of right bound of main palindrome
+
+    // Find the LPS(Longest Palindromic String)
+    for (int i = 1; i < n - 1; i++)
+    {
+        int mirror = (C * 2) - i;
+        // if i within main palindrome, update P[i] accordingly
+        if (i < R)
+        {
+            P[i] = min(R - i, P[mirror]);
+        }
+
+        //Expand Palindrome if possible
+        while (T[i + 1 + P[i]] == T[i - 1 - P[i]])
+        {
+            P[i]++;
+        }
+
+        //Update indices of Center and Right accordingly
+        if (i + P[i] > R)
+        {
+            C = i;
+            R = i + P[i];
+        }
+    }
+
+    int center = 0, length = 0, reward = 0, temp = 0;
+    for (int i = 0; i < n; i++)
+    {
+        if (P[i] >= length)
+        {
+            temp = 0;
+            for (int j = i - P[i]; j < i + P[i]; j++)
+            {
+                if (T[j] == 'D')
+                {
+                    temp += 500;
+                }
+                else if (T[j] == 'R')
+                {
+                    temp += 250;
+                }
+                else if (T[j] == 'E')
+                {
+                    temp += 100;
+                }
+            }
+            temp = temp * P[i];
+            if (temp > reward)
+            {
+                center = i;
+                length = P[i];
+                reward = temp;
+            }
+        }
+    }
+
+    int start = (center - length) / 2;
+    int end = (center + length) / 2;
+    for (int i = start; i < end; i++)
+        printf("%c", s[i]);
+    printf("\n");
+    for (int i = center - length; i < center + length; i++)
+        printf("%c", T[i]);
+    printf("\n");
+
+    return reward;
+}
+
+int main()
+{
+    // string s;
+    // getline(cin, s);
+    // cout << getReward(s) << endl;
+
+    string s = "RDEREDRRRD";
+    cout << getReward(s) << endl;
+}
\ No newline at end of file

From b97076cd4c5dce787df470a6f8d3ce37f4f4b0b5 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 27 Dec 2020 12:06:33 +0530
Subject: [PATCH 38/50] day27_x&yextrapolate_circle

---
 .../cpp_rohithmsr_covidingodricshollow.cpp    | 77 +++++++++++++++++++
 1 file changed, 77 insertions(+)
 create mode 100644 December-27/cpp_rohithmsr_covidingodricshollow.cpp

diff --git a/December-27/cpp_rohithmsr_covidingodricshollow.cpp b/December-27/cpp_rohithmsr_covidingodricshollow.cpp
new file mode 100644
index 0000000..9bc334c
--- /dev/null
+++ b/December-27/cpp_rohithmsr_covidingodricshollow.cpp
@@ -0,0 +1,77 @@
+#include <iostream>
+#include <vector>
+#include <cmath>
+
+using namespace std;
+
+bool isLockdownNeeded(vector<int> &X, vector<int> &Y, vector<char> &R)
+{
+    // jus extrapolate the points to X and Y axis
+    // and find point is in the range
+    int min_x = INT32_MAX, max_x = INT32_MIN;
+    int min_y = INT32_MAX, max_y = INT32_MIN;
+    for (int i = 0; i < R.size(); i++)
+    {
+        if (R[i] == 'Y')
+        {
+            if (X[i] < min_x)
+            {
+                min_x = X[i];
+            }
+            if (X[i] > max_x)
+            {
+                max_x = X[i];
+            }
+            if (Y[i] < min_y)
+            {
+                min_y = X[i];
+            }
+            if (Y[i] > max_y)
+            {
+                max_y = X[i];
+            }
+        }
+    }
+
+    for (int i = 0; i < R.size(); i++)
+    {
+        if (R[i] == 'N')
+        {
+            if (min_x <= X[i] & X[i] <= max_x)
+            {
+                return true;
+            }
+            if (min_y <= Y[i] & Y[i] <= max_y)
+            {
+                return true;
+            }
+        }
+    }
+    return false;
+}
+
+int main()
+{
+    int n;
+    cin >> n;
+
+    vector<int> X(n, 0);
+    vector<int> Y(n, 0);
+    char c;
+    vector<char> R(n, 'a');
+
+    for (int i = 0; i < n; i++)
+    {
+        cin >> X[i] >> Y[i] >> R[i];
+    }
+
+    if (isLockdownNeeded(X, Y, R))
+    {
+        cout << "Lockdown Required" << endl;
+    }
+    else
+    {
+        cout << "No Lockdown Required" << endl;
+    }
+    return 0;
+}
\ No newline at end of file

From 1142f9d922445a1197023846945c311022fc0848 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 27 Dec 2020 16:20:35 +0530
Subject: [PATCH 39/50] day19_generictrees

---
 December-19/cpp_rohithmsr_waronwakanda.cpp | 108 +++++++++++++++++++++
 1 file changed, 108 insertions(+)
 create mode 100644 December-19/cpp_rohithmsr_waronwakanda.cpp

