diff --git a/pair_programming/PP12/L21DB.sqlite b/pair_programming/PP12/L21DB.sqlite
index f268029..559d7b1 100644
Binary files a/pair_programming/PP12/L21DB.sqlite and b/pair_programming/PP12/L21DB.sqlite differ
diff --git a/pair_programming/PP12/L21_Exercises.ipynb b/pair_programming/PP12/L21_Exercises.ipynb
index ea4fe4c..9187c20 100644
--- a/pair_programming/PP12/L21_Exercises.ipynb
+++ b/pair_programming/PP12/L21_Exercises.ipynb
@@ -375,7 +375,7 @@
     {
      "data": {
       "text/plain": [
-       "<sqlite3.Cursor at 0x7fbe36fd43b0>"
+       "<sqlite3.Cursor at 0x7fbb31f64500>"
       ]
      },
      "execution_count": 7,
@@ -491,7 +491,7 @@
        "      <td>Fred</td>\n",
        "      <td>Thompson</td>\n",
        "      <td>D.</td>\n",
-       "      <td></td>\n",
+       "      <td>R</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -501,7 +501,7 @@
        "   id   first_name last_name middle_init party\n",
        "0  34      Hillary   Clinton          R.     D\n",
        "1  39  Christopher      Dodd          J.     D\n",
-       "2  41         Fred  Thompson          D.      "
+       "2  41         Fred  Thompson          D.     R"
       ]
      },
      "execution_count": 10,
@@ -1904,7 +1904,7 @@
        "      <td>Fred</td>\n",
        "      <td>Thompson</td>\n",
        "      <td>D.</td>\n",
-       "      <td></td>\n",
+       "      <td>R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -2040,7 +2040,7 @@
       ],
       "text/plain": [
        "    id   first_name   last_name middle_init party\n",
-       "0   41         Fred    Thompson          D.      \n",
+       "0   41         Fred    Thompson          D.     R\n",
        "1   39  Christopher        Dodd          J.     D\n",
        "2   38          Tom    Tancredo                 R\n",
        "3   37         John      McCain                 R\n",
@@ -2137,7 +2137,7 @@
        "      <td>Fred</td>\n",
        "      <td>Thompson</td>\n",
        "      <td>D.</td>\n",
-       "      <td></td>\n",
+       "      <td>R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -2273,7 +2273,7 @@
       ],
       "text/plain": [
        "    id   first_name   last_name middle_init party\n",
-       "0   41         Fred    Thompson          D.      \n",
+       "0   41         Fred    Thompson          D.     R\n",
        "1   38          Tom    Tancredo                 R\n",
        "2   35         Mitt      Romney                 R\n",
        "3   29         Bill  Richardson                 D\n",
@@ -3305,7 +3305,7 @@
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>Thompson</td>\n",
-       "      <td></td>\n",
+       "      <td>R</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -3329,7 +3329,7 @@
        "13      McCain     R\n",
        "14    Tancredo     R\n",
        "15        Dodd     D\n",
-       "16    Thompson      "
+       "16    Thompson     R"
       ]
      },
      "execution_count": 23,
@@ -3389,10 +3389,6 @@
        "      <th>1</th>\n",
        "      <td>D</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -3400,8 +3396,7 @@
       "text/plain": [
        "  party\n",
        "0     R\n",
-       "1     D\n",
-       "2      "
+       "1     D"
       ]
      },
      "execution_count": 24,
@@ -4245,7 +4240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 26,
    "id": "6c13962e",
    "metadata": {},
    "outputs": [
@@ -4337,7 +4332,7 @@
