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mai/data/Stores.csv

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-Store ID ,Store_Area,Items_Available,Daily_Customer_Count,Store_Sales
-1,1659,1961,530,66490
-2,1461,1752,210,39820
-3,1340,1609,720,54010
-4,1451,1748,620,53730
-5,1770,2111,450,46620
-6,1442,1733,760,45260
-7,1542,1858,1030,72240
-8,1261,1507,1020,37720
-9,1090,1321,680,46310
-10,1030,1235,1130,44150
-11,1187,1439,1090,71280
-12,1751,2098,720,57620
-13,1746,2064,1050,60470
-14,1615,1931,1160,59130
-15,1469,1756,770,66360
-16,1644,1950,790,78870
-17,1578,1907,1440,77250
-18,1703,2045,670,38170
-19,1438,1731,1030,63540
-20,1940,2340,980,40190
-21,1421,1700,370,43460
-22,1458,1746,690,68890
-23,1719,2065,950,52780
-24,1449,1752,620,50680
-25,1234,1488,840,41880
-26,1732,2073,820,70050
-27,1475,1777,1100,25820
-28,1390,1648,980,60530
-29,1642,1943,710,78100
-30,1715,2071,650,84860
-31,1439,1746,990,80140
-32,1250,1508,990,14920
-33,1331,1608,880,60460
-34,1784,2163,620,74560
-35,1375,1648,1020,72430
-36,1871,2230,700,45460
-37,1442,1744,610,41570
-38,1174,1411,1080,62870
-39,1839,2204,1010,55170
-40,1270,1516,10,45480
-41,1435,1725,1250,49550
-42,965,1152,600,48140
-43,1665,2001,730,67640
-44,1780,2117,780,39730
-45,1009,1194,520,35800
-46,1227,1471,870,49270
-47,1769,2087,690,66510
-48,1660,1982,910,62530
-49,1472,1776,1260,59980
-50,1408,1688,1040,76350
-51,1514,1820,910,81820
-52,1565,1880,1300,57830
-53,1074,1288,320,70450
-54,1864,2240,530,67000
-55,1570,1898,980,64090
-56,1417,1701,740,48670
-57,1734,2060,1240,66210
-58,1470,1763,1080,83660
-59,1761,2104,1080,70770
-60,1756,2070,460,53870
-61,1704,2045,300,71300
-62,2011,2391,530,46100
-63,1472,1748,600,49100
-64,1310,1561,860,65920
-65,1544,1821,590,58660
-66,1707,2052,920,69130
-67,1881,2262,570,49080
-68,1416,1681,290,72710
-69,1631,1941,650,33430
-70,1318,1576,710,42430
-71,1692,2019,850,56650
-72,1152,1380,530,33580
-73,891,1073,630,67370
-74,1468,1749,700,71780
-75,1539,1833,650,84840
-76,1635,1956,720,82070
-77,1267,1520,450,26770
-78,1250,1475,1390,65560
-79,1720,2044,960,38660
-80,1462,1761,600,65660
-81,1431,1711,620,40700
-82,1539,1858,1020,88910
-83,1441,1723,330,57860
-84,1572,1884,1410,42670
-85,1287,1525,1200,90180
-86,1468,1760,280,51280
-87,1931,2342,940,97260
-88,1252,1506,850,39650
-89,1238,1468,960,45720
-90,1479,1758,420,42060
-91,1590,1912,830,65350
-92,2169,2617,600,67080
-93,1838,2205,400,54030
-94,1385,1655,760,56360
-95,1921,2305,1470,77120
-96,1975,2385,500,50810
-97,1853,2235,1120,60960
-98,1816,2171,1160,61180
-99,1785,2147,820,63660
-100,1579,1899,1140,41190
-101,1096,1321,900,78420
-102,1919,2294,760,65580
-103,1262,1500,1170,89080
-104,1374,1655,1080,94170
-105,1309,1587,1000,50950
-106,1207,1434,690,65180
-107,1692,2031,810,69310
-108,1929,2311,630,79210
-109,1573,1878,650,23740
-110,1415,1700,920,36330
-111,1162,1382,1260,51700
-112,1485,1787,800,62950
-113,1897,2248,1330,56010
-114,1607,1927,940,45080
-115,1909,2287,1210,46830
-116,1274,1503,660,64750
-117,1157,1379,770,80780
-118,1712,2046,460,31180
-119,1500,1798,860,56710
-120,1682,2017,780,49390
-121,1441,1727,890,66000
-122,1525,1835,900,32770
-123,1408,1669,530,46580
-124,1947,2333,790,79780
-125,1164,1390,370,35510
-126,1787,2137,610,80970
-127,1871,2241,500,61150
-128,1718,2051,750,49210
-129,1365,1636,980,79950
-130,1368,1654,530,68740
-131,1342,1595,910,57480
-132,1076,1270,620,72630
-133,1396,1672,1170,50070
-134,1713,2071,900,40490
