diff --git a/Solutions-1.ipynb b/Solutions-1.ipynb
index 1aead9d..6a2983b 100644
--- a/Solutions-1.ipynb
+++ b/Solutions-1.ipynb
@@ -96,40 +96,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>A Lélek órása</td>\n",
-       "      <td>1923</td>\n",
+       "      <td>Tomorrow Ends at Dawn</td>\n",
+       "      <td>2002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Aizaugusa gravi viegli krist</td>\n",
-       "      <td>1986</td>\n",
+       "      <td>Brothers of the West</td>\n",
+       "      <td>1937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Agliyorum</td>\n",
-       "      <td>1988</td>\n",
+       "      <td>Nemo</td>\n",
+       "      <td>1984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0_1_0</td>\n",
-       "      <td>2008</td>\n",
+       "      <td>Pereezd</td>\n",
+       "      <td>2014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>97 fung lau mung</td>\n",
-       "      <td>1994</td>\n",
+       "      <td>Bad for Business</td>\n",
+       "      <td>2007</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                          title  year\n",
-       "0                 A Lélek órása  1923\n",
-       "1  Aizaugusa gravi viegli krist  1986\n",
-       "2                     Agliyorum  1988\n",
-       "3                         0_1_0  2008\n",
-       "4              97 fung lau mung  1994"
+       "                   title  year\n",
+       "0  Tomorrow Ends at Dawn  2002\n",
+       "1   Brothers of the West  1937\n",
+       "2                   Nemo  1984\n",
+       "3                Pereezd  2014\n",
+       "4       Bad for Business  2007"
       ]
      },
      "execution_count": 3,
@@ -168,67 +168,60 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>The Core</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>Alejandro Abellan</td>\n",
+       "      <td>Suuri illusioni</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Homo $</td>\n",
        "      <td>actor</td>\n",
-       "      <td>U.S.S. Soldier</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Guests</td>\n",
+       "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Il momento di uccidere</td>\n",
-       "      <td>1968</td>\n",
-       "      <td>Remo De Angelis</td>\n",
+       "      <td>Gangsta Rap: The Glockumentary</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>9</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Across the Divide</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Thomas Delmar</td>\n",
+       "      <td>Menace II Society</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Lew-Loc</td>\n",
+       "      <td>27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Revan</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>Diego James</td>\n",
+       "      <td>Porndogs: The Adventures of Sadie</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Bosco</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Un homme marche dans la ville</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>Fabien Loris</td>\n",
+       "      <td>Stop Pepper Palmer</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>12</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           title  year               name   type  \\\n",
-       "0                       The Core  2003  Alejandro Abellan  actor   \n",
-       "1         Il momento di uccidere  1968    Remo De Angelis  actor   \n",
-       "2              Across the Divide  1921      Thomas Delmar  actor   \n",
-       "3                          Revan  2012        Diego James  actor   \n",
-       "4  Un homme marche dans la ville  1950       Fabien Loris  actor   \n",
-       "\n",
-       "        character   n  \n",
-       "0  U.S.S. Soldier NaN  \n",
-       "1            Dago   9  \n",
-       "2            Dago   4  \n",
-       "3            Dago NaN  \n",
-       "4            Dago  12  "
+       "                               title  year       name   type character   n\n",
+       "0                    Suuri illusioni  1985     Homo $  actor    Guests  22\n",
+       "1     Gangsta Rap: The Glockumentary  2007  Too $hort  actor   Himself NaN\n",
+       "2                  Menace II Society  1993  Too $hort  actor   Lew-Loc  27\n",
+       "3  Porndogs: The Adventures of Sadie  2009  Too $hort  actor     Bosco   3\n",
+       "4                 Stop Pepper Palmer  2014  Too $hort  actor   Himself NaN"
       ]
      },
      "execution_count": 4,
@@ -251,7 +244,7 @@
     {
      "data": {
       "text/plain": [
-       "306705"
+       "209286"
       ]
      },
      "execution_count": 5,
@@ -286,12 +279,12 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>172161</th>\n",
+       "      <th>2756</th>\n",
        "      <td>Miss Jerry</td>\n",
        "      <td>1894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>207934</th>\n",
+       "      <th>132322</th>\n",
        "      <td>Reproduction of the Corbett and Fitzsimmons Fight</td>\n",
        "      <td>1897</td>\n",
        "    </tr>\n",
@@ -301,8 +294,8 @@
       ],
       "text/plain": [
        "                                                    title  year\n",
-       "172161                                         Miss Jerry  1894\n",
-       "207934  Reproduction of the Corbett and Fitzsimmons Fight  1897"
+       "2756                                           Miss Jerry  1894\n",
+       "132322  Reproduction of the Corbett and Fitzsimmons Fight  1897"
       ]
      },
      "execution_count": 6,
@@ -385,7 +378,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>104882</th>\n",
+       "      <th>119520</th>\n",
        "      <td>Hamlet</td>\n",
        "      <td>1910</td>\n",
        "    </tr>\n",
@@ -395,7 +388,7 @@
       ],
       "text/plain": [
        "         title  year\n",
-       "104882  Hamlet  1910"
+       "119520  Hamlet  1910"
       ]
      },
      "execution_count": 9,
@@ -430,65 +423,59 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>285800</th>\n",
+       "      <th>89106</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>277236</th>\n",
+       "      <th>196051</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>286174</th>\n",
+       "      <th>154459</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1934</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>287490</th>\n",
+       "      <th>174074</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1950</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>285791</th>\n",
+       "      <th>72215</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1972</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>290784</th>\n",
+       "      <th>66550</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1973</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>285646</th>\n",
+       "      <th>18201</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>279936</th>\n",
+       "      <th>80930</th>\n",
        "      <td>Treasure Island</td>\n",
        "      <td>1999</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>306581</th>\n",
-       "      <td>Treasure Island</td>\n",
-       "      <td>2001</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "                  title  year\n",
-       "285800  Treasure Island  1918\n",
-       "277236  Treasure Island  1920\n",
-       "286174  Treasure Island  1934\n",
-       "287490  Treasure Island  1950\n",
-       "285791  Treasure Island  1972\n",
-       "290784  Treasure Island  1973\n",
-       "285646  Treasure Island  1985\n",
-       "279936  Treasure Island  1999\n",
-       "306581  Treasure Island  2001"
+       "89106   Treasure Island  1918\n",
+       "196051  Treasure Island  1920\n",
+       "154459  Treasure Island  1934\n",
+       "174074  Treasure Island  1950\n",
+       "72215   Treasure Island  1972\n",
+       "66550   Treasure Island  1973\n",
+       "18201   Treasure Island  1985\n",
+       "80930   Treasure Island  1999"
       ]
      },
      "execution_count": 10,
@@ -512,7 +499,7 @@
     {
      "data": {
       "text/plain": [
-       "1690"
+       "1029"
       ]
      },
      "execution_count": 11,
@@ -536,7 +523,7 @@
     {
      "data": {
       "text/plain": [
-       "2298"
+       "1419"
       ]
      },
      "execution_count": 12,
@@ -560,7 +547,7 @@
     {
      "data": {
       "text/plain": [
-       "19657"
+       "11989"
       ]
      },
      "execution_count": 13,
@@ -585,7 +572,7 @@
     {
      "data": {
       "text/plain": [
-       "19657"
+       "11989"
       ]
      },
      "execution_count": 14,
@@ -618,19 +605,14 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>24368</th>\n",
-       "      <td>Batman</td>\n",
-       "      <td>1989</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28556</th>\n",
+       "      <th>535</th>\n",
        "      <td>Batman</td>\n",
        "      <td>1943</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>305595</th>\n",
+       "      <th>132676</th>\n",
        "      <td>Batman</td>\n",
-       "      <td>1966</td>\n",
+       "      <td>1989</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -638,9 +620,8 @@
       ],
       "text/plain": [
        "         title  year\n",
-       "24368   Batman  1989\n",
-       "28556   Batman  1943\n",
-       "305595  Batman  1966"
+       "535     Batman  1943\n",
+       "132676  Batman  1989"
       ]
      },
      "execution_count": 15,
@@ -759,7 +740,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2351009</th>\n",
+       "      <th>757365</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -768,7 +749,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3652670</th>\n",
+       "      <th>3017825</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Eva Marie Saint</td>\n",
@@ -777,7 +758,7 @@
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2686063</th>\n",
+       "      <th>1265989</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>James Mason</td>\n",
@@ -786,7 +767,7 @@
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3434912</th>\n",
+       "      <th>2716993</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Jessie Royce Landis</td>\n",
@@ -795,7 +776,7 @@
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>856572</th>\n",
+       "      <th>308625</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Leo G. Carroll</td>\n",
@@ -804,7 +785,7 @@
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3223152</th>\n",
+       "      <th>2627970</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Josephine Hutchinson</td>\n",
@@ -813,7 +794,7 @@
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2817431</th>\n",
+       "      <th>1473804</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Philip Ober</td>\n",
@@ -822,7 +803,7 @@
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1055205</th>\n",
+       "      <th>1107146</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Martin Landau</td>\n",
@@ -831,7 +812,7 @@
        "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2286333</th>\n",
+       "      <th>2122318</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Adam Williams</td>\n",
@@ -840,7 +821,7 @@
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2833202</th>\n",
+       "      <th>1573755</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Edward Platt</td>\n",
