diff --git a/module-2/plotting-multiple-data-series/your-code/main.ipynb b/module-2/plotting-multiple-data-series/your-code/main.ipynb index ef4d28c3..2319a2fe 100644 --- a/module-2/plotting-multiple-data-series/your-code/main.ipynb +++ b/module-2/plotting-multiple-data-series/your-code/main.ipynb @@ -11,14 +11,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "import plotly.graph_objects as go\n", + "import plotly.express as px\n", "import seaborn as sns\n", "import warnings\n", + "import numpy as np\n", + "import itertools\n", "\n", "warnings.filterwarnings('ignore')\n", "%matplotlib inline" @@ -26,12 +30,980 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
| \n", + " | Year | \n", + "Month | \n", + "Supplier | \n", + "ItemCode | \n", + "Description | \n", + "ItemType | \n", + "RetailSales | \n", + "RetailTransfers | \n", + "WarehouseSales | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2017 | \n", + "4 | \n", + "ROYAL WINE CORP | \n", + "100200 | \n", + "GAMLA CAB - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 1 | \n", + "2017 | \n", + "4 | \n", + "SANTA MARGHERITA USA INC | \n", + "100749 | \n", + "SANTA MARGHERITA P/GRIG ALTO - 375ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 2 | \n", + "2017 | \n", + "4 | \n", + "JIM BEAM BRANDS CO | \n", + "10103 | \n", + "KNOB CREEK BOURBON 9YR - 100P - 375ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "8.0 | \n", + "0.0 | \n", + "
| 3 | \n", + "2017 | \n", + "4 | \n", + "HEAVEN HILL DISTILLERIES INC | \n", + "10120 | \n", + "J W DANT BOURBON 100P - 1.75L | \n", + "LIQUOR | \n", + "0.00 | \n", + "2.0 | \n", + "0.0 | \n", + "
| 4 | \n", + "2017 | \n", + "4 | \n", + "ROYAL WINE CORP | \n", + "101664 | \n", + "RAMON CORDOVA RIOJA - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "4.0 | \n", + "0.0 | \n", + "
| 5 | \n", + "2017 | \n", + "4 | \n", + "REPUBLIC NATIONAL DISTRIBUTING CO | \n", + "101680 | \n", + "MANISCHEWITZ CREAM WH CONCORD - 1.5L | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 6 | \n", + "2017 | \n", + "4 | \n", + "ROYAL WINE CORP | \n", + "101753 | \n", + "BARKAN CLASSIC PET SYR - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 7 | \n", + "2017 | \n", + "4 | \n", + "JIM BEAM BRANDS CO | \n", + "10197 | \n", + "KNOB CREEK BOURBON 9YR - 100P - 1.75L | \n", + "LIQUOR | \n", + "0.00 | \n", + "32.0 | \n", + "0.0 | \n", + "
| 8 | \n", + "2017 | \n", + "4 | \n", + "STE MICHELLE WINE ESTATES | \n", + "101974 | \n", + "CH ST MICH P/GRIS - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "26.0 | \n", + "0.0 | \n", + "
| 9 | \n", + "2017 | \n", + "4 | \n", + "MONSIEUR TOUTON SELECTION | \n", + "102083 | \n", + "CH DE LA CHESNAIE MUSCADET - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 10 | \n", + "2017 | \n", + "4 | \n", + "JIM BEAM BRANDS CO | \n", + "10243 | \n", + "OLD GRAND DAD BOURBON 100P - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "3.0 | \n", + "0.0 | \n", + "
| 11 | \n", + "2017 | \n", + "4 | \n", + "BACCHUS IMPORTERS LTD | \n", + "10246 | \n", + "HILLROCK DOUBLE CASK RYE - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "5.0 | \n", + "0.0 | \n", + "
| 12 | \n", + "2017 | \n", + "4 | \n", + "MHW LTD | \n", + "10266 | \n", + "LA CHAYA MAL - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "4.0 | \n", + "0.0 | \n", + "
| 13 | \n", + "2017 | \n", + "4 | \n", + "MHW LTD | \n", + "10268 | \n", + "LA CHAYA TORRONTES - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 14 | \n", + "2017 | \n", + "4 | \n", + "CRAFT WINE & SPIRITS OF MARYLAND LLC | \n", + "10269 | \n", + "FEW BOURBON - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 15 | \n", + "2017 | \n", + "4 | \n", + "CRAFT WINE & SPIRITS OF MARYLAND LLC | \n", + "10270 | \n", + "KOPPER KETTLE WHISKEY - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 16 | \n", + "2017 | \n", + "4 | \n", + "ALLAGASH BREWING COMPANY | \n", + "10271 | \n", + "ALLAGASH SAISON 6/4 NR 12.0Z | \n", + "BEER | \n", + "0.00 | \n", + "4.0 | \n", + "0.0 | \n", + "