        "4  26       John   Edwards                 D      None"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4369,7 +4364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 27,
    "id": "c0787fa6",
    "metadata": {},
    "outputs": [
@@ -4461,7 +4456,7 @@
        "4  26       John   Edwards                 D      Edwards, John"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4489,7 +4484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 28,
    "id": "5c0ff46d",
    "metadata": {},
    "outputs": [
@@ -4673,7 +4668,7 @@
        "      <td>Fred</td>\n",
        "      <td>Thompson</td>\n",
        "      <td>D.</td>\n",
-       "      <td></td>\n",
+       "      <td>R</td>\n",
        "      <td>Thompson, Fred</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4698,10 +4693,10 @@
        "13  37         John      McCain                 R          RUNNER-UP\n",
        "14  38          Tom    Tancredo                 R      Tancredo, Tom\n",
        "15  39  Christopher        Dodd          J.     D  Dodd, Christopher\n",
-       "16  41         Fred    Thompson          D.           Thompson, Fred"
+       "16  41         Fred    Thompson          D.     R     Thompson, Fred"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4737,7 +4732,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 29,
    "id": "84e2a29d-8c1d-40ff-88d8-307e7bea15d0",
    "metadata": {},
    "outputs": [],
@@ -4748,7 +4743,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 30,
    "id": "23644680-ac7e-4251-97e4-5ca9ff1cc1eb",
    "metadata": {},
    "outputs": [
@@ -4882,7 +4877,7 @@
        "4   5      Akin    Charles              10187 Sugar Creek Road           Bentonville    AR  72712   100.0  2007-06-16            16      None"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4893,7 +4888,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 31,
    "id": "6a138f78-cfa4-40ca-bf30-3f1376c85826",
    "metadata": {},
    "outputs": [
@@ -5027,7 +5022,7 @@
        "4   5      Akin    Charles              10187 Sugar Creek Road           Bentonville    AR  72712   100.0  2007-06-16            16  Akin, Charles"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5056,7 +5051,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 32,
    "id": "bfba5fe6-7ee6-40f8-ad80-afe9bb35689f",
    "metadata": {},
    "outputs": [
@@ -8080,7 +8075,7 @@
        "174  175      ABRAHAM        SALEM          A.                    P.O. BOX 7                              CANADIAN    TX  790140007  1300.00  2008-01-30            37             Too Much"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8106,7 +8101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 33,
    "id": "21db7e96",
    "metadata": {},
    "outputs": [
@@ -8172,7 +8167,7 @@
        "0  31    Buckel      Linda              PO Box 683130           Park City    UT  840683130  4600.0  2007-08-14            20  Too Much"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8222,7 +8217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 34,
    "id": "ec52a8ed-e490-4a9b-9bb2-3867edbfd4dc",
    "metadata": {},
    "outputs": [
@@ -8252,7 +8247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 35,
    "id": "d6c96b84-6078-40f3-a5e2-a47a23cbddf3",
    "metadata": {},
    "outputs": [
@@ -8262,7 +8257,7 @@
        "[(12,)]"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8284,7 +8279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 36,
    "id": "c6346def-15ab-41d3-b693-794c423fc0ff",
    "metadata": {},
    "outputs": [
@@ -8294,7 +8289,7 @@
        "[(480.6913675213675,)]"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8316,7 +8311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 37,
    "id": "6681c740-eff0-48cd-a9d9-86e519718b0e",
    "metadata": {},
    "outputs": [
@@ -8353,7 +8348,7 @@
        " ('WA', 100.0)]"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8378,7 +8373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 38,
    "id": "03ce4229",
    "metadata": {},
    "outputs": [],
@@ -8398,7 +8393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 39,
    "id": "baf2d246-2ad3-4f3e-9147-9ea68c556f0e",
    "metadata": {},
    "outputs": [
@@ -8787,7 +8782,7 @@
        "19  23  Bancroft      David                     2934 Broderick Street             San Francisco    CA  94123   250.0  2007-04-24            16    Bancroft, David"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8813,7 +8808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 40,
    "id": "936f7be7",
    "metadata": {},
    "outputs": [
@@ -8885,7 +8880,7 @@
        "2  22    Rudolph  Giuliani                 R  Giuliani, Rudolph"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8897,7 +8892,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 41,
    "id": "b1f6a91e",
    "metadata": {},
    "outputs": [
@@ -8979,7 +8974,7 @@
        "3  32        Ron        Paul                 R         Paul, Ron"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8991,7 +8986,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 42,
    "id": "df1a856f",
    "metadata": {},
    "outputs": [
@@ -9073,7 +9068,7 @@
        "3  30     Duncan    Hunter                 R     Hunter, Duncan"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9105,7 +9100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 43,
    "id": "902952eb-3775-4ae1-9287-99c742623da7",
    "metadata": {},
    "outputs": [
@@ -9324,7 +9319,7 @@
        "9   10       Allen    John D.               1052 Cannon Mill Drive           North Augusta    SC      29860  1300.0  2007-06-29            16  Too Much"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9344,7 +9339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 44,
    "id": "b8dfc438-4061-41ae-a529-c01b0985cbf7",
    "metadata": {},
    "outputs": [
@@ -9563,7 +9558,7 @@
        "9   26   Buckler      Steve                         24351 Armada Dr               Dana Point    CA  926291306    50.0  2007-07-30            20   Buckler, Steve"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9588,7 +9583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 45,
    "id": "005cc704-89ad-4463-ad28-8f8e57e096d8",
    "metadata": {},
    "outputs": [
@@ -9598,7 +9593,7 @@
        "<function Connection.close>"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9636,7 +9631,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.9.5"
   }
  },
  "nbformat": 4,
diff --git a/pair_programming/PP12/L22DB.sqlite b/pair_programming/PP12/L22DB.sqlite
index f268029..24fe543 100644
Binary files a/pair_programming/PP12/L22DB.sqlite and b/pair_programming/PP12/L22DB.sqlite differ
diff --git a/pair_programming/PP12/L22DB_pandas.sqlite b/pair_programming/PP12/L22DB_pandas.sqlite
new file mode 100644
index 0000000..2e9ca6a
Binary files /dev/null and b/pair_programming/PP12/L22DB_pandas.sqlite differ
diff --git a/pair_programming/PP12/L22_EXercises.ipynb b/pair_programming/PP12/L22_EXercises.ipynb
index d5e9017..54aec59 100644
--- a/pair_programming/PP12/L22_EXercises.ipynb
+++ b/pair_programming/PP12/L22_EXercises.ipynb
@@ -6100,7 +6100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 47,
    "id": "bece968d-d735-4a2b-b1c9-9487f85bd56c",
    "metadata": {},
    "outputs": [
@@ -6195,7 +6195,7 @@
        "max    9.951532e+08  4600.000000     37.000000"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6232,7 +6232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 48,
    "id": "7f956838",
    "metadata": {},
    "outputs": [
@@ -8024,7 +8024,7 @@
        "174      ABRAHAM        SALEM            37  37      McCain  1300.00"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8045,7 +8045,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 49,
    "id": "7322f44e",
    "metadata": {},
    "outputs": [
@@ -8340,7 +8340,7 @@
        "Romney              25.0  35.0  0.0  35.0  35.0  35.0  35.0  35.0  25.0  35.0  0.0  35.0  35.0  35.0  35.0  35.0   25.0   156.0000   609.827503 -1000.0    50.0    75.0   250.00  2300.00"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8372,7 +8372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 50,
    "id": "b7eea35c",
    "metadata": {
     "lines_to_next_cell": 2
@@ -8402,7 +8402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 51,
    "id": "a0dd2148",
    "metadata": {},
    "outputs": [
@@ -8484,7 +8484,7 @@
        "3  s4      31    7   t2    14.0  7.0"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8503,7 +8503,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 52,
    "id": "c8dd4523",
    "metadata": {},
    "outputs": [
@@ -8575,7 +8575,7 @@
        "2  s2       7    2  t3      22    2"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8594,7 +8594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 53,
    "id": "531b99f2",
    "metadata": {},
    "outputs": [
@@ -8676,7 +8676,7 @@
        "3  s4      31    7   t2    14.0  7.0"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8697,7 +8697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 54,
    "id": "0d994c14",
    "metadata": {},
    "outputs": [],
@@ -8736,7 +8736,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.9.5"
   }
  },
  "nbformat": 4,
diff --git a/pair_programming/PP12/candidates.txt b/pair_programming/PP12/candidates.txt
new file mode 100644
index 0000000..61c7616
--- /dev/null
+++ b/pair_programming/PP12/candidates.txt
@@ -0,0 +1,18 @@
+id|first_name|last_name|middle_name|party
+33|Joseph|Biden||D
+36|Samuel|Brownback||R
+34|Hillary|Clinton|R.|D
+39|Christopher|Dodd|J.|D
+26|John|Edwards||D
+22|Rudolph|Giuliani||R
+24|Mike|Gravel||D
+16|Mike|Huckabee||R
+30|Duncan|Hunter||R
+31|Dennis|Kucinich||D
+37|John|McCain||R
+20|Barack|Obama||D
+32|Ron|Paul||R
+29|Bill|Richardson||D
+35|Mitt|Romney||R
+38|Tom|Tancredo||R
+41|Fred|Thompson|D.|R
diff --git a/pair_programming/PP12/contributors.txt b/pair_programming/PP12/contributors.txt
new file mode 100644
index 0000000..02d3ccc
--- /dev/null
+++ b/pair_programming/PP12/contributors.txt
@@ -0,0 +1,176 @@
+id|last_name|first_name|middle_name|street_1|street_2|city|state|zip|amount|date|candidate_id
+|Agee|Steven||549 Laurel Branch Road||Floyd|VA|24091|500.00|2007-06-30|16
+|Ahrens|Don||4034 Rennellwood Way||Pleasanton|CA|94566|250.00|2007-05-16|16
+|Ahrens|Don||4034 Rennellwood Way||Pleasanton|CA|94566|50.00|2007-06-18|16
+|Ahrens|Don||4034 Rennellwood Way||Pleasanton|CA|94566|100.00|2007-06-21|16
+|Akin|Charles||10187 Sugar Creek Road||Bentonville|AR|72712|100.00|2007-06-16|16
+|Akin|Mike||181 Baywood Lane||Monticello|AR|71655|1500.00|2007-05-18|16
+|Akin|Rebecca||181 Baywood Lane||Monticello|AR|71655|500.00|2007-05-18|16
+|Aldridge|Brittni||808 Capitol Square Place, SW||Washington|DC|20024|250.00|2007-06-06|16
+|Allen|John D.||1052 Cannon Mill Drive||North Augusta|SC|29860|1000.00|2007-06-11|16
+|Allen|John D.||1052 Cannon Mill Drive||North Augusta|SC|29860|1300.00|2007-06-29|16
+|Allison|John W.||P.O. Box 1089||Conway|AR|72033|1000.00|2007-05-18|16
+|Allison|Rebecca||3206 Summit Court||Little Rock|AR|72227|1000.00|2007-04-25|16
+|Allison|Rebecca||3206 Summit Court||Little Rock|AR|72227|200.00|2007-06-12|16
+|Altes|R.D.||8600 Moody Road||Fort Smith|AR|72903|2300.00|2007-06-21|16
+|Andres|Dale||1160 Glen Oaks Drive||West Des Moines|IA|50266|250.00|2007-06-06|16
+|Anthony|John||211 Long Island Drive||Hot Springs|AR|71913|2300.00|2007-06-12|16
+|Arbogast|Robert||12900 State Route 56 SE||Mount Sterling|OH|43143|500.00|2007-04-08|16
+|Arbogast|Robert||12900 State Route 56 SE||Mount Sterling|OH|43143|100.00|2007-06-22|16
+|Ardle|William||412 Dakota Avenue||Springfield|OH|45504|50.00|2007-06-28|16
+|Atiq|Omar||7200 S Hazel Street||Pine Bluff|AR|71603|1000.00|2007-05-18|16
+|Atiq|Omar||7200 S Hazel Street||Pine Bluff|AR|71603|1000.00|2007-06-27|16
+|Baker|David||2550 Adamsbrooke Drive||Conway|AR|72034|2300.00|2007-04-11|16
+|Bancroft|David||2934 Broderick Street||San Francisco|CA|94123|250.00|2007-04-24|16
+|Banks|Charles||P.O. Box 251310||Little Rock|AR|72225|1000.00|2007-05-14|16
+|Barbee|John||516 Kellyridge Drive||Apex|NC|27502|500.00|2007-05-23|16
+|Buckler|Steve||24351 Armada Dr||Dana Point|CA|926291306|50.00|2007-07-30|20
+|Buckler|Steve||24351 Armada Dr||Dana Point|CA|926291306|25.00|2007-08-16|20
+|Buckheit|Bruce||8904 KAREN DR||FAIRFAX|VA|220312731|100.00|2007-09-19|20
+|Buckel|Linda||PO Box 683130||Park City|UT|840683130|2300.00|2007-08-14|20
+|Buckel|Linda||PO Box 683130||Park City|UT|840683130|-2300.00|2007-08-14|20
+|Buckel|Linda||PO Box 683130||Park City|UT|840683130|4600.00|2007-08-14|20
+|Buck|Thomas||4206 Terrace Street||Kansas City|MO|64111|100.00|2007-09-25|20
+|Buck|Jay|K.|1855 Old Willow Rd Unit 322||Northfield|IL|600932918|200.00|2007-09-12|20
+|Buck|Blaine|M|45 Eaton Ave||Camden|ME|048431752|2300.00|2007-09-30|20
+|Buck|Barbara||1780 NE 138th St||North Miami|FL|331811316|50.00|2007-09-13|20
+|Buck|Barbara||1780 NE 138th St||North Miami|FL|331811316|50.00|2007-07-19|20
+|Buchman|Mark M||2530 Lawton Ave||San Luis Obispo|CA|934015622|460.80|2007-07-18|20
+|Bucher|Ida|M|1400 Warnall Ave||Los Angeles|CA|900245333|100.00|2007-07-10|20
+|Buchanek|Elizabeth||7917 Kentbury Dr||Bethesda|MD|208144615|50.00|2007-09-30|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|500.00|2007-09-24|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|-500.00|2007-09-24|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|500.00|2007-09-24|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|700.00|2007-08-28|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|-700.00|2007-08-28|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|1000.00|2007-08-28|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|1300.00|2007-08-09|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|200.00|2007-08-14|20
+|Buchanan|John||2025 NW 29th Rd||Boca Raton|FL|334316303|500.00|2007-07-25|20
+|Buchanan|John||4635 49th St NW||Washington|DC|200164320|200.09|2007-09-23|20
+|Harrison|Ryan||2247 3rd St||La Verne|CA|917504918|25.00|2007-07-26|20
+|BYNUM|HERBERT||332 SUNNYSIDE ROAD||TAMPA|FL|336177249|-500.00|2008-03-10|22
+|BYINGTON|MARGARET|E.|2633 MIDDLEBORO LANE N.E.||GRAND RAPIDS|MI|495061254|-2300.00|2008-03-03|22
+|BYERS|BOB|A.|13170 TELFAIR AVENUE||SYLMAR|CA|913423573|-2300.00|2008-03-07|22
+|BYERS|AUDREY||2658 LADBROOK WAY||THOUSAND OAKS|CA|913615073|-200.00|2008-03-07|22
+|BUSH|KRYSTIE||P.O. BOX 61046||DENVER|CO|802061046|-2300.00|2008-03-06|22
+|BUSH|ERIC||P.O. BOX 61046||DENVER|CO|802061046|-2300.00|2008-03-06|22
+|BURTON|SUSAN||9338 DEER CREEK DRIVE||TAMPA|FL|336472286|-2300.00|2008-03-05|22
+|BURTON|STEVEN|G.|9938 DEER CREEK DRIVE||TAMPA|FL|33647|-2300.00|2008-03-05|22
+|BURTON|GLENN|M.|4404 CHARLESTON COURT||TAMPA|FL|336092620|-2300.00|2008-03-05|22
+|BURKHARDT|CRAIG|S.|910 15TH STREET N.W.||WASHINGTON|DC|200052503|-500.00|2008-03-07|22
+|BURKHARDT|CRAIG|S.|910 15TH STREET N.W.||WASHINGTON|DC|200052503|-1000.00|2008-03-07|22
+|BURKHARDT|BARBARA||910 15TH STREET N.W.||WASHINGTON|DC|200052503|-500.00|2008-03-07|22
+|BURKE|SUZANNE|M.|3401 EVANSTON||SEATTLE|WA|981038677|-700.00|2008-03-05|22
+|BURKE|GAIL||165 E. 32ND STREET|APARTMENT 9E|NEW YORK|NY|100166014|-2000.00|2008-03-05|22
+|BURKE|DONALD|J.|12 LOMPOC||RANCHO SANTA MARGA|CA|926881817|-2300.00|2008-03-11|22
+|BURGERT|RONALD|L.|5723 PLUMTREE DRIVE||DALLAS|TX|752524926|-1000.00|2008-03-05|22
+|BULL|BARTLE|B.|439 E. 51ST STREET||NEW YORK|NY|100226473|-800.00|2008-03-10|22
+|BULL|BARTLE|B.|439 E. 51ST STREET||NEW YORK|NY|100226473|-1000.00|2008-03-10|22
+|BUKOWSKI|DANIEL|J.|702 S. WRIGHT STREET||NAPERVILLE|IL|605406736|-100.00|2008-03-10|22
+|BUISSON|MARGARET|A.|P.O. BOX 197029||LOUISVILLE|KY|402597029|-200.00|2008-03-11|22
+|BUCKLEY|WALTER|W.|1635 COUNTRY ROAD||BETHLEHEM|PA|180155718|-100.00|2008-03-05|22
+|BUCKLEY|MARJORIE|B.|1635 COUNTRY ROAD||BETHLEHEM|PA|180155718|-100.00|2008-03-05|22
+|BRUNO|JOHN||10136 WINDERMERE CHASE BLVD.||GOTHA|FL|347344707|-2300.00|2008-03-06|22
+|BRUNO|IRENE||10136 WINDERMERE CHASE BLVD.||GOTHA|FL|347344707|-2300.00|2008-03-06|22
+|BROWN|TIMOTHY|J.|26826 MARLOWE COURT||STEVENSON RANCH|CA|913811020|-2300.00|2008-03-06|22
+|Schuff|Bryan||1700 W Sweden Rd||Brockport|NY|14420|-25.00|2008-08-22|32
+|Hobbs|James||229 Cherry Lane||White House|TN|37188|-25.00|2008-08-19|32
+|Ranganath|Anoop||2507 Willard Drive||Charlottesville|VA|22903|-100.00|2008-04-21|32
+|Nystrom|Michael|A|93A Fairmont Street||Arlington|MA|02474|-503.00|2008-04-21|32
+|Muse|Nina|Jo|2915 Toro Canyon Rd||Austin|TX|78746|-50.00|2008-04-21|32
+|Waddell|James|L.|1823 Spel Lane SW||Rochester|MN|55902|-28.00|2008-04-21|32
+|Brucks|William|C.|PO Box 391||Corona del Mar|CA|92625|-150.00|2008-04-21|32
+|Kuehn|David||14502 West 93rd Street||Lenexa|KS|66215|-330.00|2008-04-21|32
+|Verster|Jeanette|M.|7220 SW 61st St||Miami|FL|331431807|-1000.00|2008-04-21|32
+|Uihlein|Richard||1396 N Waukegan Rd||Lake Forest|IL|600451147|-2300.00|2008-04-21|32
+|Eskenberry|Robert|P|10960 Gray Cir||Westminster|CO|80020|-223.00|2008-04-21|32
+|Froehling|Alan|L.|302 Broadway St||Mount Vernon|IL|628645116|-844.80|2008-04-21|32
+|Duryea|Marcia|A.|123 Bayview Ave||Amityville|NY|11701|-299.50|2008-04-21|32
+|Perreault|Louise||503 Brockridge Hunt Drive||Hampton|VA|23666|-34.08|2008-04-21|32
+|Rozenfeld|Timur||57 Herbert Road||Robbinsville|NJ|08691|-777.95|2008-04-21|32
+|Kazor|Christopher|M|707 Spindletree ave||Naperville|IL|60565|-2592.00|2008-04-21|32
+|Lehner|Thomas|S.|2701 Star Lane||Wadsworth|OH|44281|-200.00|2008-04-21|32
+|Plummer|Joseph||587 Blake Hill Rd||New Hampton|NH|032564424|-24.60|2008-04-21|32
+|Raught|Philip|M|4714 Plum Way||Pittsburgh|PA|15201|-1046.00|2008-04-21|32
+|Ferrara|Judith|D|1508 Waterford Road||Yardley|PA|19067|-1100.00|2008-04-21|32
+|Johnson|Cathleen|E.|1003 Justin Ln Apt 2016||Austin|TX|787572648|-14.76|2008-04-21|32
+|Sanford|Bradley||940 Post St #43||San Francisco|CA|94109|-24.53|2008-04-21|32
+|Gaarder|Bruce||PO Box 4085||Mountain Home AFB|ID|83648|-261.00|2008-04-21|32
+|Choe|Hyeokchan||207 Bridle Way||Fort Lee|NJ|070246302|-39.50|2008-04-21|32
+|Jacobs|Richard|G.|14337 Tawya Rd||Apple Valley|CA|923075545|-1000.00|2008-04-21|32
+|Aaronson|Rebecca||2000 Village Green Dr Apt 12||Mill Creek|WA|980125787|100.00|2008-02-08|34
+|Aarons|Elaine||481 Buck Island Rd Apt 17A|APT 17A|West Yarmouth|MA|026733300|25.00|2008-02-26|34
+|Aarons|Elaine||481 Buck Island Rd Apt 17A|APT 17A|West Yarmouth|MA|026733300|70.00|2008-02-25|34
+|Aarons|Elaine||481 Buck Island Rd Apt 17A|APT 17A|West Yarmouth|MA|026733300|100.00|2008-02-08|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|50.00|2008-02-29|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-29|34
+|Aaronson|Rebecca||2000 Village Green Dr Apt 12||Mill Creek|WA|980125787|100.00|2008-02-14|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-24|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-22|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-17|34
+|Reid|Elizabeth||73 W Patent Rd|OPHIR FARM NORTH|Bedford Hills|NY|105072222|-350.00|2008-08-28|34
+|Reich|Thomas||499 Park Ave||New York|NY|100221240|-2300.00|2008-08-28|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-08|34
+|Aaron|Shirley||101 Cherry Ave||Havana|FL|323331311|100.00|2008-02-03|34
+|Aaron|Sharron||1804 E Montgomery St||Broken Arrow|OK|740121840|500.00|2008-02-09|34
+|Aaron|Patricia||418 NW 35th St||Oklahoma City|OK|731188602|200.00|2008-02-26|34
+|Aaron|Patricia||418 NW 35th St||Oklahoma City|OK|731188602|100.00|2008-02-12|34
+|Aaron|Jim||2178 Fairway Cir||Canton|MI|481885097|300.00|2008-02-07|34
+|Aaron|Jim||2178 Fairway Cir||Canton|MI|481885097|200.00|2008-02-29|34
+|Aaron|Carole||PO Box 1806||Ogunquit|ME|039071806|70.00|2008-02-29|34
+|Aaron|Carole||PO Box 1806||Ogunquit|ME|039071806|50.00|2008-02-07|34
+|Aaron|Carole||PO Box 1806||Ogunquit|ME|039071806|100.00|2008-02-03|34
+|Aaron|Barbara||2298 Pacific Ave # 6||San Francisco|CA|941151435|1000.00|2008-02-11|34
+|Aanonsen|Lin||897 Raymond Ave||Saint Paul|MN|551141508|250.00|2008-02-21|34
+|Aanonsen|Lin||897 Raymond Ave||Saint Paul|MN|551141508|100.00|2008-02-08|34
+|BOURNE|TRAVIS||LAGE KAART 77||BRASSCHATT||02930|-500.00|2008-11-20|35
+|SECRIST|BRIAN|L.|3 MULE DEER TRAIL||LITTLETON|CO|801275722|-1000.00|2008-04-07|35
+|TOLLESTRUP|TRAVIS|W.|16331 WINECREEK RD.||SAN DIEGO|CA|92127|-1000.00|2008-05-15|35
+|ACCORD|DEAN|C.|8813 ROBINSON RIDGE ROAD||LAS VEGAS|NV|891175812|500.00|2007-07-13|35
+|ABTS|HENRY||P. O. BOX 7299||INCLINE VILLAGE|NV|894527299|100.00|2007-07-13|35
+|ABSHIER|LANNY||14191 S.E. HIGHWAY 301||SUMMERFIELD|FL|34491|500.00|2007-09-25|35
+|ABSHIER|DIANA||14191 S.E. HIGHWAY 301||SUMMERFIELD|FL|34491|500.00|2007-09-25|35
+|ABREU|KEVIN|M.|1305 GARDEN GLEN LANE||PEARLAND|TX|775816547|50.00|2007-09-30|35
+|ABREU|KEVIN|M.|1305 GARDEN GLEN LANE||PEARLAND|TX|775816547|150.00|2007-08-09|35
+|ABREU|KEVIN|M.|1305 GARDEN GLEN LANE||PEARLAND|TX|775816547|50.00|2007-07-19|35
+|ABRAMOWITZ|NIRA||411 HARBOR ROAD||SOUTHPORT|CT|068901376|2300.00|2007-09-14|35
+|ABRAMS|MICHAEL||7910 WOODMONT AVENUE||BETHESDA|MD|208143002|250.00|2007-09-29|35
+|ABRAMOWITZ|KEN||200 CENTRAL PARK S.|APARTMENT 31A|NEW YORK|NY|100191448|300.00|2007-09-11|35
+|ABOUBAKARE|NASAR||1400 SAN MIGUEL DRIVE||CORONA DEL MAR|CA|926251300|1000.00|2007-07-09|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|75.00|2007-09-25|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|25.00|2007-09-17|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|75.00|2007-08-31|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|75.00|2007-08-14|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|25.00|2007-08-06|35
+|ABEGG|PATRICIA|T.|1862 E. 5150 S.||SALT LAKE CITY|UT|841176911|25.00|2007-07-10|35
+|ABDELLA|THOMAS|M.|4231 MONUMENT WALL WAY #340||FAIRFAX|VA|220308440|50.00|2007-09-30|35
+|ABBOTT|WELDON|S.|777 EAST SOUTH TEMPLE  4E||SALT LAKE CITY|UT|841021269|100.00|2007-09-29|35
+|ABBOTT|WELDON|S.|777 EAST SOUTH TEMPLE  4E||SALT LAKE CITY|UT|841021269|50.00|2007-08-09|35
+|ABBOTT|GERALD|F.|389 BENEFIT STREET||PROVIDENCE|RI|029032946|100.00|2007-09-15|35
+|ABBOTT|GERALD|F.|389 BENEFIT STREET||PROVIDENCE|RI|029032946|100.00|2007-08-15|35
+|ABEDIN|ZAINUL||715 N. CENTRAL AVENUE|SUITE 212|GLENDALE|CA|912031164|500.00|2008-01-21|37
+|ABBOTT|SYBIL|F.|446 GAMES DRIVE||RENO|NV|895093326|75.00|2008-01-08|37
+|ABBOTT|SYBIL|F.|446 GAMES DRIVE||RENO|NV|895093326|50.00|2008-01-08|37
+|ABBOTT|RONALD|LEANDER|5453 HAWTHORNE STREET||MONTCLAIR|CA|917632551|200.00|2008-01-31|37
+|ABBOTT|RONALD|LEANDER|5453 HAWTHORNE STREET||MONTCLAIR|CA|917632551|100.00|2008-01-08|37
+|ABBOTT|ROBERT|A.|3061 LOREE ROAD||DECKERVILLE|MI|484279763|500.00|2008-01-21|37
+|ABBOTT|MIKE|E.|4516 OSPREY LNDG||NICEVILLE|FL|325786810|1000.00|2008-01-15|37
+|ABBOT|DAVID|M.|56 SALEM STREET||ANDOVER|MA|018102114|200.00|2008-01-21|37
+|ABBO|PAULINE|MORENCY|10720 JACOB LANE||WHITE LAKE|MI|483862274|35.00|2008-01-07|37
+|ABATE|MARIA|ELENA|1291 NIGHTINGALE AVENUE||MIAMI SPRINGS|FL|331663832|2600.00|2008-01-25|37
+|ABAIR|PETER||40 EVANS STREET||WATERTOWN|MA|024722150|25.00|2008-01-09|37
+|ABACHERLI|SHIRLEY|M.|29875 NEWPORT ROAD||MENIFEE|CA|925849524|150.00|2008-01-28|37
+|AARONS|CHARLES||1730 SHORE DRIVE||ANCHORAGE|AK|995153207|300.00|2008-01-30|37
+|AARONS|CHARLES||1730 SHORE DRIVE||ANCHORAGE|AK|995153207|410.00|2008-01-15|37
+|AARONS|CHARLES||1730 SHORE DRIVE||ANCHORAGE|AK|995153207|500.00|2008-01-09|37
+|ABEL|JOHN|H.|422 THOMAS STREET||BETHLEHEM|PA|180153316|200.00|2008-01-22|37
+|ABEL|MARLING|L.|14 HANGING MOSS LANE||GREENVILLE|SC|296155069|100.00|2008-01-22|37
+|ABEL|RUDOLPH||4532 OCEAN BLVD.|# 108|SARASOTA|FL|342421337|100.00|2008-01-08|37
+|ABELE|RODNEY||3620 METAIRIE HEIGHTS AVENUE||METAIRIE|LA|700021823|500.00|2008-01-15|37
+|ABERCROMBIE|DENIS||11811 WATER OAK CT||MAGNOLIA|TX|773546270|500.00|2008-01-30|37
+|ABESHAUS|MERRILL|M.|1801 N. HEREFORD DRIVE||FLAGSTAFF|AZ|860011121|120.00|2008-01-16|37
+|ABRAHAM|GEORGE||P.O. BOX 1504||LAKE CHARLES|LA|706021504|800.00|2008-01-17|37
+|ABRAHAMSON|PETER|J.|1030 W. ROSCOE STREET||CHICAGO|IL|606572207|50.00|2008-01-25|37
+|ABRAHAM|SALEM|A.|P.O. BOX 7||CANADIAN|TX|790140007|1000.00|2008-01-17|37
+|ABRAHAM|SALEM|A.|P.O. BOX 7||CANADIAN|TX|790140007|1300.00|2008-01-30|37