@@ -849,7 +830,7 @@
        "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1172272</th>\n",
+       "      <th>578418</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Robert Ellenstein</td>\n",
@@ -858,7 +839,7 @@
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>426640</th>\n",
+       "      <th>1990909</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Les Tremayne</td>\n",
@@ -867,7 +848,7 @@
        "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1893667</th>\n",
+       "      <th>402492</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Philip Coolidge</td>\n",
@@ -876,7 +857,7 @@
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2730809</th>\n",
+       "      <th>1311473</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Patrick McVey</td>\n",
@@ -885,7 +866,7 @@
        "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1666244</th>\n",
+       "      <th>176953</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Edward Binns</td>\n",
@@ -894,7 +875,7 @@
        "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2643985</th>\n",
+       "      <th>1202896</th>\n",
        "      <td>North by Northwest</td>\n",
        "      <td>1959</td>\n",
        "      <td>Ken Lynch</td>\n",
@@ -908,40 +889,40 @@
       ],
       "text/plain": [
        "                      title  year                  name     type  \\\n",
-       "2351009  North by Northwest  1959            Cary Grant    actor   \n",
-       "3652670  North by Northwest  1959       Eva Marie Saint  actress   \n",
-       "2686063  North by Northwest  1959           James Mason    actor   \n",
-       "3434912  North by Northwest  1959   Jessie Royce Landis  actress   \n",
-       "856572   North by Northwest  1959        Leo G. Carroll    actor   \n",
-       "3223152  North by Northwest  1959  Josephine Hutchinson  actress   \n",
-       "2817431  North by Northwest  1959           Philip Ober    actor   \n",
-       "1055205  North by Northwest  1959         Martin Landau    actor   \n",
-       "2286333  North by Northwest  1959         Adam Williams    actor   \n",
-       "2833202  North by Northwest  1959          Edward Platt    actor   \n",
-       "1172272  North by Northwest  1959     Robert Ellenstein    actor   \n",
-       "426640   North by Northwest  1959          Les Tremayne    actor   \n",
-       "1893667  North by Northwest  1959       Philip Coolidge    actor   \n",
-       "2730809  North by Northwest  1959         Patrick McVey    actor   \n",
-       "1666244  North by Northwest  1959          Edward Binns    actor   \n",
-       "2643985  North by Northwest  1959             Ken Lynch    actor   \n",
+       "757365   North by Northwest  1959            Cary Grant    actor   \n",
+       "3017825  North by Northwest  1959       Eva Marie Saint  actress   \n",
+       "1265989  North by Northwest  1959           James Mason    actor   \n",
+       "2716993  North by Northwest  1959   Jessie Royce Landis  actress   \n",
+       "308625   North by Northwest  1959        Leo G. Carroll    actor   \n",
+       "2627970  North by Northwest  1959  Josephine Hutchinson  actress   \n",
+       "1473804  North by Northwest  1959           Philip Ober    actor   \n",
+       "1107146  North by Northwest  1959         Martin Landau    actor   \n",
+       "2122318  North by Northwest  1959         Adam Williams    actor   \n",
+       "1573755  North by Northwest  1959          Edward Platt    actor   \n",
+       "578418   North by Northwest  1959     Robert Ellenstein    actor   \n",
+       "1990909  North by Northwest  1959          Les Tremayne    actor   \n",
+       "402492   North by Northwest  1959       Philip Coolidge    actor   \n",
+       "1311473  North by Northwest  1959         Patrick McVey    actor   \n",
+       "176953   North by Northwest  1959          Edward Binns    actor   \n",
+       "1202896  North by Northwest  1959             Ken Lynch    actor   \n",
        "\n",
        "                           character   n  \n",
-       "2351009           Roger O. Thornhill   1  \n",
-       "3652670                  Eve Kendall   2  \n",
-       "2686063              Phillip Vandamm   3  \n",
-       "3434912              Clara Thornhill   4  \n",
-       "856572                 The Professor   5  \n",
-       "3223152                Mrs. Townsend   6  \n",
-       "2817431              Lester Townsend   7  \n",
-       "1055205                      Leonard   8  \n",
-       "2286333                     Valerian   9  \n",
-       "2833202              Victor Larrabee  10  \n",
-       "1172272                        Licht  11  \n",
-       "426640                    Auctioneer  12  \n",
-       "1893667                    Dr. Cross  13  \n",
-       "2730809               Sergeant Flamm  14  \n",
-       "1666244               Captain Junket  15  \n",
-       "2643985  Charley - Chicago Policeman  16  "
+       "757365            Roger O. Thornhill   1  \n",
+       "3017825                  Eve Kendall   2  \n",
+       "1265989              Phillip Vandamm   3  \n",
+       "2716993              Clara Thornhill   4  \n",
+       "308625                 The Professor   5  \n",
+       "2627970                Mrs. Townsend   6  \n",
+       "1473804              Lester Townsend   7  \n",
+       "1107146                      Leonard   8  \n",
+       "2122318                     Valerian   9  \n",
+       "1573755              Victor Larrabee  10  \n",
+       "578418                         Licht  11  \n",
+       "1990909                   Auctioneer  12  \n",
+       "402492                     Dr. Cross  13  \n",
+       "1311473               Sergeant Flamm  14  \n",
+       "176953                Captain Junket  15  \n",
+       "1202896  Charley - Chicago Policeman  16  "
       ]
      },
      "execution_count": 19,
@@ -985,7 +966,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2814149</th>\n",
+       "      <th>1482373</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
        "      <td>Laurence Olivier</td>\n",
@@ -994,7 +975,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1984265</th>\n",
+       "      <th>282327</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
        "      <td>Michael Caine</td>\n",
@@ -1003,7 +984,7 @@
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2003340</th>\n",
+       "      <th>323726</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
        "      <td>Alec Cawthorne</td>\n",
@@ -1012,25 +993,25 @@
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2705846</th>\n",
+       "      <th>1273111</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
-       "      <td>John Matthews (II)</td>\n",
+       "      <td>John (II) Matthews</td>\n",
        "      <td>actor</td>\n",
        "      <td>Detective Sergeant Tarrant</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3291632</th>\n",
+       "      <th>2356004</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
-       "      <td>Eve Channing (III)</td>\n",
+       "      <td>Eve (III) Channing</td>\n",
        "      <td>actress</td>\n",
        "      <td>Marguerite Wyke</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2692692</th>\n",
+       "      <th>1258789</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>1972</td>\n",
        "      <td>Teddy Martin</td>\n",
@@ -1044,20 +1025,20 @@
       ],
       "text/plain": [
        "          title  year                name     type  \\\n",
-       "2814149  Sleuth  1972    Laurence Olivier    actor   \n",
-       "1984265  Sleuth  1972       Michael Caine    actor   \n",
-       "2003340  Sleuth  1972      Alec Cawthorne    actor   \n",
-       "2705846  Sleuth  1972  John Matthews (II)    actor   \n",
-       "3291632  Sleuth  1972  Eve Channing (III)  actress   \n",
-       "2692692  Sleuth  1972        Teddy Martin    actor   \n",
+       "1482373  Sleuth  1972    Laurence Olivier    actor   \n",
+       "282327   Sleuth  1972       Michael Caine    actor   \n",
+       "323726   Sleuth  1972      Alec Cawthorne    actor   \n",
+       "1273111  Sleuth  1972  John (II) Matthews    actor   \n",
+       "2356004  Sleuth  1972  Eve (III) Channing  actress   \n",
+       "1258789  Sleuth  1972        Teddy Martin    actor   \n",
        "\n",
        "                          character  n  \n",
-       "2814149                 Andrew Wyke  1  \n",
-       "1984265                 Milo Tindle  2  \n",
-       "2003340           Inspector Doppler  3  \n",
-       "2705846  Detective Sergeant Tarrant  4  \n",
-       "3291632             Marguerite Wyke  5  \n",
-       "2692692      Police Constable Higgs  6  "
+       "1482373                 Andrew Wyke  1  \n",
+       "282327                  Milo Tindle  2  \n",
+       "323726            Inspector Doppler  3  \n",
+       "1273111  Detective Sergeant Tarrant  4  \n",
+       "2356004             Marguerite Wyke  5  \n",
+       "1258789      Police Constable Higgs  6  "
       ]
      },
      "execution_count": 20,
@@ -1100,7 +1081,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>430327</th>\n",
+       "      <th>282328</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
        "      <td>Michael Caine</td>\n",
@@ -1109,7 +1090,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>396665</th>\n",
+       "      <th>1123295</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
        "      <td>Jude Law</td>\n",
@@ -1118,7 +1099,7 @@
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2129609</th>\n",
+       "      <th>1569094</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
        "      <td>Harold Pinter</td>\n",
@@ -1127,16 +1108,7 @@
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>492094</th>\n",
-       "      <td>Sleuth</td>\n",
-       "      <td>2007</td>\n",
-       "      <td>Carmel O'Sullivan</td>\n",
-       "      <td>actress</td>\n",
-       "      <td>Maggie</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1846626</th>\n",
+       "      <th>223724</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
        "      <td>Kenneth Branagh</td>\n",
@@ -1145,36 +1117,45 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2003341</th>\n",
+       "      <th>323727</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
-       "      <td>Alec Cawthorne (II)</td>\n",
+       "      <td>Alec (II) Cawthorne</td>\n",
        "      <td>actor</td>\n",
        "      <td>Inspector Doppler</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3291631</th>\n",
+       "      <th>2356003</th>\n",
        "      <td>Sleuth</td>\n",
        "      <td>2007</td>\n",
-       "      <td>Eve Channing (II)</td>\n",
+       "      <td>Eve (II) Channing</td>\n",
        "      <td>actress</td>\n",
        "      <td>Marguerite Wyke</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2895151</th>\n",
+       "      <td>Sleuth</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Carmel O'Sullivan</td>\n",
+       "      <td>actress</td>\n",
+       "      <td>Maggie</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "          title  year                 name     type          character   n\n",
-       "430327   Sleuth  2007        Michael Caine    actor             Andrew   1\n",