| 17 | \n", + "2017 | \n", + "4 | \n", + "REPUBLIC NATIONAL DISTRIBUTING CO | \n", + "10274 | \n", + "KINSEY BOURBON - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 18 | \n", + "2017 | \n", + "4 | \n", + "PERNOD RICARD USA LLC | \n", + "10275 | \n", + "LOT 40 RYE - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 19 | \n", + "2017 | \n", + "4 | \n", + "KATCEF BROTHERS INC | \n", + "10306 | \n", + "TROEGS SOLID SENDER PALE ALE - 4/6NR | \n", + "BEER | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 20 | \n", + "2017 | \n", + "4 | \n", + "BACARDI USA INC | \n", + "10332 | \n", + "GREY GOOSE VODKA - 375ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "11.0 | \n", + "0.0 | \n", + "
| 21 | \n", + "2017 | \n", + "4 | \n", + "A VINTNERS SELECTIONS | \n", + "103608 | \n", + "VAJRA LANGHE NEBBIOLO DOC - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 22 | \n", + "2017 | \n", + "4 | \n", + "LEGENDS LTD | \n", + "10370 | \n", + "BALTIMORE BEER WORKS DARK USHER - 4/6NR | \n", + "BEER | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 23 | \n", + "2017 | \n", + "4 | \n", + "CASTLE BRANDS USA CORP | \n", + "10375 | \n", + "PALLINI LIMONCELLO 6/CS - 750ML | \n", + "LIQUOR | \n", + "0.00 | \n", + "2.0 | \n", + "0.0 | \n", + "
| 24 | \n", + "2017 | \n", + "4 | \n", + "Default | \n", + "104 | \n", + "FOUR BOTTLE WINE TOTE | \n", + "STR_SUPPLIES | \n", + "0.00 | \n", + "2.0 | \n", + "0.0 | \n", + "
| 25 | \n", + "2017 | \n", + "4 | \n", + "DIONYSOS IMPORTS INC | \n", + "104060 | \n", + "LES CHAILLOUX SANCERRE CHERRIE - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 26 | \n", + "2017 | \n", + "4 | \n", + "JACKSON FAMILY ENTERPRISES INC | \n", + "10413 | \n", + "MURPHY GOODE CHARD - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "22.0 | \n", + "0.0 | \n", + "
| 27 | \n", + "2017 | \n", + "4 | \n", + "BUCK DISTRIBUTING COMPANY INC | \n", + "10430 | \n", + "STONE IPA 4/6 NR - 12OZ | \n", + "BEER | \n", + "0.00 | \n", + "44.0 | \n", + "0.0 | \n", + "
| 28 | \n", + "2017 | \n", + "4 | \n", + "PUNTO VINO LLC | \n", + "104302 | \n", + "EREDI LODALI BAROLO 6/CS - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "1.0 | \n", + "0.0 | \n", + "
| 29 | \n", + "2017 | \n", + "4 | \n", + "KATCEF BROTHERS INC | \n", + "10431 | \n", + "VICTORY GOLDEN MONKEY 4/6NR - 12OZ | \n", + "BEER | \n", + "0.00 | \n", + "25.0 | \n", + "0.0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 128325 | \n", + "2018 | \n", + "2 | \n", + "LABATT USA OPERATING CO LLC | \n", + "99333 | \n", + "MAGIC HAT #9 1/2K | \n", + "KEGS | \n", + "0.00 | \n", + "0.0 | \n", + "1.0 | \n", + "
| 128326 | \n", + "2018 | \n", + "2 | \n", + "YUENGLING BREWERY | \n", + "99350 | \n", + "YUENGLING LAGER 1/4K | \n", + "KEGS | \n", + "0.00 | \n", + "0.0 | \n", + "35.0 | \n", + "
| 128327 | \n", + "2018 | \n", + "2 | \n", + "INTERBALT PRODUCTS CORP | \n", + "99368 | \n", + "BALTIKA #8 NR 20/CS - 16.9OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "1.0 | \n", + "
| 128328 | \n", + "2018 | \n", + "2 | \n", + "HAMCO DC | \n", + "9938 | \n", + "THERMAL REGISTER PAPER | \n", + "STR_SUPPLIES | \n", + "0.00 | \n", + "28.0 | \n", + "0.0 | \n", + "
| 128329 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99554 | \n", + "MAUDITE 6/4 NR - 12OZ | \n", + "BEER | \n", + "1.36 | \n", + "2.0 | \n", + "1.0 | \n", + "
| 128330 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99562 | \n", + "UNIBROUE TROIS PISTOLS 6/4 12.OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "8.0 | \n", + "
| 128331 | \n", + "2018 | \n", + "2 | \n", + "MONSIEUR TOUTON SELECTION | \n", + "995692 | \n", + "FINCA DECERO CAB - 750ML | \n", + "WINE | \n", + "0.00 | \n", + "0.0 | \n", + "2.0 | \n", + "
| 128332 | \n", + "2018 | \n", + "2 | \n", + "HEINEKEN USA | \n", + "99570 | \n", + "DOS EQUIS AMBER 1/2K | \n", + "KEGS | \n", + "0.00 | \n", + "0.0 | \n", + "19.0 | \n", + "