diff --git a/December-19/cpp_rohithmsr_waronwakanda.cpp b/December-19/cpp_rohithmsr_waronwakanda.cpp
new file mode 100644
index 0000000..84184bd
--- /dev/null
+++ b/December-19/cpp_rohithmsr_waronwakanda.cpp
@@ -0,0 +1,108 @@
+/*
+DISCLAIMER (🤣🤣🤣😁😁😁)
+
+You can solve this question by directly infering from the input
+as such if total_no_parent_nodes <= k..(🤣🤣). But I have used Generic Trees
+for my learning purpose. I am a newbee to Advanced Data Structures
+*/
+
+#include <iostream>
+#include <vector>
+#include <queue>
+#include <string>
+
+using namespace std;
+
+struct Node
+{
+    int key;
+    vector<Node *> children;
+};
+
+Node *newNode(int key)
+{
+    Node *temp = new Node;
+    temp->key = key;
+    return temp;
+}
+
+void LevelOrderTraversal(Node *root, int *k)
+{
+    if (root == NULL)
+        return;
+
+    // Standard level order traversal code
+    // using queue
+    queue<Node *> q; // Create a queue
+    q.push(root);    // Enqueue root
+    while (!q.empty())
+    {
+        int n = q.size(); // No of nodes in the current level
+
+        // If this node has children
+        while (n > 0)
+        {
+            // Dequeue an item from queue and print it
+            Node *p = q.front();
+            q.pop();
+            cout << p->key << " ";
+
+            // // // Only modification for this problem
+            if (p->children.size() > 0)
+            {
+                (*k)++;
+            }
+            // // // // /// //
+
+            // Enqueue all children of the dequeued item
+            for (int i = 0; i < p->children.size(); i++)
+                q.push(p->children[i]);
+            n--;
+        }
+
+        cout << endl; // Print new line between two levels
+    }
+
+    return;
+}
+
+int main()
+{
+    int k = 3;
+    int total_parent_nodes = 0;
+    int arr[] = {1, 3, 1, 1, 1, 2, 1, 1, 0, 0, 0, 0};
+    int size = sizeof(arr) / sizeof(arr[0]);
+    queue<Node *> queue;
+    Node *root = newNode(0);
+
+    int j = 1, i = 1;
+    queue.push(root);
+
+    while (i < size)
+    {
+        Node *temp = queue.front();
+        queue.pop();
+
+        int count = arr[i];
+        for (int k = 0; k < count; k++)
+        {
+            Node *childNode = newNode(j++);
+            temp->children.push_back(childNode);
+            queue.push(childNode);
+            i++;
+        }
+        i++;
+    }
+
+    // Modify acc to this problem by adding another argument
+    LevelOrderTraversal(root, &total_parent_nodes);
+
+    if (total_parent_nodes <= k)
+    {
+        cout << total_parent_nodes << " Mission Successful" << endl;
+    }
+    else
+    {
+        cout << total_parent_nodes << " Mission Unsuccessful" << endl;
+    }
+}
\ No newline at end of file

From 0e8f71cd5814f82888e8c1364451dd2c27cb6fde Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Sun, 27 Dec 2020 16:56:50 +0530
Subject: [PATCH 40/50] day4_O(n)_vectors

---
 December-04/cpp_rohithmsr_spoiledornot.cpp | 138 ++++-----------------
 1 file changed, 23 insertions(+), 115 deletions(-)

diff --git a/December-04/cpp_rohithmsr_spoiledornot.cpp b/December-04/cpp_rohithmsr_spoiledornot.cpp
index 872b246..c8ab4ce 100644
--- a/December-04/cpp_rohithmsr_spoiledornot.cpp
+++ b/December-04/cpp_rohithmsr_spoiledornot.cpp
@@ -4,136 +4,44 @@
 
 using namespace std;
 
-void addDate(int days, int *day, int *month, int *year)
+void spoiled(vector<long long> &dates, long long today)
 {
-    *year += days / 360;
-    *month += (days % 360) / 30;
-    *day += ((days % 360) % 30);
-
-    if (*day > 30)
-    {
-        *day -= 30;
-        *month += 1;
-    }
-    if (*month > 12)
-    {
-        *month -= 12;
-        *year += 1;
-    }
-}
-
-void getDate(string today, int *td, int *tm, int *ty)
-{
-    int flag = 0;
-    string s = "";
-    *td = *tm = *ty = 0;
-    for (int i = 0; i < today.size(); i++)
-    {
-        if (today.at(i) == ',')
-        {
-            if (flag == 0)
-            {
-                *td = stoi(s);
-            }
-            else if (flag == 1)
-            {
-                *tm += stoi(s);
-            }
-            flag++;
-        }
-        else if (today.at(i) == ' ')
-        {
-            s = "";
-            continue;
-        }
-        else
-        {
-            s += today.at(i);
-            *ty = stoi(s);
-        }
-    }
-}
-
-int spoiled(vector<string> *dates, vector<int> *days, string today)
-{
-    int td = 0, tm = 0, ty = 0;
-    int day = 0, month = 0, year = 0;
     int count = 0;
-
-    getDate(today, &td, &tm, &ty);
-
-    for (int i = 0; i < days->size(); i++)
+    for (int i = 0; i < dates.size(); i++)
     {
-        getDate(dates->at(i), &day, &month, &year);
-        addDate(days->at(i), &day, &month, &year);
-
-        if (year < ty)
-        {
-            count++;
-            continue;
-        }
-        else if (month < tm & year == ty)
+        if (dates[i] < today)
         {
             count++;
-            continue;
-        }
-        else if (day < td & year == ty & month == tm)
-        {
-            count++;
-            continue;
         }
     }
-    return count;
+    printf("\n%d\n", count);
 }
 
 int main()
 {
-    int n, day;
-    char c;
-    string date, today = "";
-
-    vector<int> days;
-    vector<string> dates;
+    int n;
+    cin >> n;
 
-    cout << "Number of Ice Creams : ";
-    scanf("%d", &n);
-    //n = 3;
+    long long a, b, c, d;
 
-    cout << "Manufacture Dates : ";
-    getchar(); // clear buffer when getting string after getting int above
-    getline(cin, date, '\n');
-    //date = "[10, 01, 2020],[13, 01, 2020],[20, 12, 2019]";
-    for (int i = 0; i < date.size(); i++)
-    {
-        if (date.at(i) == '[')
-        {
-            today = "";
-        }
-        else if (date.at(i) == ']')
-        {
-            dates.push_back(today);
-            continue;
-        }
-        else
-        {
-            today += date.at(i);
-        }
-    }
-
-    cout << "Best Before Dates : ";
+    vector<long long> dates;
     for (int i = 0; i < n; i++)
     {
-        scanf("%d", &day);
-        days.push_back(day);
+        cin >> a >> b >> c >> d;
+        a = a + (b * 30) + (c * 12 * 30) + d;
+        dates.push_back(a);
     }
 
-    getchar();
-    cout << "Given Date : ";
-    getchar(); // clear buffer
-    getline(cin, today, '\n');
-
-    cout << "No. of. icecreams spoiled: ";
-
-    cout << spoiled(&dates, &days, today.substr(0, 12)) << endl;
+    cin >> a >> b >> c;
+    long long today = a + (b * 12) + (c * 12 * 30);
+    spoiled(dates, today);
     return 0;
-}
\ No newline at end of file
+}
+
+/*
+3
+10 1 2020 20
+13 1 2020 13
+20 12 2019 20
+28 1 2020
+*/
\ No newline at end of file

From 44b936c10c019d725ed6c5d3908224089de8e626 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Mon, 28 Dec 2020 15:31:55 +0530
Subject: [PATCH 41/50] day28_findpath-alldirections