-135,1370,1638,980,51850
-136,1667,1993,740,42840
-137,1638,1972,810,60940
-138,1581,1905,810,62280
-139,1795,2187,300,76530
-140,1179,1412,790,85130
-141,1978,2374,800,48590
-142,1688,2042,760,73080
-143,1214,1456,530,48950
-144,1504,1805,540,48560
-145,1498,1770,620,59380
-146,1462,1762,1010,51190
-147,1442,1750,130,58920
-148,1250,1486,730,50360
-149,1229,1480,830,38070
-150,1936,2300,1060,49170
-151,1369,1629,770,39740
-152,1662,1986,70,63730
-153,1548,1855,670,85330
-154,1649,1963,490,27410
-155,1393,1663,670,37320
-156,1450,1734,380,71120
-157,1613,1921,1200,72800
-158,1408,1696,350,34410
-159,775,932,1090,42530
-160,1275,1534,1230,54300
-161,1740,2078,680,50780
-162,1372,1657,580,45020
-163,1414,1723,680,69600
-164,2044,2474,340,80340
-165,1823,2176,700,37810
-166,955,1133,580,46140
-167,1465,1763,680,99570
-168,1331,1606,630,38650
-169,1232,1487,860,49800
-170,1481,1765,490,69910
-171,1343,1599,870,44910
-172,1539,1837,990,78470
-173,1007,1207,670,47460
-174,1762,2145,490,33460
-175,1527,1832,580,44090
-176,1356,1619,700,42620
-177,1536,1848,670,69450
-178,1605,1902,390,73120
-179,1704,2032,590,48300
-180,1626,1941,1350,58090
-181,1612,1939,840,74250
-182,1174,1396,1100,40930
-183,1923,2339,950,70930
-184,1702,2053,950,64670
-185,1398,1692,650,77420
-186,1437,1717,230,32330
-187,1524,1796,1060,41080
-188,1660,1985,1180,42860
-189,1302,1569,710,68450
-190,1666,2000,480,39730
-191,1391,1649,810,83750
-192,1778,2148,1140,69940
-193,1462,1770,1070,67710
-194,1751,2115,790,67360
-195,1652,1982,690,52460
-196,1841,2215,610,88760
-197,1496,1791,1240,67030
-198,1504,1827,840,78230
-199,1524,1808,460,62270
-200,1148,1371,940,49760
-201,1468,1744,590,73660
-202,1310,1558,890,72320
-203,1321,1579,770,68890
-204,992,1192,900,34180
-205,1540,1857,1020,58260
-206,1807,2149,910,38120
-207,1526,1853,660,49070
-208,1406,1677,480,61660
-209,1703,2055,1080,37830
-210,1575,1872,690,52270
-211,1309,1572,510,52280
-212,1488,1807,1030,70810
-213,1658,1988,370,71530
-214,1863,2245,640,77260
-215,1458,1725,750,75550
-216,1604,1909,370,33730
-217,1575,1899,840,66270
-218,1525,1829,840,55820
-219,1451,1737,890,68430
-220,1390,1687,620,73990
-221,1442,1742,310,62800
-222,1620,1922,550,33740
-223,1251,1527,380,63830
-224,1318,1606,1200,24410
-225,1647,1962,800,70020
-226,1829,2175,870,92240
-227,1852,2227,1220,68230
-228,1699,2053,1080,81870
-229,1325,1595,540,73860
-230,1350,1634,880,77120
-231,1347,1628,120,72350
-232,1397,1661,1410,49160
-233,1245,1499,570,45650
-234,1366,1649,940,52780
-235,1378,1658,760,90960
-236,1767,2110,1200,64950
-237,1184,1434,670,47230
-238,1257,1505,950,83250
-239,1863,2247,480,51950
-240,1881,2244,920,66030
-241,1329,1609,1150,68590
-242,1539,1848,750,47140
-243,1557,1861,370,69940
-244,2007,2397,610,65890
-245,1185,1418,1150,89310
-246,1657,2003,1070,58540
-247,1294,1539,790,78130
-248,1296,1559,1070,92300
-249,1733,2097,730,56170
-250,1641,1976,620,46050
-251,1373,1648,530,43390
-252,1550,1845,700,61750
-253,1583,1907,680,21830
-254,1428,1719,1060,39800
-255,1604,1925,670,54370
-256,1439,1735,400,62470
-257,1648,2003,910,82930
-258,1025,1231,760,63720
-259,2001,2394,540,79180
-260,1145,1370,350,38210
-261,1174,1426,980,25950
-262,913,1106,860,56610
-263,1199,1433,1020,73710
-264,1875,2254,1120,70400
-265,1153,1397,1020,50440
-266,1240,1492,940,66840
-267,1381,1660,970,50170
-268,1701,2030,830,60140
-269,1206,1456,920,37130
-270,1476,1777,660,42890
-271,1189,1439,780,26220
-272,1837,2220,340,50840
