diff --git a/Lectures/Lecture4/PandasAndSQL.ipynb b/Lectures/Lecture4/PandasAndSQL.ipynb
index be2c58a..dae4aa6 100644
--- a/Lectures/Lecture4/PandasAndSQL.ipynb
+++ b/Lectures/Lecture4/PandasAndSQL.ipynb
@@ -202,7 +202,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
@@ -384,7 +384,7 @@
"16 41 Fred Thompson D. R"
]
},
- "execution_count": 99,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -1008,7 +1008,15 @@
"metadata": {
"collapsed": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "bash: line 2: sqlite3: command not found\n"
+ ]
+ }
+ ],
"source": [
"%%bash\n",
"tail -n +2 candidates.txt > candidates_nohead.txt\n",
@@ -1025,23 +1033,7 @@
{
"data": {
"text/plain": [
- "[(16, u'Mike', u'Huckabee', u'', u'R'),\n",
- " (20, u'Barack', u'Obama', u'', u'D'),\n",
- " (22, u'Rudolph', u'Giuliani', u'', u'R'),\n",
- " (24, u'Mike', u'Gravel', u'', u'D'),\n",
- " (26, u'John', u'Edwards', u'', u'D'),\n",
- " (29, u'Bill', u'Richardson', u'', u'D'),\n",
- " (30, u'Duncan', u'Hunter', u'', u'R'),\n",
- " (31, u'Dennis', u'Kucinich', u'', u'D'),\n",
- " (32, u'Ron', u'Paul', u'', u'R'),\n",
- " (33, u'Joseph', u'Biden', u'', u'D'),\n",
- " (34, u'Hillary', u'Clinton', u'R.', u'D'),\n",
- " (35, u'Mitt', u'Romney', u'', u'R'),\n",
- " (36, u'Samuel', u'Brownback', u'', u'R'),\n",
- " (37, u'John', u'McCain', u'', u'R'),\n",
- " (38, u'Tom', u'Tancredo', u'', u'R'),\n",
- " (39, u'Christopher', u'Dodd', u'J.', u'D'),\n",
- " (41, u'Fred', u'Thompson', u'D.', u'R')]"
+ "[]"
]
},
"execution_count": 21,
@@ -1531,7 +1523,7 @@
},
{
"cell_type": "code",
- "execution_count": 145,
+ "execution_count": 27,
"metadata": {
"collapsed": false
},
@@ -1540,7 +1532,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[(28, u'Buckheit', u'Bruce', None, u'8904 KAREN DR', None, u'FAIRFAX', u'VA', u'220312731', 100, u'2007-09-19', 20, u'junk'), (78, u'Ranganath', u'Anoop', None, u'2507 Willard Drive', None, u'Charlottesville', u'VA', u'22903', -100, u'2008-04-21', 32, u'junk'), (89, u'Perreault', u'Louise', None, u'503 Brockridge Hunt Drive', None, u'Hampton', u'VA', u'23666', -34.08, u'2008-04-21', 32, u'junk'), (146, u'ABDELLA', u'THOMAS', u'M.', u'4231 MONUMENT WALL WAY #340', None, u'FAIRFAX', u'VA', u'220308440', 50, u'2007-09-30', 35, u'junk')]\n"
+ "[(28, u'Buckheit', u'Bruce', None, u'8904 KAREN DR', None, u'FAIRFAX', u'VA', u'220312731', 100, u'2007-09-19', 20), (78, u'Ranganath', u'Anoop', None, u'2507 Willard Drive', None, u'Charlottesville', u'VA', u'22903', -100, u'2008-04-21', 32), (89, u'Perreault', u'Louise', None, u'503 Brockridge Hunt Drive', None, u'Hampton', u'VA', u'23666', -34.08, u'2008-04-21', 32), (146, u'ABDELLA', u'THOMAS', u'M.', u'4231 MONUMENT WALL WAY #340', None, u'FAIRFAX', u'VA', u'220308440', 50, u'2007-09-30', 35)]\n"
]
},
{
@@ -1638,7 +1630,7 @@
"3 146 ABDELLA THOMAS M. 4231 MONUMENT WALL WAY #340 None FAIRFAX VA 220308440 50.00 2007-09-30 35"
]
},
- "execution_count": 145,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -3756,70 +3748,70 @@
" \n",
" \n",
" | 0 | \n",
- " Agee | \n",
- " Steven | \n",
+ " AARONS | \n",
+ " CHARLES | \n",
"
\n",
" \n",
" | 1 | \n",
- " Ahrens | \n",
- " Don | \n",
+ " ABACHERLI | \n",
+ " SHIRLEY | \n",
"
\n",
" \n",
" | 2 | \n",
- " Akin | \n",
- " Charles | \n",
+ " ABAIR | \n",
+ " PETER | \n",
"
\n",
" \n",
" | 3 | \n",
- " Akin | \n",
- " Mike | \n",
+ " ABATE | \n",
+ " MARIA | \n",
"
\n",
" \n",
" | 4 | \n",
- " Akin | \n",
- " Rebecca | \n",
+ " ABBO | \n",
+ " PAULINE | \n",
"
\n",
" \n",
" | 5 | \n",
- " Aldridge | \n",
- " Brittni | \n",
+ " ABBOT | \n",
+ " DAVID | \n",
"
\n",
" \n",
" | 6 | \n",
- " Allen | \n",
- " John D. | \n",
+ " ABBOTT | \n",
+ " GERALD | \n",
"
\n",
" \n",
" | 7 | \n",
- " Allison | \n",
- " John W. | \n",
+ " ABBOTT | \n",
+ " MIKE | \n",
"
\n",
" \n",