---
 December-28/cpp_rohithmsr_whosthewinner.cpp | 196 ++++++++++++++++++++
 1 file changed, 196 insertions(+)
 create mode 100644 December-28/cpp_rohithmsr_whosthewinner.cpp

diff --git a/December-28/cpp_rohithmsr_whosthewinner.cpp b/December-28/cpp_rohithmsr_whosthewinner.cpp
new file mode 100644
index 0000000..62c8c9c
--- /dev/null
+++ b/December-28/cpp_rohithmsr_whosthewinner.cpp
@@ -0,0 +1,196 @@
+#include <iostream>
+#include <vector>
+#include <algorithm>
+
+using namespace std;
+
+bool isValid(int i, int j, vector<vector<char>> &grid, bool secret, vector<vector<bool>> &visited)
+{
+    int row = grid.size();
+    int col = grid[0].size();
+
+    if (i >= row | j >= col | i < 0 | j < 0)
+    {
+        return false;
+    }
+
+    if (visited[i][j])
+    {
+        return false;
+    }
+
+    if (secret)
+    {
+        if (grid[i][j] == 'p')
+        {
+            return true;
+        }
+        if (grid[i][j] == 'x')
+        {
+            return false;
+        }
+    }
+    else
+    {
+        if (grid[i][j] == 'p')
+        {
+            return false;
+        }
+        if (grid[i][j] == 'x')
+        {
+            return false;
+        }
+    }
+
+    return true;
+}
+
+void timeNeeded(int i, int j, int minutes, vector<vector<bool>> &visited, vector<vector<int>> &output, vector<vector<char>> &grid, bool secret)
+{
+    int row = grid.size();
+    int col = grid[0].size();
+
+    // Initial point
+    if (i == -1 || i == row || j == -1 || j == col || visited[i][j])
+    {
+        return;
+    }
+
+    // is End?
+    if ((i == row - 1) & (j == col - 1))
+    {
+        // Output has the minumum time to reach the path, since a point can be reached in many ways
+        output[i][j] = min(minutes, output[i][j]);
+        return;
+    }
+
+    visited[i][j] = true;
+
+    if (isValid(i + 1, j, grid, secret, visited))
+    {
+        output[i][j] = min(minutes, output[i][j]);
+        timeNeeded(i + 1, j, minutes + 1, visited, output, grid, secret);
+    }
+
+    if (isValid(i, j + 1, grid, secret, visited))
+    {
+        output[i][j] = min(minutes, output[i][j]);
+        timeNeeded(i, j + 1, minutes + 1, visited, output, grid, secret);
+    }
+
+    if (isValid(i, j - 1, grid, secret, visited))
+    {
+        output[i][j] = min(minutes, output[i][j]);
+        timeNeeded(i, j - 1, minutes + 1, visited, output, grid, secret);
+    }
+
+    if (isValid(i - 1, j, grid, secret, visited))
+    {
+        output[i][j] = min(minutes, output[i][j]);
+        timeNeeded(i - 1, j, minutes + 1, visited, output, grid, secret);
+    }
+
+    visited[i][j] = false;
+}
+
+// Calculates time for each and find the winner
+bool winner(vector<vector<char>> &grid)
+{
+    int row = grid.size();
+    int col = grid[0].size();
+    int Koushik, Mahesh;
+    vector<int> roww(col, row * col);
+
+    // Minutes to reach each point for both cases
+    vector<vector<int>> output(row, roww);
+    vector<vector<int>> output1(row, roww);
+    // Vector containing visted or not
+    vector<vector<bool>> visited;
+    vector<vector<bool>> visited1;
+    for (int i = 0; i < row; i++)
+    {
+        vector<bool> a;
+        for (int j = 0; j < col; j++)
+        {
+            a.push_back(false);
+        }
+        visited.push_back(a);
+        visited1.push_back(a);
+        a.clear();
+    }
+
+    timeNeeded(0, 0, 0, visited, output, grid, true);
+    Koushik = output[row - 1][col - 1];
+
+    timeNeeded(0, 0, 0, visited1, output1, grid, false);
+    Mahesh = output1[row - 1][col - 1] - 3;
+
+    if (Koushik < Mahesh)
+    {
+        return true;
+    }
+    else
+    {
+        return false;
+    }
+}
+
+int main()
+{
+    int n, m, k;
+    cin >> n >> m >> k;
+    vector<vector<char>> grid;
+    for (int i = 0; i < n; i++)
+    {
+        vector<char> row;
+        char c;
+        for (int j = 0; j < m; j++)
+        {
+            cin >> c;
+            row.push_back(c);
+        }
+        grid.push_back(row);
+        row.clear();
+    }
+    for (int i = 0; i < k; i++)
+    {
+        int a, b;
+        cin >> a >> b;
+        grid[a][b] = 'p';
+    }
+
+    if (winner(grid))
+    {
+        cout << "Koushik" << endl;
+    }
+    else
+    {
+        cout << "Mahesh" << endl;
+    }
+}
+/*
+5 5 2
+. x . . .
+. x . x .
+. . . x .
+x . . x .
+. . . x .
+3 0
+4 3
+--
+4 4 1
+. . . x
+x x . . 
+. x . x
+x x . .
+1 1
+*/
+
+// vector<vector<char>> grid;
+// grid = {{'.', '.', '.', 'x'}, {'x', 'x', '.', '.'}, {'.', 'x', '.', 'x'}, {'x', 'x', '.', '.'}};
+// grid[1][1] = 'p';
+// vector<vector<char>> grid;
+// grid = {{'.', 'x', '.', '.', '.'}, {'.', 'x', '.', 'x', '.'}, {'.', '.', '.', 'x', '.'}, {'x', '.', '.', 'x', '.'}, {'.', '.', '.', 'x', '.'}};
+
+// grid[3][0] = 'p';
+// grid[4][3] = 'p';
\ No newline at end of file

From bc7372ea3e29b1f51141b36efb56f244f40e878a Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Mon, 28 Dec 2020 17:28:43 +0530
Subject: [PATCH 42/50] day22_kcenters_greedyapproximation