-273,1319,1571,1190,25630
-274,1617,1901,490,60770
-275,1631,1967,1090,69600
-276,1517,1805,1040,41740
-277,1764,2109,1210,50130
-278,1572,1869,1030,21750
-279,1855,2197,1170,80490
-280,1327,1571,730,34020
-281,1270,1515,720,60240
-282,1734,2073,500,39460
-283,1533,1848,1070,56440
-284,1390,1646,800,46840
-285,1856,2216,1020,64820
-286,1000,1215,1070,52520
-287,1313,1586,420,45940
-288,1494,1799,510,38970
-289,1386,1674,1210,58610
-290,1979,2364,660,30810
-291,1057,1264,360,47730
-292,902,1093,1210,64640
-293,1347,1622,560,44860
-294,1314,1576,360,55660
-295,1513,1803,970,57530
-296,1305,1548,480,75200
-297,1180,1436,690,37330
-298,1142,1352,710,35280
-299,1471,1768,780,70610
-300,1075,1288,630,49720
-301,1578,1885,220,68850
-302,1585,1916,1110,50740
-303,1391,1648,720,77070
-304,1577,1892,560,74730
-305,1092,1314,600,76530
-306,1375,1681,440,68900
-307,1523,1813,520,44960
-308,1373,1654,410,41490
-309,1550,1871,590,74320
-310,1614,1946,740,73800
-311,1566,1889,610,56400
-312,2019,2396,540,71570
-313,1494,1806,1450,43640
-314,1659,2008,620,35120
-315,1766,2131,340,58670
-316,1293,1554,970,75800
-317,1375,1659,1080,76640
-318,1236,1484,560,31890
-319,1332,1586,630,61670
-320,1513,1825,980,75950
-321,1208,1459,930,41490
-322,1190,1429,470,66170
-323,1448,1734,680,37980
-324,1771,2147,430,62710
-325,1365,1645,830,60470
-326,1510,1810,950,35230
-327,1458,1736,870,48550
-328,1808,2157,730,56810
-329,1615,1954,760,41080
-330,1640,1948,960,51270
-331,1060,1273,860,57500
-332,1633,1968,330,81470
-333,1222,1473,630,49570
-334,1619,1957,1280,45580
-335,1624,1973,1440,44660
-336,1887,2278,570,76240
-337,1320,1583,540,43720
-338,1450,1750,480,46700
-339,1455,1764,390,84690
-340,966,1172,900,85470
-341,1922,2290,290,80410
-342,1678,1999,740,46650
-343,1638,1952,690,81840
-344,1145,1375,950,63590
-345,2004,2390,930,50130
-346,1954,2378,810,45820
-347,1577,1879,760,86710
-348,1766,2138,580,49980
-349,1362,1634,770,82940
-350,1886,2228,1530,40350
-351,1291,1546,420,93950
-352,1584,1897,1210,47310
-353,1397,1686,850,21300
-354,1445,1709,1340,62180
-355,1433,1707,1160,61460
-356,1269,1511,500,54360
-357,1798,2134,820,72050
-358,1514,1822,670,48090
-359,1015,1216,460,27310
-360,1495,1799,950,57160
-361,1759,2095,980,34190
-362,1219,1468,850,35600
-363,1571,1877,580,54670
-364,1404,1670,620,76730
-365,1124,1369,650,63540
-366,1514,1837,1130,36690
-367,1207,1476,720,87370
-368,1484,1774,940,59800
-369,1398,1678,920,48030
-370,1769,2112,660,96650
-371,1111,1322,610,65500
-372,1078,1305,1190,55530
-373,1876,2254,1340,21650
-374,1909,2306,820,31940
-375,1940,2343,1130,84690
-376,1391,1683,890,68390
-377,1496,1774,810,75490
-378,1412,1699,680,39200
-379,1121,1345,320,85670
-380,1691,2026,700,60530
-381,1599,1946,940,78090
-382,1208,1467,910,50720
-383,1454,1737,870,23090
-384,1555,1881,1260,91360
-385,1554,1852,440,48120
-386,1491,1800,980,75620
-387,1415,1697,1200,39420
-388,1487,1801,890,51130
-389,1339,1589,1050,33890
-390,1320,1562,610,87170
-391,1509,1799,960,38600
-392,1406,1680,860,60980
-393,1264,1502,800,79410
-394,1905,2280,1060,82350
-395,1209,1464,600,36740
-396,1546,1829,380,27720
-397,1689,2044,1140,32260
-398,1153,1381,730,53270
-399,2063,2493,810,51480
-400,1848,2254,1000,59970
-401,1718,2056,1220,83600
-402,1480,1773,360,63020
-403,1439,1724,900,50920
-404,1576,1896,750,56450
-405,1948,2374,930,89540
-406,1613,1893,1180,46030
-407,896,1059,870,75110
-408,1625,1943,680,74520
-409,1303,1587,1310,102310