-       "396665   Sleuth  2007             Jude Law    actor               Milo   2\n",
-       "2129609  Sleuth  2007        Harold Pinter    actor        Man on T.V.   3\n",
-       "492094   Sleuth  2007    Carmel O'Sullivan  actress             Maggie NaN\n",
-       "1846626  Sleuth  2007      Kenneth Branagh    actor  Other Man on T.V. NaN\n",
-       "2003341  Sleuth  2007  Alec Cawthorne (II)    actor  Inspector Doppler NaN\n",
-       "3291631  Sleuth  2007    Eve Channing (II)  actress    Marguerite Wyke NaN"
+       "282328   Sleuth  2007        Michael Caine    actor             Andrew   1\n",
+       "1123295  Sleuth  2007             Jude Law    actor               Milo   2\n",
+       "1569094  Sleuth  2007        Harold Pinter    actor        Man on T.V.   3\n",
+       "223724   Sleuth  2007      Kenneth Branagh    actor  Other Man on T.V. NaN\n",
+       "323727   Sleuth  2007  Alec (II) Cawthorne    actor  Inspector Doppler NaN\n",
+       "2356003  Sleuth  2007    Eve (II) Channing  actress    Marguerite Wyke NaN\n",
+       "2895151  Sleuth  2007    Carmel O'Sullivan  actress             Maggie NaN"
       ]
      },
      "execution_count": 21,
@@ -1254,7 +1235,7 @@
     {
      "data": {
       "text/plain": [
-       "91"
+       "81"
       ]
      },
      "execution_count": 24,
@@ -1280,7 +1261,7 @@
     {
      "data": {
       "text/plain": [
-       "95"
+       "93"
       ]
      },
      "execution_count": 25,
@@ -1306,7 +1287,7 @@
     {
      "data": {
       "text/plain": [
-       "18"
+       "16"
       ]
      },
      "execution_count": 26,
@@ -1332,7 +1313,7 @@
     {
      "data": {
       "text/plain": [
-       "203"
+       "186"
       ]
      },
      "execution_count": 27,
@@ -1425,7 +1406,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>420006</th>\n",
+       "      <th>757362</th>\n",
        "      <td>My Favorite Wife</td>\n",
        "      <td>1940</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1434,7 +1415,7 @@
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1874479</th>\n",
+       "      <th>757372</th>\n",
        "      <td>Penny Serenade</td>\n",
        "      <td>1941</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1447,9 +1428,9 @@
        "</div>"
       ],
       "text/plain": [
-       "                    title  year        name   type    character  n\n",
-       "420006   My Favorite Wife  1940  Cary Grant  actor         Nick  2\n",
-       "1874479    Penny Serenade  1941  Cary Grant  actor  Roger Adams  2"
+       "                   title  year        name   type    character  n\n",
+       "757362  My Favorite Wife  1940  Cary Grant  actor         Nick  2\n",
+       "757372    Penny Serenade  1941  Cary Grant  actor  Roger Adams  2"
       ]
      },
      "execution_count": 30,
@@ -1494,25 +1475,25 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2096015</th>\n",
-       "      <td>His Girl Friday</td>\n",
+       "      <th>757387</th>\n",
+       "      <td>The Howards of Virginia</td>\n",
        "      <td>1940</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Walter Burns</td>\n",
+       "      <td>Matt Howard</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2370505</th>\n",
-       "      <td>The Howards of Virginia</td>\n",
+       "      <th>757344</th>\n",
+       "      <td>His Girl Friday</td>\n",
        "      <td>1940</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Matt Howard</td>\n",
+       "      <td>Walter Burns</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2054305</th>\n",
+       "      <th>757389</th>\n",
        "      <td>The Philadelphia Story</td>\n",
        "      <td>1940</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1521,7 +1502,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>295100</th>\n",
+       "      <th>757377</th>\n",
        "      <td>Suspicion</td>\n",
        "      <td>1941</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1530,25 +1511,25 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2337176</th>\n",
-       "      <td>Once Upon a Honeymoon</td>\n",
+       "      <th>757391</th>\n",
+       "      <td>The Talk of the Town</td>\n",
        "      <td>1942</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Patrick 'Pat' O'Toole</td>\n",
+       "      <td>Leopold Dilg</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2332000</th>\n",
-       "      <td>The Talk of the Town</td>\n",
+       "      <th>757368</th>\n",
+       "      <td>Once Upon a Honeymoon</td>\n",
        "      <td>1942</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Leopold Dilg</td>\n",
+       "      <td>Patrick 'Pat' O'Toole</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2335208</th>\n",
+       "      <th>757335</th>\n",
        "      <td>Destination Tokyo</td>\n",
        "      <td>1943</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1557,43 +1538,43 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2378496</th>\n",
+       "      <th>757360</th>\n",
        "      <td>Mr. Lucky</td>\n",
        "      <td>1943</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Joe Bascopolous</td>\n",
+       "      <td>Joe Adams</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>370246</th>\n",
+       "      <th>757361</th>\n",
        "      <td>Mr. Lucky</td>\n",
        "      <td>1943</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Joe Adams</td>\n",
+       "      <td>Joe Bascopolous</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1758209</th>\n",
-       "      <td>Arsenic and Old Lace</td>\n",
+       "      <th>757369</th>\n",
+       "      <td>Once Upon a Time</td>\n",
        "      <td>1944</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Mortimer Brewster</td>\n",
+       "      <td>Jerry Flynn</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1549663</th>\n",
-       "      <td>Once Upon a Time</td>\n",
+       "      <th>757327</th>\n",
+       "      <td>Arsenic and Old Lace</td>\n",
        "      <td>1944</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Jerry Flynn</td>\n",
+       "      <td>Mortimer Brewster</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2340835</th>\n",
+       "      <th>757364</th>\n",
        "      <td>None But the Lonely Heart</td>\n",
        "      <td>1944</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1602,61 +1583,61 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1211511</th>\n",
-       "      <td>Notorious</td>\n",
+       "      <th>757363</th>\n",
+       "      <td>Night and Day</td>\n",
        "      <td>1946</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Devlin</td>\n",
+       "      <td>Cole Porter</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2363566</th>\n",
-       "      <td>Night and Day</td>\n",
+       "      <th>757366</th>\n",
+       "      <td>Notorious</td>\n",
        "      <td>1946</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Cole Porter</td>\n",
+       "      <td>Devlin</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1113306</th>\n",
-       "      <td>The Bishop's Wife</td>\n",
+       "      <th>757383</th>\n",
+       "      <td>The Bachelor and the Bobby-Soxer</td>\n",
        "      <td>1947</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dudley</td>\n",
+       "      <td>Dick</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>247177</th>\n",
-       "      <td>The Bachelor and the Bobby-Soxer</td>\n",
+       "      <th>757384</th>\n",
+       "      <td>The Bishop's Wife</td>\n",
        "      <td>1947</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dick</td>\n",
+       "      <td>Dudley</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2345284</th>\n",
-       "      <td>Every Girl Should Be Married</td>\n",
+       "      <th>757359</th>\n",
+       "      <td>Mr. Blandings Builds His Dream House</td>\n",
        "      <td>1948</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dr. Madison Brown</td>\n",
+       "      <td>Jim Blandings</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1953698</th>\n",
-       "      <td>Mr. Blandings Builds His Dream House</td>\n",
+       "      <th>757339</th>\n",
+       "      <td>Every Girl Should Be Married</td>\n",
        "      <td>1948</td>\n",
        "      <td>Cary Grant</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Jim Blandings</td>\n",
+       "      <td>Dr. Madison Brown</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2373103</th>\n",
+       "      <th>757348</th>\n",
        "      <td>I Was a Male War Bride</td>\n",
        "      <td>1949</td>\n",
        "      <td>Cary Grant</td>\n",
@@ -1669,47 +1650,47 @@
        "</div>"
       ],
       "text/plain": [
-       "                                        title  year        name   type  \\\n",
-       "2096015                       His Girl Friday  1940  Cary Grant  actor   \n",
-       "2370505               The Howards of Virginia  1940  Cary Grant  actor   \n",
-       "2054305                The Philadelphia Story  1940  Cary Grant  actor   \n",
-       "295100                              Suspicion  1941  Cary Grant  actor   \n",
-       "2337176                 Once Upon a Honeymoon  1942  Cary Grant  actor   \n",
-       "2332000                  The Talk of the Town  1942  Cary Grant  actor   \n",
-       "2335208                     Destination Tokyo  1943  Cary Grant  actor   \n",
-       "2378496                             Mr. Lucky  1943  Cary Grant  actor   \n",
-       "370246                              Mr. Lucky  1943  Cary Grant  actor   \n",
-       "1758209                  Arsenic and Old Lace  1944  Cary Grant  actor   \n",
-       "1549663                      Once Upon a Time  1944  Cary Grant  actor   \n",
-       "2340835             None But the Lonely Heart  1944  Cary Grant  actor   \n",
-       "1211511                             Notorious  1946  Cary Grant  actor   \n",
-       "2363566                         Night and Day  1946  Cary Grant  actor   \n",
-       "1113306                     The Bishop's Wife  1947  Cary Grant  actor   \n",
-       "247177       The Bachelor and the Bobby-Soxer  1947  Cary Grant  actor   \n",
-       "2345284          Every Girl Should Be Married  1948  Cary Grant  actor   \n",
-       "1953698  Mr. Blandings Builds His Dream House  1948  Cary Grant  actor   \n",
-       "2373103                I Was a Male War Bride  1949  Cary Grant  actor   \n",
+       "                                       title  year        name   type  \\\n",
+       "757387               The Howards of Virginia  1940  Cary Grant  actor   \n",
+       "757344                       His Girl Friday  1940  Cary Grant  actor   \n",
+       "757389                The Philadelphia Story  1940  Cary Grant  actor   \n",
+       "757377                             Suspicion  1941  Cary Grant  actor   \n",
+       "757391                  The Talk of the Town  1942  Cary Grant  actor   \n",
+       "757368                 Once Upon a Honeymoon  1942  Cary Grant  actor   \n",
+       "757335                     Destination Tokyo  1943  Cary Grant  actor   \n",
+       "757360                             Mr. Lucky  1943  Cary Grant  actor   \n",