---
 December-22/cpp_rohithmsr_closestServers.cpp | 49 ++++++++++++++++++++
 1 file changed, 49 insertions(+)
 create mode 100644 December-22/cpp_rohithmsr_closestServers.cpp

diff --git a/December-22/cpp_rohithmsr_closestServers.cpp b/December-22/cpp_rohithmsr_closestServers.cpp
new file mode 100644
index 0000000..f137aa6
--- /dev/null
+++ b/December-22/cpp_rohithmsr_closestServers.cpp
@@ -0,0 +1,49 @@
+#include <iostream>
+#include <vector>
+#include <algorithm>
+
+using namespace std;
+
+int farthest(vector<int> dist)
+{
+    int far = 0;
+    int max_distance = 0;
+    for (int i = 0; i < dist.size(); i++)
+    {
+        if (max_distance < dist[i])
+        {
+            max_distance = dist[i];
+            far = i;
+        }
+    }
+    return far;
+}
+
+void closestCenters(vector<vector<int>> distances, int k)
+{
+    int n = distances.size();
+    int center = 0; // first index
+    vector<int> centers;
+
+    for (int i = 0; i < k; i++)
+    {
+        centers.push_back(center);
+        center = farthest(distances[center]);
+    }
+
+    for (int i = 0; i < centers.size(); i++)
+    {
+        cout << centers[i] << ' ';
+    }
+    cout << '\n';
+}
+
+int main()
+{
+    int k = 2;
+    vector<vector<int>> distances = {{0, 4, 8, 5}, {4, 0, 10, 7}, {8, 10, 0, 9}, {5, 7, 9, 0}};
+
+    closestCenters(distances, k);
+
+    return 0;
+}
\ No newline at end of file

From 573b45e1b1b60a29b8e2c9ef2d0a30098c1dca62 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 31 Dec 2020 01:02:17 +0530
Subject: [PATCH 43/50] day29_2-persons-path_dynamicprog

---
 December-29/py_rohithmsr_amusementpark.py | 29 +++++++++++++++++++++++
 1 file changed, 29 insertions(+)
 create mode 100644 December-29/py_rohithmsr_amusementpark.py

diff --git a/December-29/py_rohithmsr_amusementpark.py b/December-29/py_rohithmsr_amusementpark.py
new file mode 100644
index 0000000..bb16980
--- /dev/null
+++ b/December-29/py_rohithmsr_amusementpark.py
@@ -0,0 +1,29 @@
+n, m = map(int, input().split())
+aa = []
+for _ in range(n):
+    row = list(map(int, input().split()))
+    row.append(0)
+    aa.append(row)
+aa.append([0] * (m + 1))
+d1, d2, d3, d4 = ([[0] * (m + 1) for _ in range(n + 1)] for _ in (1, 2, 3, 4))
+for i in range(n):
+    for j in range(m):
+        d1[i][j] = max(d1[i - 1][j], d1[i][j - 1]) + aa[i][j]
+for i in range(n - 1, -1, -1):
+    for j in range(m):
+        d2[i][j] = max(d2[i + 1][j], d2[i][j - 1]) + aa[i][j]
+for i in range(n - 1, -1, -1):
+    for j in range(m - 1, -1, -1):
+        d3[i][j] = max(d3[i + 1][j], d3[i][j + 1]) + aa[i][j]
+for i in range(n):
+    for j in range(m - 1, -1, -1):
+        d4[i][j] = max(d4[i - 1][j], d4[i][j + 1]) + aa[i][j]
+
+ans = 0
+for i in range(1, n-1):
+    for j in range(1, m-1):
+        z1, z2, z3, z4 = d1[i][j-1], d2[i+1][j], d3[i][j+1], d4[i-1][j]
+        ans = max(z1+z2+z3+z4, ans)
+        z1, z2, z3, z4 = d1[i-1][j], d2[i][j-1], d3[i+1][j], d4[i][j+1]
+        ans = max(z1+z2+z3+z4, ans)
+print(ans)

From 812fa92f1528f839067c520dfb806cfdd10c5041 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 31 Dec 2020 01:20:02 +0530
Subject: [PATCH 44/50] day30_linear-line-sweep

---
 December-30/py_rohithmsr_supermanvszod.py | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)
 create mode 100644 December-30/py_rohithmsr_supermanvszod.py

diff --git a/December-30/py_rohithmsr_supermanvszod.py b/December-30/py_rohithmsr_supermanvszod.py
new file mode 100644
index 0000000..dac2846
--- /dev/null
+++ b/December-30/py_rohithmsr_supermanvszod.py
@@ -0,0 +1,23 @@
+n = int(input())
+times = []
+
+# get inputs
+for i in range(0, n):
+    a, b = input().split()
+    a, b = int(a), int(b)
+
+    times.append((a, 1))  # start point
+    times.append((b, -1))  # end point
+
+# sort based on first values
+times.sort()
+
+# get maximum using line sweep algorithm
+ans = -1
+count = 0
+for i in times:
+    count += i[1]
+    if(count > ans):
+        ans = count
+
+print(ans)

From 9f32bd97d5d2be91290504bdcd51fba07749ac08 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Thu, 31 Dec 2020 22:05:04 +0530
Subject: [PATCH 45/50] day31_simpleeuclideandistance

---
 December-31/py_rohithmsr_captainvoxx.py | 31 +++++++++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 December-31/py_rohithmsr_captainvoxx.py

diff --git a/December-31/py_rohithmsr_captainvoxx.py b/December-31/py_rohithmsr_captainvoxx.py
new file mode 100644
index 0000000..e690fe7
--- /dev/null
+++ b/December-31/py_rohithmsr_captainvoxx.py
@@ -0,0 +1,31 @@
+def findRoute(points, x, y, runway):
+    mini_dist = 100000000
+    index = -1
+
+    for ind, i in enumerate(points):
+        if i[1] >= y and i[2] >= runway:
+            distance = int((((i[0] - x)**2) + ((i[1]-y)**2)))
+            if(mini_dist > distance):
+                mini_dist = distance
+                index = ind
+
+    if(index == -1):
+        print("No path found\n")
+    else:
+        for i in range(0, abs(points[index][1] - y)):
+            print("Straight", end=" ")
+
+        if(x > points[index][0]):
+            print("Left", end=" ")
+        else:
+            print("Right", end=" ")
+
+        for i in range(0, abs(points[index][0] - x)):
+            print("Straight", end=" ")
+
+
+x, y, runway = 0, 0, 1000
+points = [[-2, 1, 200], [2, 2, 1500],
+          [-5, -5, 4000], [-3, 5, 2100], [-4, 3, 1009]]
+
+findRoute(points, x, y, runway)