-410,1340,1605,1000,53400
-411,1410,1704,1130,59760
-412,1432,1719,990,49540
-413,1891,2280,360,51560
-414,1322,1583,720,49510
-415,1378,1670,950,58610
-416,1462,1732,840,68260
-417,1440,1733,1120,65310
-418,1421,1724,920,52090
-419,1280,1530,1240,43860
-420,1431,1710,840,74170
-421,1161,1404,430,58380
-422,1175,1405,810,91200
-423,1395,1662,920,90940
-424,1443,1755,880,49330
-425,1247,1523,1350,53500
-426,1788,2133,1000,54590
-427,1138,1375,1220,57450
-428,1709,2042,430,33240
-429,1777,2145,520,80790
-430,1612,1918,580,61000
-431,1618,1943,460,47620
-432,1311,1571,470,72090
-433,1365,1638,680,102920
-434,1249,1503,950,61970
-435,1373,1635,840,61040
-436,1536,1836,990,52060
-437,1744,2101,520,69570
-438,1513,1820,520,66020
-439,1297,1561,1070,40000
-440,1908,2304,990,79500
-441,1721,2076,710,76300
-442,1243,1491,430,69030
-443,1472,1766,1290,57140
-444,1307,1570,1080,41710
-445,1628,1959,890,71480
-446,1556,1869,1000,33010
-447,1179,1428,1290,74570
-448,1768,2123,860,49590
-449,1378,1656,1010,73170
-450,1685,2015,1160,79220
-451,1474,1759,880,75880
-452,1794,2137,670,67610
-453,1086,1291,930,69090
-454,1808,2154,990,35220
-455,1501,1790,450,53940
-456,1353,1598,690,56660
-457,1455,1757,650,67520
-458,1165,1411,1020,38620
-459,1332,1610,880,38890
-460,1396,1668,760,79270
-461,1513,1821,690,42880
-462,1618,1940,630,44240
-463,1845,2233,370,43190
-464,1172,1411,460,74550
-465,1436,1737,770,57090
-466,1738,2065,750,56480
-467,2229,2667,660,87410
-468,1490,1783,730,81370
-469,1060,1279,670,97360
-470,2015,2436,680,77960
-471,1611,1919,960,71240
-472,1187,1417,1230,58940
-473,1430,1690,800,78950
-474,1543,1840,450,36380
-475,1836,2195,940,45160
-476,1463,1764,1060,69050
-477,1213,1462,560,56830
-478,1244,1480,860,93530
-479,1745,2108,730,46920
-480,933,1121,940,55990
-481,1764,2132,920,40840
-482,1675,2002,1050,64990
-483,1688,2046,380,53550
-484,1842,2204,930,51320
-485,1316,1597,980,36560
-486,1440,1719,580,66050
-487,1760,2111,680,52400
-488,1323,1571,850,27970
-489,1230,1466,730,67100
-490,1540,1838,570,43710
-491,1167,1388,620,38600
-492,1429,1695,890,53890
-493,1491,1770,800,52610
-494,1313,1574,920,43130
-495,1609,1943,920,40300
-496,1109,1342,760,49750
-497,1207,1440,500,43840
-498,902,1087,680,56820
-499,1191,1422,770,36350
-500,1335,1601,460,50820
-501,1382,1660,1070,83720
-502,1588,1906,450,46970
-503,1918,2284,310,78020
-504,1484,1774,880,45080
-505,1334,1607,370,55160
-506,1556,1846,760,72020
-507,1784,2142,950,64010
-508,1244,1477,890,27840
-509,1496,1787,800,58070
-510,1719,2058,700,51760
-511,1678,2022,1050,66050
-512,1247,1490,330,65750
-513,1191,1421,980,65820
-514,1832,2208,1090,46760
-515,1271,1523,1140,50940
-516,1735,2084,820,56440
-517,1627,1948,890,32610
-518,1351,1616,650,62770
-519,1520,1817,850,63600
-520,1490,1788,360,45840
-521,1777,2117,780,38280
-522,1688,2037,590,50960
-523,1537,1836,670,39480
-524,1622,1968,340,69610
-525,1148,1384,730,47800
-526,1001,1194,1210,44890
-527,1857,2236,1280,67420
-528,1552,1869,710,78870
-529,1700,2064,940,70310
-530,1554,1844,670,38530
-531,1482,1777,800,77570
-532,1275,1517,790,59920
-533,1642,1981,720,54450
-534,1381,1633,1270,50250
-535,1381,1634,930,30790
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mai/data/Stores_updated.csv

@@ -1,897 +0,0 @@
-Store ID ,Store_Area,Items_Available,Daily_Customer_Count,Store_Sales
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-2,1461,1752,210,39820
-3,1340,1609,720,54010
-4,1451,1748,620,53730