+       "757361                             Mr. Lucky  1943  Cary Grant  actor   \n",
+       "757369                      Once Upon a Time  1944  Cary Grant  actor   \n",
+       "757327                  Arsenic and Old Lace  1944  Cary Grant  actor   \n",
+       "757364             None But the Lonely Heart  1944  Cary Grant  actor   \n",
+       "757363                         Night and Day  1946  Cary Grant  actor   \n",
+       "757366                             Notorious  1946  Cary Grant  actor   \n",
+       "757383      The Bachelor and the Bobby-Soxer  1947  Cary Grant  actor   \n",
+       "757384                     The Bishop's Wife  1947  Cary Grant  actor   \n",
+       "757359  Mr. Blandings Builds His Dream House  1948  Cary Grant  actor   \n",
+       "757339          Every Girl Should Be Married  1948  Cary Grant  actor   \n",
+       "757348                I Was a Male War Bride  1949  Cary Grant  actor   \n",
        "\n",
-       "                     character  n  \n",
-       "2096015           Walter Burns  1  \n",
-       "2370505            Matt Howard  1  \n",
-       "2054305      C.K. Dexter Haven  1  \n",
-       "295100                 Johnnie  1  \n",
-       "2337176  Patrick 'Pat' O'Toole  1  \n",
-       "2332000           Leopold Dilg  1  \n",
-       "2335208          Capt. Cassidy  1  \n",
-       "2378496        Joe Bascopolous  1  \n",
-       "370246               Joe Adams  1  \n",
-       "1758209      Mortimer Brewster  1  \n",
-       "1549663            Jerry Flynn  1  \n",
-       "2340835             Ernie Mott  1  \n",
-       "1211511                 Devlin  1  \n",
-       "2363566            Cole Porter  1  \n",
-       "1113306                 Dudley  1  \n",
-       "247177                    Dick  1  \n",
-       "2345284      Dr. Madison Brown  1  \n",
-       "1953698          Jim Blandings  1  \n",
-       "2373103    Capt. Henri Rochard  1  "
+       "                    character  n  \n",
+       "757387            Matt Howard  1  \n",
+       "757344           Walter Burns  1  \n",
+       "757389      C.K. Dexter Haven  1  \n",
+       "757377                Johnnie  1  \n",
+       "757391           Leopold Dilg  1  \n",
+       "757368  Patrick 'Pat' O'Toole  1  \n",
+       "757335          Capt. Cassidy  1  \n",
+       "757360              Joe Adams  1  \n",
+       "757361        Joe Bascopolous  1  \n",
+       "757369            Jerry Flynn  1  \n",
+       "757327      Mortimer Brewster  1  \n",
+       "757364             Ernie Mott  1  \n",
+       "757363            Cole Porter  1  \n",
+       "757366                 Devlin  1  \n",
+       "757383                   Dick  1  \n",
+       "757384                 Dudley  1  \n",
+       "757359          Jim Blandings  1  \n",
+       "757339      Dr. Madison Brown  1  \n",
+       "757348    Capt. Henri Rochard  1  "
       ]
      },
      "execution_count": 31,
@@ -1738,7 +1719,7 @@
     {
      "data": {
       "text/plain": [
-       "178671"
+       "146164"
       ]
      },
      "execution_count": 32,
@@ -1765,7 +1746,7 @@
     {
      "data": {
       "text/plain": [
-       "69940"
+       "53430"
       ]
      },
      "execution_count": 33,
@@ -1792,7 +1773,7 @@
     {
      "data": {
       "text/plain": [
-       "79080"
+       "61005"
       ]
      },
      "execution_count": 34,
@@ -1820,7 +1801,7 @@
     {
      "data": {
       "text/plain": [
-       "1292037"
+       "1037396"
       ]
      },
      "execution_count": 35,
@@ -1848,7 +1829,7 @@
     {
      "data": {
       "text/plain": [
-       "502884"
+       "409437"
       ]
      },
      "execution_count": 36,
diff --git a/Solutions-2.ipynb b/Solutions-2.ipynb
index 65914db..9402453 100644
--- a/Solutions-2.ipynb
+++ b/Solutions-2.ipynb
@@ -96,40 +96,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>A Lélek órása</td>\n",
-       "      <td>1923</td>\n",
+       "      <td>Tomorrow Ends at Dawn</td>\n",
+       "      <td>2002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Aizaugusa gravi viegli krist</td>\n",
-       "      <td>1986</td>\n",
+       "      <td>Brothers of the West</td>\n",
+       "      <td>1937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Agliyorum</td>\n",
-       "      <td>1988</td>\n",
+       "      <td>Nemo</td>\n",
+       "      <td>1984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0_1_0</td>\n",
-       "      <td>2008</td>\n",
+       "      <td>Pereezd</td>\n",
+       "      <td>2014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>97 fung lau mung</td>\n",
-       "      <td>1994</td>\n",
+       "      <td>Bad for Business</td>\n",
+       "      <td>2007</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                          title  year\n",
-       "0                 A Lélek órása  1923\n",
-       "1  Aizaugusa gravi viegli krist  1986\n",
-       "2                     Agliyorum  1988\n",
-       "3                         0_1_0  2008\n",
-       "4              97 fung lau mung  1994"
+       "                   title  year\n",
+       "0  Tomorrow Ends at Dawn  2002\n",
+       "1   Brothers of the West  1937\n",
+       "2                   Nemo  1984\n",
+       "3                Pereezd  2014\n",
+       "4       Bad for Business  2007"
       ]
      },
      "execution_count": 3,
@@ -168,67 +168,60 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>The Core</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>Alejandro Abellan</td>\n",
+       "      <td>Suuri illusioni</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Homo $</td>\n",
        "      <td>actor</td>\n",
-       "      <td>U.S.S. Soldier</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Guests</td>\n",
+       "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Il momento di uccidere</td>\n",
-       "      <td>1968</td>\n",
-       "      <td>Remo De Angelis</td>\n",
+       "      <td>Gangsta Rap: The Glockumentary</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>9</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Across the Divide</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Thomas Delmar</td>\n",
+       "      <td>Menace II Society</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Lew-Loc</td>\n",
+       "      <td>27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Revan</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>Diego James</td>\n",
+       "      <td>Porndogs: The Adventures of Sadie</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Bosco</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Un homme marche dans la ville</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>Fabien Loris</td>\n",
+       "      <td>Stop Pepper Palmer</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>12</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           title  year               name   type  \\\n",
-       "0                       The Core  2003  Alejandro Abellan  actor   \n",
-       "1         Il momento di uccidere  1968    Remo De Angelis  actor   \n",
-       "2              Across the Divide  1921      Thomas Delmar  actor   \n",
-       "3                          Revan  2012        Diego James  actor   \n",
-       "4  Un homme marche dans la ville  1950       Fabien Loris  actor   \n",
-       "\n",
-       "        character   n  \n",
-       "0  U.S.S. Soldier NaN  \n",
-       "1            Dago   9  \n",
-       "2            Dago   4  \n",
-       "3            Dago NaN  \n",
-       "4            Dago  12  "
+       "                               title  year       name   type character   n\n",
+       "0                    Suuri illusioni  1985     Homo $  actor    Guests  22\n",
+       "1     Gangsta Rap: The Glockumentary  2007  Too $hort  actor   Himself NaN\n",
+       "2                  Menace II Society  1993  Too $hort  actor   Lew-Loc  27\n",
+       "3  Porndogs: The Adventures of Sadie  2009  Too $hort  actor     Bosco   3\n",
+       "4                 Stop Pepper Palmer  2014  Too $hort  actor   Himself NaN"
       ]
      },
      "execution_count": 4,
@@ -251,16 +244,16 @@
     {
      "data": {
       "text/plain": [
-       "Carmen                  20\n",
        "Hamlet                  19\n",
-       "Anna Karenina           16\n",
-       "Macbeth                 14\n",
-       "Kismet                  14\n",
-       "Anna                    13\n",
-       "The Three Musketeers    13\n",
-       "Maya                    13\n",
-       "Underground             12\n",
-       "Eva                     12\n",
+       "Carmen                  13\n",
+       "Macbeth                 12\n",
+       "The Three Musketeers    12\n",
+       "She                     11\n",
+       "Maya                    11\n",
+       "The Outsider            11\n",
+       "Karma                   10\n",
+       "Anna Karenina           10\n",
+       "Temptation              10\n",
        "dtype: int64"
       ]
      },
@@ -285,9 +278,9 @@
     {
      "data": {
       "text/plain": [
-       "1936    1792\n",
-       "1938    1785\n",
-       "1937    1785\n",
+       "1937    1180\n",
+       "1936    1116\n",
+       "1938    1115\n",
        "dtype: int64"
       ]
      },
@@ -314,7 +307,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcc433e9898>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275b321160>"
       ]
      },
      "execution_count": 7,
@@ -323,152 +316,9 @@
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fcc2ee36f28>"
+       "<matplotlib.figure.Figure at 0x7f27642ee080>"
       ]
      },
      "metadata": {},
@@ -493,7 +343,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcc48231eb8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275ce86e48>"
       ]
      },
      "execution_count": 8,
@@ -502,152 +352,9 @@
     },
     {