From b784e9c0a4b99657196619743aa5c62ad6042dc0 Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 1 Jan 2021 02:01:57 +0530
Subject: [PATCH 46/50] day25_trappingrainwater_twopointers

---
 .../day25_rohithmsr_trappingrainwater.cpp     | 36 +++++++++++++++++++
 1 file changed, 36 insertions(+)
 create mode 100644 December-25/day25_rohithmsr_trappingrainwater.cpp

diff --git a/December-25/day25_rohithmsr_trappingrainwater.cpp b/December-25/day25_rohithmsr_trappingrainwater.cpp
new file mode 100644
index 0000000..3569f3f
--- /dev/null
+++ b/December-25/day25_rohithmsr_trappingrainwater.cpp
@@ -0,0 +1,36 @@
+/*
+Runtime: 4 ms, faster than 98.81% of C++ online submissions for Trapping Rain Water.
+Memory Usage: 14.4 MB, less than 96.32% of C++ online submissions for Trapping Rain Water.
+*/
+
+class Solution
+{
+public:
+    int trap(vector<int> &height)
+    {
+        int i = 0;
+        int j = height.size() - 1;
+        int vol = 0;
+        int lmax = 0;
+        int rmax = 0;
+
+        while (i < j)
+        {
+            lmax = max(lmax, height[i]);
+            rmax = max(rmax, height[j]);
+
+            if (lmax < rmax)
+            {
+                vol += lmax - height[i];
+                i++;
+            }
+            else
+            {
+                vol += rmax - height[j];
+                j--;
+            }
+        }
+
+        return vol;
+    }
+};
\ No newline at end of file

From c2ffe22fcf0e4cdc87529bf7b2af4d742dc277dd Mon Sep 17 00:00:00 2001
From: rohithmsr <rohithmsr2001@gmail.com>
Date: Fri, 1 Jan 2021 03:17:25 +0530
Subject: [PATCH 47/50] day23_dungeon_dynamicprogramming

---
 December-23/py_rohithmsr_knightgame.py | 34 ++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)
 create mode 100644 December-23/py_rohithmsr_knightgame.py

diff --git a/December-23/py_rohithmsr_knightgame.py b/December-23/py_rohithmsr_knightgame.py
new file mode 100644
index 0000000..821bf16
--- /dev/null
+++ b/December-23/py_rohithmsr_knightgame.py
@@ -0,0 +1,34 @@
+'''
+Runtime: 80 ms, faster than 31.02 % of Python3 online submissions for Dungeon Game.
+Memory Usage: 15.7 MB, less than 10.47 % of Python3 online submissions for Dungeon Game.
+'''
+
+
+class Solution:
+
+    def calculateMinimumHP(self, dungeon) -> int:
+        n = len(dungeon)
+        m = len(dungeon[0])
+
+        dp = [[-1] * (m+1) for i in range(n+1)]
+
+        def MinHealth(dungeon, i, j, dp):
+            if(dp[i][j] != -1):
+                return dp[i][j]
+
+            if i == len(dungeon) - 1 and j == len(dungeon[0]) - 1:
+                if dungeon[i][j] > 0:
+                    return 1
+                else:
+                    return abs(dungeon[i][j]) + 1
+
+            if i == len(dungeon) or j == len(dungeon[0]):
+                return 1000000000
+
+            aa = dungeon[i][j]
+            dp[i][j] = max(1, min(MinHealth(dungeon, i + 1, j, dp),
+                                  MinHealth(dungeon, i, j + 1, dp)) - aa)
+
+            return dp[i][j]
+
+        return MinHealth(dungeon, 0, 0, dp)

From f4c707b3b368cf7bcb9aca8425e35fa8e0c1f5e2 Mon Sep 17 00:00:00 2001
From: rohithmsr <64753877+rohithmsr@users.noreply.github.com>
Date: Thu, 11 Feb 2021 17:01:13 +0530
Subject: [PATCH 48/50] Add Certificate In Readme

---
 README.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/README.md b/README.md
index 17e4704..e40a52e 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,12 @@
+
+## Certificate Of Completion
+
+<h1>
+    <img alt="header" src="/src/assets/RohithMSRCertificate.png" width="800"></img>
+</h1>
+
+## About The Event
+
 <div align="left">
 <h1>
     <img alt="header" src="/src/assets/Header.png" width="800"></img>

From e1be4b3bcaa533d18ee6825963a4db4ad7e3089f Mon Sep 17 00:00:00 2001
From: rohithmsr <64753877+rohithmsr@users.noreply.github.com>
Date: Thu, 11 Feb 2021 17:02:57 +0530
Subject: [PATCH 49/50] Add Certificate

---
 src/assets/RohithMSRCertificate.png | Bin 0 -> 728105 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 src/assets/RohithMSRCertificate.png

diff --git a/src/assets/RohithMSRCertificate.png b/src/assets/RohithMSRCertificate.png
new file mode 100644
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HcmV?d00001


From aadc6fc59c9e2046a2803d42466991b7357e64dc Mon Sep 17 00:00:00 2001
From: Rohith M S R <64753877+rohithmsr@users.noreply.github.com>
Date: Wed, 27 Apr 2022 22:46:43 +0530
Subject: [PATCH 50/50] Created using Colaboratory

---
 diabetes.ipynb | 1253 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1253 insertions(+)
 create mode 100644 diabetes.ipynb

