diff --git a/tools_pandas.ipynb b/tools_pandas.ipynb index aab889d..7e87472 100644 --- a/tools_pandas.ipynb +++ b/tools_pandas.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -140,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -157,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -214,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -257,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -276,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -311,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -329,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -350,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -378,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -396,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -414,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -469,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -486,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -523,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -573,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -591,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "scrolled": true }, @@ -620,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -640,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -659,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -676,7 +676,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -693,7 +693,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -713,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -730,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -747,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -763,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -779,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -795,7 +795,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -811,7 +811,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -821,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -838,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -855,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -871,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -894,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -928,7 +928,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -944,7 +944,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -960,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -981,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1007,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -1030,7 +1030,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1051,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1074,7 +1074,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1102,7 +1102,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1111,7 +1111,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1128,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1144,7 +1144,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1162,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1180,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -1199,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -1216,7 +1216,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1233,7 +1233,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": { "scrolled": true }, @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -1277,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -1293,7 +1293,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -1309,7 +1309,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -1325,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -1341,7 +1341,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -1358,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -1367,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1381,7 +1381,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -1397,7 +1397,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -1414,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1432,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -1451,7 +1451,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -1473,7 +1473,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -1490,7 +1490,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1512,7 +1512,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -1539,7 +1539,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1555,7 +1555,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -1572,7 +1572,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -1591,7 +1591,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1608,7 +1608,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -1624,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1641,7 +1641,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -1661,7 +1661,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1678,7 +1678,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 92, "metadata": { "scrolled": true }, @@ -1705,7 +1705,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1723,7 +1723,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -1739,7 +1739,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -1755,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -1771,7 +1771,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -1787,7 +1787,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -1803,7 +1803,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -1819,7 +1819,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -1835,7 +1835,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -1851,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1867,7 +1867,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": { "scrolled": true }, @@ -1886,7 +1886,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1897,7 +1897,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": { "scrolled": true }, @@ -1920,7 +1920,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": { "scrolled": true }, @@ -1938,7 +1938,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -1959,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -1975,7 +1975,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -1991,7 +1991,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -2011,7 +2011,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 111, "metadata": {}, "outputs": [], "source": [ @@ -2027,7 +2027,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 112, "metadata": { "scrolled": true }, @@ -2047,7 +2047,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -2064,7 +2064,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 114, "metadata": {}, "outputs": [], "source": [ @@ -2084,7 +2084,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 115, "metadata": { "scrolled": true }, @@ -2103,7 +2103,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -2120,7 +2120,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -2144,7 +2144,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -2153,7 +2153,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -2172,7 +2172,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -2188,7 +2188,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -2204,7 +2204,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -2220,7 +2220,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -2237,7 +2237,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -2257,7 +2257,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -2273,7 +2273,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -2289,7 +2289,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -2311,7 +2311,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -2328,7 +2328,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -2350,7 +2350,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -2368,7 +2368,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -2390,7 +2390,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -2410,7 +2410,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -2422,18 +2422,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you might guess, there are similar `read_json`, `read_html`, `read_excel` functions as well. We can also read data straight from the Internet. For example, let's load all U.S. cities from [simplemaps.com](http://simplemaps.com/):" + "As you might guess, there are similar `read_json`, `read_html`, `read_excel` functions as well. We can also read data straight from the Internet. For example, let's load the top 1,000 U.S. cities from github:" ] }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "us_cities = None\n", "try:\n", - " csv_url = \"http://simplemaps.com/files/cities.csv\"\n", + " csv_url = \"https://raw.githubusercontent.com/plotly/datasets/master/us-cities-top-1k.csv\"\n", " us_cities = pd.read_csv(csv_url, index_col=0)\n", " us_cities = us_cities.head()\n", "except IOError as e:\n", @@ -2460,7 +2460,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -2477,7 +2477,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -2500,7 +2500,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -2518,7 +2518,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -2535,7 +2535,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ @@ -2551,7 +2551,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 140, "metadata": {}, "outputs": [], "source": [ @@ -2570,7 +2570,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -2587,7 +2587,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -2603,7 +2603,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -2619,7 +2619,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -2635,7 +2635,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 145, "metadata": { "scrolled": true }, @@ -2653,7 +2653,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 146, "metadata": { "scrolled": true }, @@ -2678,7 +2678,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -2702,7 +2702,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 148, "metadata": {}, "outputs": [], "source": [ @@ -2720,7 +2720,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ @@ -2737,7 +2737,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -2754,7 +2754,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -2793,7 +2793,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.9" }, "toc": { "toc_cell": false,