| 128333 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99589 | \n", + "UNIBROUE MAUDITE 12/750 | \n", + "BEER | \n", + "0.24 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 128334 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99597 | \n", + "TROIS PISTOLES 12/25.4OZ NR - 25.4OZ | \n", + "BEER | \n", + "0.24 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 128335 | \n", + "2018 | \n", + "2 | \n", + "DOPS INC | \n", + "99643 | \n", + "DELIRIUM NOEL 12/25.4OZ NR - 25.4OZ | \n", + "BEER | \n", + "0.57 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 128336 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99662 | \n", + "SCRUMPY'S ORGANIC CIDER NR - 22OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "6.0 | \n", + "
| 128337 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99665 | \n", + "BITBURGER NA 4/6 NR - 11.2OZ | \n", + "NON-ALCOHOL | \n", + "0.00 | \n", + "0.0 | \n", + "12.0 | \n", + "
| 128338 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99668 | \n", + "DUPONT SAISON -750ML | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "7.0 | \n", + "
| 128339 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99671 | \n", + "SAISON DUPONT NR 12/CS - 375ML | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "2.0 | \n", + "
| 128340 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99684 | \n", + "DANSK VIKING BLOOD MEAD - 750ML | \n", + "WINE | \n", + "3.38 | \n", + "0.0 | \n", + "1.0 | \n", + "
| 128341 | \n", + "2018 | \n", + "2 | \n", + "SIERRA NEVADA BREWING CO | \n", + "99708 | \n", + "SIERRA NEVADA PALE ALE 2/12 NR - 12OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "235.0 | \n", + "
| 128342 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99713 | \n", + "GREAT DVIDE YETI IMP STOUT NR - 22OZ | \n", + "BEER | \n", + "0.96 | \n", + "1.0 | \n", + "2.0 | \n", + "
| 128343 | \n", + "2018 | \n", + "2 | \n", + "SIERRA NEVADA BREWING CO | \n", + "99716 | \n", + "SIERRA NEVADA PALE ALE 12/24OZ NR - 24OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "48.0 | \n", + "
| 128344 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99727 | \n", + "O'HARA'S RED 4/6NR - 11.2OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "3.0 | \n", + "
| 128345 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99730 | \n", + "ERDINGER WEISS NR 12/CS - 16.9OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "4.0 | \n", + "
| 128346 | \n", + "2018 | \n", + "2 | \n", + "MILLER BREWING COMPANY | \n", + "99740 | \n", + "MOLSON GOLDEN 2/12 LNNR - 12OZ | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "193.5 | \n", + "
| 128347 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99741 | \n", + "DON DE DIEU 6/4 NR - 12OZ | \n", + "BEER | \n", + "0.68 | \n", + "2.0 | \n", + "0.0 | \n", + "
| 128348 | \n", + "2018 | \n", + "2 | \n", + "LEGENDS LTD | \n", + "99753 | \n", + "DUTCHESS DE BOURGOGNE NR - 750ML | \n", + "BEER | \n", + "0.00 | \n", + "0.0 | \n", + "2.0 | \n", + "
| 128349 | \n", + "2018 | \n", + "2 | \n", + "COASTAL BREWING COMPANY LLC | \n", + "99813 | \n", + "DOMINION OAK BARREL STOUT 1/2K | \n", + "KEGS | \n", + "0.00 | \n", + "0.0 | \n", + "2.0 | \n", + "
| 128350 | \n", + "2018 | \n", + "2 | \n", + "ANHEUSER BUSCH INC | \n", + "9997 | \n", + "HOEGAARDEN 4/6NR - 12OZ | \n", + "BEER | \n", + "66.46 | \n", + "59.0 | \n", + "212.0 | \n", + "
| 128351 | \n", + "2018 | \n", + "2 | \n", + "COASTAL BREWING COMPANY LLC | \n", + "99970 | \n", + "DOMINION OAK BARREL STOUT 4/6 NR - 12OZ | \n", + "BEER | \n", + "9.08 | \n", + "7.0 | \n", + "35.0 | \n", + "
| 128352 | \n", + "2018 | \n", + "2 | \n", + "BOSTON BEER CORPORATION | \n", + "99988 | \n", + "SAM ADAMS COLD SNAP 1/6 KG | \n", + "KEGS | \n", + "0.00 | \n", + "0.0 | \n", + "32.0 | \n", + "
| 128353 | \n", + "2018 | \n", + "2 | \n", + "NaN | \n", + "BC | \n", + "BEER CREDIT | \n", + "REF | \n", + "0.00 | \n", + "0.0 | \n", + "-35.0 | \n", + "
| 128354 | \n", + "2018 | \n", + "2 | \n", + "NaN | \n", + "WC | \n", + "WINE CREDIT | \n", + "REF | \n", + "0.00 | \n", + "0.0 | \n", + "-81.0 | \n", + "
128355 rows × 9 columns
\n", + "