diff --git a/diabetes.ipynb b/diabetes.ipynb
new file mode 100644
index 0000000..645a016
--- /dev/null
+++ b/diabetes.ipynb
@@ -0,0 +1,1253 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "diabetes.ipynb",
+      "provenance": [],
+      "authorship_tag": "ABX9TyOAlWfAmHJfxW7EaLtj5vVl",
+      "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/rohithmsr/A-December-of-Algorithms-2020/blob/main/diabetes.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# **Importing the Libraries**"
+      ],
+      "metadata": {
+        "id": "gl2USCSZw838"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "import scipy"
+      ],
+      "metadata": {
+        "id": "_tXChbikw7aT"
+      },
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Use the diabetes data set from UCI and Pima Indians Diabetes data set for \n",
+        "performing the following:\n",
+        "\n",
+        "(i) Univariate  analysis:  Frequency,  Mean,  Median,  Mode,  Variance,  Standard Deviation, Skewness and Kurtosis.\n",
+        "\n",
+        "(ii) Bivariate analysis: Linear and logistic regression modeling \n",
+        "\n",
+        "\n",
+        "(iii) Multiple Regression analysis \n",
+        "\n",
+        "(iv) Also compare the results of the above analysis for the two data sets."
+      ],
+      "metadata": {
+        "id": "4ReRA1gujS23"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# **Reading from Dataset**"
+      ],
+      "metadata": {
+        "id": "aMuvGr2xwyVK"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data = pd.read_csv(\"./Data/pima-diabetes.csv\")\n",
+        "data.head(10)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 363
+        },
+        "id": "IgWK2b9wjVk7",
+        "outputId": "3d34aba0-4da8-4b42-ee09-e8bfa2f70516"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
+              "0            6      148             72             35        0  33.6   \n",
+              "1            1       85             66             29        0  26.6   \n",
+              "2            8      183             64              0        0  23.3   \n",
+              "3            1       89             66             23       94  28.1   \n",
+              "4            0      137             40             35      168  43.1   \n",
+              "5            5      116             74              0        0  25.6   \n",
+              "6            3       78             50             32       88  31.0   \n",
+              "7           10      115              0              0        0  35.3   \n",
+              "8            2      197             70             45      543  30.5   \n",
+              "9            8      125             96              0        0   0.0   \n",
+              "\n",
+              "   DiabetesPedigreeFunction  Age  Outcome  \n",
+              "0                     0.627   50        1  \n",
+              "1                     0.351   31        0  \n",
+              "2                     0.672   32        1  \n",
+              "3                     0.167   21        0  \n",
+              "4                     2.288   33        1  \n",
+              "5                     0.201   30        0  \n",
+              "6                     0.248   26        1  \n",
+              "7                     0.134   29        0  \n",
+              "8                     0.158   53        1  \n",
+              "9                     0.232   54        1  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8a827bf7-2467-4ff8-b5fa-537a3bb51104\">\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>Pregnancies</th>\n",
+              "      <th>Glucose</th>\n",
+              "      <th>BloodPressure</th>\n",
+              "      <th>SkinThickness</th>\n",
+              "      <th>Insulin</th>\n",
+              "      <th>BMI</th>\n",
+              "      <th>DiabetesPedigreeFunction</th>\n",
+              "      <th>Age</th>\n",
+              "      <th>Outcome</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>6</td>\n",
+              "      <td>148</td>\n",
+              "      <td>72</td>\n",
+              "      <td>35</td>\n",
+              "      <td>0</td>\n",
+              "      <td>33.6</td>\n",
+              "      <td>0.627</td>\n",
+              "      <td>50</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>85</td>\n",
+              "      <td>66</td>\n",
+              "      <td>29</td>\n",
+              "      <td>0</td>\n",
+              "      <td>26.6</td>\n",
+              "      <td>0.351</td>\n",
+              "      <td>31</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>8</td>\n",
+              "      <td>183</td>\n",
+              "      <td>64</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>23.3</td>\n",
+              "      <td>0.672</td>\n",
+              "      <td>32</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>89</td>\n",
+              "      <td>66</td>\n",
+              "      <td>23</td>\n",
+              "      <td>94</td>\n",
+              "      <td>28.1</td>\n",
+              "      <td>0.167</td>\n",
+              "      <td>21</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>0</td>\n",
+              "      <td>137</td>\n",
+              "      <td>40</td>\n",
+              "      <td>35</td>\n",
+              "      <td>168</td>\n",
+              "      <td>43.1</td>\n",
+              "      <td>2.288</td>\n",
+              "      <td>33</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>74</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>25.6</td>\n",
+              "      <td>0.201</td>\n",
+              "      <td>30</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>3</td>\n",
+              "      <td>78</td>\n",
+              "      <td>50</td>\n",
+              "      <td>32</td>\n",
+              "      <td>88</td>\n",
+              "      <td>31.0</td>\n",
+              "      <td>0.248</td>\n",
+              "      <td>26</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>10</td>\n",
+              "      <td>115</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>35.3</td>\n",
+              "      <td>0.134</td>\n",
+              "      <td>29</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>2</td>\n",
+              "      <td>197</td>\n",
+              "      <td>70</td>\n",
+              "      <td>45</td>\n",
+              "      <td>543</td>\n",
+              "      <td>30.5</td>\n",
+              "      <td>0.158</td>\n",
+              "      <td>53</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>8</td>\n",
+              "      <td>125</td>\n",
+              "      <td>96</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.232</td>\n",
+              "      <td>54</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8a827bf7-2467-4ff8-b5fa-537a3bb51104')\"\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-8a827bf7-2467-4ff8-b5fa-537a3bb51104 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-8a827bf7-2467-4ff8-b5fa-537a3bb51104');\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": 9
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "WcecbMoYujMO",
+        "outputId": "d36e4280-41b8-4044-fc91-d12085f92052"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 768 entries, 0 to 767\n",
+            "Data columns (total 9 columns):\n",
+            " #   Column                    Non-Null Count  Dtype  \n",
+            "---  ------                    --------------  -----  \n",
+            " 0   Pregnancies               768 non-null    int64  \n",
+            " 1   Glucose                   768 non-null    int64  \n",
+            " 2   BloodPressure             768 non-null    int64  \n",
+            " 3   SkinThickness             768 non-null    int64  \n",
+            " 4   Insulin                   768 non-null    int64  \n",
+            " 5   BMI                       768 non-null    float64\n",
+            " 6   DiabetesPedigreeFunction  768 non-null    float64\n",
+            " 7   Age                       768 non-null    int64  \n",
+            " 8   Outcome                   768 non-null    int64  \n",