" | 8 | \n",
- " Allison | \n",
- " Rebecca | \n",
+ " ABBOTT | \n",
+ " ROBERT | \n",
"
\n",
" \n",
" | 9 | \n",
- " Altes | \n",
- " R.D. | \n",
+ " ABBOTT | \n",
+ " RONALD | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " last_name first_name\n",
- "0 Agee Steven\n",
- "1 Ahrens Don\n",
- "2 Akin Charles\n",
- "3 Akin Mike\n",
- "4 Akin Rebecca\n",
- "5 Aldridge Brittni\n",
- "6 Allen John D.\n",
- "7 Allison John W.\n",
- "8 Allison Rebecca\n",
- "9 Altes R.D."
+ " last_name first_name\n",
+ "0 AARONS CHARLES\n",
+ "1 ABACHERLI SHIRLEY\n",
+ "2 ABAIR PETER\n",
+ "3 ABATE MARIA\n",
+ "4 ABBO PAULINE\n",
+ "5 ABBOT DAVID\n",
+ "6 ABBOTT GERALD\n",
+ "7 ABBOTT MIKE\n",
+ "8 ABBOTT ROBERT\n",
+ "9 ABBOTT RONALD"
]
},
"execution_count": 45,
@@ -4585,7 +4577,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": 52,
@@ -5082,7 +5074,7 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 58,
"metadata": {
"collapsed": false
},
@@ -5095,7 +5087,7 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 59,
"metadata": {
"collapsed": false
},
@@ -5217,7 +5209,7 @@
"4 146 ABDELLA THOMAS M. 4231 MONUMENT WALL WAY #340 None FAIRFAX VA 220308440 50.00 2007-09-30 35 junk"
]
},
- "execution_count": 62,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
@@ -5238,7 +5230,7 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 60,
"metadata": {
"collapsed": false
},
@@ -5248,10 +5240,10 @@
"evalue": "near \"DROP\": syntax error",
"output_type": "error",
"traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mOperationalError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0malt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ALTER TABLE contributors DROP COLUMN name;\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcursor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcommit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mOperationalError\u001b[0m: near \"DROP\": syntax error"
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mOperationalError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"ALTER TABLE contributors DROP COLUMN name;\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcursor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mdb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mOperationalError\u001b[0m: near \"DROP\": syntax error"
]
}
],
@@ -5270,7 +5262,7 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 61,
"metadata": {
"collapsed": false
},
@@ -5288,7 +5280,7 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 62,
"metadata": {
"collapsed": false
},
@@ -5371,7 +5363,7 @@
"max 9.951532e+08 4600.000000 37.000000"
]
},
- "execution_count": 66,
+ "execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
@@ -5382,7 +5374,7 @@
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 63,
"metadata": {
"collapsed": false
},
@@ -5393,7 +5385,7 @@
"4600.0"
]
},
- "execution_count": 67,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
@@ -5404,7 +5396,7 @@
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 64,
"metadata": {
"collapsed": false
},
@@ -5454,7 +5446,7 @@
"30 Buckel Linda NaN PO Box 683130 NaN Park City UT 840683130 4600 2007-08-14 20"
]
},
- "execution_count": 68,
+ "execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
@@ -5465,7 +5457,7 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 65,
"metadata": {
"collapsed": false
},
@@ -5474,7 +5466,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[(31, u'Buckel', u'Linda', None, u'PO Box 683130', None, u'Park City', u'UT', u'840683130', 4600, u'2007-08-14', 20, u'Buckel, Linda', 4600)]\n"
+ "[(175, u'ABRAHAM', u'SALEM', u'A.', u'P.O. BOX 7', None, u'CANADIAN', u'TX', u'790140007', 1300, u'2008-01-30', 37, u'ABRAHAM, SALEM', 4600)]\n"
]
},
{
@@ -5503,30 +5495,30 @@
" \n",
" \n",
" | 0 | \n",
- " 31 | \n",
- " Buckel | \n",
- " Linda | \n",
- " None | \n",
- " PO Box 683130 | \n",
+ " 175 | \n",
+ " ABRAHAM | \n",
+ " SALEM | \n",
+ " A. | \n",
+ " P.O. BOX 7 | \n",
" None | \n",
- " Park City | \n",
- " UT | \n",
- " 840683130 | \n",
- " 4600 | \n",
- " 2007-08-14 | \n",
- " 20 | \n",
- " Buckel, Linda | \n",
+ " CANADIAN | \n",
+ " TX | \n",
+ " 790140007 | \n",
+ " 1300 | \n",
+ " 2008-01-30 | \n",
+ " 37 | \n",
+ " ABRAHAM, SALEM | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " id last_name first_name middle_name street_1 street_2 city state zip amount date candidate_id maxamt\n",
- "0 31 Buckel Linda None PO Box 683130 None Park City UT 840683130 4600 2007-08-14 20 Buckel, Linda"
+ " id last_name first_name middle_name street_1 street_2 city state zip amount date candidate_id maxamt\n",
+ "0 175 ABRAHAM SALEM A. P.O. BOX 7 None CANADIAN TX 790140007 1300 2008-01-30 37 ABRAHAM, SALEM"
]
},
- "execution_count": 69,
+ "execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
@@ -5539,7 +5531,7 @@
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 66,
"metadata": {
"collapsed": false
},
@@ -5559,7 +5551,7 @@
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 67,
"metadata": {
"collapsed": false
},
@@ -5579,7 +5571,7 @@
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 68,
"metadata": {
"collapsed": false
},
@@ -5644,7 +5636,7 @@
"159 ABATE MARIA ELENA 1291 NIGHTINGALE AVENUE NaN MIAMI SPRINGS FL 331663832 2600 2008-01-25 37"
]
},
- "execution_count": 72,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
@@ -5655,7 +5647,7 @@
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 69,
"metadata": {
"collapsed": false
},
@@ -5723,7 +5715,7 @@
"1 160 ABATE MARIA ELENA 1291 NIGHTINGALE AVENUE None MIAMI SPRINGS FL 331663832 2600 2008-01-25 37"
]
},
- "execution_count": 73,
+ "execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
@@ -5749,7 +5741,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 70,
"metadata": {
"collapsed": false
},
@@ -6028,7 +6020,7 @@
"WA 2941290251 -500.00 90"
]
},
- "execution_count": 74,
+ "execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
@@ -6039,7 +6031,7 @@
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 71,
"metadata": {
"collapsed": false
},
@@ -6086,7 +6078,7 @@
"Name: amount, dtype: float64"
]
},
- "execution_count": 75,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
@@ -6097,7 +6089,7 @@
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": 72,
"metadata": {
"collapsed": false
},
@@ -6111,7 +6103,7 @@
" 'AK', 'LA', 'AZ'], dtype=object)"
]
},
- "execution_count": 76,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
@@ -6122,7 +6114,7 @@
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 73,
"metadata": {
"collapsed": false
},
@@ -6364,7 +6356,7 @@
"35 WA -500.00"
]
},
- "execution_count": 77,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
@@ -6383,7 +6375,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 74,
"metadata": {
"collapsed": false
},
@@ -6493,7 +6485,7 @@
"4 Akin Charles NaN 10187 Sugar Creek Road NaN Bentonville AR 72712 100 2007-06-16 16"
]
},
- "execution_count": 78,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
@@ -6511,7 +6503,7 @@
},
{
"cell_type": "code",
- "execution_count": 80,
+ "execution_count": 75,
"metadata": {
"collapsed": false
},
@@ -6629,7 +6621,7 @@
"Akin Charles NaN 10187 Sugar Creek Road NaN Bentonville AR 72712 100 2007-06-16 16"
]
},
- "execution_count": 80,
+ "execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
@@ -6642,7 +6634,7 @@
},
{
"cell_type": "code",
- "execution_count": 81,
+ "execution_count": 76,
"metadata": {
"collapsed": false
},
@@ -6760,7 +6752,7 @@
"Aldridge Brittni NaN 808 Capitol Square Place, SW NaN Washington DC 20024 250 2007-06-06 16"
]
},
- "execution_count": 81,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}