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Hfa8/6TFwgaRmt1+PL6De8X3f32s/3pMdz+D+Zv3n5/KEPcykp/XzM//jUZjHfnFiy9rr\nb+T26+Xd9aoV1jHR68Al7QBuHTUDH3Hu14CLIuKRoY97Bm4bluV5kaUjA8/AZ9nR+HXgkrZLUr18\nMd0nhUfG/DEzMztJk7yM8Ebgs8DzJR2R9BZJeyTtqae8DjgsaRm4Bnh9f7mlv6UnlGPGmKMjQ0On\ntA4gR0OWx6S0DqhK6wCaz8Aj4g1jrr8OuG5mRWZmNhG/F4qlluV5kaUjA8/AZ9nh90IxM9uSFmwD\nL60DkswYc3RkaOiU1gHkaMjymJTWAVVpHUDz90IxM7OcPAO31LI8L7J0ZOAZ+Cw7PAM3M9uSFmwD\nL60DkswYc3RkaOiU1gHkaMjymJTWAVVpHYBn4GZmNpJn4JZaludFlo4MPAOfZYdn4GZmW9KCbeCl\ndUCSGWOOjgwNndI6gBwNWR6T0jqgKq0D8AzczMxG8gzcUsvyvMjSkYFn4LPs8AzczGxLWrANvLQO\nSDJjzNGRoaFTWgeQoyHLY1JaB1SldQCegZuZ2UiegVtqWZ4XWToy8Ax8lh2egZuZbUkLtoGX1gFJ\nZow5OjI0dErrAHI0ZHlMSuuAqrQOoPkMXNJHJD0s6fA651wr6X5JhyRdONtEMzMbZewMXNLLgceA\nj0bEC0dcvwvYGxG7JL0EeH9E7BxxnmfgtmFZnhdZOjLwDHyWHT3PwCPij4BH1znlCuCGeu4B4AxJ\n28eta2ZmJ2cWM/AzgSMDxw8CZ81g3RFKP8tuQI4ZY46ODA2d0jqAHA1ZHpPSOqAqrQPou2HbjNYZ\n/vJ+5PcUkvYBK/XwKLAcEeX4GQVYGrjM0PHymOtPuK0lgNX1Jz0G7hjVPrT2uFMALpvm9iOidN+W\njTdBx2XT3P7A8Uzui4jQSTweVam/L011PO3tT/78XJ6wh5PpGft41HPXvf5kHo/j98fqf88S0xz3\n/3gU5rRfTLT+Rm6/Xt5dr1phHRO9DlzSDuDWNWbgHwJKRNxUj+8DLo2Ih4fOW4gZeIaODA1ZOjI0\nZOnI0DCbjgwNWTravw78FuDN9YZ2AkeHN28zM5u9SV5GeCPwWeD5ko5IeoukPZL2AETEfuCrkh4A\nrgeu7C+39Lf0xErrgKq0DiBHA+ToKK0DqtI6gBwNkKOj9Lr62Bl4RLxhgnP2zibHzMwm5fdCSdiR\noSFLR4aGLB0ZGmbTkaEhS0f7GbiZmTWwYBt4aR1AjgbI0VFaB1SldQA5GiBHR2kdUJXWATR/LxQz\nM8vJM/CEHRkasnRkaMjSkaFhNh0ZGrJ0eAZuZrYlLdgGXloHkKMBcnSU1gFVaR1AjgbI0VFaB1Sl\ndQCegZuZ2UiegSfsyNCQpSNDQ5aODA2z6cjQkKXDM3Azsy1pwTbw0jqAHA2Qo6O0DqhK6wByNECO\njtI6oCqtA/AM3MzMRvIMPGFHhoYsHRkasnRkaJhNR4aGLB2egZuZbUkLtoGX1gHkaIAcHaV1QFVa\nB5CjAXJ0lNYBVWkdgGfgZmY2kmfgCTsyNGTpyNCQpSNDw2w6MjRk6fAM3MxsS1qwDby0DiBHA+To\nKK0DqtI6gBwNkKOjtA6oSusAUszAJV0u6T5J90t654jrlyR9W9LB+uuq2aeamdmgsTNwSacCXwF+\nBngI+Dzwhoi4d+CcJeDtEXHFOut4Br5ADVk6MjRk6cjQMJuODA1ZOvqfgV8MPBARKxHxA+Am4DUj\nS8zMbG4m2cDPBI4MHD9YPzYogEskHZK0X9L5swo8Ueln2Q0prQOq0jqAHA2Qo6O0DqhK6wByNECO\njtLr6tsmOGeS7w/uBs6OiGOSXgXcDJw3fJKkfcBKPTwKLEdEOX5GAZYGLjN0vDzm+hNuawlgdf1J\nj09sWXv9ta9fOqnbP35/rL9+d1+sd3235rS3P9n9keHxmOz45B+P1TXXur1xj8fAMifRc2LL2uv3\ndfuTPz/XP+7/8SjkeH5Odv3g+vXy7nrVCuuYZAa+E7g6Ii6vx78MPB4Rv77On/kacFFEPDLwMc/A\nF6ghS0eGhiwdGRpm05GhIUtH/zPwLwDnStoh6TTg54Bbhm5guyTVyxfTfWJ45MlLmZnZrIzdwCPi\nh8Be4HbgHuC/RcS9kvZI2lNPex1wWNIycA3w+n5ySz/LbkhpHVCV1gHkaIAcHaV1QFVaB5CjAXJ0\nlF5Xn2QGTkTcBtw29LHrBy5fB1w32zQzM1uP3wslYUeGhiwdGRqydGRomE1HhoYsHX4vFDOzLWnB\nNvDSOoAcDZCjo7QOqErrAHI0QI6O0jqgKq0DSPFeKGZmlo9n4Ak7MjRk6cjQkKUjQ8NsOjI0ZOnw\nDNzMbEtasA28tA4gRwPk6CitA6rSOoAcDZCjo7QOqErrADwDNzOzkTwDT9iRoSFLR4aGLB0ZGmbT\nkaEhS4dn4GZmW9KCbeCldQA5GiBHR2kdUJXWAeRogBwdpXVAVVoH4Bm4mZmN5Bl4wo4MDVk6MjRk\n6cjQMJuODA1ZOjwDNzPbkhZsAy+tA8jRADk6SuuAqrQOIEcD5OgorQOq0joAz8DNzGwkz8ATdmRo\nyNKRoSFLR4aG2XRkaMjS4Rm4mdmWNHYDl3S5pPsk3S/pnWucc229/pCkC2efuar0t/TESuuAqrQO\nIEcD5OgorQOq0jqAHA2Qo6P0uvq6G7ikU4HfBi4HzgfeIOkFQ+fsAp4XEecCvwh8sKdWYLm/pSeW\noQFydGRogBwdGRogR0eGBsjR0W/DuK/ALwYeiIiViPgBcBPwmqFzrgBuAIiIA8AZkrbPvBSAo/0s\nuyEZGiBHR4YGyNGRoQFydGRogBwd/TaM28DPBI4MHD9YPzbunLNOPs3MzNYzbgOf9Merwz8h7eml\nLSv9LLshK60DqpXWAeRogBwdK60DqpXWAeRogBwdK72uvu7LCCXtBK6OiMvr8S8Dj0fErw+c8yGg\nRMRN9fg+4NKIeHhorfm8XtHMbJNZ62WE28b8uS8A50raAXwd+DngDUPn3ALsBW6qG/7R4c17vQAz\nM5vOuht4RPxQ0l7gduBU4MMRca+kPfX66yNiv6Rdkh4Avgv8Qu/VZmY2v7+JaWZms+W/iWlmtqDG\nzcDNzNKTdDnwWo6/zPkh4OaI+J+buSHtCGWrPiBZOzI0ZOnI0JClI0nD+4FzgY/W24fu76K8ie4v\nIr51szak3MC38gOSsSNDQ5aODA1ZOjI01I7761t5DH9cwP0R8bxN2xAR6X7V/+BRHxfdE2NLNGTp\nyNCQpSNDQ5aODA319g4DF4/4+EuAw5u5IesM/C8lXRwRnxv6+MXA97ZQQ5aODA1ZOjI0ZOnI0ACw\nG/igpGfQvZUHdN8JfKdet2kbso5QLqJ7V8NRd8aVEXHXVmjI0pGhIUtHhoYsHRkahnqeAzy3Hj4U\nEd+Y5+0PNDzx84CI+LNeby/jBr5q3ndG1oYRHQ9uhSfnBB3BFvkfdcKO1s+LAL7e6P9T0Y0rnrgv\ngM9Fgg1O0k9GxH29rJ3gv29D+rwz1ri9p0T3VrqDH3tWRPz5vBpGNF0ZER9oePvPoPvh1VcjYm7v\n2SnpNOCHEfF4Pf5p4MXAlyPitjk1vCgivjiP2xpH0t8CvhMRRyWdA1wE3BcRX5pzx9+n+8r7R8Cf\nzPP/z3r7Pwt8AHiAE78TOJfuO4Hb59kzTNKRiDi7l7UXcAPv7c4Yup3LgN8BngbcBeyJiK/V6w5G\nRI//8tAJHf9yxIffDfw7gIh47xwaPhARV9bLLwP+K/B/6P4H2RMRn+i7od72F+neKO1RSb8E/CNg\nP3ApcFdEvGsODT8CvgbcCNwYEff0fZtrdLwL2AN8H/gN4B3AZ4CdwEci4jfn0HAp8Jt0b3p9EfBZ\n4AzgB8CbIuLIOn98lh33AZdHxMrQx88BbouIn5xDw2+tc/XuiHhGH7eb8oeYY+6MM+aU8RvAPwTu\nAf4x8ElJb4qI/z2n21/1HuATtQO6n/CfQjd3nJd/MHD5V4DXRsTdkv428N9r3zycEhGP1suvB14W\nEd+T9GvAQaD3DRz4It3L5P4ZcIukY3Sf0G4a3kB69ma6fyXr6XTvWXpORHxL0tOBz9FtrH17P/DK\nervnAO+LiJdKeiXwYeBn59AA3fs0PTTi4w8xvz1uN90n0b/ixLfTFt1zpRcpN3Aa3RlDTouIL9fL\nH5d0L/B7a/27oD06H3gv3f+oV0fEMUk/HxHvmXPHqh+PiLsBIuKrkub5dgx/IemFEXEY+Bbdd0ff\nA57Ck9+Tvjd1RPFu4N2SXkL3yeROSX8aEZfMKeOH9ZPX94FjwCO17buSHp9TwykR8a16+U+Bn6gN\nn6yvEZ+XjwCfl3Qjx0coZ9M9Lh+ZU8MXgC9FxGeGr5B0dV83mnKEIukO4Ko17oyViNgxh4YvAK8e\n/KGQpLPovtr8OxFxet8NQz2vBf4V8D7g30fEOXO87e/RzRcBzgHOrmOMU4FDEfF359TxIrqx1hfp\nPrG/DPhfwAuB90bEf5lDw8jxWf1E9oqIKH031Nu7sV58Ot2rPp4G/A/gp+m++HjjHBr+M/A4cAfd\nP634YES8vX4XcNc8RhcDLefT/XOPT7wKBbhlXiMuSc8E/jIijs3j9p643aQbeJM7Y6jhlcC3ImJ5\n6ONnAHsj4lcaNJ0OXE33FwZeMcfb3TH0oa9HxPclPYtu0/q9ObZso/vW/Dy67yCPALfP64epkv75\nPD5RTNDxVLqvMP8sIm6X9EbgEuA+4PqI+Ks5NJwG/AvgBcAhutn7jyQ9Ddg+55HSlpRyAzczm1T9\noupddO/Jsp3uu7NvAjcDvzaPT+6tGlK+naykZ0j6t5K+LOk7kv5c0gFJu7dSwzodf+z7ws8LPy+e\n8DHgUWAJeGZEPBO4jO7VMR/bzA0pvwKXdAvdPO8PgH8CnA7cBFxFN2d791ZoyNKRoSFLR4aGLB0Z\nGmrHn0TEeRu9blM0xJzecGYjv4AvDh1/of5+CvCVrdKQpSNDQ5aODA1ZOjI01Nv7JN0P+LcPfOzZ\nwDuBP9jMDSlHKMB3Jb0cQNJrgP8HEPVv4G2hhiwdGRqydGRoyNKRoQG6f2z9WcCnJT0q6VGgAH8d\n+KebumFenyU3+Nnsp4DP082PPgM8v378bwBv3SoNWToyNGTpyNCQpSNDw0DLC4CfAZ4x9PHLN3PD\n3O7gGd5Jb3FDno4MDVk6MjRk6ZhnA/BW4Ct0r/j4v3R/U3j1uoObuSHlDzHXozm9F0r2hiwdGRqy\ndGRoyNIxzwZJXwJ2RsRj9e8s/C7wOxFxzVp/8WqzNKT8q/SSDq9z9fat0pClI0NDlo4MDVk6MjRU\niojHACJiRd2bbP2upJ9gfm+x0KQh5QYO/E3gcrrXVQ777BZqyNKRoSFLR4aGLB0ZGgC+KemCqH9r\nun4V/Gq6N9R60WZuyLqBfwI4PSIODl8h6dNbqCFLR4aGLB0ZGrJ0ZGiA7p0ZT3jP/oj4gaSfB/7j\nZm5YuBm4mZl1sr4O3MzMxvAGbma2oLyBm5ktKG/gZmYLyhu4mdmC+v/alDurcrLoAgAAAABJRU5E\nrkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fcc48239ef0>"
+       "<matplotlib.figure.Figure at 0x7f275ce916a0>"
       ]
      },
      "metadata": {},
@@ -664,7 +371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -672,148 +379,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcc48793550>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275ce0f710>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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/cAQs4JeasCYAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fcc4875f5f8>"
+       "<matplotlib.figure.Figure at 0x7f275cddeb00>"
       ]
      },
      "metadata": {},
@@ -831,7 +408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -839,123 +416,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcc48763e80>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275cda26d8>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": [
-       "iVBORw0KGgoAAAANSUhEUgAAAWwAAAEOCAYAAACtoy3oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
-       "AAALEgAACxIB0t1+/AAAFrxJREFUeJzt3XmwZGdZx/Hvk4VSSYoQA0lEZKKAYBEcQAMCmgEEp0oL\n",
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9W7qWSGb+OCJeBnwE2B94u8NaksY12m86SpKG5W86StJENHp5VUnLJiJOAE5kz1uMrwXe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\nW5ImwoEtSRPhwJakifh/yZxN/5sWA68AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fcc486ec080>"
+       "<matplotlib.figure.Figure at 0x7f275cd736d8>"
       ]
      },
      "metadata": {},
@@ -972,7 +444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -980,21 +452,21 @@
     {
      "data": {
       "text/plain": [
-       "Himself      24293\n",
-       "Dancer       11697\n",
-       "Extra         8865\n",
-       "Reporter      7792\n",
-       "Doctor        7666\n",
-       "Herself       7500\n",
-       "Policeman     7245\n",
-       "Student       6694\n",
-       "Nurse         6635\n",
-       "Bartender     6298\n",
-       "Zombie        5785\n",
+       "Himself        18630\n",
+       "Dancer         10864\n",
+       "Extra           8474\n",
+       "Reporter        7483\n",
+       "Doctor          6643\n",
+       "Policeman       6399\n",
+       "Student         6158\n",
+       "Nurse           6039\n",
+       "Bartender       5986\n",
+       "Party Guest     5620\n",
+       "Zombie          5573\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1007,7 +479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -1015,20 +487,20 @@
     {
      "data": {
       "text/plain": [
-       "Joyce Brothers        14\n",
-       "Queen Elizabeth II    14\n",
-       "Denise Austin         10\n",
-       "Margaret Thatcher      9\n",
-       "Joan Rivers            8\n",
-       "Queen Mary             8\n",
-       "Brigitte Bardot        7\n",
-       "Mary Jo Pehl           7\n",
-       "Petula Clark           7\n",
-       "Cosey Fanni Tutti      7\n",
+       "Joyce Brothers         14\n",
+       "Queen Elizabeth II     10\n",
+       "Margaret Thatcher       8\n",
+       "Joan Rivers             7\n",
+       "Mary Jo Pehl            7\n",
+       "Kareena Kapoor          5\n",
+       "Chris Evert             5\n",
+       "Sally Jessy Raphael     5\n",
+       "Caroline Rhea           5\n",
+       "Marilyn Monroe          5\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1042,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -1050,20 +522,20 @@
     {
      "data": {
       "text/plain": [
-       "Adolf Hitler             104\n",
-       "Richard Nixon             43\n",
-       "John F. Kennedy           33\n",
-       "Ronald Reagan             30\n",
-       "Amitabh Bachchan          25\n",
-       "Ron Jeremy                24\n",
-       "George W. Bush            24\n",
-       "Josip Broz Tito           23\n",
-       "Franklin D. Roosevelt     23\n",
-       "Bill Clinton              22\n",
+       "Adolf Hitler             91\n",
+       "Richard Nixon            38\n",
+       "Ronald Reagan            28\n",
+       "John F. Kennedy          26\n",
+       "Ron Jeremy               22\n",
+       "George W. Bush           20\n",
+       "Franklin D. Roosevelt    20\n",
+       "Bill Clinton             20\n",
+       "Winston Churchill        20\n",
+       "Martin Luther King       19\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1077,7 +549,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
@@ -1085,20 +557,20 @@
     {
      "data": {
       "text/plain": [
-       "Emmett Vogan        39\n",
-       "Sam Harris (II)     30\n",
-       "Harold Miller       28\n",
-       "Bess Flowers        28\n",
-       "Nolan Leary         27\n",
-       "Frank O'Connor      26\n",
-       "Charles Sullivan    24\n",
-       "Franklyn Farnum     24\n",
-       "Edmund Cobb         24\n",
-       "Tom London          24\n",
+       "Emmett Vogan       39\n",
+       "Sam (II) Harris    30\n",
+       "Bess Flowers       28\n",
+       "Harold Miller      28\n",
+       "Nolan Leary        27\n",
+       "Frank O'Connor     26\n",
+       "Franklyn Farnum    24\n",
+       "Edmund Cobb        24\n",
+       "Tom London         24\n",
+       "Pierre Watkin      24\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 120,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1111,7 +583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -1119,20 +591,20 @@
     {
      "data": {
       "text/plain": [
-       "Mammootty           34\n",
-       "Shakti Kapoor       26\n",
-       "Mohanlal            22\n",
-       "Sukumari            19\n",
-       "Satyendra Kapoor    17\n",
-       "Kader Khan          16\n",
-       "Asrani              16\n",
-       "Rajesh Khanna       15\n",
-       "Aruna Irani         15\n",
-       "Raj Babbar          15\n",
+       "Shakti Kapoor       19\n",
+       "Mammootty           17\n",
+       "Sukumari            16\n",
+       "Lou Scheimer        15\n",
+       "Aruna Irani         14\n",
+       "Rajesh Khanna       13\n",
+       "Mohanlal            13\n",
+       "Deven Verma         13\n",
+       "Raj Babbar          13\n",
+       "Satyendra Kapoor    12\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 121,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1145,7 +617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -1153,214 +625,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa3602d0898>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275ccfb240>"
       ]
      },
-     "execution_count": 148,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fa36025c828>"
+       "<matplotlib.figure.Figure at 0x7f275cc8c2b0>"
       ]
      },
      "metadata": {},
@@ -1375,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 17,
    "metadata": {
     "collapsed": false
    },
@@ -1384,19 +660,19 @@
      "data": {
       "text/plain": [
        "Patron in Frisky Rabbit         16\n",
-       "Patron in Chinese Restaurant     9\n",
        "Patron in the Coffee House       9\n",
+       "Patron in Chinese Restaurant     9\n",