+            "dtypes: float64(2), int64(7)\n",
+            "memory usage: 54.1 KB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# **Checking the dataset**"
+      ],
+      "metadata": {
+        "id": "z6y1xFVj2GbF"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(\"No of columns with empty values = \", data.isnull().any().sum())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "v6MgLqRG2Fmw",
+        "outputId": "3e3b241a-afbd-4f93-e8b7-cbee380eb10e"
+      },
+      "execution_count": 28,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "No of columns with empty values =  0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# **Univariate Analysis**"
+      ],
+      "metadata": {
+        "id": "BmXCjNY2xqLw"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.describe()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 300
+        },
+        "id": "SSRM85ahuorQ",
+        "outputId": "99b608e5-165c-48e2-e6be-e9e0b9cf6ff0"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
+              "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
+              "mean      3.845052  120.894531      69.105469      20.536458   79.799479   \n",
+              "std       3.369578   31.972618      19.355807      15.952218  115.244002   \n",
+              "min       0.000000    0.000000       0.000000       0.000000    0.000000   \n",
+              "25%       1.000000   99.000000      62.000000       0.000000    0.000000   \n",
+              "50%       3.000000  117.000000      72.000000      23.000000   30.500000   \n",
+              "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
+              "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
+              "\n",
+              "              BMI  DiabetesPedigreeFunction         Age     Outcome  \n",
+              "count  768.000000                768.000000  768.000000  768.000000  \n",
+              "mean    31.992578                  0.471876   33.240885    0.348958  \n",
+              "std      7.884160                  0.331329   11.760232    0.476951  \n",
+              "min      0.000000                  0.078000   21.000000    0.000000  \n",
+              "25%     27.300000                  0.243750   24.000000    0.000000  \n",
+              "50%     32.000000                  0.372500   29.000000    0.000000  \n",
+              "75%     36.600000                  0.626250   41.000000    1.000000  \n",
+              "max     67.100000                  2.420000   81.000000    1.000000  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-bb8e8c19-102e-47a4-a013-bc07802f82f2\">\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>Pregnancies</th>\n",
+              "      <th>Glucose</th>\n",
+              "      <th>BloodPressure</th>\n",
+              "      <th>SkinThickness</th>\n",
+              "      <th>Insulin</th>\n",
+              "      <th>BMI</th>\n",
+              "      <th>DiabetesPedigreeFunction</th>\n",
+              "      <th>Age</th>\n",
+              "      <th>Outcome</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "      <td>768.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>3.845052</td>\n",
+              "      <td>120.894531</td>\n",
+              "      <td>69.105469</td>\n",
+              "      <td>20.536458</td>\n",
+              "      <td>79.799479</td>\n",
+              "      <td>31.992578</td>\n",
+              "      <td>0.471876</td>\n",
+              "      <td>33.240885</td>\n",
+              "      <td>0.348958</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>3.369578</td>\n",
+              "      <td>31.972618</td>\n",
+              "      <td>19.355807</td>\n",
+              "      <td>15.952218</td>\n",
+              "      <td>115.244002</td>\n",
+              "      <td>7.884160</td>\n",
+              "      <td>0.331329</td>\n",
+              "      <td>11.760232</td>\n",
+              "      <td>0.476951</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.078000</td>\n",
+              "      <td>21.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>99.000000</td>\n",
+              "      <td>62.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>27.300000</td>\n",
+              "      <td>0.243750</td>\n",
+              "      <td>24.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>3.000000</td>\n",
+              "      <td>117.000000</td>\n",
+              "      <td>72.000000</td>\n",
+              "      <td>23.000000</td>\n",
+              "      <td>30.500000</td>\n",
+              "      <td>32.000000</td>\n",
+              "      <td>0.372500</td>\n",
+              "      <td>29.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>6.000000</td>\n",
+              "      <td>140.250000</td>\n",
+              "      <td>80.000000</td>\n",
+              "      <td>32.000000</td>\n",
+              "      <td>127.250000</td>\n",
+              "      <td>36.600000</td>\n",
+              "      <td>0.626250</td>\n",
+              "      <td>41.000000</td>\n",
+              "      <td>1.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>199.000000</td>\n",
+              "      <td>122.000000</td>\n",
+              "      <td>99.000000</td>\n",
+              "      <td>846.000000</td>\n",
+              "      <td>67.100000</td>\n",
+              "      <td>2.420000</td>\n",
+              "      <td>81.000000</td>\n",
+              "      <td>1.000000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bb8e8c19-102e-47a4-a013-bc07802f82f2')\"\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-bb8e8c19-102e-47a4-a013-bc07802f82f2 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-bb8e8c19-102e-47a4-a013-bc07802f82f2');\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": 12
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "In the above description,\n",
+        "\n",
+        "**Frequency** = count column, no of values in the column\n",
+        "\n",
+        "**Mean** = average of the values \n",
+        "\n",
+        "**Median** = 50th percentile given in the column is the median\n",
+        "\n",
+        "**Standard Deviation** = std column \n"
+      ],
+      "metadata": {
+        "id": "WzUbrx-IzKAE"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Mode\n",
+        "\n",
+        "data.mode()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 112
+        },
+        "id": "PnoGxDMWz3aQ",
+        "outputId": "588f93ff-54ec-4631-c282-670e3ff1dfa1"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
+              "0          1.0       99           70.0            0.0      0.0  32.0   \n",
+              "1          NaN      100            NaN            NaN      NaN   NaN   \n",
+              "\n",
+              "   DiabetesPedigreeFunction   Age  Outcome  \n",
+              "0                     0.254  22.0      0.0  \n",
+              "1                     0.258   NaN      NaN  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-6cb01b89-9cf5-44d8-ad00-11ec01116aed\">\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>Pregnancies</th>\n",
+              "      <th>Glucose</th>\n",
+              "      <th>BloodPressure</th>\n",
+              "      <th>SkinThickness</th>\n",
+              "      <th>Insulin</th>\n",
+              "      <th>BMI</th>\n",
+              "      <th>DiabetesPedigreeFunction</th>\n",
+              "      <th>Age</th>\n",
+              "      <th>Outcome</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1.0</td>\n",
+              "      <td>99</td>\n",
+              "      <td>70.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>32.0</td>\n",
+              "      <td>0.254</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>100</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.258</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6cb01b89-9cf5-44d8-ad00-11ec01116aed')\"\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-6cb01b89-9cf5-44d8-ad00-11ec01116aed 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-6cb01b89-9cf5-44d8-ad00-11ec01116aed');\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": 16
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Variance\n",
+        "\n",
+        "data.var()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "yExvtR8qz4eu",
+        "outputId": "a8068c30-e269-4565-e3a4-547c5059a4a7"
+      },
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Pregnancies                    11.354056\n",
+              "Glucose                      1022.248314\n",
+              "BloodPressure                 374.647271\n",
+              "SkinThickness                 254.473245\n",
+              "Insulin                     13281.180078\n",
+              "BMI                            62.159984\n",
+              "DiabetesPedigreeFunction        0.109779\n",
+              "Age                           138.303046\n",
+              "Outcome                         0.227483\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 20
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Skewness \n",
+        "\n",
+        "data.skew()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5s_kpYfEz8JS",
+        "outputId": "05c0bfe5-d085-47fc-bd9a-a802b4ccb8d0"
+      },
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Pregnancies                 0.901674\n",
+              "Glucose                     0.173754\n",
+              "BloodPressure              -1.843608\n",
+              "SkinThickness               0.109372\n",
+              "Insulin                     2.272251\n",
+              "BMI                        -0.428982\n",
+              "DiabetesPedigreeFunction    1.919911\n",
+              "Age                         1.129597\n",
+              "Outcome                     0.635017\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 21
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Kurtosis\n",
+        "\n",
+        "data.kurtosis()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mc-T7JjC0Yyi",
+        "outputId": "8e6fadbf-8bc2-41b9-b15d-6ab68d4f934f"
+      },
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Pregnancies                 0.159220\n",
+              "Glucose                     0.640780\n",
+              "BloodPressure               5.180157\n",
+              "SkinThickness              -0.520072\n",
+              "Insulin                     7.214260\n",
+              "BMI                         3.290443\n",
+              "DiabetesPedigreeFunction    5.594954\n",
+              "Age                         0.643159\n",
+              "Outcome                    -1.600930\n",
+              "dtype: float64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 22
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Correlation\n"
+      ],
+      "metadata": {
+        "id": "eByTOYMd03nS"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "corr = data.corr()\n",
+        "sns.heatmap(corr, xticklabels=corr.columns, yticklabels=corr.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 407
+        },
+        "id": "dIz0V3AH0aKx",
+        "outputId": "05c785d7-7662-4afe-c79f-ce66fa67bef8"
+      },
+      "execution_count": 24,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb4937d16d0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 24
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Bivariate Analysis"
+      ],
+      "metadata": {
+        "id": "bPaHXoNKMyJW"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Linear Regression"
+      ],
+      "metadata": {
+        "id": "WT2Xy-gHPf6G"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn import preprocessing, svm\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.linear_model import LinearRegression\n",
+        "\n",
+        "# Separating the data into independent and dependent variables\n",
+        "# Converting each dataframe into a numpy array \n",
+        "# since each dataframe contains only one column\n",
+        "X = np.array(data['Glucose']).reshape(-1, 1)\n",
+        "y = np.array(data['Insulin']).reshape(-1, 1)\n",
+        "  \n",
+        "# Dropping any rows with Nan values\n",
+        "data.dropna(inplace = True)\n",
+        "  \n",
+        "# Splitting the data into training and testing data\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.30)\n",
+        "  \n",
+        "regr = LinearRegression()\n",
+        "  \n",
+        "regr.fit(X_train, y_train)\n",
+        "print(regr.score(X_test, y_test))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "NE5CmYXpPiLQ",
+        "outputId": "1c0355ad-db2a-43ad-c72c-906aecf60164"
+      },
+      "execution_count": 33,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0.03820640375674844\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_pred = regr.predict(X_test)\n",
+        "plt.scatter(X_test, y_test, color ='b')\n",
+        "plt.plot(X_test, y_pred, color ='g')\n",
+        "  \n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 265
+        },
+        "id": "zWxnJj5kP-6c",
+        "outputId": "ae0f20c5-9d9e-4aee-ef1a-738cae64b478"
+      },
+      "execution_count": 34,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Logistic Regression -\n",
+        "\n",
+        "Input values (X) are combined linearly using weights or coefficient values to predict an output value (y).\n",
+        "\n",
+        "The output value being modeled is a binary value (0 or 1) rather than a numeric value.\n",
+        "\n",
+        "## Linear Regression Equation:\n",
+        "\n",
+        "y = β0 + β1X1 + β2X2 …. + βnXn\n",
+        "\n",
+        "Where,\n",
+        "\n",
+        "y stands for the dependent variable that needs to be predicted.\n",
+        "\n",
+        "β0 is the Y-intercept, which is basically the point on the line which touches the y-axis.\n",
+        "\n",
+        "β1 is the slope of the line (the slope can be negative or positive depending on the relationship between the dependent variable and the independent variable.)\n",
+        "\n",
+        "X here represents the independent variable that is used to predict our resultant dependent value.\n",
+        "\n",
+        "## Sigmoid function:\n",
+        "\n",
+        "z = 1 / 1 + e - y\n",
+        "\n",
+        "Apply sigmoid function on the linear regression equation.\n",
+        "\n",
+        "## Logistic Regression equation:\n",
+        "\n",
+        "z = 1 / 1 + e-(β0 + β1X1 + β2X2 …. + βnXn)\n",
+        "\n",
+        "β0 = β0 + learning_rate (y - z) z (1 - z)\n",
+        "\n",
+        "βi = βi + learning_rate (y - z) z (1 - z) X"
+      ],
+      "metadata": {
+        "id": "2qs-YyzRH0xP"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Sklearn Logistic Regression\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "Nmu3wKuXUoTi"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.linear_model import LogisticRegression\n",
+        "from sklearn.metrics import confusion_matrix\n",
+        "from sklearn.metrics import accuracy_score\n",
+        "import warnings\n",
+        "warnings.filterwarnings(\"ignore\")\n",
+        "\n",
+        "diabetes_df = data.values\n",
+        "X = diabetes_df[:,0:8] #Predictors\n",
+        "y = diabetes_df[:,8] #Target\n",
+        "\n",
+        "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.3)\n",
+        "\n",
+        "logistic_model = LogisticRegression(fit_intercept=True,C=1e15)\n",
+        "logistic_model.fit(X_train,y_train)\n",
+        "predicted = logistic_model.predict(X_test)\n",
+        "\n",
+        "print(\"Confusion Matrix\")\n",
+        "matrix = confusion_matrix(y_test,predicted)\n",
+        "print(matrix)\n",
+        "\n",
+        "lr_accuracy = accuracy_score(y_test, predicted)\n",
+        "print('Logistic Regression Accuracy of Scikit Model: {:.2f}%'.format(lr_accuracy*100))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "PxB0_H8DUu3u",
+        "outputId": "e0808c65-b3e9-4f70-ee3d-f08feebda952"
+      },
+      "execution_count": 37,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Confusion Matrix\n",
+            "[[146  13]\n",
+            " [ 24  48]]\n",
+            "Logistic Regression Accuracy of Scikit Model: 83.98%\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        ""
+      ],
+      "metadata": {
+        "id": "783vSL9Q3V_3"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file