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-9,1090,1321,680,46310
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-11,1187,1439,1090,71280
-12,1751,2098,720,57620
-13,1746,2064,1050,60470
-14,1615,1931,1160,59130
-15,1469,1756,770,66360
-16,1644,1950,790,78870
-17,1578,1907,1440,77250
-18,1703,2045,670,38170
-19,1438,1731,1030,63540
-20,1940,2340,980,40190
-21,1421,1700,370,43460
-22,1458,1746,690,68890
-23,1719,2065,950,52780
-24,1449,1752,620,50680
-25,1234,1488,840,41880
-26,1732,2073,820,70050
-27,1475,1777,1100,25820
-28,1390,1648,980,60530
-29,1642,1943,710,78100
-30,1715,2071,650,84860
-31,1439,1746,990,80140
-32,1250,1508,990,14920
-33,1331,1608,880,60460
-34,1784,2163,620,74560
-35,1375,1648,1020,72430
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-37,1442,1744,610,41570
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-42,965,1152,600,48140
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-44,1780,2117,780,39730
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-46,1227,1471,870,49270
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-51,1514,1820,910,81820
-52,1565,1880,1300,57830
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-57,1734,2060,1240,66210
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-59,1761,2104,1080,70770
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-61,1704,2045,300,71300
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-64,1310,1561,860,65920
-65,1544,1821,590,58660
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-68,1416,1681,290,72710
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-70,1318,1576,710,42430
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-72,1152,1380,530,33580
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-87,1931,2342,940,97260
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-92,2169,2617,600,67080
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-103,1262,1500,1170,89080
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-118,1712,2046,460,31180
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-120,1682,2017,780,49390
-121,1441,1727,890,66000
-122,1525,1835,900,32770
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-133,1396,1672,1170,50070
-134,1713,2071,900,40490
-135,1370,1638,980,51850
-136,1667,1993,740,42840
-137,1638,1972,810,60940
-138,1581,1905,810,62280
-139,1795,2187,300,76530
-140,1179,1412,790,85130
-141,1978,2374,800,48590
-142,1688,2042,760,73080
-143,1214,1456,530,48950
-144,1504,1805,540,48560
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-146,1462,1762,1010,51190
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-149,1229,1480,830,38070
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-151,1369,1629,770,39740
-152,1662,1986,70,63730
-153,1548,1855,670,85330
-154,1649,1963,490,27410
-155,1393,1663,670,37320
-156,1450,1734,380,71120
-157,1613,1921,1200,72800
-158,1408,1696,350,34410
-159,775,932,1090,42530
-160,1275,1534,1230,54300
-161,1740,2078,680,50780
-162,1372,1657,580,45020
-163,1414,1723,680,69600
-164,2044,2474,340,80340
-165,1823,2176,700,37810
-166,955,1133,580,46140
-167,1465,1763,680,99570
-168,1331,1606,630,38650
-169,1232,1487,860,49800
-170,1481,1765,490,69910
-171,1343,1599,870,44910
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-896,1174,1429,1110,54340

mai/lab1.ipynb

@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -210,7 +210,7 @@
        "max    116320.000000  "
       ]
      },
-     "execution_count": 123,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -235,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -246,7 +246,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 124,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -271,7 +271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -365,7 +365,7 @@
        "[896 rows x 1 columns]"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -383,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -489,7 +489,7 @@
        "[896 rows x 2 columns]"
       ]
      },
-     "execution_count": 126,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -507,7 +507,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -556,7 +556,7 @@
        "0          1        1659             1961                   530        66490"
       ]
      },
-     "execution_count": 127,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -574,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -716,7 +716,7 @@
        "[896 rows x 5 columns]"
       ]
      },
-     "execution_count": 128,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -741,7 +741,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -840,7 +840,7 @@
        "[896 rows x 1 columns]"
       ]
      },
-     "execution_count": 129,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -858,7 +858,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -970,7 +970,7 @@
        "[896 rows x 2 columns]"
       ]
      },
-     "execution_count": 130,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -995,7 +995,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1137,7 +1137,7 @@
        "[896 rows x 5 columns]"
       ]
      },
-     "execution_count": 131,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1155,7 +1155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1297,7 +1297,7 @@
        "[896 rows x 5 columns]"
       ]
      },
-     "execution_count": 132,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1322,7 +1322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1452,7 +1452,7 @@
        "[896 rows x 4 columns]"
       ]
      },
-     "execution_count": 133,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1470,7 +1470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1612,7 +1612,7 @@
        "[895 rows x 5 columns]"
       ]
      },
-     "execution_count": 134,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1637,7 +1637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1731,7 +1731,7 @@
        "[896 rows x 1 columns]"
       ]
      },
-     "execution_count": 135,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1757,7 +1757,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1924,7 +1924,7 @@
        "[896 rows x 6 columns]"
       ]
      },
-     "execution_count": 136,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1942,7 +1942,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1965,7 +1965,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1988,7 +1988,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -2022,7 +2022,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -2055,7 +2055,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -2088,7 +2088,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -2120,7 +2120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -2153,7 +2153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -2186,7 +2186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 145,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {