23-DataFramePandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.randn(4,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.95636563, -0.36215797,  0.45771207],\n",
       "       [ 0.45626892, -0.8463591 ,  0.19336116],\n",
       "       [-0.32259178,  1.17366566, -0.55444059],\n",
       "       [-0.69760261, -0.46241371,  1.48574526]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataFrame = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(dataFrame[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>0.956366</td>\n",
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       "      <td>0.457712</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
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       "          0         1         2\n",
       "0  0.956366 -0.362158  0.457712\n",
       "1  0.456269 -0.846359  0.193361\n",
       "2 -0.322592  1.173666 -0.554441\n",
       "3 -0.697603 -0.462414  1.485745"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeniDataFrame = pd.DataFrame(data,index=[\"Atil\",\"Zeynep\",\"Atlas\",\"Mehmet\"],columns = [\"Maas\",\"Yas\",\"Calisma Saati\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Calisma Saati</th>\n",
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       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati\n",
       "Atil    0.956366 -0.362158       0.457712\n",
       "Zeynep  0.456269 -0.846359       0.193361\n",
       "Atlas  -0.322592  1.173666      -0.554441\n",
       "Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Atil     -0.362158\n",
       "Zeynep   -0.846359\n",
       "Atlas     1.173666\n",
       "Mehmet   -0.462414\n",
       "Name: Yas, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame[\"Yas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Atil      0.457712\n",
       "Zeynep    0.193361\n",
       "Atlas    -0.554441\n",
       "Mehmet    1.485745\n",
       "Name: Calisma Saati, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame[\"Calisma Saati\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Yas</th>\n",
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       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
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       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
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       "      <th>Mehmet</th>\n",
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       "      <td>-0.462414</td>\n",
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      "text/plain": [
       "            Maas       Yas\n",
       "Atil    0.956366 -0.362158\n",
       "Zeynep  0.456269 -0.846359\n",
       "Atlas  -0.322592  1.173666\n",
       "Mehmet -0.697603 -0.462414"
      ]
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     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame[[\"Maas\",\"Yas\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Maas</th>\n",
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       "      <th>Calisma Saati</th>\n",
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       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
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       "      <th>Zeynep</th>\n",
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       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati\n",
       "Atil    0.956366 -0.362158       0.457712\n",
       "Zeynep  0.456269 -0.846359       0.193361\n",
       "Atlas  -0.322592  1.173666      -0.554441\n",
       "Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Maas             0.956366\n",
       "Yas             -0.362158\n",
       "Calisma Saati    0.457712\n",
       "Name: Atil, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.loc[\"Atil\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Maas             0.456269\n",
       "Yas             -0.846359\n",
       "Calisma Saati    0.193361\n",
       "Name: Zeynep, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.loc[\"Zeynep\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Maas             0.456269\n",
       "Yas             -0.846359\n",
       "Calisma Saati    0.193361\n",
       "Name: Zeynep, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.iloc[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Atil      0.956366\n",
       "Zeynep    0.456269\n",
       "Atlas    -0.322592\n",
       "Mehmet   -0.697603\n",
       "Name: Maas, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame[\"Maas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeniDataFrame[\"Emeklilik Yasi\"] = yeniDataFrame[\"Yas\"] + yeniDataFrame[\"Yas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>0.456269</td>\n",
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       "      <td>0.193361</td>\n",
       "      <td>-1.692718</td>\n",
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       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "      <td>2.347331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
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      "text/plain": [
       "            Maas       Yas  Calisma Saati  Emeklilik Yasi\n",
       "Atil    0.956366 -0.362158       0.457712       -0.724316\n",
       "Zeynep  0.456269 -0.846359       0.193361       -1.692718\n",
       "Atlas  -0.322592  1.173666      -0.554441        2.347331\n",
       "Mehmet -0.697603 -0.462414       1.485745       -0.924827"
      ]
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     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.457712</td>\n",
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       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
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      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati\n",
       "Atil    0.956366 -0.362158       0.457712\n",
       "Zeynep  0.456269 -0.846359       0.193361\n",
       "Atlas  -0.322592  1.173666      -0.554441\n",
       "Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.drop(\"Emeklilik Yasi\",axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Maas</th>\n",
       "      <th>Yas</th>\n",
       "      <th>Calisma Saati</th>\n",
       "      <th>Emeklilik Yasi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "      <td>-0.724316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
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       "            Maas       Yas  Calisma Saati  Emeklilik Yasi\n",
       "Atil    0.956366 -0.362158       0.457712       -0.724316\n",
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       "Atlas  -0.322592  1.173666      -0.554441        2.347331"
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     "execution_count": 20,
     "metadata": {},
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    "yeniDataFrame.drop(\"Mehmet\", axis = 0)"
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       "            Maas       Yas  Calisma Saati  Emeklilik Yasi\n",
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       "            Maas       Yas  Calisma Saati\n",
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       "            Maas       Yas  Calisma Saati\n",
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     "metadata": {},
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    "yeniDataFrame[yeniDataFrame < 0]"
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   "execution_count": 32,
   "metadata": {},
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       "            Maas       Yas  Calisma Saati\n",
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     "metadata": {},
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   "source": [
    "yeniDataFrame[yeniDataFrame[\"Calisma Saati\"] > 0]"
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  {
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   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati\n",
       "Atil    0.956366 -0.362158       0.457712\n",
       "Zeynep  0.456269 -0.846359       0.193361\n",
       "Atlas  -0.322592  1.173666      -0.554441\n",
       "Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
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  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Maas</th>\n",
       "      <th>Yas</th>\n",
       "      <th>Calisma Saati</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Atil</td>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Zeynep</td>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atlas</td>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mehmet</td>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index      Maas       Yas  Calisma Saati\n",
       "0    Atil  0.956366 -0.362158       0.457712\n",
       "1  Zeynep  0.456269 -0.846359       0.193361\n",
       "2   Atlas -0.322592  1.173666      -0.554441\n",
       "3  Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati\n",
       "Atil    0.956366 -0.362158       0.457712\n",
       "Zeynep  0.456269 -0.846359       0.193361\n",
       "Atlas  -0.322592  1.173666      -0.554441\n",
       "Mehmet -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeniIndeksListesi = [\"Ati\",\"Zey\",\"Atl\",\"Meh\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeniDataFrame[\"Yeni Indeks\"] = yeniIndeksListesi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Maas</th>\n",
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       "      <th>Calisma Saati</th>\n",
       "      <th>Yeni Indeks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "      <td>Ati</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "      <td>Zey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "      <td>Atl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "      <td>Meh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati Yeni Indeks\n",
       "Atil    0.956366 -0.362158       0.457712         Ati\n",
       "Zeynep  0.456269 -0.846359       0.193361         Zey\n",
       "Atlas  -0.322592  1.173666      -0.554441         Atl\n",
       "Mehmet -0.697603 -0.462414       1.485745         Meh"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Maas</th>\n",
       "      <th>Yas</th>\n",
       "      <th>Calisma Saati</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yeni Indeks</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ati</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zey</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atl</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meh</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Maas       Yas  Calisma Saati\n",
       "Yeni Indeks                                   \n",
       "Ati          0.956366 -0.362158       0.457712\n",
       "Zey          0.456269 -0.846359       0.193361\n",
       "Atl         -0.322592  1.173666      -0.554441\n",
       "Meh         -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.set_index(\"Yeni Indeks\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Maas</th>\n",
       "      <th>Yas</th>\n",
       "      <th>Calisma Saati</th>\n",
       "      <th>Yeni Indeks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Atil</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "      <td>Ati</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeynep</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "      <td>Zey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "      <td>Atl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mehmet</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "      <td>Meh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Maas       Yas  Calisma Saati Yeni Indeks\n",
       "Atil    0.956366 -0.362158       0.457712         Ati\n",
       "Zeynep  0.456269 -0.846359       0.193361         Zey\n",
       "Atlas  -0.322592  1.173666      -0.554441         Atl\n",
       "Mehmet -0.697603 -0.462414       1.485745         Meh"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeniDataFrame.set_index(\"Yeni Indeks\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Maas</th>\n",
       "      <th>Yas</th>\n",
       "      <th>Calisma Saati</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yeni Indeks</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ati</th>\n",
       "      <td>0.956366</td>\n",
       "      <td>-0.362158</td>\n",
       "      <td>0.457712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zey</th>\n",
       "      <td>0.456269</td>\n",
       "      <td>-0.846359</td>\n",
       "      <td>0.193361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atl</th>\n",
       "      <td>-0.322592</td>\n",
       "      <td>1.173666</td>\n",
       "      <td>-0.554441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meh</th>\n",
       "      <td>-0.697603</td>\n",
       "      <td>-0.462414</td>\n",
       "      <td>1.485745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Maas       Yas  Calisma Saati\n",
       "Yeni Indeks                                   \n",
       "Ati          0.956366 -0.362158       0.457712\n",
       "Zey          0.456269 -0.846359       0.193361\n",
       "Atl         -0.322592  1.173666      -0.554441\n",
       "Meh         -0.697603 -0.462414       1.485745"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Maas             0.956366\n",
       "Yas             -0.362158\n",
       "Calisma Saati    0.457712\n",
       "Name: Ati, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yeniDataFrame.loc[\"Ati\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "ilkIndeksler = [\"Simpson\",\"Simpson\",\"Simpson\",\"South Park\", \"South Park\", \"South Park\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "icIndeksler = [\"Homer\",\"Bart\",\"Marge\",\"Cartman\",\"Kenny\",\"Kyle\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "birlesmisIndeks = list(zip(ilkIndeksler,icIndeksler))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Simpson', 'Homer'),\n",
       " ('Simpson', 'Bart'),\n",
       " ('Simpson', 'Marge'),\n",
       " ('South Park', 'Cartman'),\n",
       " ('South Park', 'Kenny'),\n",
       " ('South Park', 'Kyle')]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birlesmisIndeks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "birlesmisIndeks = pd.MultiIndex.from_tuples(birlesmisIndeks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([(   'Simpson',   'Homer'),\n",
       "            (   'Simpson',    'Bart'),\n",
       "            (   'Simpson',   'Marge'),\n",
       "            ('South Park', 'Cartman'),\n",
       "            ('South Park',   'Kenny'),\n",
       "            ('South Park',    'Kyle')],\n",
       "           )"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birlesmisIndeks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "benimCizgiFilmListem = [[40,\"A\"],[10,\"B\"],[30,\"C\"],[9,\"D\"],[10,\"E\"],[11,\"F\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "cizgiFilmNumpyDizisi = np.array(benimCizgiFilmListem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "cizgiFilmDataFrame = pd.DataFrame(cizgiFilmNumpyDizisi,index=birlesmisIndeks,columns=[\"Yas\",\"Meslek\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                   Yas Meslek\n",
       "Simpson    Homer    40      A\n",
       "           Bart     10      B\n",
       "           Marge    30      C\n",
       "South Park Cartman   9      D\n",
       "           Kenny    10      E\n",
       "           Kyle     11      F"
      ]
     },
     "execution_count": 53,
     "metadata": {},
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    }
   ],
   "source": [
    "cizgiFilmDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
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      "text/plain": [
       "      Yas Meslek\n",
       "Homer  40      A\n",
       "Bart   10      B\n",
       "Marge  30      C"
      ]
     },
     "execution_count": 54,
     "metadata": {},
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    "cizgiFilmDataFrame.loc[\"Simpson\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Yas       10\n",
       "Meslek     E\n",
       "Name: Kenny, dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cizgiFilmDataFrame.loc[\"South Park\"].loc[\"Kenny\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                   Yas Meslek\n",
       "Simpson    Homer    40      A\n",
       "           Bart     10      B\n",
       "           Marge    30      C\n",
       "South Park Cartman   9      D\n",
       "           Kenny    10      E\n",
       "           Kyle     11      F"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cizgiFilmDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "cizgiFilmDataFrame.index.names = [\"Film Adı\",\"İsim\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                   Yas Meslek\n",
       "Film Adı   İsim              \n",
       "Simpson    Homer    40      A\n",
       "           Bart     10      B\n",
       "           Marge    30      C\n",
       "South Park Cartman   9      D\n",
       "           Kenny    10      E\n",
       "           Kyle     11      F"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cizgiFilmDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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