        "Patron in Billiard Parlor        5\n",
        "Patron in Bar                    4\n",
-       "Patron in Restaurant             3\n",
        "Patron in cabaret                3\n",
        "Patron in restaurant             3\n",
+       "Patron in Restaurant             3\n",
        "Patron in Club                   3\n",
-       "Patron in Quiet Bar              2\n",
+       "Patron in Coffee Shop            2\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 153,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1410,7 +686,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
@@ -1419,11 +695,11 @@
      "data": {
       "text/plain": [
        "Science Teacher         53\n",
-       "Science Student          8\n",
        "Science Fair Student     8\n",
+       "Science Student          7\n",
        "Science Fair Judge       6\n",
-       "Science Reporter         5\n",
        "Science Club Member      5\n",
+       "Science Reporter         5\n",
        "Science Kid              4\n",
        "Science Promo Cadet      4\n",
        "Science Officer          3\n",
@@ -1431,7 +707,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 175,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1445,7 +721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "metadata": {
     "collapsed": false
    },
@@ -1453,140 +729,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f34458f3978>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275cbfc048>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3445888080>"
+       "<matplotlib.figure.Figure at 0x7f275cc04d68>"
       ]
      },
      "metadata": {},
@@ -1604,7 +758,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 20,
    "metadata": {
     "collapsed": false
    },
@@ -1612,131 +766,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3445a40400>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275cc36160>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": [
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f34459cb908>"
+       "<matplotlib.figure.Figure at 0x7f275cd58a20>"
       ]
      },
      "metadata": {},
@@ -1754,7 +795,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 21,
    "metadata": {
     "collapsed": false
    },
@@ -1762,127 +803,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f346804d278>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f275cbac908>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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Ps3R1icftu+3DJ+jzspfxjrmstrcfp740t7dvvflaPKX6Mt+HY70HVso2qc9Oh5gqiogN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\nQEiSelkgJEm9/j93PT1iJVA2HgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f34459a9128>"
+       "<matplotlib.figure.Figure at 0x7f275cb3a208>"
       ]
      },
      "metadata": {},
@@ -1901,7 +833,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 208,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
@@ -1909,12 +841,12 @@
     {
      "data": {
       "text/plain": [
-       "actor      8050\n",
-       "actress    3765\n",
+       "actor      6349\n",
+       "actress    2789\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 208,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1931,7 +863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 209,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
@@ -1939,12 +871,12 @@
     {
      "data": {
       "text/plain": [
-       "actor      5632\n",
-       "actress    5543\n",
+       "actress    4375\n",
+       "actor      4354\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 209,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/Solutions-3.ipynb b/Solutions-3.ipynb
index 753babe..095c145 100644
--- a/Solutions-3.ipynb
+++ b/Solutions-3.ipynb
@@ -96,40 +96,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>A Lélek órása</td>\n",
-       "      <td>1923</td>\n",
+       "      <td>Tomorrow Ends at Dawn</td>\n",
+       "      <td>2002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Aizaugusa gravi viegli krist</td>\n",
-       "      <td>1986</td>\n",
+       "      <td>Brothers of the West</td>\n",
+       "      <td>1937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Agliyorum</td>\n",
-       "      <td>1988</td>\n",
+       "      <td>Nemo</td>\n",
+       "      <td>1984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0_1_0</td>\n",
-       "      <td>2008</td>\n",
+       "      <td>Pereezd</td>\n",
+       "      <td>2014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>97 fung lau mung</td>\n",
-       "      <td>1994</td>\n",
+       "      <td>Bad for Business</td>\n",
+       "      <td>2007</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                          title  year\n",
-       "0                 A Lélek órása  1923\n",
-       "1  Aizaugusa gravi viegli krist  1986\n",
-       "2                     Agliyorum  1988\n",
-       "3                         0_1_0  2008\n",
-       "4              97 fung lau mung  1994"
+       "                   title  year\n",
+       "0  Tomorrow Ends at Dawn  2002\n",
+       "1   Brothers of the West  1937\n",
+       "2                   Nemo  1984\n",
+       "3                Pereezd  2014\n",
+       "4       Bad for Business  2007"
       ]
      },
      "execution_count": 3,
@@ -168,67 +168,60 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>The Core</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>Alejandro Abellan</td>\n",
+       "      <td>Suuri illusioni</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Homo $</td>\n",
        "      <td>actor</td>\n",
-       "      <td>U.S.S. Soldier</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Guests</td>\n",
+       "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Il momento di uccidere</td>\n",
-       "      <td>1968</td>\n",
-       "      <td>Remo De Angelis</td>\n",
+       "      <td>Gangsta Rap: The Glockumentary</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>9</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Across the Divide</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Thomas Delmar</td>\n",
+       "      <td>Menace II Society</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Lew-Loc</td>\n",
+       "      <td>27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Revan</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>Diego James</td>\n",
+       "      <td>Porndogs: The Adventures of Sadie</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Bosco</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Un homme marche dans la ville</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>Fabien Loris</td>\n",
+       "      <td>Stop Pepper Palmer</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>12</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           title  year               name   type  \\\n",
-       "0                       The Core  2003  Alejandro Abellan  actor   \n",
-       "1         Il momento di uccidere  1968    Remo De Angelis  actor   \n",
-       "2              Across the Divide  1921      Thomas Delmar  actor   \n",
-       "3                          Revan  2012        Diego James  actor   \n",
-       "4  Un homme marche dans la ville  1950       Fabien Loris  actor   \n",
-       "\n",
-       "        character   n  \n",
-       "0  U.S.S. Soldier NaN  \n",
-       "1            Dago   9  \n",
-       "2            Dago   4  \n",
-       "3            Dago NaN  \n",
-       "4            Dago  12  "
+       "                               title  year       name   type character   n\n",
+       "0                    Suuri illusioni  1985     Homo $  actor    Guests  22\n",
+       "1     Gangsta Rap: The Glockumentary  2007  Too $hort  actor   Himself NaN\n",
+       "2                  Menace II Society  1993  Too $hort  actor   Lew-Loc  27\n",
+       "3  Porndogs: The Adventures of Sadie  2009  Too $hort  actor     Bosco   3\n",
+       "4                 Stop Pepper Palmer  2014  Too $hort  actor   Himself NaN"
       ]
      },
      "execution_count": 4,
@@ -260,7 +253,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7774d5a588>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa259c41978>"
       ]
      },
      "execution_count": 5,
@@ -269,158 +262,9 @@
     },
     {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f773f656550>"
+       "<matplotlib.figure.Figure at 0x7fa259c41f28>"
       ]
      },
      "metadata": {},
@@ -445,7 +289,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f775397ae80>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa26f513518>"
       ]
      },
      "execution_count": 6,
@@ -454,158 +298,9 @@
     },
     {
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77fNPug1sldTZ7dftrdQ7vu37e+XHe7LtGdzfrP78XJywh5n0dP38zP94FOaxXhzbsvL5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\nBdzMrKe8gJuZ9dT/BxT1noPbB61OAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7753904c50>"
+       "<matplotlib.figure.Figure at 0x7fa26f4ff358>"
       ]
      },
      "metadata": {},
@@ -631,26 +326,26 @@
      "data": {
       "text/plain": [
        "year  type   \n",
-       "1950  actor      744\n",
-       "      actress    351\n",
-       "1951  actor      766\n",
-       "      actress    365\n",
-       "1952  actor      751\n",
-       "      actress    359\n",
-       "1953  actor      785\n",
-       "      actress    377\n",
-       "1954  actor      767\n",
-       "      actress    398\n",
-       "1955  actor      764\n",
-       "      actress    345\n",
-       "1956  actor      799\n",
-       "      actress    401\n",
-       "1957  actor      920\n",
-       "      actress    394\n",
-       "1958  actor      872\n",
-       "      actress    392\n",
-       "1959  actor      881\n",
-       "      actress    383\n",
+       "1950  actor      603\n",
+       "      actress    267\n",
+       "1951  actor      626\n",
+       "      actress    272\n",
+       "1952  actor      590\n",
+       "      actress    282\n",
+       "1953  actor      629\n",
+       "      actress    283\n",
+       "1954  actor      620\n",
+       "      actress    298\n",
+       "1955  actor      602\n",
+       "      actress    263\n",
+       "1956  actor      609\n",
+       "      actress    284\n",
+       "1957  actor      703\n",
+       "      actress    281\n",
+       "1958  actor      695\n",
+       "      actress    273\n",
+       "1959  actor      672\n",
+       "      actress    286\n",
        "dtype: int64"
       ]
      },
@@ -680,16 +375,16 @@
      "data": {
       "text/plain": [
        "n  type   \n",
-       "1  actor      8049\n",
-       "   actress    3765\n",
-       "2  actor      5632\n",
-       "   actress    5543\n",
-       "3  actor      6746\n",
-       "   actress    3920\n",
-       "4  actor      6695\n",
-       "   actress    3568\n",
-       "5  actor      6661\n",
-       "   actress    3199\n",
+       "1  actor      6349\n",
+       "   actress    2789\n",
+       "2  actor      4354\n",
+       "   actress    4375\n",
+       "3  actor      5370\n",
+       "   actress    3005\n",
+       "4  actor      5370\n",
+       "   actress    2735\n",
+       "5  actor      5403\n",
+       "   actress    2426\n",
        "dtype: int64"
       ]
      },
@@ -711,7 +406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -751,7 +446,7 @@
        "2006  50"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,7 +463,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -777,9 +472,10 @@
      "data": {
       "text/plain": [
        "year  title                                   \n",
-       "1979  The Muppet Movie                            7\n",
+       "1979  The Muppet Movie                            8\n",
        "1981  An American Werewolf in London              2\n",
        "      The Great Muppet Caper                      6\n",
+       "1982  The Dark Crystal                            2\n",
        "1984  The Muppets Take Manhattan                  7\n",
        "1985  Sesame Street Presents: Follow that Bird    3\n",
        "1992  The Muppet Christmas Carol                  7\n",
@@ -789,7 +485,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -806,7 +502,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -826,7 +522,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/Solutions-4.ipynb b/Solutions-4.ipynb
index 408982e..7d146b9 100644
--- a/Solutions-4.ipynb
+++ b/Solutions-4.ipynb
@@ -96,40 +96,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>A Lélek órása</td>\n",
-       "      <td>1923</td>\n",
+       "      <td>Tomorrow Ends at Dawn</td>\n",
+       "      <td>2002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Aizaugusa gravi viegli krist</td>\n",
-       "      <td>1986</td>\n",
+       "      <td>Brothers of the West</td>\n",
+       "      <td>1937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Agliyorum</td>\n",
-       "      <td>1988</td>\n",
+       "      <td>Nemo</td>\n",
+       "      <td>1984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0_1_0</td>\n",
-       "      <td>2008</td>\n",
+       "      <td>Pereezd</td>\n",
+       "      <td>2014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>97 fung lau mung</td>\n",
-       "      <td>1994</td>\n",
+       "      <td>Bad for Business</td>\n",
+       "      <td>2007</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                          title  year\n",
-       "0                 A Lélek órása  1923\n",
-       "1  Aizaugusa gravi viegli krist  1986\n",
-       "2                     Agliyorum  1988\n",
-       "3                         0_1_0  2008\n",
-       "4              97 fung lau mung  1994"
+       "                   title  year\n",
+       "0  Tomorrow Ends at Dawn  2002\n",
+       "1   Brothers of the West  1937\n",
+       "2                   Nemo  1984\n",
+       "3                Pereezd  2014\n",
+       "4       Bad for Business  2007"
       ]
      },
      "execution_count": 3,
@@ -168,67 +168,60 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>The Core</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>Alejandro Abellan</td>\n",
+       "      <td>Suuri illusioni</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Homo $</td>\n",
        "      <td>actor</td>\n",
-       "      <td>U.S.S. Soldier</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Guests</td>\n",
+       "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Il momento di uccidere</td>\n",
-       "      <td>1968</td>\n",
-       "      <td>Remo De Angelis</td>\n",
+       "      <td>Gangsta Rap: The Glockumentary</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>9</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Across the Divide</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Thomas Delmar</td>\n",
+       "      <td>Menace II Society</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Lew-Loc</td>\n",
+       "      <td>27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Revan</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>Diego James</td>\n",
+       "      <td>Porndogs: The Adventures of Sadie</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Bosco</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Un homme marche dans la ville</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>Fabien Loris</td>\n",
+       "      <td>Stop Pepper Palmer</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>12</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           title  year               name   type  \\\n",
-       "0                       The Core  2003  Alejandro Abellan  actor   \n",
-       "1         Il momento di uccidere  1968    Remo De Angelis  actor   \n",
-       "2              Across the Divide  1921      Thomas Delmar  actor   \n",
-       "3                          Revan  2012        Diego James  actor   \n",
-       "4  Un homme marche dans la ville  1950       Fabien Loris  actor   \n",
-       "\n",
-       "        character   n  \n",
-       "0  U.S.S. Soldier NaN  \n",
-       "1            Dago   9  \n",
-       "2            Dago   4  \n",
-       "3            Dago NaN  \n",
-       "4            Dago  12  "
+       "                               title  year       name   type character   n\n",
+       "0                    Suuri illusioni  1985     Homo $  actor    Guests  22\n",
+       "1     Gangsta Rap: The Glockumentary  2007  Too $hort  actor   Himself NaN\n",
+       "2                  Menace II Society  1993  Too $hort  actor   Lew-Loc  27\n",
+       "3  Porndogs: The Adventures of Sadie  2009  Too $hort  actor     Bosco   3\n",
+       "4                 Stop Pepper Palmer  2014  Too $hort  actor   Himself NaN"
       ]
      },
      "execution_count": 4,
@@ -252,7 +245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -314,7 +307,7 @@
        "1949            2         0"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -334,7 +327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -344,7 +337,7 @@
      "output_type": "stream",
      "text": [
       "Superman years:\n",
-      "15\n"
+      "12\n"
      ]
     }
    ],
@@ -356,7 +349,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -366,7 +359,7 @@
      "output_type": "stream",
      "text": [
       "Batman years:\n",
-      "23\n"
+      "24\n"
      ]
     }
    ],
@@ -380,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -388,286 +381,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe850b24c88>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f90845d4748>"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
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HUzX+mTpO/UhsCNxnxgYSbcAWZnEDjurbOBLY14wjBqzc6/X1/V9u2QWAjuM4TWIDws6p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\nRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe850b84630>"
+       "<matplotlib.figure.Figure at 0x7f90845d08d0>"
       ]
      },
      "metadata": {},
@@ -687,7 +412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -695,318 +420,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe8509ddcc0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9099ef7dd8>"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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hsQ9UKMZRtOGQNFjSXZKelrRQ0nRJQyU9LGmxpIckDc7Jf6WkJZIWSTolJ32a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\nheMRC4UJ1r4hrFm0dUxY7bTvelBzKKx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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe850969080>"
+       "<matplotlib.figure.Figure at 0x7f9099efbef0>"
       ]
      },
      "metadata": {},
@@ -1026,7 +451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -1034,250 +459,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe85084ae48>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9099e62fd0>"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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DRwHz8/F3Sb+a39tEuXcA37a5xGZxPzqITIxu6jY16Xdsmorr2RW4q9VCadVU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\nNGm29LbAIuAc4Ds2Tw51/25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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe850856ef0>"
+       "<matplotlib.figure.Figure at 0x7f9099e34ef0>"
       ]
      },
      "metadata": {},
@@ -1296,7 +489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -1304,172 +497,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe8507c4048>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9099df4128>"
       ]
      },
-     "execution_count": 92,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe8507ccef0>"
+       "<matplotlib.figure.Figure at 0x7f9099dabdd8>"
       ]
      },
      "metadata": {},
@@ -1488,7 +527,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -1496,175 +535,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe85077d780>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9099d54860>"
       ]
      },
-     "execution_count": 93,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe850736f98>"
+       "<matplotlib.figure.Figure at 0x7f9099d59da0>"
       ]
      },
      "metadata": {},
@@ -1685,7 +567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -1693,331 +575,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe850760748>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9099cc54e0>"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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L8Vcs3Zl5IzQC47AY5ybMmhyc1KYX8B5hUApIWW29ksqeZoSYKDseOYk993i4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\n/gIX37FdoBhu3gAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe8508cf550>"
+       "<matplotlib.figure.Figure at 0x7f9099ccbac8>"
       ]
      },
      "metadata": {},
diff --git a/Solutions-5.ipynb b/Solutions-5.ipynb
index 9ca334d..792ad3a 100644
--- a/Solutions-5.ipynb
+++ b/Solutions-5.ipynb
@@ -100,67 +100,60 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>The Core</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>Alejandro Abellan</td>\n",
+       "      <td>Suuri illusioni</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Homo $</td>\n",
        "      <td>actor</td>\n",
-       "      <td>U.S.S. Soldier</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Guests</td>\n",
+       "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Il momento di uccidere</td>\n",
-       "      <td>1968</td>\n",
-       "      <td>Remo De Angelis</td>\n",
+       "      <td>Gangsta Rap: The Glockumentary</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>9</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Across the Divide</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Thomas Delmar</td>\n",
+       "      <td>Menace II Society</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>4</td>\n",
+       "      <td>Lew-Loc</td>\n",
+       "      <td>27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Revan</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>Diego James</td>\n",
+       "      <td>Porndogs: The Adventures of Sadie</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Bosco</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Un homme marche dans la ville</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>Fabien Loris</td>\n",
+       "      <td>Stop Pepper Palmer</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Too $hort</td>\n",
        "      <td>actor</td>\n",
-       "      <td>Dago</td>\n",
-       "      <td>12</td>\n",
+       "      <td>Himself</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           title  year               name   type  \\\n",
-       "0                       The Core  2003  Alejandro Abellan  actor   \n",
-       "1         Il momento di uccidere  1968    Remo De Angelis  actor   \n",
-       "2              Across the Divide  1921      Thomas Delmar  actor   \n",
-       "3                          Revan  2012        Diego James  actor   \n",
-       "4  Un homme marche dans la ville  1950       Fabien Loris  actor   \n",
-       "\n",
-       "        character   n  \n",
-       "0  U.S.S. Soldier NaN  \n",
-       "1            Dago   9  \n",
-       "2            Dago   4  \n",
-       "3            Dago NaN  \n",
-       "4            Dago  12  "
+       "                               title  year       name   type character   n\n",
+       "0                    Suuri illusioni  1985     Homo $  actor    Guests  22\n",
+       "1     Gangsta Rap: The Glockumentary  2007  Too $hort  actor   Himself NaN\n",
+       "2                  Menace II Society  1993  Too $hort  actor   Lew-Loc  27\n",
+       "3  Porndogs: The Adventures of Sadie  2009  Too $hort  actor     Bosco   3\n",
+       "4                 Stop Pepper Palmer  2014  Too $hort  actor   Himself NaN"
       ]
      },
      "execution_count": 3,
@@ -197,50 +190,50 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0_1_0</td>\n",
-       "      <td>2008</td>\n",
-       "      <td>Poland</td>\n",
-       "      <td>2008-11-14</td>\n",
+       "      <td>#73, Shaanthi Nivaasa</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>India</td>\n",
+       "      <td>2007-06-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Ai no Sanka</td>\n",
-       "      <td>1967</td>\n",
-       "      <td>Japan</td>\n",
-       "      <td>1967-01-01</td>\n",
+       "      <td>#Beings</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Romania</td>\n",
+       "      <td>2015-01-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>A Thousand to One</td>\n",
-       "      <td>1920</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>1920-12-07</td>\n",
+       "      <td>#Ewankosau saranghaeyo</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Philippines</td>\n",
+       "      <td>2015-01-21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>A Prince of a King</td>\n",
-       "      <td>1923</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>1923-10-13</td>\n",
+       "      <td>#Nerealnaya lyubov</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Russia</td>\n",
+       "      <td>2014-02-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>A Prince of a King</td>\n",
-       "      <td>1923</td>\n",
-       "      <td>Netherlands</td>\n",
-       "      <td>1924-08-08</td>\n",
+       "      <td>#Stuck</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Turkey</td>\n",
+       "      <td>2014-07-01</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                title  year      country       date\n",
-       "0               0_1_0  2008       Poland 2008-11-14\n",
-       "1         Ai no Sanka  1967        Japan 1967-01-01\n",
-       "2   A Thousand to One  1920          USA 1920-12-07\n",
-       "3  A Prince of a King  1923          USA 1923-10-13\n",
-       "4  A Prince of a King  1923  Netherlands 1924-08-08"
+       "                    title  year      country       date\n",
+       "0   #73, Shaanthi Nivaasa  2007        India 2007-06-15\n",
+       "1                 #Beings  2015      Romania 2015-01-29\n",
+       "2  #Ewankosau saranghaeyo  2015  Philippines 2015-01-21\n",
+       "3      #Nerealnaya lyubov  2014       Russia 2014-02-13\n",
+       "4                  #Stuck  2014       Turkey 2014-07-01"
       ]
      },
      "execution_count": 4,
@@ -273,7 +266,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1bed74d5f8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7bc9f400>"
       ]
      },
      "execution_count": 5,
@@ -282,113 +275,9 @@
     },
     {
      "data": {
-      "image/png": [
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-       "K4CdEfFS4JZqbGZmCa1YsCWdDLwZuBZQtftcYFu1vQ04L8nszMzsKeO8wv4Y8D7gyaF96yNivtqe\n",
-       "B9bXPTEzM1to2YIt6S3AAxGxh8OvrheI8nfb/fvtZmaJrV3h+OuBcyW9GTgGeI6kzwLzkk6KiIOS\n",
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c07237b70>"
+       "<matplotlib.figure.Figure at 0x7fad7ccf49b0>"
       ]
      },
      "metadata": {},
@@ -415,7 +304,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1c07a086a0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7ca8f6d8>"
       ]
      },
      "execution_count": 6,
@@ -424,78 +313,9 @@
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c079ec978>"
+       "<matplotlib.figure.Figure at 0x7fad7ca8b9b0>"
       ]
      },
      "metadata": {},
@@ -522,7 +342,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1c0707f978>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7ca57198>"
       ]
      },
      "execution_count": 7,
@@ -531,105 +351,9 @@
     },
     {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c07085a58>"
+       "<matplotlib.figure.Figure at 0x7fad7ca5f8d0>"
       ]
      },
      "metadata": {},
@@ -656,7 +380,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1c08ee3828>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7c9ba518>"
       ]
      },
      "execution_count": 8,
@@ -665,100 +389,9 @@
     },
     {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c08eebd68>"
+       "<matplotlib.figure.Figure at 0x7fad7c9c4908>"
       ]
      },
      "metadata": {},
@@ -802,7 +435,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>0</th>\n",
        "      <td>GoldenEye</td>\n",
        "      <td>1995</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -813,7 +446,7 @@
        "      <td>1995-11-17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <th>2</th>\n",
        "      <td>Jack &amp; Sarah</td>\n",
        "      <td>1995</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -824,7 +457,7 @@
        "      <td>1996-03-22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>1</th>\n",
        "      <td>Hamlet</td>\n",
        "      <td>1996</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -835,7 +468,7 @@
        "      <td>1996-12-25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>3</th>\n",
        "      <td>Mrs Brown</td>\n",
        "      <td>1997</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -846,7 +479,7 @@
        "      <td>1997-07-18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>7</th>\n",
        "      <td>Tomorrow Never Dies</td>\n",
        "      <td>1997</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -868,7 +501,7 @@
        "      <td>1999-01-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>5</th>\n",
        "      <td>Tea with Mussolini</td>\n",
        "      <td>1999</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -879,7 +512,7 @@
        "      <td>1999-05-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>6</th>\n",
        "      <td>The World Is Not Enough</td>\n",
        "      <td>1999</td>\n",
        "      <td>Judi Dench</td>\n",
@@ -895,24 +528,24 @@
       ],
       "text/plain": [
        "                     title  year        name     type        character   n  \\\n",
-       "1                GoldenEye  1995  Judi Dench  actress                M   6   \n",
-       "0             Jack & Sarah  1995  Judi Dench  actress         Margaret   3   \n",
-       "7                   Hamlet  1996  Judi Dench  actress           Hecuba  12   \n",
-       "5                Mrs Brown  1997  Judi Dench  actress   Queen Victoria   1   \n",
-       "2      Tomorrow Never Dies  1997  Judi Dench  actress                M   9   \n",
+       "0                GoldenEye  1995  Judi Dench  actress                M   6   \n",
+       "2             Jack & Sarah  1995  Judi Dench  actress         Margaret   3   \n",
+       "1                   Hamlet  1996  Judi Dench  actress           Hecuba  12   \n",
+       "3                Mrs Brown  1997  Judi Dench  actress   Queen Victoria   1   \n",
+       "7      Tomorrow Never Dies  1997  Judi Dench  actress                M   9   \n",
        "4      Shakespeare in Love  1998  Judi Dench  actress  Queen Elizabeth  12   \n",
-       "6       Tea with Mussolini  1999  Judi Dench  actress         Arabella   2   \n",
-       "3  The World Is Not Enough  1999  Judi Dench  actress                M   6   \n",
+       "5       Tea with Mussolini  1999  Judi Dench  actress         Arabella   2   \n",
+       "6  The World Is Not Enough  1999  Judi Dench  actress                M   6   \n",
        "\n",
        "  country       date  \n",
-       "1     USA 1995-11-17  \n",
-       "0     USA 1996-03-22  \n",
-       "7     USA 1996-12-25  \n",
-       "5     USA 1997-07-18  \n",
-       "2     USA 1997-12-19  \n",
+       "0     USA 1995-11-17  \n",
+       "2     USA 1996-03-22  \n",
+       "1     USA 1996-12-25  \n",
+       "3     USA 1997-07-18  \n",
+       "7     USA 1997-12-19  \n",
        "4     USA 1999-01-08  \n",
-       "6     USA 1999-05-14  \n",
-       "3     USA 1999-11-19  "
+       "5     USA 1999-05-14  \n",
+       "6     USA 1999-11-19  "
       ]
      },
      "execution_count": 9,
@@ -933,7 +566,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -941,114 +574,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1c07b5f4e0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7babf710>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c07b72a20>"
+       "<matplotlib.figure.Figure at 0x7fad7c616cc0>"
       ]
      },
      "metadata": {},
@@ -1066,7 +603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -1074,136 +611,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1c07b52b70>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad7ca2da20>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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Dq6YhOrr/JS5MbjobrDLAs8SujiGeMXc1LN5x6NwWwzxr3x4fI0N9NrdYx6LPmI8D3hUR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\nQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1c07aa9278>"
+       "<matplotlib.figure.Figure at 0x7fad7c5a3f28>"
       ]
      },
      "metadata": {},
diff --git a/Solutions-6.ipynb b/Solutions-6.ipynb
index f8939c8..7b45dfb 100644
--- a/Solutions-6.ipynb
+++ b/Solutions-6.ipynb
@@ -388,7 +388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "collapsed": true
    },
@@ -400,7 +400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
@@ -474,7 +474,7 @@
        "4       The Tower Commission Report       4        11.50    4.25      USD"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -492,7 +492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -566,7 +566,7 @@
        "7       The Tower Commission Report           4        9.50     6.20      USD"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -588,7 +588,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -752,7 +752,7 @@
        "22                The Duck Goes Here      12         1.99    1.50      EUR"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -764,7 +764,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -863,7 +863,7 @@
        "                                 USD            84.00"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }