diff --git a/Level 1/Intermediate/Women Reps.ipynb b/Level 1/Intermediate/Women Reps.ipynb new file mode 100644 index 0000000..81315ff --- /dev/null +++ b/Level 1/Intermediate/Women Reps.ipynb @@ -0,0 +1,1610 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Task: Exploratory data analysis on the proportion of women to men represention in San Francisco " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2REC AND PARKSMoscone Recreation CenterGeorge R. MosconeMNaNpark410362121
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Department/SourceNamePersonGender
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2REC AND PARKSMoscone Recreation CenterGeorge R. MosconeM
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" + ], + "text/plain": [ + " Department/Source Name \\\n", + "0 Administrator MOSCONE CENTER (South) \n", + "1 Administrator Maxine Hall Health Center \n", + "2 REC AND PARKS Moscone Recreation Center \n", + "3 REC AND PARKS Helen Crocker Russell Library of Horticulture,... \n", + "4 REC AND PARKS Sharon Building, Golden Gate Park \n", + "\n", + " Person Gender \n", + "0 George R. Moscone M \n", + "1 Unknown F \n", + "2 George R. Moscone M \n", + "3 Helen Crocker F \n", + "4 Sharon Building M " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 82\n", + "unique 5\n", + "top M\n", + "freq 53\n", + "Name: Gender, dtype: object" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.Gender.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['M', 'F', 'F & M', 'M & F', 'M & M'], dtype=object)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.Gender.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "M 53\n", + "F 19\n", + "F & M 8\n", + "M & M 1\n", + "M & F 1\n", + "Name: Gender, dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#find all possible values in the gender column\n", + "data.Gender.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(y ='Department/Source' ,hue='Gender', data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Some properties appeared to be shared given the irregularies between name, persons and gender, let see." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Department/SourceNamePersonGender
0AdministratorPriscilla Chan and Mark Zuckerberg San Francis...Priscilla Chan and Mark ZuckerbergF & M
1REC AND PARKSMinnie & Lovie Ward Recreation CenterMinnie & Lovie WardF & M
2AdministratorCharlotte and George Shultz Horseshoe DriveCharlotte and George ShultzF & M
3AdministratorWalter and Elise Haas Grand LoungeWalter and Elise HassM & F
4LIBRARYSyncip Family Conference RoomSyncip FamilyF & M
\n", + "
" + ], + "text/plain": [ + " Department/Source Name \\\n", + "0 Administrator Priscilla Chan and Mark Zuckerberg San Francis... \n", + "1 REC AND PARKS Minnie & Lovie Ward Recreation Center \n", + "2 Administrator Charlotte and George Shultz Horseshoe Drive \n", + "3 Administrator Walter and Elise Haas Grand Lounge \n", + "4 LIBRARY Syncip Family Conference Room \n", + "\n", + " Person Gender \n", + "0 Priscilla Chan and Mark Zuckerberg F & M \n", + "1 Minnie & Lovie Ward F & M \n", + "2 Charlotte and George Shultz F & M \n", + "3 Walter and Elise Hass M & F \n", + "4 Syncip Family F & M " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shared_cols = ['F & M','M & F','M & M'] \n", + "shared = data[data['Gender'].isin(shared_cols)] \n", + "shared =shared.reset_index(drop=True)\n", + "shared.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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22AdministratorFlynn Tire ShopH. Welton FlynnM
31REC AND PARKSHarvey Milk Center for Recreational Arts, Dubo...Harvey MilkM
38AdministratorHarvey Milk Terminal - Terminal 1Harvey MilkM
42AdministratorMoscone WestGeorge R. MosconeM
46AdministratorMoscone Esplanade BallroomGeorge R. MosconeM
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52AdministratorDe Young MuseumM. H. de YoungM
70AdministratorJ.M. Woods Div-OperatorsJ. M. WoodsM
76AdministratorMOSCONE NORTHGeorge R. MosconeM
77AdministratorMOSCONE CENTER Parking GarageGeorge R. MosconeM
80AdministratorCurtis E. Green LRV Facility Annex BldgCurtis E. GreenM
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" + ], + "text/plain": [ + " Department/Source Name Person \\\n", + "count 60 60 60 \n", + "unique 8 60 60 \n", + "top Administrator (Josephine Dow) Randall Museum James R. Herman \n", + "freq 31 1 1 \n", + "\n", + " Gender \n", + "count 60 \n", + "unique 2 \n", + "top M \n", + "freq 41 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Drop the duplicate rows\n", + "data3=data2.drop([2, 22, 31, 38, 42, 46, 50, 52, 70, 76, 77, 80])\n", + "data3=data3.reset_index(drop=True)\n", + "data3.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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idnamedatemanner_of_deatharmedagegenderracecitystatesigns_of_mental_illnessthreat_levelfleebody_cameraarms_category
03Tim Elliot2015-01-02shotgun53.0MAsianSheltonWATrueattackNot fleeingFalseGuns
14Lewis Lee Lembke2015-01-02shotgun47.0MWhiteAlohaORFalseattackNot fleeingFalseGuns
25John Paul Quintero2015-01-03shot and Taseredunarmed23.0MHispanicWichitaKSFalseotherNot fleeingFalseUnarmed
38Matthew Hoffman2015-01-04shottoy weapon32.0MWhiteSan FranciscoCATrueattackNot fleeingFalseOther unusual objects
49Michael Rodriguez2015-01-04shotnail gun39.0MHispanicEvansCOFalseattackNot fleeingFalsePiercing objects
\n", + "
" + ], + "text/plain": [ + " id name date manner_of_death armed age \\\n", + "0 3 Tim Elliot 2015-01-02 shot gun 53.0 \n", + "1 4 Lewis Lee Lembke 2015-01-02 shot gun 47.0 \n", + "2 5 John Paul Quintero 2015-01-03 shot and Tasered unarmed 23.0 \n", + "3 8 Matthew Hoffman 2015-01-04 shot toy weapon 32.0 \n", + "4 9 Michael Rodriguez 2015-01-04 shot nail gun 39.0 \n", + "\n", + " gender race city state signs_of_mental_illness threat_level \\\n", + "0 M Asian Shelton WA True attack \n", + "1 M White Aloha OR False attack \n", + "2 M Hispanic Wichita KS False other \n", + "3 M White San Francisco CA True attack \n", + "4 M Hispanic Evans CO False attack \n", + "\n", + " flee body_camera arms_category \n", + "0 Not fleeing False Guns \n", + "1 Not fleeing False Guns \n", + "2 Not fleeing False Unarmed \n", + "3 Not fleeing False Other unusual objects \n", + "4 Not fleeing False Piercing objects " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#loading the Data\n", + "data = pd.read_csv('shootings.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idnamedatemanner_of_deatharmedagegenderracecitystatesigns_of_mental_illnessthreat_levelfleebody_cameraarms_category
count4895.00000048954895489548954895.000000489548954895489548954895489548954895
uniqueNaN48511792289NaN26228851234212
topNaNTK TK2018-06-29shotgunNaNMWhiteLos AngelesCAFalseattackNot fleeingFalseGuns
freqNaN29946472755NaN467324767870137923160307343172764
mean2902.148519NaNNaNNaNNaN36.549750NaNNaNNaNNaNNaNNaNNaNNaNNaN
std1683.467910NaNNaNNaNNaN12.694348NaNNaNNaNNaNNaNNaNNaNNaNNaN
min3.000000NaNNaNNaNNaN6.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
25%1441.500000NaNNaNNaNNaN27.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
50%2847.000000NaNNaNNaNNaN35.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
75%4352.500000NaNNaNNaNNaN45.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
max5925.000000NaNNaNNaNNaN91.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " id name date manner_of_death armed age \\\n", + "count 4895.000000 4895 4895 4895 4895 4895.000000 \n", + "unique NaN 4851 1792 2 89 NaN \n", + "top NaN TK TK 2018-06-29 shot gun NaN \n", + "freq NaN 29 9 4647 2755 NaN \n", + "mean 2902.148519 NaN NaN NaN NaN 36.549750 \n", + "std 1683.467910 NaN NaN NaN NaN 12.694348 \n", + "min 3.000000 NaN NaN NaN NaN 6.000000 \n", + "25% 1441.500000 NaN NaN NaN NaN 27.000000 \n", + "50% 2847.000000 NaN NaN NaN NaN 35.000000 \n", + "75% 4352.500000 NaN NaN NaN NaN 45.000000 \n", + "max 5925.000000 NaN NaN NaN NaN 91.000000 \n", + "\n", + " gender race city state signs_of_mental_illness threat_level \\\n", + "count 4895 4895 4895 4895 4895 4895 \n", + "unique 2 6 2288 51 2 3 \n", + "top M White Los Angeles CA False attack \n", + "freq 4673 2476 78 701 3792 3160 \n", + "mean NaN NaN NaN NaN NaN NaN \n", + "std NaN NaN NaN NaN NaN NaN \n", + "min NaN NaN NaN NaN NaN NaN \n", + "25% NaN NaN NaN NaN NaN NaN \n", + "50% NaN NaN NaN NaN NaN NaN \n", + "75% NaN NaN NaN NaN NaN NaN \n", + "max NaN NaN NaN NaN NaN NaN \n", + "\n", + " flee body_camera arms_category \n", + "count 4895 4895 4895 \n", + "unique 4 2 12 \n", + "top Not fleeing False Guns \n", + "freq 3073 4317 2764 \n", + "mean NaN NaN NaN \n", + "std NaN NaN NaN \n", + "min NaN NaN NaN \n", + "25% NaN NaN NaN \n", + "50% NaN NaN NaN \n", + "75% NaN NaN NaN \n", + "max NaN NaN NaN " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.describe(include='all')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['gun', 'unarmed', 'toy weapon', 'nail gun', 'knife', 'unknown',\n", + " 'shovel', 'hammer', 'hatchet', 'sword', 'machete', 'box cutter',\n", + " 'metal object', 'screwdriver', 'lawn mower blade', 'flagpole',\n", + " 'guns and explosives', 'cordless drill', 'metal pole', 'Taser',\n", + " 'metal pipe', 'metal hand tool', 'blunt object', 'metal stick',\n", + " 'sharp object', 'meat cleaver', 'carjack', 'chain',\n", + " \"contractor's level\", 'stapler', 'crossbow', 'bean-bag gun',\n", + " 'baseball bat and fireplace poker', 'straight edge razor',\n", + " 'gun and knife', 'ax', 'brick', 'baseball bat', 'hand torch',\n", + " 'chain saw', 'garden tool', 'scissors', 'pole', 'pick-axe',\n", + " 'flashlight', 'vehicle', 'spear', 'chair', 'pitchfork',\n", + " 'hatchet and gun', 'rock', 'piece of wood', 'bayonet', 'pipe',\n", + " 'glass shard', 'motorcycle', 'pepper spray', 'metal rake', 'baton',\n", + " 'crowbar', 'oar', 'machete and gun', 'air conditioner',\n", + " 'pole and knife', 'beer bottle', 'baseball bat and bottle',\n", + " 'fireworks', 'pen', 'chainsaw', 'gun and sword', 'gun and car',\n", + " 'pellet gun', 'BB gun', 'incendiary device', 'samurai sword',\n", + " 'bow and arrow', 'gun and vehicle', 'vehicle and gun', 'wrench',\n", + " 'walking stick', 'barstool', 'grenade', 'BB gun and vehicle',\n", + " 'wasp spray', 'air pistol', 'baseball bat and knife',\n", + " 'vehicle and machete', 'ice pick', 'car, knife and mace'],\n", + " dtype=object)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.armed.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['WA', 'OR', 'KS', 'CA', 'CO', 'OK', 'AZ', 'IA', 'PA', 'TX', 'OH',\n", + " 'LA', 'MT', 'UT', 'AR', 'IL', 'NV', 'NM', 'MN', 'MO', 'VA', 'NJ',\n", + " 'IN', 'KY', 'MA', 'NH', 'FL', 'ID', 'MD', 'NE', 'MI', 'GA', 'TN',\n", + " 'NC', 'AK', 'NY', 'ME', 'AL', 'MS', 'WI', 'SC', 'DE', 'DC', 'WV',\n", + " 'HI', 'WY', 'ND', 'CT', 'SD', 'VT', 'RI'], dtype=object)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.state.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 4895 entries, 0 to 4894\n", + "Data columns (total 15 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 4895 non-null int64 \n", + " 1 name 4895 non-null object \n", + " 2 date 4895 non-null object \n", + " 3 manner_of_death 4895 non-null object \n", + " 4 armed 4895 non-null object \n", + " 5 age 4895 non-null float64\n", + " 6 gender 4895 non-null object \n", + " 7 race 4895 non-null object \n", + " 8 city 4895 non-null object \n", + " 9 state 4895 non-null object \n", + " 10 signs_of_mental_illness 4895 non-null bool \n", + " 11 threat_level 4895 non-null object \n", + " 12 flee 4895 non-null object \n", + " 13 body_camera 4895 non-null bool \n", + " 14 arms_category 4895 non-null object \n", + "dtypes: bool(2), float64(1), int64(1), object(11)\n", + "memory usage: 506.8+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#date\n", + "import datetime\n", + "data['date'] = pd.to_datetime(data['date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data['year'] = pd.DatetimeIndex(data['date']).year\n", + "data['month'] = pd.DatetimeIndex(data['date']).month\n", + "data['day'] = pd.DatetimeIndex(data['date']).day" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(91.0, 6.0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.age.max(), data.age.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#Age Group\n", + "bins = [0, 18, 45, 60, 100]\n", + "g_names = ['Teens', 'Adult', 'Old', 'Very_Old']\n", + "\n", + "data['Age_Group'] = pd.cut(data['age'], bins, labels=g_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Plotting" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.race)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "White race has the highest 'killing' ratio followed by Black and Hispanic." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.Age_Group)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adult has the largest percentage. The Adult Age Group range from 19-59" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.threat_level)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This implies that most of the victims attacked" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.flee)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The larger percentage of the victims were not fleeing, probably killed on-spot " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is a uniform decrease by the progression of year. note, the dateset was uploaded in june 2020, that gave 2020 its unique relative low number." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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Age_Groupmanner_of_deathid
7Very_Oldshot and Tasered8
6Very_Oldshot228
5Oldshot and Tasered52
4Oldshot851
3Adultshot and Tasered177
2Adultshot3389
1Teensshot and Tasered11
0Teensshot179
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manner_of_deathshotshot and Tasered
Age_Group
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Adult3389177
Old85152
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" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "Age_Group \n", + "Teens 179 11\n", + "Adult 3389 177\n", + "Old 851 52\n", + "Very_Old 228 8" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_pivot = Age.pivot(index='Age_Group',columns='manner_of_death')\n", + "grouped_pivot.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(y='id', x='Age_Group', hue='manner_of_death', data=age_group)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by Race" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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racemanner_of_deathid
11Whiteshot and Tasered116
10Whiteshot2360
9Othershot and Tasered5
8Othershot43
7Nativeshot and Tasered1
6Nativeshot77
5Hispanicshot and Tasered49
4Hispanicshot853
3Blackshot and Tasered69
2Blackshot1229
1Asianshot and Tasered8
0Asianshot85
\n", + "
" + ], + "text/plain": [ + " race manner_of_death id\n", + "11 White shot and Tasered 116\n", + "10 White shot 2360\n", + "9 Other shot and Tasered 5\n", + "8 Other shot 43\n", + "7 Native shot and Tasered 1\n", + "6 Native shot 77\n", + "5 Hispanic shot and Tasered 49\n", + "4 Hispanic shot 853\n", + "3 Black shot and Tasered 69\n", + "2 Black shot 1229\n", + "1 Asian shot and Tasered 8\n", + "0 Asian shot 85" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Race=data[['race','id', 'manner_of_death']]\n", + "RACE= Race.groupby(['race', 'manner_of_death'],as_index=False).count()\n", + "RACE=RACE.sort_values(['race', 'manner_of_death'], ascending=False)\n", + "RACE" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
race
Asian858
Black122969
Hispanic85349
Native771
Other435
\n", + "
" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "race \n", + "Asian 85 8\n", + "Black 1229 69\n", + "Hispanic 853 49\n", + "Native 77 1\n", + "Other 43 5" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_race = RACE.pivot(index='race',columns='manner_of_death')\n", + "pivot_race.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors_list =['#5bc0de', '#d9534f']\n", + "ax = pivot_race.plot(kind='bar', figsize=(12,4), width=0.8, color=colors_list, edgecolor=None)\n", + "\n", + "for p in ax.patches:\n", + " width = p.get_width()\n", + " height = p.get_height()\n", + " x, y = p.get_xy()\n", + " ax.annotate(f'{height}', (x +width/2, y + height*1.02), ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by Arms_category" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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arms_categorymanner_of_deathid
5Gunsshot2726
14Sharp objectsshot702
18Unknownshot407
16Unarmedshot309
10Other unusual objectsshot183
20Vehiclesshot121
15Sharp objectsshot and Tasered116
0Blunt instrumentsshot105
8Multipleshot50
17Unarmedshot and Tasered39
6Gunsshot and Tasered38
12Piercing objectsshot23
1Blunt instrumentsshot and Tasered17
2Electrical devicesshot17
19Unknownshot and Tasered11
11Other unusual objectsshot and Tasered9
3Electrical devicesshot and Tasered7
13Piercing objectsshot and Tasered6
9Multipleshot and Tasered4
4Explosivesshot4
7Hand toolsshot and Tasered1
\n", + "
" + ], + "text/plain": [ + " arms_category manner_of_death id\n", + "5 Guns shot 2726\n", + "14 Sharp objects shot 702\n", + "18 Unknown shot 407\n", + "16 Unarmed shot 309\n", + "10 Other unusual objects shot 183\n", + "20 Vehicles shot 121\n", + "15 Sharp objects shot and Tasered 116\n", + "0 Blunt instruments shot 105\n", + "8 Multiple shot 50\n", + "17 Unarmed shot and Tasered 39\n", + "6 Guns shot and Tasered 38\n", + "12 Piercing objects shot 23\n", + "1 Blunt instruments shot and Tasered 17\n", + "2 Electrical devices shot 17\n", + "19 Unknown shot and Tasered 11\n", + "11 Other unusual objects shot and Tasered 9\n", + "3 Electrical devices shot and Tasered 7\n", + "13 Piercing objects shot and Tasered 6\n", + "9 Multiple shot and Tasered 4\n", + "4 Explosives shot 4\n", + "7 Hand tools shot and Tasered 1" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Arms_category=data[['arms_category','id', 'manner_of_death']]\n", + "Arms_Category= Arms_category.groupby(['arms_category', 'manner_of_death'],as_index=False).count()\n", + "Arms_Category=Arms_Category.sort_values(['id'], ascending=False)\n", + "Arms_Category" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
arms_category
Blunt instruments105.017.0
Electrical devices17.07.0
Explosives4.0NaN
Guns2726.038.0
Hand toolsNaN1.0
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" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "arms_category \n", + "Blunt instruments 105.0 17.0\n", + "Electrical devices 17.0 7.0\n", + "Explosives 4.0 NaN\n", + "Guns 2726.0 38.0\n", + "Hand tools NaN 1.0" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Arms_Category = Arms_Category.pivot(index='arms_category',columns='manner_of_death')\n", + "pivot_Arms_Category.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors_list =['#5bc0de', '#d9534f']\n", + "\n", + "ax = pivot_Arms_Category.plot(kind='bar', figsize=(15,4), width=0.8, color=colors_list, edgecolor=None)\n", + "\n", + "for p in ax.patches:\n", + " width = p.get_width()\n", + " height = p.get_height()\n", + " x, y = p.get_xy()\n", + " ax.annotate(f'{height}', (x +width/2, y + height*1.02), ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by threat level " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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threat_levelmanner_of_deathid
5undeterminedshot and Tasered5
4undeterminedshot202
3othershot and Tasered118
2othershot1410
1attackshot and Tasered125
0attackshot3035
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" + ], + "text/plain": [ + " threat_level manner_of_death id\n", + "5 undetermined shot and Tasered 5\n", + "4 undetermined shot 202\n", + "3 other shot and Tasered 118\n", + "2 other shot 1410\n", + "1 attack shot and Tasered 125\n", + "0 attack shot 3035" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Threat_level=data[['threat_level','id', 'manner_of_death']]\n", + "Threat_Level= Threat_level.groupby(['threat_level', 'manner_of_death'],as_index=False).count()\n", + "Threat_Level=Threat_Level.sort_values(['threat_level', 'manner_of_death'], ascending=False)\n", + "Threat_Level" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
threat_level
attack3035125
other1410118
undetermined2025
\n", + "
" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "threat_level \n", + "attack 3035 125\n", + "other 1410 118\n", + "undetermined 202 5" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Threat_Level = Threat_Level.pivot(index='threat_level',columns='manner_of_death' )\n", + "pivot_Threat_Level.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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42OtherVehicles3
37OtherOther unusual objects9
32OtherBlunt instruments8
34OtherExplosives1
35OtherGuns218
36OtherMultiple5
33OtherElectrical devices4
38OtherPiercing objects2
39OtherSharp objects44
40OtherUnarmed19
41OtherUnknown47
22Not fleeingExplosives3
31Not fleeingVehicles26
30Not fleeingUnknown156
29Not fleeingUnarmed187
28Not fleeingSharp objects668
27Not fleeingPiercing objects23
26Not fleeingOther unusual objects147
25Not fleeingMultiple25
24Not fleeingHand tools1
23Not fleeingGuns1725
21Not fleeingElectrical devices16
20Not fleeingBlunt instruments96
11FootElectrical devices3
19FootVehicles4
18FootUnknown26
17FootUnarmed75
16FootSharp objects72
15FootPiercing objects2
14FootOther unusual objects26
13FootMultiple7
12FootGuns415
10FootBlunt instruments12
5CarPiercing objects2
2CarGuns406
3CarMultiple17
4CarOther unusual objects10
1CarElectrical devices1
6CarSharp objects34
7CarUnarmed67
8CarUnknown189
9CarVehicles88
0CarBlunt instruments6
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" + ], + "text/plain": [ + " flee arms_category id\n", + "42 Other Vehicles 3\n", + "37 Other Other unusual objects 9\n", + "32 Other Blunt instruments 8\n", + "34 Other Explosives 1\n", + "35 Other Guns 218\n", + "36 Other Multiple 5\n", + "33 Other Electrical devices 4\n", + "38 Other Piercing objects 2\n", + "39 Other Sharp objects 44\n", + "40 Other Unarmed 19\n", + "41 Other Unknown 47\n", + "22 Not fleeing Explosives 3\n", + "31 Not fleeing Vehicles 26\n", + "30 Not fleeing Unknown 156\n", + "29 Not fleeing Unarmed 187\n", + "28 Not fleeing Sharp objects 668\n", + "27 Not fleeing Piercing objects 23\n", + "26 Not fleeing Other unusual objects 147\n", + "25 Not fleeing Multiple 25\n", + "24 Not fleeing Hand tools 1\n", + "23 Not fleeing Guns 1725\n", + "21 Not fleeing Electrical devices 16\n", + "20 Not fleeing Blunt instruments 96\n", + "11 Foot Electrical devices 3\n", + "19 Foot Vehicles 4\n", + "18 Foot Unknown 26\n", + "17 Foot Unarmed 75\n", + "16 Foot Sharp objects 72\n", + "15 Foot Piercing objects 2\n", + "14 Foot Other unusual objects 26\n", + "13 Foot Multiple 7\n", + "12 Foot Guns 415\n", + "10 Foot Blunt instruments 12\n", + "5 Car Piercing objects 2\n", + "2 Car Guns 406\n", + "3 Car Multiple 17\n", + "4 Car Other unusual objects 10\n", + "1 Car Electrical devices 1\n", + "6 Car Sharp objects 34\n", + "7 Car Unarmed 67\n", + "8 Car Unknown 189\n", + "9 Car Vehicles 88\n", + "0 Car Blunt instruments 6" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flee_arms=data[['id', 'arms_category', 'flee',]]\n", + "Flee_Arms= flee_arms.groupby(['flee', 'arms_category'],as_index=False).count()\n", + "Flee_Arms=Flee_Arms.sort_values(['flee'], ascending=False)\n", + "Flee_Arms" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " id \n", + "flee Car Foot Not fleeing Other\n", + "arms_category \n", + "Blunt instruments 6.0 12.0 96.0 8.0\n", + "Electrical devices 1.0 3.0 16.0 4.0\n", + "Explosives NaN NaN 3.0 1.0\n", + "Guns 406.0 415.0 1725.0 218.0\n", + "Hand tools NaN NaN 1.0 NaN" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Flee_Arms = Flee_Arms.pivot(index='arms_category',columns='flee')\n", + "pivot_Flee_Arms.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(25,10))\n", + "sns.swarmplot(data=data, x=\"arms_category\", y=\"id\",hue=\"flee\")\n", + "plt.xlabel(\"\")\n", + "plt.ylabel(\"\")\n", + "plt.title('Death based on Flee and Arms Catergory')\n", + "plt.xticks(fontsize=15)\n", + "plt.yticks(fontsize=15)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#analysis by states\n", + "plt.figure(figsize=(18,8))\n", + "plt.bar(data['state'].value_counts().index,data['state'].value_counts().values)\n", + "plt.title('Killings by based on states')\n", + "plt.ylabel('Number of Victims')\n", + "plt.xticks(fontsize=11)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Finding\n", + "Age played a major role in the killing analysis, ranging from 19-59, the adult classification which has the largest percentage in the analysis. Race also cannot be a determining factor, The population of US has a large proportion of whites, and the killing racial distribution is proportion to the US population." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Level 1/shooting_analysis.ipynb b/Level 1/shooting_analysis.ipynb new file mode 100644 index 0000000..45abbd4 --- /dev/null +++ b/Level 1/shooting_analysis.ipynb @@ -0,0 +1,2512 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing Neccessary Libaries " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idnamedatemanner_of_deatharmedagegenderracecitystatesigns_of_mental_illnessthreat_levelfleebody_cameraarms_category
03Tim Elliot2015-01-02shotgun53.0MAsianSheltonWATrueattackNot fleeingFalseGuns
14Lewis Lee Lembke2015-01-02shotgun47.0MWhiteAlohaORFalseattackNot fleeingFalseGuns
25John Paul Quintero2015-01-03shot and Taseredunarmed23.0MHispanicWichitaKSFalseotherNot fleeingFalseUnarmed
38Matthew Hoffman2015-01-04shottoy weapon32.0MWhiteSan FranciscoCATrueattackNot fleeingFalseOther unusual objects
49Michael Rodriguez2015-01-04shotnail gun39.0MHispanicEvansCOFalseattackNot fleeingFalsePiercing objects
\n", + "
" + ], + "text/plain": [ + " id name date manner_of_death armed age \\\n", + "0 3 Tim Elliot 2015-01-02 shot gun 53.0 \n", + "1 4 Lewis Lee Lembke 2015-01-02 shot gun 47.0 \n", + "2 5 John Paul Quintero 2015-01-03 shot and Tasered unarmed 23.0 \n", + "3 8 Matthew Hoffman 2015-01-04 shot toy weapon 32.0 \n", + "4 9 Michael Rodriguez 2015-01-04 shot nail gun 39.0 \n", + "\n", + " gender race city state signs_of_mental_illness threat_level \\\n", + "0 M Asian Shelton WA True attack \n", + "1 M White Aloha OR False attack \n", + "2 M Hispanic Wichita KS False other \n", + "3 M White San Francisco CA True attack \n", + "4 M Hispanic Evans CO False attack \n", + "\n", + " flee body_camera arms_category \n", + "0 Not fleeing False Guns \n", + "1 Not fleeing False Guns \n", + "2 Not fleeing False Unarmed \n", + "3 Not fleeing False Other unusual objects \n", + "4 Not fleeing False Piercing objects " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#loading the Data\n", + "data = pd.read_csv('shootings.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idnamedatemanner_of_deatharmedagegenderracecitystatesigns_of_mental_illnessthreat_levelfleebody_cameraarms_category
count4895.00000048954895489548954895.000000489548954895489548954895489548954895
uniqueNaN48511792289NaN26228851234212
topNaNTK TK2018-06-29shotgunNaNMWhiteLos AngelesCAFalseattackNot fleeingFalseGuns
freqNaN29946472755NaN467324767870137923160307343172764
mean2902.148519NaNNaNNaNNaN36.549750NaNNaNNaNNaNNaNNaNNaNNaNNaN
std1683.467910NaNNaNNaNNaN12.694348NaNNaNNaNNaNNaNNaNNaNNaNNaN
min3.000000NaNNaNNaNNaN6.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
25%1441.500000NaNNaNNaNNaN27.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
50%2847.000000NaNNaNNaNNaN35.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
75%4352.500000NaNNaNNaNNaN45.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
max5925.000000NaNNaNNaNNaN91.000000NaNNaNNaNNaNNaNNaNNaNNaNNaN
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" + ], + "text/plain": [ + " id name date manner_of_death armed age \\\n", + "count 4895.000000 4895 4895 4895 4895 4895.000000 \n", + "unique NaN 4851 1792 2 89 NaN \n", + "top NaN TK TK 2018-06-29 shot gun NaN \n", + "freq NaN 29 9 4647 2755 NaN \n", + "mean 2902.148519 NaN NaN NaN NaN 36.549750 \n", + "std 1683.467910 NaN NaN NaN NaN 12.694348 \n", + "min 3.000000 NaN NaN NaN NaN 6.000000 \n", + "25% 1441.500000 NaN NaN NaN NaN 27.000000 \n", + "50% 2847.000000 NaN NaN NaN NaN 35.000000 \n", + "75% 4352.500000 NaN NaN NaN NaN 45.000000 \n", + "max 5925.000000 NaN NaN NaN NaN 91.000000 \n", + "\n", + " gender race city state signs_of_mental_illness threat_level \\\n", + "count 4895 4895 4895 4895 4895 4895 \n", + "unique 2 6 2288 51 2 3 \n", + "top M White Los Angeles CA False attack \n", + "freq 4673 2476 78 701 3792 3160 \n", + "mean NaN NaN NaN NaN NaN NaN \n", + "std NaN NaN NaN NaN NaN NaN \n", + "min NaN NaN NaN NaN NaN NaN \n", + "25% NaN NaN NaN NaN NaN NaN \n", + "50% NaN NaN NaN NaN NaN NaN \n", + "75% NaN NaN NaN NaN NaN NaN \n", + "max NaN NaN NaN NaN NaN NaN \n", + "\n", + " flee body_camera arms_category \n", + "count 4895 4895 4895 \n", + "unique 4 2 12 \n", + "top Not fleeing False Guns \n", + "freq 3073 4317 2764 \n", + "mean NaN NaN NaN \n", + "std NaN NaN NaN \n", + "min NaN NaN NaN \n", + "25% NaN NaN NaN \n", + "50% NaN NaN NaN \n", + "75% NaN NaN NaN \n", + "max NaN NaN NaN " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.describe(include='all')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['gun', 'unarmed', 'toy weapon', 'nail gun', 'knife', 'unknown',\n", + " 'shovel', 'hammer', 'hatchet', 'sword', 'machete', 'box cutter',\n", + " 'metal object', 'screwdriver', 'lawn mower blade', 'flagpole',\n", + " 'guns and explosives', 'cordless drill', 'metal pole', 'Taser',\n", + " 'metal pipe', 'metal hand tool', 'blunt object', 'metal stick',\n", + " 'sharp object', 'meat cleaver', 'carjack', 'chain',\n", + " \"contractor's level\", 'stapler', 'crossbow', 'bean-bag gun',\n", + " 'baseball bat and fireplace poker', 'straight edge razor',\n", + " 'gun and knife', 'ax', 'brick', 'baseball bat', 'hand torch',\n", + " 'chain saw', 'garden tool', 'scissors', 'pole', 'pick-axe',\n", + " 'flashlight', 'vehicle', 'spear', 'chair', 'pitchfork',\n", + " 'hatchet and gun', 'rock', 'piece of wood', 'bayonet', 'pipe',\n", + " 'glass shard', 'motorcycle', 'pepper spray', 'metal rake', 'baton',\n", + " 'crowbar', 'oar', 'machete and gun', 'air conditioner',\n", + " 'pole and knife', 'beer bottle', 'baseball bat and bottle',\n", + " 'fireworks', 'pen', 'chainsaw', 'gun and sword', 'gun and car',\n", + " 'pellet gun', 'BB gun', 'incendiary device', 'samurai sword',\n", + " 'bow and arrow', 'gun and vehicle', 'vehicle and gun', 'wrench',\n", + " 'walking stick', 'barstool', 'grenade', 'BB gun and vehicle',\n", + " 'wasp spray', 'air pistol', 'baseball bat and knife',\n", + " 'vehicle and machete', 'ice pick', 'car, knife and mace'],\n", + " dtype=object)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.armed.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['WA', 'OR', 'KS', 'CA', 'CO', 'OK', 'AZ', 'IA', 'PA', 'TX', 'OH',\n", + " 'LA', 'MT', 'UT', 'AR', 'IL', 'NV', 'NM', 'MN', 'MO', 'VA', 'NJ',\n", + " 'IN', 'KY', 'MA', 'NH', 'FL', 'ID', 'MD', 'NE', 'MI', 'GA', 'TN',\n", + " 'NC', 'AK', 'NY', 'ME', 'AL', 'MS', 'WI', 'SC', 'DE', 'DC', 'WV',\n", + " 'HI', 'WY', 'ND', 'CT', 'SD', 'VT', 'RI'], dtype=object)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.state.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 4895 entries, 0 to 4894\n", + "Data columns (total 15 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 4895 non-null int64 \n", + " 1 name 4895 non-null object \n", + " 2 date 4895 non-null object \n", + " 3 manner_of_death 4895 non-null object \n", + " 4 armed 4895 non-null object \n", + " 5 age 4895 non-null float64\n", + " 6 gender 4895 non-null object \n", + " 7 race 4895 non-null object \n", + " 8 city 4895 non-null object \n", + " 9 state 4895 non-null object \n", + " 10 signs_of_mental_illness 4895 non-null bool \n", + " 11 threat_level 4895 non-null object \n", + " 12 flee 4895 non-null object \n", + " 13 body_camera 4895 non-null bool \n", + " 14 arms_category 4895 non-null object \n", + "dtypes: bool(2), float64(1), int64(1), object(11)\n", + "memory usage: 506.8+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#date\n", + "import datetime\n", + "data['date'] = pd.to_datetime(data['date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data['year'] = pd.DatetimeIndex(data['date']).year\n", + "data['month'] = pd.DatetimeIndex(data['date']).month\n", + "data['day'] = pd.DatetimeIndex(data['date']).day" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(91.0, 6.0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.age.max(), data.age.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#Age Group\n", + "bins = [0, 18, 45, 60, 100]\n", + "g_names = ['Teens', 'Adult', 'Old', 'Very_Old']\n", + "\n", + "data['Age_Group'] = pd.cut(data['age'], bins, labels=g_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Plotting" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.race)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "White race has the highest 'killing' ratio followed by Black and Hispanic." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.Age_Group)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adult has the largest percentage. The Adult Age Group range from 19-59" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.threat_level)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This implies that most of the victims attacked" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.flee)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The larger percentage of the victims were not fleeing, probably killed on-spot " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data.year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is a uniform decrease by the progression of year. note, the dateset was uploaded in june 2020, that gave 2020 its unique relative low number." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kICzLUk1NjbKysjR9+vTo9QUFBWpsbJQkNTY2qrCwMHp9U1OT+vr61NraqkOHDiknJ8eJUQEAn3FkF9OePXu0detWjR49Wj/96U8lSTNnzlRJSYmqqqrU0NAgn8+n8vJySVJ2drYmT56s8vJyuVwulZWVcQQTADjMkYIYP368tmzZYvzesmXLjNeXlpaqtLTUzrEAAF+AP8sBAEYUBADAiIIAABhREAAAIwoCAGBEQQAAjCgIAIARBQEAMKIgAABGFAQAwIiCAAAYURAAACMKAgBgREEAAIwoCACAEQUBADCiIAAARhQEAMCIggAAGFEQAAAjCgIAYERBAACMKAgAgBEFAQAwoiAAAEYUBADAiIIAABhREAAAIwoCAGBEQQAAjCgIAIARBQEAMEpwImT9+vXavn273G63KisrJUnd3d2qqqpSW1ub0tLStGjRIiUnJ0uSamtr1dDQIJfLpTlz5ig/P9+JMQEAJ3FkC+Jb3/qWli5desp1dXV1ysvL07p165SXl6e6ujpJ0oEDB9TU1KTVq1frwQcf1IYNGxSJRJwYEwBwEkcKYsKECdGtgxMCgYCKi4slScXFxQoEAtHri4qKlJiYqPT0dGVkZKilpcWJMQEAJ3FkF5NJZ2enPB6PJMnj8airq0uSFAwGlZubG72d1+tVMBg0rlFfX6/6+npJUkVFhXw+3/G1bZr5xPqf95HDeXYhj7zzzzvscF6Xo3kHZX4usiNLkkLa52je5w1aQZyJZVkx39bv98vv90cvt7e3S5ISB3yqU9d3CnnkkXe2vCSH8+zZ6XKmn2W8LWmn5mVmZp7xdoN2FJPb7VYoFJIkhUIhpaSkSJJSU1PV0dERvV0wGJTX6x2UGQHgYjZoBVFQUKDGxkZJUmNjowoLC6PXNzU1qa+vT62trTp06JBycnIGa0wAuGg5sotpzZo1evvtt3XkyBHNnTtXM2bMUElJiaqqqtTQ0CCfz6fy8nJJUnZ2tiZPnqzy8nK5XC6VlZXJ5eLtGgDgNEcK4oEHHjBev2zZMuP1paWlKi0ttXMkAMBZ8Kc5AMCIggAAGFEQAAAjCgIAYERBAACMKAgAgBEFAQAwoiAAAEYUBADAiIIAABhREAAAIwoCAGBEQQAAjCgIAIARBQEAMKIgAABGFAQAwIiCAAAYURAAACMKAgBgREEAAIwoCACAEQUBADCiIAAARhQEAMCIggAAGFEQAAAjCgIAYERBAACMKAgAgBEFAQAwoiAAAEYJgz3AF9m5c6eefvppRSIRTZs2TSUlJYM9EgBcNIbsFkQkEtGGDRu0dOlSVVVV6dVXX9WBAwcGeywAuGgM2YJoaWlRRkaGLr/8ciUkJKioqEiBQGCwxwKAi0acZVnWYA9h8s9//lM7d+7U3LlzJUlbt27Vu+++q7Kysuht6uvrVV9fL0mqqKgYlDkB4EI1ZLcgTL0VFxd3ymW/36+KiorzKoclS5Z86fuSRx55X40s8r6cIVsQqamp6ujoiF7u6OiQx+MZxIkA4OIyZAti7NixOnTokFpbWxUOh9XU1KSCgoLBHgsALhrxDz300EODPYSJy+VSRkaGnnzySf31r3/VlClTNGnSJFuyxowZY8u65JFH3tDJIu/cDdkXqQEAg2vI7mICAAwuCgIAYDSkT7Vhp/Xr12v79u1yu92qrKy0Pa+9vV3V1dX6+OOPFRcXJ7/fr9tvv922vN7eXi1fvlzhcFj9/f2aNGmSZsyYYVuedPzd70uWLJHX63XkEL8FCxZo+PDhcrlcio+Pt/W9MJ988olqamr0wQcfKC4uTvPmzdO4ceNsyTp48KCqqqqil1tbWzVjxgzdcccdtuRJ0osvvqiGhgbFxcUpOztb8+fPV1JSkm15L730kv7+97/LsixNmzZtwB+b6fe7u7tbVVVVamtrU1pamhYtWqTk5GTb8l577TU9++yz+vDDD/Xoo49q7NixA5J1przNmzerublZCQkJuvzyyzV//nyNGDHi/IKsi9Tu3but9957zyovL3ckLxgMWu+9955lWZb16aefWgsXLrQ++OAD2/IikYh19OhRy7Isq6+vz/rZz35m7dmzx7Y8y7KsF154wVqzZo312GOP2Zpzwvz5863Ozk5Hsp588kmrvr7esqzjP8/u7m5Hcvv7+617773Xam1ttS2jo6PDmj9/vnXs2DHLsiyrsrLS+sc//mFb3r59+6zy8nKrp6fHCofD1q9+9Svr4MGDA5ph+v3evHmzVVtba1mWZdXW1lqbN2+2Ne+DDz6wPvzwQ2v58uVWS0vLgGWdKW/nzp1WOBy2LOv4Yx2Ix3fR7mKaMGHCgP31EAuPxxM9wuCSSy5RVlaWgsGgbXlxcXEaPny4JKm/v1/9/f2nvdFwIHV0dGj79u2aNm2abRmD5dNPP9W///1vTZ06VZKUkJBw/n+ZxWjXrl3KyMhQWlqarTmRSES9vb3q7+9Xb2+vre85+vDDD5Wbm6thw4YpPj5eX//617Vt27YBzTD9fgcCARUXF0uSiouLB/TUPaa8UaNGKTMzc8AyzpZ3/fXXKz4+XpI0bty4AXl+uWh3MQ2m1tZW7d27Vzk5ObbmRCIRLV68WB999JFuu+025ebm2pa1adMmzZo1S0ePHrUtw+SRRx6RJN16663y+/22ZLS2tiolJUXr16/Xvn37NGbMGM2ePTtawHZ69dVXdfPNN9ua4fV6deedd2revHlKSkrS9ddfr+uvv962vOzsbD3zzDM6cuSIkpKStGPHjgHd/XImnZ2d0eLzeDzq6uqyPXOwNDQ0qKio6LzXuWi3IAZLT0+PKisrNXv2bF166aW2ZrlcLj3xxBOqqanRe++9p/3799uS09zcLLfb7fgx3ytWrNDKlSu1dOlS/e1vf9Pbb79tS05/f7/27t2rb3/723r88cc1bNgw1dXV2ZJ1snA4rObmZtve/3NCd3e3AoGAqqur9Zvf/EY9PT3aunWrbXmjRo3SXXfdpYcffliPPvqorrzySrlcPBUNlD/+8Y+Kj4/XlClTznst/lUcFA6HVVlZqSlTpmjixImO5Y4YMUITJkzQzp07bVl/z549euONN7RgwQKtWbNGb731ltatW2dL1sm8Xq8kye12q7CwUC0tLbbkpKamKjU1NboFNmnSJO3du9eWrJPt2LFDV199tUaOHGlrzq5du5Senq6UlBQlJCRo4sSJ+s9//mNr5tSpU7Vy5Ur98pe/VHJysq644gpb86Tj/09CoZAkKRQKKSUlxfZMp7388stqbm7WwoULB2SXMgXhEMuyVFNTo6ysLE2fPt32vK6uLn3yySeSjh/RtGvXLmVlZdmSdffdd6umpkbV1dV64IEHdO2112rhwoW2ZJ3Q09MT3Z3V09OjN998U6NHj7Yla+TIkUpNTdXBgwclHX9CHTVqlC1ZJ3Ni95Ik+Xw+vfvuuzp27Jgsy7L1/8oJnZ2dko4f3bdt2zZHHmdBQYEaGxslSY2NjSosLLQ900k7d+7U888/r8WLF2vYsGEDsuZF+07qNWvW6O2339aRI0fkdrs1Y8aM6IuQdnjnnXe0bNkyjR49OtrsM2fO1I033mhL3r59+1RdXa1IJCLLsjR58mR9//vftyXrZLt379YLL7xg+2Guhw8f1qpVqyQd3wV0yy23qLS01La8999/XzU1NQqHw0pPT9f8+fNtPcjh2LFjmjdvnp566inbd0VK0pYtW9TU1KT4+HhdddVVmjt3rhITE23LW7ZsmY4cOaKEhAT96Ec/Ul5e3oCub/r9LiwsVFVVldrb2+Xz+VReXj5g/4amvOTkZG3cuFFdXV0aMWKErrrqKj344IO25dXW1iocDkcfU25urn784x+fV85FWxAAgC/GLiYAgBEFAQAwoiAAAEYUBADAiIIAABhREMAQs2XLFkfeaAicDQUBDKLdu3dr7ty5gz0GYERBAACMeKMccAYLFizQbbfdpq1bt+rw4cMqKirSzJkztX79er3zzjvKzc2NfujMG2+8od///vcKBoO66qqrdO+990ZPx3HyOm1tbcrPz9eCBQsUiURUVlamcDgc/XCetWvXqr6+XgcOHFBSUpK2bdsmn8+nBQsWOHLGU+BkbEEAX+D111/Xz3/+c61du1bNzc167LHHNHPmTG3YsEGRSER/+ctfdPDgQa1du1azZ8/Wb3/7W91www1auXKlwuFwdJ3XXntNS5cuVXV1tfbv36+XX35Zw4cP19KlS+XxeLR582Zt3rw5egLC5uZmFRUVadOmTSooKNDGjRsH60eAixgFAXyB73znOxo5cqS8Xq/Gjx+vnJwcXX311UpMTNQ3vvEN7d27V01NTbrhhht03XXXKSEhQXfeead6e3u1Z8+e6Drf/e535fV6lZycrJtuuknvv//+F+aOHz9eN954o1wul775zW+e9faAHSgI4Au43e7o10lJSaddPnbsmEKh0Cmf+OZyueTz+U75RK+TT9mdlJSknp6ec8rt6+tTf3//eT0W4FxREMB58ng8amtri162LEvt7e3R3UVfxM6PgQXOFwUBnKeioiLt2LFDu3btUjgc1gsvvKDExER97WtfO+t93W63jhw5ok8//dSBSYFzw2dSA+cpMzNT999/vzZu3Bg9imnx4sVKSDj7r1dWVpZuvvlm3XfffYpEIlq9erUDEwOx4TBXAIARu5gAAEYUBADAiIIAABhREAAAIwoCAGBEQQAAjCgIAIARBQEAMPr/HmsnYKJytQ4AAAAASUVORK5CYII=\n", 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Age_Groupmanner_of_deathid
7Very_Oldshot and Tasered8
6Very_Oldshot228
5Oldshot and Tasered52
4Oldshot851
3Adultshot and Tasered177
2Adultshot3389
1Teensshot and Tasered11
0Teensshot179
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manner_of_deathshotshot and Tasered
Age_Group
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Adult3389177
Old85152
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" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "Age_Group \n", + "Teens 179 11\n", + "Adult 3389 177\n", + "Old 851 52\n", + "Very_Old 228 8" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_pivot = Age.pivot(index='Age_Group',columns='manner_of_death')\n", + "grouped_pivot.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(y='id', x='Age_Group', hue='manner_of_death', data=age_group)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by Race" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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racemanner_of_deathid
11Whiteshot and Tasered116
10Whiteshot2360
9Othershot and Tasered5
8Othershot43
7Nativeshot and Tasered1
6Nativeshot77
5Hispanicshot and Tasered49
4Hispanicshot853
3Blackshot and Tasered69
2Blackshot1229
1Asianshot and Tasered8
0Asianshot85
\n", + "
" + ], + "text/plain": [ + " race manner_of_death id\n", + "11 White shot and Tasered 116\n", + "10 White shot 2360\n", + "9 Other shot and Tasered 5\n", + "8 Other shot 43\n", + "7 Native shot and Tasered 1\n", + "6 Native shot 77\n", + "5 Hispanic shot and Tasered 49\n", + "4 Hispanic shot 853\n", + "3 Black shot and Tasered 69\n", + "2 Black shot 1229\n", + "1 Asian shot and Tasered 8\n", + "0 Asian shot 85" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Race=data[['race','id', 'manner_of_death']]\n", + "RACE= Race.groupby(['race', 'manner_of_death'],as_index=False).count()\n", + "RACE=RACE.sort_values(['race', 'manner_of_death'], ascending=False)\n", + "RACE" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
race
Asian858
Black122969
Hispanic85349
Native771
Other435
\n", + "
" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "race \n", + "Asian 85 8\n", + "Black 1229 69\n", + "Hispanic 853 49\n", + "Native 77 1\n", + "Other 43 5" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_race = RACE.pivot(index='race',columns='manner_of_death')\n", + "pivot_race.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors_list =['#5bc0de', '#d9534f']\n", + "ax = pivot_race.plot(kind='bar', figsize=(12,4), width=0.8, color=colors_list, edgecolor=None)\n", + "\n", + "for p in ax.patches:\n", + " width = p.get_width()\n", + " height = p.get_height()\n", + " x, y = p.get_xy()\n", + " ax.annotate(f'{height}', (x +width/2, y + height*1.02), ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by Arms_category" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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arms_categorymanner_of_deathid
5Gunsshot2726
14Sharp objectsshot702
18Unknownshot407
16Unarmedshot309
10Other unusual objectsshot183
20Vehiclesshot121
15Sharp objectsshot and Tasered116
0Blunt instrumentsshot105
8Multipleshot50
17Unarmedshot and Tasered39
6Gunsshot and Tasered38
12Piercing objectsshot23
1Blunt instrumentsshot and Tasered17
2Electrical devicesshot17
19Unknownshot and Tasered11
11Other unusual objectsshot and Tasered9
3Electrical devicesshot and Tasered7
13Piercing objectsshot and Tasered6
9Multipleshot and Tasered4
4Explosivesshot4
7Hand toolsshot and Tasered1
\n", + "
" + ], + "text/plain": [ + " arms_category manner_of_death id\n", + "5 Guns shot 2726\n", + "14 Sharp objects shot 702\n", + "18 Unknown shot 407\n", + "16 Unarmed shot 309\n", + "10 Other unusual objects shot 183\n", + "20 Vehicles shot 121\n", + "15 Sharp objects shot and Tasered 116\n", + "0 Blunt instruments shot 105\n", + "8 Multiple shot 50\n", + "17 Unarmed shot and Tasered 39\n", + "6 Guns shot and Tasered 38\n", + "12 Piercing objects shot 23\n", + "1 Blunt instruments shot and Tasered 17\n", + "2 Electrical devices shot 17\n", + "19 Unknown shot and Tasered 11\n", + "11 Other unusual objects shot and Tasered 9\n", + "3 Electrical devices shot and Tasered 7\n", + "13 Piercing objects shot and Tasered 6\n", + "9 Multiple shot and Tasered 4\n", + "4 Explosives shot 4\n", + "7 Hand tools shot and Tasered 1" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Arms_category=data[['arms_category','id', 'manner_of_death']]\n", + "Arms_Category= Arms_category.groupby(['arms_category', 'manner_of_death'],as_index=False).count()\n", + "Arms_Category=Arms_Category.sort_values(['id'], ascending=False)\n", + "Arms_Category" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
arms_category
Blunt instruments105.017.0
Electrical devices17.07.0
Explosives4.0NaN
Guns2726.038.0
Hand toolsNaN1.0
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" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "arms_category \n", + "Blunt instruments 105.0 17.0\n", + "Electrical devices 17.0 7.0\n", + "Explosives 4.0 NaN\n", + "Guns 2726.0 38.0\n", + "Hand tools NaN 1.0" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Arms_Category = Arms_Category.pivot(index='arms_category',columns='manner_of_death')\n", + "pivot_Arms_Category.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors_list =['#5bc0de', '#d9534f']\n", + "\n", + "ax = pivot_Arms_Category.plot(kind='bar', figsize=(15,4), width=0.8, color=colors_list, edgecolor=None)\n", + "\n", + "for p in ax.patches:\n", + " width = p.get_width()\n", + " height = p.get_height()\n", + " x, y = p.get_xy()\n", + " ax.annotate(f'{height}', (x +width/2, y + height*1.02), ha='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis by threat level " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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threat_levelmanner_of_deathid
5undeterminedshot and Tasered5
4undeterminedshot202
3othershot and Tasered118
2othershot1410
1attackshot and Tasered125
0attackshot3035
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" + ], + "text/plain": [ + " threat_level manner_of_death id\n", + "5 undetermined shot and Tasered 5\n", + "4 undetermined shot 202\n", + "3 other shot and Tasered 118\n", + "2 other shot 1410\n", + "1 attack shot and Tasered 125\n", + "0 attack shot 3035" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Threat_level=data[['threat_level','id', 'manner_of_death']]\n", + "Threat_Level= Threat_level.groupby(['threat_level', 'manner_of_death'],as_index=False).count()\n", + "Threat_Level=Threat_Level.sort_values(['threat_level', 'manner_of_death'], ascending=False)\n", + "Threat_Level" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id
manner_of_deathshotshot and Tasered
threat_level
attack3035125
other1410118
undetermined2025
\n", + "
" + ], + "text/plain": [ + " id \n", + "manner_of_death shot shot and Tasered\n", + "threat_level \n", + "attack 3035 125\n", + "other 1410 118\n", + "undetermined 202 5" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Threat_Level = Threat_Level.pivot(index='threat_level',columns='manner_of_death' )\n", + "pivot_Threat_Level.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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42OtherVehicles3
37OtherOther unusual objects9
32OtherBlunt instruments8
34OtherExplosives1
35OtherGuns218
36OtherMultiple5
33OtherElectrical devices4
38OtherPiercing objects2
39OtherSharp objects44
40OtherUnarmed19
41OtherUnknown47
22Not fleeingExplosives3
31Not fleeingVehicles26
30Not fleeingUnknown156
29Not fleeingUnarmed187
28Not fleeingSharp objects668
27Not fleeingPiercing objects23
26Not fleeingOther unusual objects147
25Not fleeingMultiple25
24Not fleeingHand tools1
23Not fleeingGuns1725
21Not fleeingElectrical devices16
20Not fleeingBlunt instruments96
11FootElectrical devices3
19FootVehicles4
18FootUnknown26
17FootUnarmed75
16FootSharp objects72
15FootPiercing objects2
14FootOther unusual objects26
13FootMultiple7
12FootGuns415
10FootBlunt instruments12
5CarPiercing objects2
2CarGuns406
3CarMultiple17
4CarOther unusual objects10
1CarElectrical devices1
6CarSharp objects34
7CarUnarmed67
8CarUnknown189
9CarVehicles88
0CarBlunt instruments6
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" + ], + "text/plain": [ + " flee arms_category id\n", + "42 Other Vehicles 3\n", + "37 Other Other unusual objects 9\n", + "32 Other Blunt instruments 8\n", + "34 Other Explosives 1\n", + "35 Other Guns 218\n", + "36 Other Multiple 5\n", + "33 Other Electrical devices 4\n", + "38 Other Piercing objects 2\n", + "39 Other Sharp objects 44\n", + "40 Other Unarmed 19\n", + "41 Other Unknown 47\n", + "22 Not fleeing Explosives 3\n", + "31 Not fleeing Vehicles 26\n", + "30 Not fleeing Unknown 156\n", + "29 Not fleeing Unarmed 187\n", + "28 Not fleeing Sharp objects 668\n", + "27 Not fleeing Piercing objects 23\n", + "26 Not fleeing Other unusual objects 147\n", + "25 Not fleeing Multiple 25\n", + "24 Not fleeing Hand tools 1\n", + "23 Not fleeing Guns 1725\n", + "21 Not fleeing Electrical devices 16\n", + "20 Not fleeing Blunt instruments 96\n", + "11 Foot Electrical devices 3\n", + "19 Foot Vehicles 4\n", + "18 Foot Unknown 26\n", + "17 Foot Unarmed 75\n", + "16 Foot Sharp objects 72\n", + "15 Foot Piercing objects 2\n", + "14 Foot Other unusual objects 26\n", + "13 Foot Multiple 7\n", + "12 Foot Guns 415\n", + "10 Foot Blunt instruments 12\n", + "5 Car Piercing objects 2\n", + "2 Car Guns 406\n", + "3 Car Multiple 17\n", + "4 Car Other unusual objects 10\n", + "1 Car Electrical devices 1\n", + "6 Car Sharp objects 34\n", + "7 Car Unarmed 67\n", + "8 Car Unknown 189\n", + "9 Car Vehicles 88\n", + "0 Car Blunt instruments 6" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flee_arms=data[['id', 'arms_category', 'flee',]]\n", + "Flee_Arms= flee_arms.groupby(['flee', 'arms_category'],as_index=False).count()\n", + "Flee_Arms=Flee_Arms.sort_values(['flee'], ascending=False)\n", + "Flee_Arms" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " id \n", + "flee Car Foot Not fleeing Other\n", + "arms_category \n", + "Blunt instruments 6.0 12.0 96.0 8.0\n", + "Electrical devices 1.0 3.0 16.0 4.0\n", + "Explosives NaN NaN 3.0 1.0\n", + "Guns 406.0 415.0 1725.0 218.0\n", + "Hand tools NaN NaN 1.0 NaN" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_Flee_Arms = Flee_Arms.pivot(index='arms_category',columns='flee')\n", + "pivot_Flee_Arms.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(25,10))\n", + "sns.swarmplot(data=data, x=\"arms_category\", y=\"id\",hue=\"flee\")\n", + "plt.xlabel(\"\")\n", + "plt.ylabel(\"\")\n", + "plt.title('Death based on Flee and Arms Catergory')\n", + "plt.xticks(fontsize=15)\n", + "plt.yticks(fontsize=15)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#analysis by states\n", + "plt.figure(figsize=(18,8))\n", + "plt.bar(data['state'].value_counts().index,data['state'].value_counts().values)\n", + "plt.title('Killings by based on states')\n", + "plt.ylabel('Number of Victims')\n", + "plt.xticks(fontsize=11)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Finding\n", + "Age played a major role in the killing analysis, ranging from 19-59, the adult classification which has the largest percentage in the analysis. Race also cannot be a determining factor, The population of US has a large proportion of whites, and the killing racial distribution is proportion to the US population." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Level 2/Intermediate/Accommodation Assessment.ipynb b/Level 2/Intermediate/Accommodation Assessment.ipynb new file mode 100644 index 0000000..14fa49a --- /dev/null +++ b/Level 2/Intermediate/Accommodation Assessment.ipynb @@ -0,0 +1,4221 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A Comprehensive Analysis on Cost of Accomodation among Young Adult" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Background\n", + "- In recent times, it is challenging for young adults between the age of 18 to 29 years, who are just starting their careers or who are getting into the phase of being independent. Knowing that many go to bigger cities to make ends meet or to search for a greener pasture. \n", + "\n", + "Task\n", + "\n", + "- The purpose of this analysis is to know how much young African adults spend on accommodation in comparison to their incomes.\n", + "\n", + "Dataset Description\n", + "\n", + "- The data collection process took a week, and about 121 responses was gotten through google form. The data has 17 columns, Below are the columns name and their datatypes; \n", + " 0. TimestamP object \n", + " 1. Age; int64 \n", + " 2. Gender object \n", + " 3. Maximum Level of Education; object \n", + " 4. Country; object \n", + " 5. State/Province; object \n", + " 6. Based on your answer above, how industrious is your State of residence; object \n", + " 7. Currency; object \n", + " 8. Monthly Salary in the currency you mentioned above; int64 \n", + " 9. Career Industry; object \n", + " 10. Years of working experience; float64\n", + " 11. Do you foot your accommodation bills?; object \n", + " 12. If you selected \"Not completely\", what fraction of the rent do you pay?; object \n", + " 13. Accommodation Rented; object \n", + " 14. Location of accommodation; object \n", + " 15. Cost of your accommodation per month; object \n", + " 16. Do you think accommodation prices are generally high in your State of residence for young adults?; object \n", + "\n", + "Disclaimer\n", + "- This analysis is mainly for learning and may not be used in making crucial decisions because the sample of the population gotten cannot be generalised upon. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing data and necessary libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "plt.style.use('ggplot')\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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TimestampAgeGenderMaximum Level of EducationCountryState/ProvinceBased on your answer above, how industrious is your State of residence?CurrencyMonthly Salary in the currency you mentioned aboveCareer IndustryYears of working experienceDo you foot your accommodation bills?If you selected \"Not completely\", what fraction of the rent do you pay?Accommodation RentedLocation of accommodationCost of your accommodation per monthDo you think accommodation prices are generally high in your State of residence for young adults?
02021/01/20 7:57:57 AM GMT+124MaleBachelor's Degree/EquivalentNigeriaLagosIndustriousNaira150000Accounting & Tech1.0YesNaNFull FlatMid-class area80000Yes
12021/01/20 9:02:40 AM GMT+127FemaleBachelor's Degree/EquivalentKenyaNairobiMost industrious in the countryKenyan Shillings150000Software Engineer3.0YesNaNShared FlatMid-class area35000Yes
22021/01/20 9:07:23 AM GMT+125FemaleHigh/Secondary SchoolSouth AfricaCape TownNon-IndustriousRand2000Hospitality5.0YesNaNShared FlatMid-class areaR3500Yes
32021/01/20 9:27:25 AM GMT+128FemaleBachelor's Degree/EquivalentNigeriaLagosMost industrious in the countryNaira0IT0.0NoNaNNeither. I do not pay rentsI do not pay rentsNaNYes
42021/01/20 9:27:53 AM GMT+124FemaleBachelor's Degree/EquivalentNigeriaLagosIndustriousNaira70000Tech1.0Not completely1/4Neither. I do not pay rentsLow brow areaN/AYes
52021/01/20 10:22:51 AM GMT+122FemaleBachelor's Degree/EquivalentNigeriaAbia stateIndustriousNaira30000Tech0.0NoNaNNeither. I do not pay rentsMid-class areaNaNNo
62021/01/20 10:39:11 AM GMT+120FemaleHigh/Secondary SchoolNigeriaLagosIndustriousNaira0Tech0.0NoNaNNeither. I do not pay rentsHigh brow areaNaNYes
72021/01/20 10:50:18 AM GMT+128FemaleMaster's DegreeNigeriaRivers StateIndustriousNaira0Engineering0.0NoNaNNeither. I do not pay rentsI do not pay rentsNaNYes
82021/01/20 11:00:07 AM GMT+120FemaleUndergraduateNigeriaRivers StateIndustriousNaira15000Tech1.0Not completely1/2Self-containedMid-class area140000Yes
92021/01/20 11:00:31 AM GMT+127MaleBachelor's Degree/EquivalentNigeriaDeltaIndustriousNaira145000Engineering3.0YesNaNFull FlatLow brow area20000Yes
\n", + "
" + ], + "text/plain": [ + " Timestamp Age Gender Maximum Level of Education \\\n", + "0 2021/01/20 7:57:57 AM GMT+1 24 Male Bachelor's Degree/Equivalent \n", + "1 2021/01/20 9:02:40 AM GMT+1 27 Female Bachelor's Degree/Equivalent \n", + "2 2021/01/20 9:07:23 AM GMT+1 25 Female High/Secondary School \n", + "3 2021/01/20 9:27:25 AM GMT+1 28 Female Bachelor's Degree/Equivalent \n", + "4 2021/01/20 9:27:53 AM GMT+1 24 Female Bachelor's Degree/Equivalent \n", + "5 2021/01/20 10:22:51 AM GMT+1 22 Female Bachelor's Degree/Equivalent \n", + "6 2021/01/20 10:39:11 AM GMT+1 20 Female High/Secondary School \n", + "7 2021/01/20 10:50:18 AM GMT+1 28 Female Master's Degree \n", + "8 2021/01/20 11:00:07 AM GMT+1 20 Female Undergraduate \n", + "9 2021/01/20 11:00:31 AM GMT+1 27 Male Bachelor's Degree/Equivalent \n", + "\n", + " Country State/Province \\\n", + "0 Nigeria Lagos \n", + "1 Kenya Nairobi \n", + "2 South Africa Cape Town \n", + "3 Nigeria Lagos \n", + "4 Nigeria Lagos \n", + "5 Nigeria Abia state \n", + "6 Nigeria Lagos \n", + "7 Nigeria Rivers State \n", + "8 Nigeria Rivers State \n", + "9 Nigeria Delta \n", + "\n", + " Based on your answer above, how industrious is your State of residence? \\\n", + "0 Industrious \n", + "1 Most industrious in the country \n", + "2 Non-Industrious \n", + "3 Most industrious in the country \n", + "4 Industrious \n", + "5 Industrious \n", + "6 Industrious \n", + "7 Industrious \n", + "8 Industrious \n", + "9 Industrious \n", + "\n", + " Currency Monthly Salary in the currency you mentioned above \\\n", + "0 Naira 150000 \n", + "1 Kenyan Shillings 150000 \n", + "2 Rand 2000 \n", + "3 Naira 0 \n", + "4 Naira 70000 \n", + "5 Naira 30000 \n", + "6 Naira 0 \n", + "7 Naira 0 \n", + "8 Naira 15000 \n", + "9 Naira 145000 \n", + "\n", + " Career Industry Years of working experience \\\n", + "0 Accounting & Tech 1.0 \n", + "1 Software Engineer 3.0 \n", + "2 Hospitality 5.0 \n", + "3 IT 0.0 \n", + "4 Tech 1.0 \n", + "5 Tech 0.0 \n", + "6 Tech 0.0 \n", + "7 Engineering 0.0 \n", + "8 Tech 1.0 \n", + "9 Engineering 3.0 \n", + "\n", + " Do you foot your accommodation bills? \\\n", + "0 Yes \n", + "1 Yes \n", + "2 Yes \n", + "3 No \n", + "4 Not completely \n", + "5 No \n", + "6 No \n", + "7 No \n", + "8 Not completely \n", + "9 Yes \n", + "\n", + " If you selected \"Not completely\", what fraction of the rent do you pay? \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 1/4 \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 1/2 \n", + "9 NaN \n", + "\n", + " Accommodation Rented Location of accommodation \\\n", + "0 Full Flat Mid-class area \n", + "1 Shared Flat Mid-class area \n", + "2 Shared Flat Mid-class area \n", + "3 Neither. I do not pay rents I do not pay rents \n", + "4 Neither. I do not pay rents Low brow area \n", + "5 Neither. I do not pay rents Mid-class area \n", + "6 Neither. I do not pay rents High brow area \n", + "7 Neither. I do not pay rents I do not pay rents \n", + "8 Self-contained Mid-class area \n", + "9 Full Flat Low brow area \n", + "\n", + " Cost of your accommodation per month \\\n", + "0 80000 \n", + "1 35000 \n", + "2 R3500 \n", + "3 NaN \n", + "4 N/A \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 140000 \n", + "9 20000 \n", + "\n", + " Do you think accommodation prices are generally high in your State of residence for young adults? \n", + "0 Yes \n", + "1 Yes \n", + "2 Yes \n", + "3 Yes \n", + "4 Yes \n", + "5 No \n", + "6 Yes \n", + "7 Yes \n", + "8 Yes \n", + "9 Yes " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('Accommodation Assessment Form.csv')\n", + "data.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Cleaning" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 121 entries, 0 to 120\n", + "Data columns (total 17 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Timestamp 121 non-null object \n", + " 1 Age 121 non-null int64 \n", + " 2 Gender 121 non-null object \n", + " 3 Maximum Level of Education 121 non-null object \n", + " 4 Country 121 non-null object \n", + " 5 State/Province 121 non-null object \n", + " 6 Based on your answer above, how industrious is your State of residence? 118 non-null object \n", + " 7 Currency 121 non-null object \n", + " 8 Monthly Salary in the currency you mentioned above 121 non-null int64 \n", + " 9 Career Industry 121 non-null object \n", + " 10 Years of working experience 121 non-null float64\n", + " 11 Do you foot your accommodation bills? 121 non-null object \n", + " 12 If you selected \"Not completely\", what fraction of the rent do you pay? 28 non-null object \n", + " 13 Accommodation Rented 121 non-null object \n", + " 14 Location of accommodation 121 non-null object \n", + " 15 Cost of your accommodation per month 83 non-null object \n", + " 16 Do you think accommodation prices are generally high in your State of residence for young adults? 121 non-null object \n", + "dtypes: float64(1), int64(2), object(14)\n", + "memory usage: 16.2+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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minNaN18.000000NaNNaNNaNNaNNaNNaN0.000000NaN0.000000NaNNaNNaNNaNNaNNaN
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" + ], + "text/plain": [ + " Timestamp Age Gender \\\n", + "count 121 121.000000 121 \n", + "unique 121 NaN 2 \n", + "top 2021/01/26 1:39:35 PM GMT+1 NaN Female \n", + "freq 1 NaN 78 \n", + "mean NaN 23.421488 NaN \n", + "std NaN 2.798071 NaN \n", + "min NaN 18.000000 NaN \n", + "25% NaN 22.000000 NaN \n", + "50% NaN 23.000000 NaN \n", + "75% NaN 25.000000 NaN \n", + "max NaN 29.000000 NaN \n", + "\n", + " Maximum Level of Education Country State/Province \\\n", + "count 121 121 121 \n", + "unique 4 9 54 \n", + "top Bachelor's Degree/Equivalent Nigeria Lagos \n", + "freq 100 83 36 \n", + "mean NaN NaN NaN \n", + "std NaN NaN NaN \n", + "min NaN NaN NaN \n", + "25% NaN NaN NaN \n", + "50% NaN NaN NaN \n", + "75% NaN NaN NaN \n", + "max NaN NaN NaN \n", + "\n", + " Based on your answer above, how industrious is your State of residence? \\\n", + "count 118 \n", + "unique 4 \n", + "top Industrious \n", + "freq 59 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN \n", + "\n", + " Currency Monthly Salary in the currency you mentioned above \\\n", + "count 121 121.000000 \n", + "unique 9 NaN \n", + "top Naira NaN \n", + "freq 96 NaN \n", + "mean NaN 60587.603306 \n", + "std NaN 113215.106155 \n", + "min NaN 0.000000 \n", + "25% NaN 0.000000 \n", + "50% NaN 20000.000000 \n", + "75% NaN 70000.000000 \n", + "max NaN 800000.000000 \n", + "\n", + " Career Industry Years of working experience \\\n", + "count 121 121.000000 \n", + "unique 54 NaN \n", + "top Tech NaN \n", + "freq 49 NaN \n", + "mean NaN 1.492975 \n", + "std NaN 1.840282 \n", + "min NaN 0.000000 \n", + "25% NaN 0.000000 \n", + "50% NaN 1.000000 \n", + "75% NaN 2.000000 \n", + "max NaN 10.000000 \n", + "\n", + " Do you foot your accommodation bills? \\\n", + "count 121 \n", + "unique 3 \n", + "top No \n", + "freq 62 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN \n", + "\n", + " If you selected \"Not completely\", what fraction of the rent do you pay? \\\n", + "count 28 \n", + "unique 7 \n", + "top 1/3 \n", + "freq 8 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN \n", + "\n", + " Accommodation Rented Location of accommodation \\\n", + "count 121 121 \n", + "unique 12 4 \n", + "top Self-contained Mid-class area \n", + "freq 41 68 \n", + "mean NaN NaN \n", + "std NaN NaN \n", + "min NaN NaN \n", + "25% NaN NaN \n", + "50% NaN NaN \n", + "75% NaN NaN \n", + "max NaN NaN \n", + "\n", + " Cost of your accommodation per month \\\n", + "count 83 \n", + "unique 59 \n", + "top 10000 \n", + "freq 9 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN \n", + "\n", + " Do you think accommodation prices are generally high in your State of residence for young adults? \n", + "count 121 \n", + "unique 3 \n", + "top Yes \n", + "freq 100 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#statistic description of 5the dataset\n", + "data.describe(include='all')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp 0\n", + "Age 0\n", + "Gender 0\n", + "Maximum Level of Education 0\n", + "Country 0\n", + "State/Province 0\n", + "Based on your answer above, how industrious is your State of residence? 3\n", + "Currency 0\n", + "Monthly Salary in the currency you mentioned above 0\n", + "Career Industry 0\n", + "Years of working experience 0\n", + "Do you foot your accommodation bills? 0\n", + "If you selected \"Not completely\", what fraction of the rent do you pay? 93\n", + "Accommodation Rented 0\n", + "Location of accommodation 0\n", + "Cost of your accommodation per month 38\n", + "Do you think accommodation prices are generally high in your State of residence for young adults? 0\n", + "dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#check for missing values\n", + "data.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The null values in the data cannot be removed, because they are corresponding to other various columns." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(121, 17)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#dropping timestamp, it is not important to the analysis\n", + "data.drop('Timestamp', axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#filling missing values\n", + "data['If you selected \"Not completely\", what fraction of the rent do you pay?'].fillna('0', inplace=True)\n", + "data['Cost of your accommodation per month'].fillna(0, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Regrouping different Columns" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Nigeria', 'Kenya', 'South Africa', 'Nigeria ', 'NIGERIA',\n", + " 'Nigerian', 'NIGERIAN', 'Adamawa', 'NIGERIA '], dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.Country.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "nig = ['Nigerian', 'NIGERIA', 'NIGERIAN', 'Adamawa', 'Nigeria ', 'NIGERIA ']\n", + "data['Country'].replace(nig, 'Nigeria', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Nigeria 117\n", + "Kenya 3\n", + "South Africa 1\n", + "Name: Country, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.Country.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Lagos', 'Nairobi', 'Cape Town', 'Abia state ', 'Rivers State',\n", + " 'Delta', 'Ekiti', 'Osun', 'OSUN', 'FCT', 'Ondo', 'Lagos State',\n", + " 'Oyo state', 'Lagos ', 'Nigeria', 'OYO', 'ONDO', 'LAGOS',\n", + " 'Osun State', 'Cross River', 'Ogun State', 'Ilorin, Kwara state',\n", + " 'Niger state', 'Delta State', 'Ogun', 'ANAMBRA STATE, NIGERIA',\n", + " 'F.C.T. - Abuja', 'Lagos State/ Ikorodu', 'BORNO ', 'Enugu',\n", + " 'Kwara', 'lagos', 'ENUGU', 'Ekiti state', 'Lagos, Lagos',\n", + " 'FEDERAL CAPITAL TERRITORY.', 'FCT Abuja', 'Rivers', 'Abuja',\n", + " 'Oyo', 'Akwa Ibom', 'Cross river', 'Federal Capital Territory',\n", + " 'Abia State', 'Lagos and Osun', 'Oyo State', 'STATE ',\n", + " 'FEDERAL CAPITAL TERRITORY, ABUJA', 'LAGOS STATE', 'EKITI', 'Kano',\n", + " 'Anambra', 'OGUN STATE', 'ogun'], dtype=object)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['State/Province'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['Lagos State', 'Lagos State', 'Lagos ', 'LAGOS', 'Lagos State/ Ikorodu', 'lagos','Lagos, Lagos', 'LAGOS STATE']\n", + "data['State/Province'].replace(cols, 'Lagos', inplace=True)\n", + "\n", + "colq1 = ['FCT', 'FEDERAL CAPITAL TERRITORY, ABUJA', 'F.C.T. - Abuja', 'FEDERAL CAPITAL TERRITORY.', 'FCT Abuja', 'Federal Capital Territory', ]\n", + "data['State/Province'].replace(colq1, 'Abuja', inplace=True)\n", + "\n", + "col = ['Ekiti', 'EKITI', 'Ekiti state']\n", + "data['State/Province'].replace(col, 'Ekiti State', inplace=True)\n", + "\n", + "O = ['Oyo', 'OYO', 'Oyo state']\n", + "data['State/Province'].replace(O, 'Oyo State', inplace=True)\n", + "\n", + "colss = ['Osun', 'OSUN']\n", + "data['State/Province'].replace(colss, 'Osun State', inplace=True)\n", + "\n", + "colSSS = ['Ogun', 'OGUN STATE', 'ogun']\n", + "data['State/Province'].replace(colSSS, 'Ekiti State', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "data['State/Province'].replace('ONDO', 'Ondo', inplace=True)\n", + "data['State/Province'].replace('Abia state ', 'Abia State', inplace=True)\n", + "data['State/Province'].replace('Cross river', 'Cross River', inplace=True)\n", + "data['State/Province'].replace('Ilorin, Kwara state', 'Kwara', inplace=True)\n", + "data['State/Province'].replace('ENUGU', 'Enugu', inplace=True)\n", + "data['State/Province'].replace('Rivers', 'Rivers State', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "undef = ['Nigeria', 'NIGERIA', 'STATE ', 'Lagos and Osun']\n", + "data['State/Province'].replace(undef, 'Not Stated', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Lagos 52\n", + "Abuja 9\n", + "Ekiti State 9\n", + "Oyo State 8\n", + "Rivers State 6\n", + "Kwara 4\n", + "Ondo 4\n", + "Enugu 3\n", + "Not Stated 3\n", + "Ogun State 3\n", + "Cross River 3\n", + "Nairobi 3\n", + "Osun State 3\n", + "Abia State 2\n", + "Delta State 1\n", + "Niger state 1\n", + "Cape Town 1\n", + "Kano 1\n", + "Delta 1\n", + "Anambra 1\n", + "ANAMBRA STATE, NIGERIA 1\n", + "BORNO 1\n", + "Akwa Ibom 1\n", + "Name: State/Province, dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['State/Province'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Naira', 'Kenyan Shillings', 'Rand', 'Naira ', 'NAIRA',\n", + " 'Naira, Dollars', 'Dollars', 'NAIRA ', 'NARIA'], dtype=object)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Currency'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "curr = ['NAIRA', 'Naira ', 'NAIRA', 'NARIA ', 'NARIA', 'NAIRA ']\n", + "data['Currency'].replace(curr, 'Naira', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Naira 115\n", + "Kenyan Shillings 3\n", + "Naira, Dollars 1\n", + "Rand 1\n", + "Dollars 1\n", + "Name: Currency, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Currency'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Age 0\n", + "Gender 0\n", + "Maximum Level of Education 0\n", + "Country 0\n", + "State/Province 0\n", + "Based on your answer above, how industrious is your State of residence? 3\n", + "Currency 0\n", + "Monthly Salary in the currency you mentioned above 0\n", + "Career Industry 0\n", + "Years of working experience 0\n", + "Do you foot your accommodation bills? 0\n", + "If you selected \"Not completely\", what fraction of the rent do you pay? 0\n", + "Accommodation Rented 0\n", + "Location of accommodation 0\n", + "Cost of your accommodation per month 0\n", + "Do you think accommodation prices are generally high in your State of residence for young adults? 0\n", + "dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Accounting & Tech', 'Software Engineer', 'Hospitality', 'IT',\n", + " 'Tech', 'Engineering', 'Engineering ', '0', 'Teaching',\n", + " 'AGRICULTURE', 'Consulting ', 'Development', 'Finance',\n", + " 'Management ', 'Accounting ', 'Finance ', 'Accounting',\n", + " 'Tailoring', 'Education ', 'Student', 'Media', 'Technology',\n", + " 'Crafts', 'Science.', 'Music ', 'Agriculture',\n", + " 'INFORMATION TECHNOLOGY', 'Mechanic', 'Tech ', 'I.T', 'TECH',\n", + " 'Fashion designing ', 'Construction ', 'Utility', 'Clothing',\n", + " 'Architecture ', 'Education', 'FinTech', 'Geoscience ', 'Health',\n", + " 'Law', 'AUDIT FIRM ', 'Education/Teaching', 'Real Estate',\n", + " 'UI Design', 'Data Science, Architecture, Research', 'Health ',\n", + " 'Tech, science. ', 'Aviation', 'Graphics and printing ', 'Banking',\n", + " 'Advertising, Research', 'Insurance', 'nil'], dtype=object)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Career Industry'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "CIvs = ['Finance', 'Accounting ', 'Finance ', 'Accounting', 'Banking']\n", + "data['Career Industry'].replace(CIvs, 'Finance/Accounting', inplace=True)\n", + "\n", + "CI = ['Media', 'Science.', 'Crafts', '','Music ', 'Graphics and printing ', 'Utility', 'Hospitality']\n", + "data['Career Industry'].replace(CI, 'Others', inplace=True)\n", + "\n", + "colM = ['Accounting & Tech', 'IT', 'Tech', 'I.T', 'Technology', 'INFORMATION TECHNOLOGY', 'Tech ', 'TECH', 'FinTech', 'Software Engineer', 'Tech, science. ', 'UI Design']\n", + "data['Career Industry'].replace(colM, 'TECHNOLOGY', inplace=True)\n", + "\n", + "CIsm = ['Teaching', 'Education/Teaching', 'Education ']\n", + "data['Career Industry'].replace(CIsm, 'Education', inplace=True)\n", + "\n", + "CIs = ['Consulting ', 'Development', 'Management ', 'AUDIT FIRM ', ]\n", + "data['Career Industry'].replace(CIs, 'Management/Consulting', inplace=True)\n", + "\n", + "CIm = ['Tailoring', 'Clothing']\n", + "data['Career Industry'].replace(CIm, 'Fashion designing ', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "data['Career Industry'].replace('AGRICULTURE', 'Agriculture', inplace=True)\n", + "data['Career Industry'].replace('Engineering ', 'Engineering', inplace=True)\n", + "data['Career Industry'].replace('Health ', 'Health', inplace=True)\n", + "data['Career Industry'].replace('0', 'nil', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TECHNOLOGY 64\n", + "Others 11\n", + "Education 8\n", + "Finance/Accounting 5\n", + "Student 4\n", + "Management/Consulting 4\n", + "Engineering 4\n", + "Fashion designing 3\n", + "Health 3\n", + "Law 2\n", + "Agriculture 2\n", + "nil 2\n", + "Construction 1\n", + "Architecture 1\n", + "Aviation 1\n", + "Data Science, Architecture, Research 1\n", + "Real Estate 1\n", + "Mechanic 1\n", + "Advertising, Research 1\n", + "Insurance 1\n", + "Geoscience 1\n", + "Name: Career Industry, dtype: int64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Career Industry'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['80000', '35000', 'R3500', 0, ' N/A', '140000', '20000', '40000',\n", + " '10830', '10000', '6500', '55,000', '15000', '25000', '700,000',\n", + " '0', '23000', '120,000', '17,000', '15,000', '2500', '7000',\n", + " '5000', '#10,000', '3000', '#5000', '12,500', '180,000', '15',\n", + " '13,200', '40, 000', '150,000', 'None', '100000', '167000', '3333',\n", + " '180000', '45', '11600', '10,000', '1500', '83000', '60000',\n", + " '30000 naira', '16,666 NAIRA', '12500', '6250', '22000', '20833',\n", + " '5800', '35,000', '17500', '1000', '33,333', '200,000', '17000',\n", + " '300000', '18000', '12000', '140'], dtype=object)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Cost of your accommodation per month'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "cur = [' N/A', 'None', '0']\n", + "data['Cost of your accommodation per month'].replace(cur, 0, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "data['Cost of your accommodation per month'].replace('#10,000', 10000, inplace=True)\n", + "data['Cost of your accommodation per month'].replace('R3500', 3500, inplace=True)\n", + "data['Cost of your accommodation per month'].replace('#5000', 5000, inplace=True)\n", + "data['Cost of your accommodation per month'].replace('40, 000', 40000, inplace=True)\n", + "data['Cost of your accommodation per month'].replace('16,666 NAIRA', 16666, inplace=True)\n", + "data['Cost of your accommodation per month'].replace('30000 naira', 30000, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "data['Cost of your accommodation per month'].replace(',', '', regex=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "data['Cost of your accommodation per month']=data['Cost of your accommodation per month'].apply(pd.to_numeric, errors='coerce')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Age int64\n", + "Gender object\n", + "Maximum Level of Education object\n", + "Country object\n", + "State/Province object\n", + "Based on your answer above, how industrious is your State of residence? object\n", + "Currency object\n", + "Monthly Salary in the currency you mentioned above int64\n", + "Career Industry object\n", + "Years of working experience float64\n", + "Do you foot your accommodation bills? object\n", + "If you selected \"Not completely\", what fraction of the rent do you pay? object\n", + "Accommodation Rented object\n", + "Location of accommodation object\n", + "Cost of your accommodation per month int64\n", + "Do you think accommodation prices are generally high in your State of residence for young adults? object\n", + "dtype: object" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting Columns" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0', '1/4', '1/2', '1/3', '2/3', 'I do pay for my accommodation',\n", + " \"I don't pay\"], dtype=object)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['If you selected \"Not completely\", what fraction of the rent do you pay?'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data['Age'])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "def object_count_plot(df):\n", + " \"\"\"\n", + " Description : Plot countplot for all categorical features present in the dataframe passed\n", + " Argument : Dataframe\n", + " \"\"\"\n", + " \n", + " for var in data.columns:\n", + " if data[var].dtype == 'object':\n", + " print(data[var].value_counts())\n", + " plt.figure(figsize=(10,5))\n", + " g = sns.countplot(x=var,data=data)\n", + " g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Female 78\n", + "Male 43\n", + "Name: Gender, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nigeria 117\n", + "Kenya 3\n", + "South Africa 1\n", + "Name: Country, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lagos 52\n", + "Abuja 9\n", + "Ekiti State 9\n", + "Oyo State 8\n", + "Rivers State 6\n", + "Kwara 4\n", + "Ondo 4\n", + "Enugu 3\n", + "Not Stated 3\n", + "Ogun State 3\n", + "Cross River 3\n", + "Nairobi 3\n", + "Osun State 3\n", + "Abia State 2\n", + "Delta State 1\n", + "Niger state 1\n", + "Cape Town 1\n", + "Kano 1\n", + "Delta 1\n", + "Anambra 1\n", + "ANAMBRA STATE, NIGERIA 1\n", + "BORNO 1\n", + "Akwa Ibom 1\n", + "Name: State/Province, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Industrious 59\n", + "Most industrious in the country 36\n", + "Non-Industrious 17\n", + "Unknown 6\n", + "Name: Based on your answer above, how industrious is your State of residence?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Naira 115\n", + "Kenyan Shillings 3\n", + "Naira, Dollars 1\n", + "Rand 1\n", + "Dollars 1\n", + "Name: Currency, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No 62\n", + "Yes 39\n", + "Not completely 20\n", + "Name: Do you foot your accommodation bills?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Self-contained 41\n", + "Neither. I do not pay rents 37\n", + "Mini Flat 13\n", + "Shared Flat 10\n", + "Full Flat 8\n", + "Studio apartment 5\n", + "Shared Duplex 2\n", + "Shared hostel space 1\n", + "Single room 1\n", + "1 room face me I face you 1\n", + "I do not have an accomodation 1\n", + "Hostel 1\n", + "Name: Accommodation Rented, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Yes 100\n", + "No 14\n", + "Indifferent 7\n", + "Name: Do you think accommodation prices are generally high in your State of residence for young adults?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#correlation heatmap on the numeric columns\n", + "plt.figure(figsize=(10, 5))\n", + "heatmap = sns.heatmap(data.corr(), vmin=-1, vmax=1, annot=True)\n", + "heatmap.set_title('Correlation Heatmap')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "def numeric_distribution_plot(df):\n", + " \"\"\"\n", + " Description : Gives distribution plot for all the numeric features in the dataframe passed\n", + " Argument : Dataframe\n", + " \"\"\"\n", + " for col in df.columns:\n", + " if df[col].dtype != 'object':\n", + " print(df[col].describe())\n", + " plt.figure(figsize=(12,5))\n", + " plt.title(\"Distribution of \"+col)\n", + " ax = sns.distplot(df[col].dropna())\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 121.000000\n", + "mean 23.421488\n", + "std 2.798071\n", + "min 18.000000\n", + "25% 22.000000\n", + "50% 23.000000\n", + "75% 25.000000\n", + "max 29.000000\n", + "Name: Age, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 121.000000\n", + "mean 60587.603306\n", + "std 113215.106155\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 20000.000000\n", + "75% 70000.000000\n", + "max 800000.000000\n", + "Name: Monthly Salary in the currency you mentioned above, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "numeric_distribution_plot(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* From the distribution plot, the numeric data is skewed towards left. Normalising it nullify the essence of our analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "#from scipy.stats import skew,norm" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "#numeric = data.select_dtypes(include='number').columns\n", + "#skew_features = data[numeric].apply(lambda x: skew(x)).sort_values(ascending=False)\n", + "#high_skew = skew_features[skew_features > 0.5]\n", + "#skew_index = high_skew.index\n", + "#print(\"There are {} numerical features with Skew > 0.5 :\".format(high_skew.shape[0]))\n", + "#skewness = pd.DataFrame({'Skew' :high_skew})\n", + "#skew_features.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#for col in ['Cost of your accommodation per month', 'Monthly Salary in the currency you mentioned above', 'Years of working experience']:\n", + " # fig, ax = plt.subplots(1,2, figsize=(12,6))\n", + " #plot of normal feature on the first axis\n", + " # sns.distplot(data[col], ax=ax[0])\n", + " #Transform the feature and plot on the second axis\n", + " # sns.distplot(np.log1p(data[col]), ax=ax[1])\n", + " # plt.tight_layout()\n", + " # plt.title(\"Transformation of {}\".format(col))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#for column in skew_index:\n", + " # data[column] = np.log1p(data[column])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeGenderMaximum Level of EducationCountryState/ProvinceBased on your answer above, how industrious is your State of residence?CurrencyMonthly Salary in the currency you mentioned aboveCareer IndustryYears of working experienceDo you foot your accommodation bills?If you selected \"Not completely\", what fraction of the rent do you pay?Accommodation RentedLocation of accommodationCost of your accommodation per monthDo you think accommodation prices are generally high in your State of residence for young adults?
10123FemaleBachelor's Degree/EquivalentNigeriaAbujaIndustriousNaira60000Law2.0Yes0Self-containedMid-class area25000Yes
4420MaleUndergraduateNigeriaEkiti StateNon-IndustriousNaira0TECHNOLOGY0.0No0Self-containedMid-class area0Yes
7725FemaleBachelor's Degree/EquivalentNigeriaLagosMost industrious in the countryNaira20000TECHNOLOGY0.5Yes0Self-containedMid-class area60000Yes
3022MaleBachelor's Degree/EquivalentNigeriaLagosMost industrious in the countryNaira190000TECHNOLOGY2.0Yes0Self-containedLow brow area25000Yes
2423FemaleBachelor's Degree/EquivalentNigeriaNot StatedNon-IndustriousNaira0Fashion designing0.0No0Neither. I do not pay rentsI do not pay rents0Yes
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" + ], + "text/plain": [ + " Age Gender Maximum Level of Education Country State/Province \\\n", + "101 23 Female Bachelor's Degree/Equivalent Nigeria Abuja \n", + "44 20 Male Undergraduate Nigeria Ekiti State \n", + "77 25 Female Bachelor's Degree/Equivalent Nigeria Lagos \n", + "30 22 Male Bachelor's Degree/Equivalent Nigeria Lagos \n", + "24 23 Female Bachelor's Degree/Equivalent Nigeria Not Stated \n", + "\n", + " Based on your answer above, how industrious is your State of residence? \\\n", + "101 Industrious \n", + "44 Non-Industrious \n", + "77 Most industrious in the country \n", + "30 Most industrious in the country \n", + "24 Non-Industrious \n", + "\n", + " Currency Monthly Salary in the currency you mentioned above \\\n", + "101 Naira 60000 \n", + "44 Naira 0 \n", + "77 Naira 20000 \n", + "30 Naira 190000 \n", + "24 Naira 0 \n", + "\n", + " Career Industry Years of working experience \\\n", + "101 Law 2.0 \n", + "44 TECHNOLOGY 0.0 \n", + "77 TECHNOLOGY 0.5 \n", + "30 TECHNOLOGY 2.0 \n", + "24 Fashion designing 0.0 \n", + "\n", + " Do you foot your accommodation bills? \\\n", + "101 Yes \n", + "44 No \n", + "77 Yes \n", + "30 Yes \n", + "24 No \n", + "\n", + " If you selected \"Not completely\", what fraction of the rent do you pay? \\\n", + "101 0 \n", + "44 0 \n", + "77 0 \n", + "30 0 \n", + "24 0 \n", + "\n", + " Accommodation Rented Location of accommodation \\\n", + "101 Self-contained Mid-class area \n", + "44 Self-contained Mid-class area \n", + "77 Self-contained Mid-class area \n", + "30 Self-contained Low brow area \n", + "24 Neither. I do not pay rents I do not pay rents \n", + "\n", + " Cost of your accommodation per month \\\n", + "101 25000 \n", + "44 0 \n", + "77 60000 \n", + "30 25000 \n", + "24 0 \n", + "\n", + " Do you think accommodation prices are generally high in your State of residence for young adults? \n", + "101 Yes \n", + "44 Yes \n", + "77 Yes \n", + "30 Yes \n", + "24 Yes " + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.sample(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Exploration " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* This analysis is based solely on those who indicated that they foot their accommodation either fully or not completely " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeGenderMaximum Level of EducationCountryState/ProvinceBased on your answer above, how industrious is your State of residence?CurrencyMonthly Salary in the currency you mentioned aboveCareer IndustryYears of working experienceDo you foot your accommodation bills?If you selected \"Not completely\", what fraction of the rent do you pay?Accommodation RentedLocation of accommodationCost of your accommodation per monthDo you think accommodation prices are generally high in your State of residence for young adults?
9423FemaleBachelor's Degree/EquivalentNigeriaCross RiverNon-IndustriousNaira20000Education1.0Yes0Mini FlatMid-class area35000Yes
4921MaleBachelor's Degree/EquivalentNigeriaBORNONon-IndustriousNaira0TECHNOLOGY0.0Yes0Self-containedMid-class area5000Yes
7822FemaleBachelor's Degree/EquivalentNigeriaLagosMost industrious in the countryNaira0Geoscience0.0Yes0Shared FlatMid-class area30000Yes
3924MaleBachelor's Degree/EquivalentNigeriaOyo StateIndustriousNaira80000TECHNOLOGY3.0Yes0Self-containedHigh brow area2500Yes
1528FemaleMaster's DegreeNigeriaAbujaIndustriousNaira500000Management/Consulting2.0Yes0Studio apartmentMid-class area55000Yes
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" + ], + "text/plain": [ + " Age Gender Maximum Level of Education Country State/Province \\\n", + "94 23 Female Bachelor's Degree/Equivalent Nigeria Cross River \n", + "49 21 Male Bachelor's Degree/Equivalent Nigeria BORNO \n", + "78 22 Female Bachelor's Degree/Equivalent Nigeria Lagos \n", + "39 24 Male Bachelor's Degree/Equivalent Nigeria Oyo State \n", + "15 28 Female Master's Degree Nigeria Abuja \n", + "\n", + " Based on your answer above, how industrious is your State of residence? \\\n", + "94 Non-Industrious \n", + "49 Non-Industrious \n", + "78 Most industrious in the country \n", + "39 Industrious \n", + "15 Industrious \n", + "\n", + " Currency Monthly Salary in the currency you mentioned above \\\n", + "94 Naira 20000 \n", + "49 Naira 0 \n", + "78 Naira 0 \n", + "39 Naira 80000 \n", + "15 Naira 500000 \n", + "\n", + " Career Industry Years of working experience \\\n", + "94 Education 1.0 \n", + "49 TECHNOLOGY 0.0 \n", + "78 Geoscience 0.0 \n", + "39 TECHNOLOGY 3.0 \n", + "15 Management/Consulting 2.0 \n", + "\n", + " Do you foot your accommodation bills? \\\n", + "94 Yes \n", + "49 Yes \n", + "78 Yes \n", + "39 Yes \n", + "15 Yes \n", + "\n", + " If you selected \"Not completely\", what fraction of the rent do you pay? \\\n", + "94 0 \n", + "49 0 \n", + "78 0 \n", + "39 0 \n", + "15 0 \n", + "\n", + " Accommodation Rented Location of accommodation \\\n", + "94 Mini Flat Mid-class area \n", + "49 Self-contained Mid-class area \n", + "78 Shared Flat Mid-class area \n", + "39 Self-contained High brow area \n", + "15 Studio apartment Mid-class area \n", + "\n", + " Cost of your accommodation per month \\\n", + "94 35000 \n", + "49 5000 \n", + "78 30000 \n", + "39 2500 \n", + "15 55000 \n", + "\n", + " Do you think accommodation prices are generally high in your State of residence for young adults? \n", + "94 Yes \n", + "49 Yes \n", + "78 Yes \n", + "39 Yes \n", + "15 Yes " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#select those who foot their accommodations.\n", + "data2 = data[(data['Do you foot your accommodation bills?'] == 'Yes') | (data['Do you foot your accommodation bills?'] == 'Not completely')]\n", + "data2.sample(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Female 78\n", + "Male 43\n", + "Name: Gender, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nigeria 117\n", + "Kenya 3\n", + "South Africa 1\n", + "Name: Country, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lagos 52\n", + "Abuja 9\n", + "Ekiti State 9\n", + "Oyo State 8\n", + "Rivers State 6\n", + "Kwara 4\n", + "Ondo 4\n", + "Enugu 3\n", + "Not Stated 3\n", + "Ogun State 3\n", + "Cross River 3\n", + "Nairobi 3\n", + "Osun State 3\n", + "Abia State 2\n", + "Delta State 1\n", + "Niger state 1\n", + "Cape Town 1\n", + "Kano 1\n", + "Delta 1\n", + "Anambra 1\n", + "ANAMBRA STATE, NIGERIA 1\n", + "BORNO 1\n", + "Akwa Ibom 1\n", + "Name: State/Province, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Industrious 59\n", + "Most industrious in the country 36\n", + "Non-Industrious 17\n", + "Unknown 6\n", + "Name: Based on your answer above, how industrious is your State of residence?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Naira 115\n", + "Kenyan Shillings 3\n", + "Naira, Dollars 1\n", + "Rand 1\n", + "Dollars 1\n", + "Name: Currency, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No 62\n", + "Yes 39\n", + "Not completely 20\n", + "Name: Do you foot your accommodation bills?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Self-contained 41\n", + "Neither. I do not pay rents 37\n", + "Mini Flat 13\n", + "Shared Flat 10\n", + "Full Flat 8\n", + "Studio apartment 5\n", + "Shared Duplex 2\n", + "Shared hostel space 1\n", + "Single room 1\n", + "1 room face me I face you 1\n", + "I do not have an accomodation 1\n", + "Hostel 1\n", + "Name: Accommodation Rented, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Yes 100\n", + "No 14\n", + "Indifferent 7\n", + "Name: Do you think accommodation prices are generally high in your State of residence for young adults?, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plot the categorical data of those who foot their accommodations.\n", + "object_count_plot(data2)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
929132500.00000016447.875000
828350000.00000027507.500000
727105428.57142917309.428571
62665000.00000012250.000000
52535750.00000037437.500000
424184250.00000053568.125000
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22271500.00000025450.000000
12146750.000000178250.000000
02015000.000000140000.000000
\n", + "
" + ], + "text/plain": [ + " Age Monthly Salary in the currency you mentioned above \\\n", + "9 29 132500.000000 \n", + "8 28 350000.000000 \n", + "7 27 105428.571429 \n", + "6 26 65000.000000 \n", + "5 25 35750.000000 \n", + "4 24 184250.000000 \n", + "3 23 90888.888889 \n", + "2 22 71500.000000 \n", + "1 21 46750.000000 \n", + "0 20 15000.000000 \n", + "\n", + " Cost of your accommodation per month \n", + "9 16447.875000 \n", + "8 27507.500000 \n", + "7 17309.428571 \n", + "6 12250.000000 \n", + "5 37437.500000 \n", + "4 53568.125000 \n", + "3 43611.111111 \n", + "2 25450.000000 \n", + "1 178250.000000 \n", + "0 140000.000000 " + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#check for the average salary and cost of accommodation in relation to Age\n", + "salary=data2[['Age','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "SALARY =salary.groupby(['Age'],as_index=False).mean()\n", + "SALARY=SALARY.sort_values(['Age'], ascending=False)\n", + "SALARY" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The Age range of the data collected is between 18-29 years of age, the analysis here shows that an average 18-19 years majorly in Nigeria, does not have job nor foot their accommodations." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Career IndustryMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
16TECHNOLOGY113928.57142949126.607143
15Others72833.3333339641.333333
14Mechanic0.0000005000.000000
13Management/Consulting262500.00000025000.000000
12Law60000.00000025000.000000
11Insurance50000.00000018000.000000
10Health103000.00000022000.000000
9Geoscience0.00000030000.000000
8Finance/Accounting124333.333333244000.000000
7Fashion designing35000.0000004000.000000
6Engineering145000.00000020000.000000
5Education54000.00000012916.600000
4Construction50000.00000012500.000000
3Aviation100000.00000033333.000000
2Architecture100000.00000040000.000000
1Agriculture50000.0000006500.000000
0Advertising, Research75000.00000010000.000000
\n", + "
" + ], + "text/plain": [ + " Career Industry Monthly Salary in the currency you mentioned above \\\n", + "16 TECHNOLOGY 113928.571429 \n", + "15 Others 72833.333333 \n", + "14 Mechanic 0.000000 \n", + "13 Management/Consulting 262500.000000 \n", + "12 Law 60000.000000 \n", + "11 Insurance 50000.000000 \n", + "10 Health 103000.000000 \n", + "9 Geoscience 0.000000 \n", + "8 Finance/Accounting 124333.333333 \n", + "7 Fashion designing 35000.000000 \n", + "6 Engineering 145000.000000 \n", + "5 Education 54000.000000 \n", + "4 Construction 50000.000000 \n", + "3 Aviation 100000.000000 \n", + "2 Architecture 100000.000000 \n", + "1 Agriculture 50000.000000 \n", + "0 Advertising, Research 75000.000000 \n", + "\n", + " Cost of your accommodation per month \n", + "16 49126.607143 \n", + "15 9641.333333 \n", + "14 5000.000000 \n", + "13 25000.000000 \n", + "12 25000.000000 \n", + "11 18000.000000 \n", + "10 22000.000000 \n", + "9 30000.000000 \n", + "8 244000.000000 \n", + "7 4000.000000 \n", + "6 20000.000000 \n", + "5 12916.600000 \n", + "4 12500.000000 \n", + "3 33333.000000 \n", + "2 40000.000000 \n", + "1 6500.000000 \n", + "0 10000.000000 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#check for the average salary and cost of accommodation in relation to Career/Industry\n", + "career_industry=data2[['Career Industry','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "Career_Industry =career_industry.groupby(['Career Industry'],as_index=False).mean()\n", + "Career_Industry=Career_Industry.sort_values(['Career Industry'], ascending=False)\n", + "Career_Industry" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(15,8))\n", + "g = sns.barplot(x='Career Industry', y='Monthly Salary in the currency you mentioned above', data=Career_Industry, ax=ax[0])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('The Average monthly salary corresponding to Career Industry')\n", + "\n", + "g = sns.barplot(x='Career Industry', y='Cost of your accommodation per month', data=Career_Industry, ax=ax[1])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('The Average Amount spent on accommodation in relation to Career Industry')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* In this Career/Industry analysis, the average spending on accommodation somewhat correspond to the the average monthly salary." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Maximum Level of EducationMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
3Undergraduate15000.000000140000.000000
2Master's Degree184666.66666724166.666667
1High/Secondary School22250.0000007250.000000
0Bachelor's Degree/Equivalent107156.86274545466.843137
\n", + "
" + ], + "text/plain": [ + " Maximum Level of Education \\\n", + "3 Undergraduate \n", + "2 Master's Degree \n", + "1 High/Secondary School \n", + "0 Bachelor's Degree/Equivalent \n", + "\n", + " Monthly Salary in the currency you mentioned above \\\n", + "3 15000.000000 \n", + "2 184666.666667 \n", + "1 22250.000000 \n", + "0 107156.862745 \n", + "\n", + " Cost of your accommodation per month \n", + "3 140000.000000 \n", + "2 24166.666667 \n", + "1 7250.000000 \n", + "0 45466.843137 " + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#check for the average salary and cost of accommodation in relation to Level of Education\n", + "MaxLevelofEdu=data2[['Maximum Level of Education','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "MaxLevelOfEdu =MaxLevelofEdu.groupby(['Maximum Level of Education'],as_index=False).mean()\n", + "MaxLevelOfEdu=MaxLevelOfEdu.sort_values(['Maximum Level of Education'], ascending=False)\n", + "MaxLevelOfEdu" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(12,6))\n", + "g = sns.barplot(x='Maximum Level of Education', y='Monthly Salary in the currency you mentioned above', data=MaxLevelOfEdu, ax=ax[0])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Monthly Salary-Level of Education')\n", + "\n", + "g = sns.barplot(x='Maximum Level of Education', y='Cost of your accommodation per month', data=MaxLevelOfEdu, ax=ax[1])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Amount spent on Accommodation-Level of Education')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The average monthly salary is high in those with Master's Degree, and low in Undergradutes. but the analysis shows that undergraduate spend more on accommodation. " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Based on your answer above, how industrious is your State of residence?Monthly Salary in the currency you mentioned aboveCost of your accommodation per month
3Unknown0.0000001500.000000
2Non-Industrious15714.2857149428.571429
1Most industrious in the country132500.00000054237.545455
0Industrious106827.58620744813.206897
\n", + "
" + ], + "text/plain": [ + " Based on your answer above, how industrious is your State of residence? \\\n", + "3 Unknown \n", + "2 Non-Industrious \n", + "1 Most industrious in the country \n", + "0 Industrious \n", + "\n", + " Monthly Salary in the currency you mentioned above \\\n", + "3 0.000000 \n", + "2 15714.285714 \n", + "1 132500.000000 \n", + "0 106827.586207 \n", + "\n", + " Cost of your accommodation per month \n", + "3 1500.000000 \n", + "2 9428.571429 \n", + "1 54237.545455 \n", + "0 44813.206897 " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##check for the average salary and cost of accommodation in relation to how industrious the state of residence\n", + "industrious=data2[['Based on your answer above, how industrious is your State of residence?','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "Industrious=industrious.groupby(['Based on your answer above, how industrious is your State of residence?'],as_index=False).mean()\n", + "Industrious=Industrious.sort_values(['Based on your answer above, how industrious is your State of residence?'], ascending=False)\n", + "Industrious" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", + "g = sns.barplot(x='Based on your answer above, how industrious is your State of residence?', y='Monthly Salary in the currency you mentioned above', data=Industrious, ax=ax[0])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Monthly Salary-Industrious State of residence')\n", + "\n", + "\n", + "g = sns.barplot(x='Based on your answer above, how industrious is your State of residence?', y='Cost of your accommodation per month', data=Industrious, ax=ax[1])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Spending on Accommodation-Industrious State of residence')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 4))\n", + "heatmap = sns.heatmap(Industrious.corr(), vmin=-1, vmax=1, annot=True)\n", + "heatmap.set_title('Correlation Heatmap')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The correlation between industriousness of state of residence and average monthly salary is postive, those who their place of residence are most industrious got highest average salary distribution and followed by just industrious and also, the spending on accommodation too is correlated" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Years of working experienceMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
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00.022500.00000013062.500000
\n", + "
" + ], + "text/plain": [ + " Years of working experience \\\n", + "11 10.0 \n", + "10 8.0 \n", + "9 7.0 \n", + "8 6.0 \n", + "7 5.0 \n", + "6 4.0 \n", + "5 3.0 \n", + "4 2.5 \n", + "3 2.0 \n", + "2 1.0 \n", + "1 0.5 \n", + "0 0.0 \n", + "\n", + " Monthly Salary in the currency you mentioned above \\\n", + "11 70000.000000 \n", + "10 100000.000000 \n", + "9 50000.000000 \n", + "8 171500.000000 \n", + "7 2000.000000 \n", + "6 142500.000000 \n", + "5 151875.000000 \n", + "4 17000.000000 \n", + "3 149941.176471 \n", + "2 71928.571429 \n", + "1 20000.000000 \n", + "0 22500.000000 \n", + "\n", + " Cost of your accommodation per month \n", + "11 10000.000000 \n", + "10 33333.000000 \n", + "9 10000.000000 \n", + "8 17000.000000 \n", + "7 3500.000000 \n", + "6 15958.250000 \n", + "5 31376.875000 \n", + "4 7000.000000 \n", + "3 36022.235294 \n", + "2 97910.714286 \n", + "1 60000.000000 \n", + "0 13062.500000 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##check for the average salary and cost of accommodation in relation to Years of working experience\n", + "YearsofWorkingEx=data2[['Years of working experience','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "YearsOfWorkingEx=YearsofWorkingEx.groupby(['Years of working experience'],as_index=False).mean()\n", + "YearsOfWorkingEx=YearsOfWorkingEx.sort_values(['Years of working experience'], ascending=False)\n", + "YearsOfWorkingEx" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(15,6))\n", + "\n", + "G = sns.barplot(x='Years of working experience', y='Monthly Salary in the currency you mentioned above', data=YearsOfWorkingEx, ax=ax[0])\n", + "G.title.set_text('Average Monthly Salary-Years of working experience')\n", + "\n", + "g = sns.barplot(x='Years of working experience', y='Cost of your accommodation per month', data=YearsOfWorkingEx, ax=ax[1])\n", + "g.title.set_text('Average Spending on accommodation-Years of working experience')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The average monthly salary is not in progression with the Years of working experience\n", + "- Those with less than two years of working experience spends more on accommodation. " + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Location of accommodationMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
2Mid-class area110095.23809556548.666667
1Low brow area87571.42857110590.357143
0High brow area91000.00000012333.333333
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" + ], + "text/plain": [ + " Location of accommodation \\\n", + "2 Mid-class area \n", + "1 Low brow area \n", + "0 High brow area \n", + "\n", + " Monthly Salary in the currency you mentioned above \\\n", + "2 110095.238095 \n", + "1 87571.428571 \n", + "0 91000.000000 \n", + "\n", + " Cost of your accommodation per month \n", + "2 56548.666667 \n", + "1 10590.357143 \n", + "0 12333.333333 " + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##check for the average salary and cost of accommodation in relation to Location of accommodation\n", + "LocationofAccom=data2[['Location of accommodation','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "LocationOfAccom =LocationofAccom.groupby(['Location of accommodation'],as_index=False).mean()\n", + "LocationOfAccom=LocationOfAccom.sort_values(['Location of accommodation'], ascending=False)\n", + "LocationOfAccom" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(15,6))\n", + "\n", + "g = sns.barplot(x='Location of accommodation', y='Monthly Salary in the currency you mentioned above', data=LocationOfAccom, ax=ax[0])\n", + "g.title.set_text('Average Monthly Salary-Location of accommodation')\n", + "\n", + "sns.barplot(x='Location of accommodation', y='Cost of your accommodation per month', data=LocationOfAccom, ax=ax[1])\n", + "plt.title('Average Spending on Accommodation-Location of accommodation')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The mid-class area got the highest average monthly salary distribution which correlated with the amount spent on accommodation, as opposed to Low brow area and High brow area." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Accommodation RentedMonthly Salary in the currency you mentioned aboveCost of your accommodation per month
7Studio apartment117600.00000016800.000000
6Single room100000.0000003333.000000
5Shared Flat99333.33333357916.666667
4Shared Duplex450000.00000025000.000000
3Self-contained58461.53846256051.846154
2Neither. I do not pay rents40000.0000001500.000000
1Mini Flat157500.00000016737.800000
0Full Flat183200.00000059800.000000
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" + ], + "text/plain": [ + " Accommodation Rented \\\n", + "7 Studio apartment \n", + "6 Single room \n", + "5 Shared Flat \n", + "4 Shared Duplex \n", + "3 Self-contained \n", + "2 Neither. I do not pay rents \n", + "1 Mini Flat \n", + "0 Full Flat \n", + "\n", + " Monthly Salary in the currency you mentioned above \\\n", + "7 117600.000000 \n", + "6 100000.000000 \n", + "5 99333.333333 \n", + "4 450000.000000 \n", + "3 58461.538462 \n", + "2 40000.000000 \n", + "1 157500.000000 \n", + "0 183200.000000 \n", + "\n", + " Cost of your accommodation per month \n", + "7 16800.000000 \n", + "6 3333.000000 \n", + "5 57916.666667 \n", + "4 25000.000000 \n", + "3 56051.846154 \n", + "2 1500.000000 \n", + "1 16737.800000 \n", + "0 59800.000000 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##check for the average salary and cost of accommodation in relation to type of Accommodation rented\n", + "AccomRented=data2[['Accommodation Rented','Monthly Salary in the currency you mentioned above', 'Cost of your accommodation per month']]\n", + "AccommRented =AccomRented.groupby(['Accommodation Rented'],as_index=False).mean()\n", + "AccommRented=AccommRented.sort_values(['Accommodation Rented'], ascending=False)\n", + "AccommRented" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=(12,6))\n", + "\n", + "g = sns.barplot(x='Accommodation Rented', y='Monthly Salary in the currency you mentioned above', data=AccommRented, ax=ax[0])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Monthly Salary-Accommodation Rented')\n", + "\n", + "g = sns.barplot(x='Accommodation Rented', y='Cost of your accommodation per month', data=AccommRented, ax=ax[1])\n", + "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n", + "plt.tight_layout()\n", + "g.title.set_text('Average Spending on Accommodation-Accommodation Rented')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The accommodation types and the average spending on accommodation does not correlated " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the analysis, the utmost conclusion are as follows;\n", + "- Age is not a determing factor on the cost of accommodation spending.\n", + "- With the Age range of the data collected, the analysis shows that majorly in Nigeria, independence roughly begins 20 years and above as opposed to the legal age in the constitution '18years'.\n", + "- A Master's Degree is a plus in compensation at job since the analysis shows those who have a Master's Degree level of Education has a relatively high average salary.\n", + "- The mid-class area got the highest average monthly salary distribution which correlated with the amount spent on accommodation, as opposed to Low brow area and High brow area.\n", + "- Years of working experience is not necessary a determing factor in average salary and amount spent on accommodation\n", + "- Those with less than two years of working experience spends more on accommodation. \n", + "- The correlation between industriousness of state of residence and average monthly salary is postive, those who their place of residence are most industrious got highest average salary distribution and followed by just industrious and also, the spending on accommodation too is correlated." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Level 3/Intermediate/Rice Price Forcasting.ipynb b/Level 3/Intermediate/Rice Price Forcasting.ipynb new file mode 100644 index 0000000..f8c7ec1 --- /dev/null +++ b/Level 3/Intermediate/Rice Price Forcasting.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.3"},"colab":{"name":"Rice Price Forcasting.ipynb","provenance":[],"collapsed_sections":["az28sLnMC6-V","nP5YstomC6-V","zuOJeti6C6-W","OgMoSWHuC6-Y","XMghPWBqC6-Z","fpEMfBvSC6-a","yYhlqef0JrCv"],"toc_visible":true}},"cells":[{"cell_type":"markdown","metadata":{"id":"iBuViPJBC6-O"},"source":["# Rice Price Forcast, Using Time Series\n","\n","Background \n","- Rice is one of the one of the most consumed staples in Nigeria, which can be made into different forms. It made up to the 10% of household food spending in nigeria. In 2015 the nigeria government placed a ban on importation of rice to encourage a local local production, this in turn gave rise to high of demand of the locally produced rice.\n","source - [medium-thrive-agric](https://medium.com/thrive-agric/rice-production-in-nigeria-7ef4918ced6a#:~:text=Nigeria%20is%20the%20largest%20producer,being%20the%20top%20producing%20country)\n","\n","Tasks\n","- The task is to forecast the wholesales prices of Local Rice in nigeria for the next 12months\n","\n","Time Series Forecasting\n","- Time series forecasting is a technique for predicting events through a time sequence.\n"," \n","Data\n","- The data was provided through with the assigned tasks, it contains the price list of different consumables in nigeria, since the task is to forecast the price of the wholesale price of local rice, we will be selecting only the rows containing the wholesale price in Nigeria for the analysis\n"]},{"cell_type":"markdown","metadata":{"id":"CAzGInDfC6-Q"},"source":["# Import some of the necessary libraries for data exploration."]},{"cell_type":"code","metadata":{"id":"F4RUBf8FC6-Q"},"source":["import pandas as pd \n","import numpy as np\n","import matplotlib.pyplot as plt\n","import warnings\n","import seaborn as sns\n","import datetime as dt\n","warnings.filterwarnings('ignore')\n","plt.style.use('ggplot')\n","%matplotlib inline"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fWgnf2nDDOR_","executionInfo":{"status":"ok","timestamp":1614624692155,"user_tz":-60,"elapsed":21940,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"4fc96dd8-1b60-4934-c466-b4346a32fd88"},"source":["from google.colab import drive\r\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":361},"id":"0hkp7VFVC6-Q","executionInfo":{"status":"ok","timestamp":1614624692156,"user_tz":-60,"elapsed":21935,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"5162707c-5736-496c-944d-5a2dd6c03fd8"},"source":["#import and read the data\n","data = pd.read_csv('/content/drive/MyDrive/Codes/wfp_food_median_prices_nigeria (1).csv')\n","data.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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datecmnameunitcategorypricecurrencycountryadmnameadm1idmktnamemktidcmidptidumidcatidsndefaultyearlabelcmnameshortscalinginterpolatedx
0#date#item+name#item+unit#item+type#value#currency#country+name#adm1+name#adm1+code#name+marketNaN#item+codeNaNNaN#item+type+code#meta+idNaN0.0#item+label#item+name+shortNaNNaNNaN
12015-01-15Bananas - Retail1.3 KGvegetables and fruits250.0NaNNaNNaNNaNNaNNaN254NaNNaN4NaNNaNNaNBananas - Retail (1.3 KG)Bananas1.01.0NaN
22015-02-15Bananas - Retail1.3 KGvegetables and fruits250.0NaNNaNNaNNaNNaNNaN254NaNNaN4NaNNaNNaNBananas - Retail (1.3 KG)Bananas1.01.0NaN
32015-03-15Bananas - Retail1.3 KGvegetables and fruits250.0NaNNaNNaNNaNNaNNaN254NaNNaN4NaNNaNNaNBananas - Retail (1.3 KG)Bananas1.01.0NaN
42015-04-15Bananas - Retail1.3 KGvegetables and fruits250.0NaNNaNNaNNaNNaNNaN254NaNNaN4NaNNaNNaNBananas - Retail (1.3 KG)Bananas1.01.0NaN
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"],"text/plain":[" date cmname unit ... scaling interpolated x\n","0 #date #item+name #item+unit ... NaN NaN NaN\n","1 2015-01-15 Bananas - Retail 1.3 KG ... 1.0 1.0 NaN\n","2 2015-02-15 Bananas - Retail 1.3 KG ... 1.0 1.0 NaN\n","3 2015-03-15 Bananas - Retail 1.3 KG ... 1.0 1.0 NaN\n","4 2015-04-15 Bananas - Retail 1.3 KG ... 1.0 1.0 NaN\n","\n","[5 rows x 23 columns]"]},"metadata":{"tags":[]},"execution_count":62}]},{"cell_type":"markdown","metadata":{"id":"CPhDha7dC6-R"},"source":["# General Data Exploration"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PgOBCIJ6C6-R","executionInfo":{"status":"ok","timestamp":1614624692156,"user_tz":-60,"elapsed":21929,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"df78d84e-2d0a-49d2-9a27-b22c065ecd82"},"source":["data.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n","RangeIndex: 5473 entries, 0 to 5472\n","Data columns (total 23 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 date 5473 non-null object \n"," 1 cmname 5473 non-null object \n"," 2 unit 5473 non-null object \n"," 3 category 5473 non-null object \n"," 4 price 5473 non-null object \n"," 5 currency 3515 non-null object \n"," 6 country 3515 non-null object \n"," 7 admname 3515 non-null object \n"," 8 adm1id 3515 non-null object \n"," 9 mktname 3515 non-null object \n"," 10 mktid 3514 non-null float64\n"," 11 cmid 5473 non-null object \n"," 12 ptid 3514 non-null float64\n"," 13 umid 3514 non-null float64\n"," 14 catid 5473 non-null object \n"," 15 sn 3515 non-null object \n"," 16 default 0 non-null float64\n"," 17 year 3515 non-null float64\n"," 18 label 5473 non-null object \n"," 19 cmnameshort 5473 non-null object \n"," 20 scaling 5472 non-null float64\n"," 21 interpolated 5472 non-null float64\n"," 22 x 3514 non-null float64\n","dtypes: float64(8), object(15)\n","memory usage: 983.6+ KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":475},"id":"ibToZlPWC6-R","executionInfo":{"status":"ok","timestamp":1614624692157,"user_tz":-60,"elapsed":21923,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"bf59a289-c5a1-41a7-d1a1-742dd190abb8"},"source":["data.describe(include='all')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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datecmnameunitcategorypricecurrencycountryadmnameadm1idmktnamemktidcmidptidumidcatidsndefaultyearlabelcmnameshortscalinginterpolatedx
count54735473547354735473351535153515351535153514.00000054733514.0000003514.000000547335150.03515.000000547354735472.0000005472.0000003.514000e+03
unique7355288194222151540NaN39NaNNaN8727NaNNaN7755NaNNaNNaN
top2017-01-15Oil (palm) - WholesaleKGcereals and tubers250.0NGNNigeriaBorno2216.0BudumNaN62NaNNaN11976_592_14_9NaNNaNMillet - Retail (1.4 KG)Oil palm Whs.NaNNaNNaN
freq76216129628801993514351411461146324NaN432NaNNaN288062NaNNaN72216NaNNaNNaN
meanNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2120.039271NaN14.64968753.449061NaNNaNNaN2017.294737NaNNaN0.6826320.3578221.526491e+09
stdNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN274.355522NaN0.47713657.898188NaNNaNNaN34.073361NaNNaN0.4539260.4794035.134165e+07
minNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1037.000000NaN14.0000005.000000NaNNaNNaN0.000000NaNNaN0.0100000.0000001.421280e+09
25%NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1974.000000NaN14.0000009.000000NaNNaNNaN2017.000000NaNNaN0.1000000.0000001.487117e+09
50%NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN1981.000000NaN15.00000022.000000NaNNaNNaN2018.000000NaNNaN1.0000000.0000001.529021e+09
75%NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN2386.000000NaN15.000000112.000000NaNNaNNaN2019.000000NaNNaN1.0000001.0000001.571098e+09
maxNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3073.000000NaN15.000000161.000000NaNNaNNaN2020.000000NaNNaN1.0000001.0000001.607990e+09
\n","
"],"text/plain":[" date cmname ... interpolated x\n","count 5473 5473 ... 5472.000000 3.514000e+03\n","unique 73 55 ... NaN NaN\n","top 2017-01-15 Oil (palm) - Wholesale ... NaN NaN\n","freq 76 216 ... NaN NaN\n","mean NaN NaN ... 0.357822 1.526491e+09\n","std NaN NaN ... 0.479403 5.134165e+07\n","min NaN NaN ... 0.000000 1.421280e+09\n","25% NaN NaN ... 0.000000 1.487117e+09\n","50% NaN NaN ... 0.000000 1.529021e+09\n","75% NaN NaN ... 1.000000 1.571098e+09\n","max NaN NaN ... 1.000000 1.607990e+09\n","\n","[11 rows x 23 columns]"]},"metadata":{"tags":[]},"execution_count":64}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"caCiYOKHC6-R","executionInfo":{"status":"ok","timestamp":1614624692157,"user_tz":-60,"elapsed":21917,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"86d3cbb1-1229-4c3a-b62f-6d99e59a1985"},"source":["data.isnull().sum()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["date 0\n","cmname 0\n","unit 0\n","category 0\n","price 0\n","currency 1958\n","country 1958\n","admname 1958\n","adm1id 1958\n","mktname 1958\n","mktid 1959\n","cmid 0\n","ptid 1959\n","umid 1959\n","catid 0\n","sn 1958\n","default 5473\n","year 1958\n","label 0\n","cmnameshort 0\n","scaling 1\n","interpolated 1\n","x 1959\n","dtype: int64"]},"metadata":{"tags":[]},"execution_count":65}]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"DTZIDXh0C6-S","executionInfo":{"status":"ok","timestamp":1614624692158,"user_tz":-60,"elapsed":21913,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"cfc0ab28-68da-49b5-8b77-534ad755561e"},"source":["data.cmname.unique()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['#item+name', 'Bananas - Retail', 'Beans (red) - Retail',\n"," 'Beans (white) - Retail', 'Bread - Retail',\n"," 'Cassava meal (gari, yellow) - Retail',\n"," 'Cassava meal (gari, yellow) - Wholesale',\n"," 'Cowpeas (brown) - Retail', 'Cowpeas (brown) - Wholesale',\n"," 'Cowpeas (white) - Retail', 'Cowpeas (white) - Wholesale',\n"," 'Cowpeas - Retail', 'Eggs - Retail', 'Fish - Retail',\n"," 'Gari (white) - Retail', 'Gari (white) - Wholesale',\n"," 'Groundnuts (shelled) - Retail',\n"," 'Groundnuts (shelled) - Wholesale', 'Groundnuts - Retail',\n"," 'Maize (white) - Retail', 'Maize (white) - Wholesale',\n"," 'Maize (yellow) - Retail', 'Maize (yellow) - Wholesale',\n"," 'Maize - Wholesale', 'Maize flour - Retail',\n"," 'Meat (beef) - Retail', 'Meat (goat) - Retail', 'Milk - Retail',\n"," 'Millet - Retail', 'Millet - Wholesale', 'Oil (palm) - Retail',\n"," 'Oil (palm) - Wholesale', 'Oil (vegetable) - Retail',\n"," 'Onions - Retail', 'Oranges - Retail', 'Rice (imported) - Retail',\n"," 'Rice (imported) - Wholesale', 'Rice (local) - Retail',\n"," 'Rice (local) - Wholesale', 'Rice (milled, local) - Wholesale',\n"," 'Salt - Retail', 'Sorghum (brown) - Retail',\n"," 'Sorghum (brown) - Wholesale', 'Sorghum (white) - Retail',\n"," 'Sorghum (white) - Wholesale', 'Sorghum - Retail',\n"," 'Sorghum - Wholesale', 'Spinach - Retail', 'Sugar - Retail',\n"," 'Tomatoes - Retail', 'Watermelons - Retail',\n"," 'Yam (Abuja) - Retail', 'Yam (Abuja) - Wholesale', 'Yam - Retail',\n"," 'Yam - Wholesale'], dtype=object)"]},"metadata":{"tags":[]},"execution_count":66}]},{"cell_type":"markdown","metadata":{"id":"O1i2YScYC6-S"},"source":["# Select the rows containing wholesale price of local rice "]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":569},"id":"rXUyv3FrC6-S","executionInfo":{"status":"ok","timestamp":1614624692158,"user_tz":-60,"elapsed":21907,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"d2d74c12-1700-4024-fc5b-166f05e29d34"},"source":["df = data[(data['cmname'] == 'Rice (local) - Wholesale')]\n","df.sample(5)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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datecmnameunitcategorypricecurrencycountryadmnameadm1idmktnamemktidcmidptidumidcatidsndefaultyearlabelcmnameshortscalinginterpolatedx
38632018-11-15Rice (local) - Wholesale1/100 100 KGcereals and tubers240.0NGNNigeriaYobe2240.0Damaturu1969.07114.09.011969_71_14_9NaN2018.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.542240e+09
38882020-12-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.0NGNNigeriaGombe65704.0Gombe1972.07114.09.011972_71_14_9NaN2020.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.607990e+09
38622018-10-15Rice (local) - Wholesale1/100 100 KGcereals and tubers242.0NGNNigeriaYobe2240.0Damaturu1969.07114.09.011969_71_14_9NaN2018.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.539562e+09
38232015-07-15Rice (local) - Wholesale1/100 100 KGcereals and tubers142.24NGNNigeriaKano2225.0Dawanau1976.07114.09.011976_71_14_9NaN2015.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.436918e+09
38832020-07-15Rice (local) - Wholesale1/100 100 KGcereals and tubers390.0NGNNigeriaKatsina2226.0Dandume1970.07114.09.011970_71_14_9NaN2020.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.594771e+09
\n","
"],"text/plain":[" date cmname ... interpolated x\n","3863 2018-11-15 Rice (local) - Wholesale ... 0.0 1.542240e+09\n","3888 2020-12-15 Rice (local) - Wholesale ... 0.0 1.607990e+09\n","3862 2018-10-15 Rice (local) - Wholesale ... 0.0 1.539562e+09\n","3823 2015-07-15 Rice (local) - Wholesale ... 0.0 1.436918e+09\n","3883 2020-07-15 Rice (local) - Wholesale ... 0.0 1.594771e+09\n","\n","[5 rows x 23 columns]"]},"metadata":{"tags":[]},"execution_count":67}]},{"cell_type":"markdown","metadata":{"id":"ugiZtzQuC6-S"},"source":["# Data exploration and cleaning"]},{"cell_type":"code","metadata":{"id":"_E-fyWHCC6-S"},"source":["df['price']=df['price'].apply(pd.to_numeric, errors='coerce')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"uFW9ctxJC6-T"},"source":["df['date'] = df['date'].apply(pd.to_datetime)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"POL17tXAC6-T"},"source":["df = df.sort_values('date')\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"HeKubNmsC6-T"},"source":["# Create new columns with the date column\n","df['day'] = df['date'].dt.day\n","df['month'] = df['date'].dt.month\n","df['year'] = df['date'].dt.year"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"3dmZK9_3C6-T"},"source":["#set date column as index\n","df.set_index('date', inplace=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DCry10TsC6-T","executionInfo":{"status":"ok","timestamp":1614624692161,"user_tz":-60,"elapsed":21889,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"0eba48cb-d009-4aba-db32-1f27c0415ec0"},"source":["df.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n","DatetimeIndex: 72 entries, 2015-01-15 to 2020-12-15\n","Data columns (total 24 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 cmname 72 non-null object \n"," 1 unit 72 non-null object \n"," 2 category 72 non-null object \n"," 3 price 72 non-null float64\n"," 4 currency 70 non-null object \n"," 5 country 70 non-null object \n"," 6 admname 70 non-null object \n"," 7 adm1id 70 non-null object \n"," 8 mktname 70 non-null object \n"," 9 mktid 70 non-null float64\n"," 10 cmid 72 non-null object \n"," 11 ptid 70 non-null float64\n"," 12 umid 70 non-null float64\n"," 13 catid 72 non-null object \n"," 14 sn 70 non-null object \n"," 15 default 0 non-null float64\n"," 16 year 72 non-null int64 \n"," 17 label 72 non-null object \n"," 18 cmnameshort 72 non-null object \n"," 19 scaling 72 non-null float64\n"," 20 interpolated 72 non-null float64\n"," 21 x 70 non-null float64\n"," 22 day 72 non-null int64 \n"," 23 month 72 non-null int64 \n","dtypes: float64(8), int64(3), object(13)\n","memory usage: 14.1+ KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":355},"id":"butRZZa4C6-T","executionInfo":{"status":"ok","timestamp":1614624692161,"user_tz":-60,"elapsed":21884,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"af6688b9-9400-486d-f33e-b17a0c8c538f"},"source":["#average price according to states\n","RIE=df[['admname', 'price']]\n","rie =RIE.groupby(['admname'], as_index=False).mean()\n","rie=rie.sort_values(['price'], ascending=False)\n","rie"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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admnameprice
9Zamfara286.300000
0Borno276.207273
7Oyo271.216667
1Gombe266.953704
3Kaduna251.945000
8Yobe241.100000
2Jigawa234.924360
4Kano231.906667
5Katsina224.052000
6Kebbi207.728333
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"],"text/plain":[" admname price\n","9 Zamfara 286.300000\n","0 Borno 276.207273\n","7 Oyo 271.216667\n","1 Gombe 266.953704\n","3 Kaduna 251.945000\n","8 Yobe 241.100000\n","2 Jigawa 234.924360\n","4 Kano 231.906667\n","5 Katsina 224.052000\n","6 Kebbi 207.728333"]},"metadata":{"tags":[]},"execution_count":74}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":354},"id":"r3awM-hhC6-U","executionInfo":{"status":"ok","timestamp":1614624692495,"user_tz":-60,"elapsed":22212,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"6c35f076-69a2-4d46-8512-0505fa133fd0"},"source":["fig= plt.subplots(figsize=(12,5))\n","g = sns.barplot(x='admname', y='price', data=rie)\n","g.title.set_text('The Average Rice Price corresponding to State')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"JtYXYuwAC6-U","executionInfo":{"status":"ok","timestamp":1614624692496,"user_tz":-60,"elapsed":22207,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"fe563385-9dec-44ad-e371-53ec7a226b69"},"source":["#average price in each month\n","RICE=df[['month', 'price']]\n","rice =RICE.groupby(['month'], as_index=True).mean()\n","rice=rice.sort_values(['price'], ascending=False)\n","rice"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
price
month
8273.353333
9267.211667
7264.962222
6263.150704
5259.241667
12248.521667
10247.500000
4247.308333
11242.133333
3232.676667
2224.991667
1220.220833
\n","
"],"text/plain":[" price\n","month \n","8 273.353333\n","9 267.211667\n","7 264.962222\n","6 263.150704\n","5 259.241667\n","12 248.521667\n","10 247.500000\n","4 247.308333\n","11 242.133333\n","3 232.676667\n","2 224.991667\n","1 220.220833"]},"metadata":{"tags":[]},"execution_count":76}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":467},"id":"KAlcUFA9C6-U","executionInfo":{"status":"ok","timestamp":1614624694322,"user_tz":-60,"elapsed":24026,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"9d6dd449-fb7a-4ad8-9fb1-85d505a39176"},"source":["#plotting a line chart to check the trend of the price over the given dates\n","fig, ax = plt.subplots(figsize=(15,6))\n","\n","trend = df.groupby('date')['price'].mean()\n","trend = trend.reset_index()\n","\n","sns.lineplot(x='date', y='price', data=trend, ci=None, markers=True, ax=ax)\n","ax.set_xticks(ticks=trend['date'].value_counts(ascending=True).index)\n","ax.set_xticklabels(trend['date'], rotation=90, ha=\"right\")\n","\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":375},"id":"LwM9t7BRC6-U","executionInfo":{"status":"ok","timestamp":1614624694323,"user_tz":-60,"elapsed":24019,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"24fb27b5-7f9d-4d01-971e-f66675d88598"},"source":["#plotting a line chart to check the trend of the price over the months\n","fig, ax = plt.subplots(figsize=(15,6))\n","\n","month = df.groupby('month')['price'].mean()\n","month = month.reset_index()\n","\n","sns.lineplot(x='month', y='price', data=month, ci=None, markers=True, ax=ax)\n","ax.set_xticks(ticks=df['month'].value_counts(ascending=True).index)\n","\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA34AAAF2CAYAAAAx5UpQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3gVddrG8e8zSeggQijSLIgFUYoiiCJSLKiIoI4V61qxrW6x7uqqu+7q2ttiR0EYFWkiFlCxISrCquAqvq4FEAWUqpTM8/4xcUWDSiA5c87J/bkuLpM5J8mdhxhyZ2Z+P3N3REREREREJH8FaQcQERERERGRyqXiJyIiIiIikudU/ERERERERPKcip+IiIiIiEieU/ETERERERHJcyp+IiIiIiIiea4w7QAVSPtSiIiIiIhIVWfrO5hPxY958+alHaGM4uJiFi5cmHaMrKKZrJ/mUpZmUpZmUpZmUpZmUpZmsn6aS1maSVmaSVnZOpNmzZr97GO61FNERERERCTPqfiJiIiIiIjkORU/ERERERGRPKfiJyIiIiIikudU/ERERERERPKcip+IiIiIiEieU/ETERERERHJcyp+IiIiIiIieU7FT0REREREJM+p+ImIiIiIiOQ5FT8REREREZE8p+InIiIiec1LSljzyUd4XJJ2FBGR1BSmHUBERESksvj8z4nvv4nFH38ATZpjB4XY7ntjBQVpRxMRySid8RMREZG843FM/OwY4qvOhy/nU/uY06CoGn7fjcR/Oov41Ul4ic4AikjVoTN+IiIiklf8y/nED9wMH86CXToTDBpMnW2349seB8LMacTjHsHvvxkfPxI78Aisa0+sUD8SiUh+03c5ERERyQvujr/4FP7YAxAE2InnYd16YWYAWBBAx64EHbqUFsAR+IO34k9GSQHcoydWWJTuJyEiUklU/ERERCTn+aKviB+8BWbPhLYdCE44B2vQaL3PNTPo0IWg/e7w7zeTM4BDbystgIdj3XqrAIpI3lHxExERkZzl7vgrz+HRvRDH2HFnYXvv/7+zfL/EzKB9Z4JddoN3pycF8KE7kgLY93Bsz32xIhVAEckPKn4iIiKSk/ybxcRDb4N33oTtdiI48TysUdNyvx8zg513JWjXCd57m3j8CHzYXfiEx7C+h2F77YsVVauEz0BEJHNU/ERERCSnuDs+bQo+/F+wZjV25ClYr37JPXybwMygXSeCnTrC7BnJPYDD/4VPeBQ74HCs+75YteoV9FmIiGSWip+IiIjkDF+2hPjhO2H6q7DN9gQnnYc1bVGhH8PMoG1Hgh07wPv/Ts4AjhiCP/UYdsAAbO8DVABFJOeo+ImIiEhO8OmvJqXv2xXYwOOx/QZU6kbsZgY7tqdgx/b4f95JzgCOvBd/6nFs/4FYj75YdRVAEckNKn4iIiKS1XzFcvyRf+GvvwittiG48Gqs+ZYZzWDb70zB9jvjH7ybFMBH78MnlhbAffpi1WtkNI+ISHmp+ImIiEjW8nfeJH7wNli+BOt3dLLfXoqbrdt27Si48Gr8w1nJJaCP3Z8UwP0GYD0PxGrUTC2biMgvUfETERGRrOPfrsRH3oO/8hw0a0VwzuXYlq3TjvU/1qYtBb/9C/7R+8k2EKMexJ8Zhe17KNbrIKxGrbQjioj8iIqfiIiIZBWfPZP4gVvg60XJdgr9jsna/fSs9Q4UnH9lUgDHj8SfeAh/ZjTW5xCsdz+spgqgiGQHFT8RERHJCr7qO/zxB/DnJ0CT5gR/vBZrvUPasTaItd6BgvP+jH/8YXIJ6Jhh+LOjsT79sd4HY7XqpB1RRKo4FT8RERFJnX84i/j+m2DhguRs2aGDcnLFTNu6DQXnXI5/MidZBGbscPzZMViffljvQ7DaKoAiko6MFL8wDFsCQ4EmgANDoii6OQzDkcD2pU+rD3wTRVGH0re5GDgFKAHOjaLo6UxkFRERkczx1atKz46NgYaNCX53DbZdu7RjbTLbclsKzr4M//Qj4nEj8XEj8OfGJpd/9jkEq1037YgiUsVk6ozfWuDCKIqmh2FYF3grDMNnoyg68vsnhGH4T2BJ6cttgaOAnYBmwHNhGG4XRVFJhvKKiIhIJfOPPyC+7yb44nOsxwHY4Sfl3aqY1qo1BYMvwT/7OLkHcPzIpAD2Ohjbtz9Wp17aEUWkishI8YuiaD4wv/TlZWEYzgaaA7MAwjA0IAR6lb5Jf2BEFEWrgI/DMJwD7A68lom8IiIiUnl8zRp8/Aj8qcehfgOC86/EduqYdqxKZS23puDMi/DP/5uUv6cewyeNx3odiO07AKurAigilSvj9/iFYbgV0BF4fZ3D3YEFURR9WPp6c2DqOo9/Xnrsp+/rNOA0gCiKKC4urozIm6SwsDArc6VJM1k/zaUszaQszaQszaSsbJ7Jmo8/YOktV7P2v3Oo0etA6p58HkEGLnvMmpkUF0OH3Vj76f+x/NH7WTVxFDw/gRp9B1K7/zEEm22e0ThZM5csopmUpZmUlYszyWjxC8OwDvA4cH4URUvXeeho4JHyvr8oioYAQ0pf9YULF256yApWXFxMNuZKk2ayfppLWZpJWZpJWZpJWdk4E1+7Fp/4GD5+JNSuS3D2ZaxpvzuLv10F366q9I+fdTOpVQ9OOI9g3wH4k4+ycvQjrHzyMWyfvtj+A7B6mSmAWTeXLKCZlKWZlJWtM2nWrNnPPpax4heGYRFJ6RsWRdGodY4XAgOBXdd5+lyg5Tqvtyg9JiIiIjnG532a3Mv3yRysc3fsmNN1b1spa9YKO/VCvN+R+JMR/uxY/IUJ2N59sQMGYhk+Aygi+StTq3oacC8wO4qiG37ycB/g/SiKPl/n2FhgeBiGN5As7tIGmJaJrCIiIlIxPC7Bnx2Djx4GNWoSnPFHbNc9046VlaxpC+yUC/CDjsQnPIpPHoe/+BS29/5JAazfMO2IIpLjMnXGb09gEPBOGIYzSo9dEkXRBJLVO390mWcURe+FYRiRLP6yFhisFT1FRERyhy+Yl+zL99H70KErwaAzM3b5Yi6zps2xk8/HDw6TAvj8k/iLE7Hu+2F9D8c2VwEUkY1j7p52hori8+bNSztDGdl6/W+aNJP101zK0kzK0kzK0kzKSnMmHsf48xPwUQ9AYRF29GlYl30ws1TyfC9Xv078qy+SAvjaZDDD9toP63sY1qBRhbz/XJ1LZdJMytJMysrWmZTe47feb7gZX9VTRERE8pMvXED8wC3wn3egXSeC48/RGapNZI2aYiecgx8UJltAvPQM/tIz2F59kjOADRunHVFEcoSKn4iIiGwSd08KSXQfAHb82dhe+6Z+li+fWHETbNBg/MAjkgL48nP4y89h3XphBx6BFTdJO6KIZDkVPxEREdlo/vUi4qG3wrvTYfudCU48VyWkElnDxthxZ5UWwMfxl5/BX52E7VFaABs1TTuiiGQpFT8REREpN3fHp76AjxgCa9cmWzT06IsFQdrRqgRr0Ag79gy87+H406PwKU+XFsCeSQFs/PN7eYlI1aTiJyIiIuXiS78mfugOmPE6bLsjwUnnqWikxBoUY0efhvc9DJ9YWgBfex7r0gM76Eisif5eRCSh4iciIiIbzN98mXjYnfDdd9jhJ2H7HoIFBWnHqvKsfkPsqFPxAw7Dn34Cn/IUPvVFrMve2EEh1rRF2hFFJGUqfiIiIvKrfPlSfPi/8Ddegi23JTj5fKxZq7RjyU9Y/QbYkafgfQcmBfCFp/DXp2Cdu2MHh9gWLdOOKCIpUfETERGRX+QzXid+6HZYsRzrf2yyjUCBzvJlM6u3OXbEyfj+A/FnRuMvTMDfmILttldyCWhzlXaRqkbFT0RERNbLVy7HR9yTbB7eYiuC86/EWm6ddiwpB6tXHzv8xKQAPvsEPnkC/ubLWKdu2MFHQnFx2hFFJENU/ERERKQMf+9t4gdvhSWLk3vEDj4SKyxKO5ZsJKtbDxt4Ar7fAPzZMfjk8fhbr/Dtb6+Atp3SjiciGaA1l0VEROR//LuVxA/dQXzTn6FGTYKLriM49DiVvjxhdeoRDBhEcO090HoHlt1zI75sadqxRCQDVPxEREQEAP/PO8RXnIu/9DS23wCCy2/Etm6TdiypBFa7LsGgs/FvV+CP3pt2HBHJABU/ERGRKs5XrSIecTfx9ZdCEBD8/m8ER5yEFVVLO5pUImveitqHHou/9jw+e2bacUSkkqn4iYiIVGH+0fvEfzkPnzQO63kQwZ9vwdq0TTuWZEjtw0+ExlsQP3wHvnpV2nFEpBKp+ImIiFRBvmYN8eMPEv/9Ili7huCCqwiOOR2rXiPtaJJBVr06wXFnwZfz8ScfTTuOiFQireopIiJSxfgnc4jvuwnmfYp13w874mSsZq20Y0lKbMf2WNee+NOP47vvrT3+RPKUzviJiIhUEb52DfGY4cR//R2sXE5w7p8Jjj9bpU+w8GSoWYv4odvwOE47johUAhU/ERGRKsA//y/x336Pjx+B7b43wRW3YTvvmnYsyRJWdzPs8JPho/fxl55JO46IVAJd6ikiIpLHvKQEf3oUPvYRqFWb4MyLsU57pB1LspB164W/Nhl//EG8/e5Y/QZpRxKRCqQzfiIiInnKv/ic+O9/xJ94CNrvTnDlbSp98rPMLFnoZc1qfOQ9accRkQqmM34iIiJ5xuOY+NkxSeGrVh079XdY5+6YWdrRJMtZ0+bYQUfgY4bj3XphO++WdiQRqSAqfiIiInnAVy6HBfPxBXP5+rXJ+KwZsEtngkGDdcmelIsdcBg+7SXiYXclZ4m1xYdIXlDxExERyRG+6jtYMA++nIcvmAcL5uFfJv9l+dL/PW9trTrYiedh3XrpLJ+UmxUWEQwaTPyPi/Cxw7EjTk47kohUABU/ERGRLOJr1sBX80vL3XxYMBf/Mvkv3yz+8ZPrN4DGzbCOXaFJM6xxM2jSjOId27FoydL1fwCRDWBt2mLd98OfG4t36YG1ap12JBHZRCp+IiIiGeYlJbBowf8uzVy35LF4Ifg6+6jVqZeUuh07QJNmSdFr0gwab4HVqLne929F1TL0mUg+s8NOxGdOIx56O8El12FBQdqRRGQTqPiJiIhUAo9j+HpRaambm5S87y/LXPgFlJT88OSatZJC13oH2CM5a2ffl7zaddL7JKRKs9p1sCN/g999PT75SazPIWlHEpFNoOInIiKykdwdln6T3Gu3YC58uU65+3I+rFn9w5OrVYNGW0DzLbFOXaFJ89JLM7eAuvV1L55kJevcPdnbb/QwvNMeWINGaUcSkY2k4iciIvIrfMWy0nKXLKzyo5e/+/aHJxYUQqMmSalr26G03G0BTZpD/QZYoO1zJbeYGcExZxBfcTbx8H8RDL5Uv6QQyVEqfiIiIoB/9+2PVsv834qZX86D5ct+eKIFUNw4uceu9Q5JuWtSWu4aNMIKdB+U5Bdr1BQ75Bj8sQfg7degU7e0I4nIRlDxExGRKsPXrIYvvyhdKXPd7RDmw5KfrJi5eXFS7jrtCU22KL0sszkUN8GKitL5BERSYr0Pwae+SPzIEIIdO2A1a6UdSUTKScVPRETyiq9dC4u+/HG5+/4s3tcLwf2HJ9fdLFlIpV3HH1bLbNIMGjXDqldP75MQyTJWWEhw/GDiv/0ef+Ih7JjT044kIuWk4iciIjnJ3eGz/2PlGy8Sf/TBD3vdLVwA8TrbIdSqnZS6Nm2h8U9WzKxVO71PQCTH2NbbYT0Pwp9/Eu+6D7bN9mlHEpFyUPETEZGc4SUlMGcW/vZUfMbrsOhLlgFUq54UuZbbwG57/Wgzc+rU02IUIhXEDj0On/4a8UO3E1x6A1aoHyVFcoX+bxURkazmq1fB7Jn426/hM6clC60UFkHbDtjBR9Jwr14s9kDlTiQDrGYtgmNOJ77jr/hzY7ADDks7kohsIBU/ERHJOr5yOf7vN/G3p8J702HVd1CzNrbzbskeeDt1wmrUBKCguBhbuDDlxCJVh3XsCh264uMewXfdE2vUNO1IIrIBVPxERCQr+DeL8BmvJ2XvP+9ASQls1gDrug/WcQ/Yvh1WqNU0RbJBcPRpxH8eTDzsToLzrtAZd5EcoOInIiKp8S/mJvfrvf0afPxBcrBxM6xP/+SswtbbadNzkSxkDYqxQwfhI4bg06ZgXXqkHUlEfoWKn4iIZIy7wydzSsveVJj/WfLAlttihx6XlL0tWursgUgOsJ598ddfwEfeg7frhNWum3YkEfkFKn4iIlKpvKQEPnj3h5U4v14IQQBtdsJ69MU6dMEaNko7poiUkwUFBIMGE1/9W/zxB7Hjz047koj8AhU/ERGpcL5qFcx6Oyl7/34DViyDomqwU0es/7FY+85YnXppxxSRTWQtt8b27Y8//QTetSe23U5pRxKRn6HiJyIiFcJXLMNnvoHPKF2Jc/VqqFUb26VzcgnnTp2w6jXSjikiFcz6HY2/+Uqyt9+fbsaKtAiTSDZS8RMRkY3mXy/CZ0z9YSXOOIb6DbBufZKyt107bfAskueseg2C484kvvlKfOLjWL+j0o4kIuuhf41FRKRcfP7nyWbqb0+F/36YHGzaHNt/QLLtwpbbaiVOkSrG2u2Kde6OT4jwznthTVukHUlEfkLFT0REfpHHcelKnKVl74u5yQNbtcEGDMI67oFtoR/yRKo6O+o3+HvTiR++k+DCq7U6r0iWUfETEZEyfO3aH6/E+c2iZCXO7XfGeh2Mte+CNShOO6aIZBGrtzl22In4Q7fjr07C9uyTdiQRWYeKn4iIAOCrvoP3pv+wEufKFVCtWrIoS8fjsV120z5dIvKLbK998deexx+9H9+lM1Z3s7QjiUgpFT8RkSrMly9dZyXOt2HNaqhdNzmj17ErtO2IVa+edkwRyREWBATHDya+8jw8uhc75YK0I4lIqYwUvzAMWwJDgSaAA0OiKLq59LFzgMFACfBkFEV/KD1+MXBK6fFzoyh6OhNZRUTynS/6Cp/xOv72a/Dhe8lKnJsXY933wzp0SVbiLChIO6aI5CjboiXW9zB8/Eh8j55Y245pRxIRMnfGby1wYRRF08MwrAu8FYbhsyRFsD/QPoqiVWEYNgYIw7AtcBSwE9AMeC4Mw+2iKCrJUF4Rkbzh7jD/s+QSzrenwidzkge2aIkdcFhyZm/LbbUQg4hUGDvwCPyNl5OFXq64FaumKwdE0paR4hdF0XxgfunLy8IwnA00B04Fro2iaFXpY1+Wvkl/YETp8Y/DMJwD7A68lom8IiK5zuMYPv7gh7L35bzkgW22xwaegHXsijVtnm5IEclbVlQt2dvvn5fh40diA49PO5JIlZfxe/zCMNwK6Ai8DlwHdA/D8BrgO+B3URS9QVIKp67zZp+XHvvp+zoNOA0giiKKi7NvhbnCwsKszJUmzWT9NJeyNJOyfmkmvmYNq9+bzqqpU1g17SXirxdCQQHV2nWi+oBjqL57dwoaNMpw4sqnr5OyNJOyNJP1q9S57NWLJW8fyHfPPMFm+/enaMvWlfNxKpi+VsrSTMrKxZlktPiFYVgHeBw4P4qipWEYFgINgK5AZyAKw3CbDX1/URQNAYaUvuoLFy6s6MibrLi4mGzMlSbNZP00l7I0k7J+OhP/7ttkJc7pU/F33oRvV0C16tBuV2zg8djOu1FSuw4rgZUxkIfz1NdJWZpJWZrJ+lX2XLzfMTDtZRbfeg3BH67FgqDSPlZF0ddKWZpJWdk6k2bNmv3sYxkrfmEYFpGUvmFRFI0qPfw5MCqKIgemhWEYA8XAXKDlOm/eovSYiEiV58uW4DOnJZdwzpoBa9dAnbpYp65Yxz1gx/a6n0ZEsoLVqYeFp+D33YhPmYjtc2DakUSqrEyt6mnAvcDsKIpuWOeh0UBP4PkwDLcDqgELgbHA8DAMbyBZ3KUNMC0TWUVEslX8xsssfuVZ4lkzwWNo0AjrcUCyOMu2bbUSp4hkJeu6D/7aZHzUULxDF6x+w7QjiVRJmTrjtycwCHgnDMMZpccuAe4D7gvD8F1gNXBC6dm/98IwjIBZJCuCDtaKniJSlcXPjMYfvY+4eSvswMOTM3utttFKnCKS9cyM4Ngzia84h3jE3RSccVHakUSqpEyt6vky8HM/nRz3M29zDXBNpYUSEckR8fiR+Jhh2K570vCPf2XRkiVpRxIRKRdr0gw7+Eh89MP4zDew9p3TjiRS5WT/HbYiIlWUuxM/8VBS+rr2xE79HVZUlHYsEZGNYvsPgGatiIfflSxMJSIZpeInIpKF3B2P7sMnPIp13w876TzdwyciOc0KiwgGnQWLv8LHDE87jkiVo+InIpJlPI7xYXfiz43BevfDBg3OiSXQRUR+jW3bFtv7AHzSOPyTOWnHEalS9JOEiEgW8bgEf+AW/MWJ2AGHYUf+Rgu4iEhescOOh3qbEQ+9HS/R2n0imaLiJyKSJXztWvyeG/DXJmOHHJNswK7SJyJ5xmrVwY48FT79CJ88Pu04IlWGip+ISBbwNWuI//V3/I2XsMNPJOh3lEqfiOQt221P2Hk3fMwwfNFXaccRqRJU/EREUuarVhHffjXMeB07+jSC/QemHUlEpFKZGcExp4N7ssqne9qRRPKeip+ISIr8u2+Jb/0LzJqBHX82Qa+D044kIpIRVtwE638M/PsNmP5q2nFE8p6Kn4hISnzlCuKb/gwfvoedcgFB9/3SjiQiklHW+xBotQ3xI3fjK1ekHUckr6n4iYikwJcvJb7hcvjvHILT/kDQpUfakUREMs4KCggGDYal3+BPDE07jkheU/ETEckwX/o18fWXwtxPCM66GNu1W9qRRERSY1u1wXodhL84Ef/o/bTjiOQtFT8RkQzyrxcRX3cJfPUFwbl/wnbpnHYkEZHU2aHHQv2GxA/djq9dm3Yckbyk4icikiG+6Evi6y6GbxYTnHcFtmP7tCOJiGQFq1ErWeVz7if4M0+kHUckL6n4iYhkgH85j/gfF8GKZQQXXIVtt1PakUREsop16AKd9sDHj8S/nJ92HJG8o+InIlLJfN6nxP+4BFavJrjwGmzr7dKOJCKSlYKjToOCAuKH79DefiIVTMVPRKQS+af/l9zThxP87q9Yq23SjiQikrVs84bYwONh9kz89RfSjiOSV1T8REQqiX/8AfE/L4Vq1Qh+/zeseau0I4mIZD3rcQBsvR0+8l58+dK044jkDRU/EZFK4B/OSvbpq1UnKX1NmqUdSUQkJ1hQQHD8YPh2Bf7Y/WnHEckbKn4iIhXMZ88kvunPUL8BwR+uxYqbpB1JRCSnWIutsX0PxV+ZhP/nnbTjiOQFFT8RkQrk77xJfMtfoFFTgt//Fdu8YdqRRERykh18FBQ3IX7oDnzN6rTjiOQ8FT8RkQri018lvv2v0KwVwe+uweptnnYkEZGcZdWrExx3FiyYi094LO04IjlPxU9EpALEr79I/K9/wFbbElx4FVanXtqRRERynu3UEdu9B/7UY/j8z9KOI5LTVPxERDZR/PKz+L03QJudCM6/EqtVJ+1IIiJ5w448BarXIH7odjyO044jkrNU/ERENkH8/JP4g7dC2w4E5/wJq1Ez7UgiInnF6tXHDj8RPpyFv/Jc2nFEcpaKn4jIRoqfeQIf/i/o0IVg8GVY9eppRxIRyUu2176w3U74Y/fjS79OO45ITlLxExEpJ3cnHj8Cf/R+bLe9CE7/I1ZUlHYsEZG8ZWYExw2G1avwkfemHUckJ6n4iYiUg7vjTzyEjxmO7dET+82FWGFh2rFERPKebdEC63s4Pm0K/u5baccRyTkqfiIiG8jd8ZH34E89hu19AHbieVhBQdqxRESqDOt7BDRtTjzsLnzVqrTjiOQUFT8RkQ3gcYw/fAc+aRzWux923JlYoG+hIiKZZEVFySWfCxfg4x5JO45ITtFPLSIiv8JLSvD7b8anPI31PRw78jeYWdqxRESqJNu+HbZnH/zZ0fhnH6cdRyRnqPiJiPwCX7sWv/t6fOrzWP9jCQYer9InIpIyO+IkqF23dG+/krTjiOQEFT8RkZ/ha1YT33Ut/tYr2BEnERx8ZNqRREQEsNp1sfAU+PgD/IWn0o4jkhNU/ERE1sNXrSK+7RqYOQ075gyC/QakHUlERNZhXXpA247JSstfL0o7jkjWU/ETEfkJ/24l8S1XwuwZ2InnEvQ8MO1IIiLyE2ZGcOwZUFJC/Mi/0o4jkvVU/ERE1uErlxPf+GeYMws75QKCPfukHUlERH6GNd4C63cUvD0VnzE17TgiWU3FT0SklC9fSvzPy+GTjwhO/yNBlx5pRxIRkV9h+x4KzbckHj4E/25l2nFEspaKn4gI4Eu/Jr7+Upj/GcHgS7FOe6QdSURENoAVFhIMGgzfLMJHD0s7jkjWUvETkSrPFy8k/scl8NUXBOdcju28a9qRRESkHKz1DliPvvjk8fjHH6YdRyQrqfiJSJXmCxcQX3cxLFlM8NsrsR3bpx1JREQ2gg0YBPU2J37oNrxEe/uJ/JSKn4hUWb5gHvE/LoaVKwguuBrbtm3akUREZCNZrdoER58Kn32MPzc27TgiWUfFT0SqJJ/7aXKmb81qgt9dg23dJu1IIiKyqTp1g10642OH4wsXpJ1GJKuo+IlIleOffkR8/SWAEfz+r1jLrdOOJCIiFcDMCI45A8yIh92Fu6cdSSRrqPiJSJXi//cf4n9eBtWqE/zhr1izVmlHEhGRCmQNG2H9j4V338LffDntOCJZQ8VPRKoM/+Bd4hv+BLXrEvzhb1jjZmlHEhGRSmC9DoZWrfERd+MrlqcdRyQrqPiJSJXgs2YQ33wFbN6Q4Pd/wxo2TjuSiIhUEisoIDj+bFi2FB81NO04IllBxU9E8p7PfIP41qugcbPknr7NG6YdSUREKplt2Rrr3Q+fMhGfMyvtOCKpK8zEBwnDsCUwFGgCODAkiqKbwzC8AjgV+Kr0qZdEUTSh9G0uBk4BSoBzoyh6OhNZRSS/+FuvEt99PbTYKtmnr3bdtCOJiEiGWP9j8OmvEg+9neBPN2GFRWlHEklNps74rQUujKKoLdAVGByG4fcbZt0YRVGH0j/fl762wFHATsABwB1hGBZkKKuI5Il46gvEQ/4BW21LcMFVKn0iIlWM1erV6K4AACAASURBVKiZrPI5/zP86SfSjiOSqowUvyiK5kdRNL305WXAbKD5L7xJf2BEFEWroij6GJgD7F75SUUkX8QvPYPfdyO02Yng/CuxWrXTjiQiIimw9p1h1274+JH4gnlpxxFJTcbv8QvDcCugI/B66aGzwzD8dxiG94VhuHnpsebAZ+u82ef8clEUEfmfePJ4fOhtsFNHgnP/hNWomXYkERFJUXDUqVBURPzwHdrbT6qsjNzj970wDOsAjwPnR1G0NAzDO4GrSO77uwr4J3ByOd7facBpAFEUUVxcXPGhN1FhYWFW5kqTZrJ+mktZGzOTFU8MY/kjQ6i+e3c2+91VWFG1SkqXDn2dlKWZlKWZlKWZrF+VmUtxMSuPP4tl/7qeOu++Sc2efX/2qVVmJuWgmZSVizPJWPELw7CIpPQNi6JoFEAURQvWefxuYHzpq3OBluu8eYvSYz8SRdEQYEjpq75w4cJKSL5piouLycZcadJM1k9zKas8M3F3fNwIfNwjWOfurDnptyxasrSSE2aevk7K0kzK0kzK0kzWryrNxTvtBa3Hs/S+m1i+1fZY3XrrfV5VmsmG0kzKytaZNGv283sUZ+RSzzAMDbgXmB1F0Q3rHN9inacNAN4tfXkscFQYhtXDMNwaaANMy0RWEck97o6PGpqUvm69sd9cgBVm9IIGERHJchYEBIMGw7cr8UfvSzuOSMZl6iejPYFBwDthGM4oPXYJcHQYhh1ILvX8L3A6QBRF74VhGAGzSFYEHRxFUUmGsopIDvE4xkfeg08ej+3TFzv6dCzQFqUiIlKWNd8S228A/tRj+B49sR3bpx1JJGMyUvyiKHoZsPU8NOEX3uYa4JpKCyUiOc/jEvzhO/GXnsH69MfCkzFb37caERGRhB18JP7my8QP30lwxS15dy+4yM/Rr8VFJCd5SQl+/81J6TswVOkTEZENYtWqExx3Fnw5D38ySjuOSMaUu/iFYdgyDMOulRFGRGRD+No1xHdfh099ATv0OIIBx6n0iYjIBrO2HbCu++ATR+HzPk07jkhGbHDxC8OwVRiGrwDvA8+VHjs8DMN7KiuciMhP+ZrVxHf9Hd56FQtPITgoTDuSiIjkIAtPgRo1iR+6HY/jtONIjvBV3xE/9RhLbvhz2lHKrTxn/P4FPAnUBdaUHnsW2LeiQ4mIrI+vWkV829Uwcxp27JkE+/ZPO5KIiOQoq7sZdsRJMGc2/vIzaceRLOdrVhM/N4b44lPxUUOJV67AV69KO1a5lKf47Q5cG0VRTLIKJ1EULQE2q4xgIiLr8u9WEt9yBcz+N3bSeQT7/PzmuyIiIhvCuvWG7XfGH3sQX/J12nEkC/naNcQvPEV8yen4yHuhxVYEF/2DzS+7HqtWPe145VKe4rcA2HbdA2EYtgV0YbSIVCpfuZz4hj/BnNnYqRcSdOuddiQREckDZkZw3JmwZhU+UncvyQ+8pIT4lUnEl52JD7sTihsT/O4aCi64Cmu9Q9rxNkp5tnO4HhgfhuHfgMIwDI8m2Yvv2kpJJiIC+LKlxDf9CeZ9SnDmRVgHrS0lIiIVx5q2wA4M8bHD8T16Qc/9044kKfI4xt94CR83AhbMhS23TX45sFOnnF9IboOLXxRF94VhuIhkk/XPgOOBy6MoGl1Z4USkaiv5ehHx9ZfAV18QDL4Ua7dr2pFERCQP2QGH4dOmEA+7E99j77TjSArcHd6eSjx2OMz9BJpvSTD4EmjfJecL3/fKtYF7FEVjgDGVlEVE5H988Vd8fdMVsPgrgnMux3Zsn3YkERHJU1ZURDBoMPF1F7P4ssHEPQ/Cdt0TKyzXj8qSg9wd3p1OPGYYfDIHmjbHTvt98vcf5NeW5xv81RyG4S3AiCiKXl3nWDcgjKLo/MoIJyJVky/9hvj6S7EVywjOvwLbtm3akUREJM/ZdjthJ52PT3wMv+ef+GP3Y/sciO29P1ZXaxnmI3//38SjH4aP3oeGjbGTzsO67IMVFKQdrVKU59cYRwO/+8mxt4DRgIqfiFQIX7Oa+I6/wpLFbH7V7Sxp0CTtSCIiUkUE3XrR8ODDWfjC08STxuGjH8bHj8S67I31PgRruXXaEaUC+JzZyRm+9/8N9Rtix52F7dkbKyxKO1qlKk/xc8quAlqwnmMiIhvF3fEHboGP3ic48yKKttsJFi5MO5aIiFQhFgTYLp0p2KUzPu9TfNJ4fOpk/JVJsF07gt79oMPuWJCfZ4XymX8yh3jMcHjnTai7GXbkb7AeB2BF1dKOlhHlKX4vAVeHYfiHKIriMAwD4IrS4yIim8zHjcCnTcEGHo916pZ2HBERqeKsWSts0Fn4wEH4y8/ik58kvvNvyWWBvQ7C9toXq1Un7ZjyK3zuJ8miLdNfg9p1sYEnJH9/1WukHS2jylP8zgPGA/PDMPwEaAXMB/pVRjARqVri11/Exz2SXGpxwGFpxxEREfkfq10X238g3qc/zHideNJY/NH78THDsW69sF79sC1apB1TfsK/mJv8UvmNKVCjJtbvaGzf/ljNWmlHS0V5tnP4PAzDTkAXoAXJlg7ToiiKKyuciFQNPmd2conndu2S6+zzZNlkERHJL1ZQALt2o2DXbvinHyWXgb78LP7CU7BTR4Leh8BOHfNuNchc4wsX4ONH4K89D4VF2AEDsf0GYHXqpR0tVeXdziEGXqukLCJSBfnCBcliLg2Kkw3a8/zGahERyQ/WqjV20nn4YSfgUybiLzxFfMuV0KR5chlht95YjZppx6xS/OtF+IQIf+lZMEvOxPYdiNXbPO1oWeEXi18YhrOjKNqx9OXPSBZ4KSOKolaVkE1E8pyvXEF861VQsjbZq6+K/yZORERyj9Wrjx18FH7AYfhbr+KTxuGPDMFHP4ztuW9SAhs1TTtmXvOl3+BPPY6/MAE8xrrvhx0YYps3TDtaVvm1M36nrvPycZUZRESqFi8pIR7yD1gwl+D8K7GmujdCRERylxUWYV16QJce+EfvJwXw+fH4pLHQfvdkNdDtd9btDBXIVyzDn34CnzweVq/GuvXEDjpSRftn/GLxi6LoZYAwDAuAk4HToihalYlgIpLffOTd8N7b2PFnYzvsknYcERGRCmOtd8Ba75BcevjCBHzKROIZr0PzLbHe/bAuPbBq1dOOmbP825X4c2PxZ0fDd99inbtj/Y7SL5F/xQbd4xdFUUkYhvsBWshFRDZZPGk8/vwEbP8BBN33SzuOiIhIpbDNG2IDBuEHhfi0KclZwKG34aMexLrvj+1zINagOO2YOcNXfYdPfhJ/ehSsWAYduxIccgzWYqu0o+WE8izuciNwZRiGf46iaE1lBRKR/ObvvImPvAc6dMUGnpB2HBERkUpn1apje+2L79kHPniX+Llx+MTH8adHYbvuifXuB9tsr8tAf4avWY1PeRqf8Cgs/Qba7Upw6LHYltumHS2nlKf4nQM0BS4Iw/ArkoVeDHAt7iIiG8I//y/xkOug5dYEv7lAy12LiEiVYmaw/c4UbL8z/tUX+PNP4i8/h7/xEmy5LdanH7bbXlrhupSvXYO/Mgl/MoKvF8L2OycrgG/bNu1oOak8xU+Lu4jIRvMlXycreNaoSXD2ZVj1GmlHEhERSY01aoqFp+CHHIO/9jw+eRx+7434Yw9gPfpiPfavstsQeEkJ/voL+LgRsHABtN6B4KTzsB3bpx0tp5Wn+L0GXAYcDTQD5gEjgGsqIZeI5BFfvYr49mtg+VKCP1yr5ZVFRERKWY2aWM8D8R4HwKy3iSeNw8cOxydEWOe9k8VgtmyddsyM8DjG33oFHzscvpgLrVoTnHsGtOuky2ArQHmK353A9sC5wCfAlsAlQHOSFT9FRMrwOMYfuAX++yHBmRdXmX+8REREysOCANrtSkG7XfH5n+OTx+OvTcZfmwzbtiXo0y+5P76gIO2oFc7dYebrxKOHwdxPoFkrgjMvho5dVfgqUHmK36FA6yiKvil9fVYYhq8Dc1DxE5Gf4eMewd94CTv8RKxj17TjiIiIZD3bogV27Bn4gOOSewAnjye+6+/QoBHW88Bkg/LaddOOucncHd57m3j0w/DJHGjcDPvNhVjnvbAg/wpu2spT/L4AagHfrHOsJjC/QhOJSN6Ipz6Pjx+J7bUvtt+AtOOIiIjkFKtVB9vvULxPP5j5RnIZ6OMP4uMewbr2xHr1w5rn5hqL/p93k8I3ZxY0bIydeG7yOeXhGc1sUZ7i9xAwMQzDW4HPgZbAYGBoGIa9vn9SFEWTKzaiiOQi/3AW/uCtsP3O2LFn6FINERGRjWRBAXTsSkHHrvjnH+OTxuOvTsanPA07tifofQjsvGtOrJbtH71PPGYYzJ4J9RskPyPsta9WMs2A8hS/00v/e8lPjp9R+geSLR622dRQIpLb/KsviO/4KzRsktzXp2/mIiIiFcJabI2dcA4+8AR8ykT8hQnEt10FjZpivQ7G9uyD1ayVdswy/NOPknv43nkT6m6GhadgPQ7AqlVPO1qVscHFL4qirSsziIjkB1+5nPiWv4A7wbmXY7XrpB1JREQk71jdethBIb7/QHz6q8liMCPvwccMS8pfr4Owxs3SjonP/ZR47HCY/irUqoMNGJQU1Bo1045W5ZTnjJ+IyC/ytWuTm8+/+oLgt3/Jin9wRERE8pkVFmK77w27741//CE+aSz+wlP45PGw824EvfvBju0zfsuFL5iXLPA2bQpUr4H1Owrr0x+rVTujOeQHKn4iUiHcHX9kCMyeiZ14HrZ9u7QjiYiIVCm2dRvsNxfih5+Ev/gU/uJE4hv/BFu0TPYD7NoTq165l1b6oi/x8SPxVydBYSG2/0Bs/wFYnXqV+nHl16n4iUiF8Elj8SkTsb6HEezZO+04IiIiVZbVb4D1PxY/8Aj8jZfwSePwh+/ARw1NtoLoeRDWsFGFfkz/ZhE+4VF8yjNgJB+j7+HYZptX6MeRjafiJyKbzGe+gUf3Qadu2KGD0o4jIiIigBVVw7r1xvfoBR/OSraDeGY0/uxo6NiVoFc/aNN2ky4D9WVL8ImP489PgLgE23Nf7KAjsAYVWyxl06n4icgm8c8+Jr77OmjVmuDk3+bEUtIiIiJViZnBdjtRsN1OyaWYzz+Jv/QM8VuvQqttkstAO++NFW34Kty+YnlSIieNhdWrsa77JPfxNWpaiZ+JbAoVPxHZaP7NYuJbr4JadQjOvqzS7xsQERGRTWMNG2OHn4T3Oxqf+kJyGej9N+OPPYD16Ivt0/cXL8/0b1cmt3c8Mwa+XYF17o71OxrbokUGPwvZGCp+IrJRfNUq4tuuhpXLCf74d6x+g7QjiYiIyAay6jWwHgfge+8Ps2cQPzcOHz8Cf+oxrPNeyVnArdr87/m+ahX+wpP4xMdh+TLo0IWg/zFYC+34litU/ESk3DyOie+7ET79iGDwpVhLfdMXERHJRWYGbTtS0LZjsgXD80/iLz+HT30BWu+A9e7HyngtcXQ/LP0G2nUiOORYbOs2v/q+Jbuo+IlIufnoh2H6q1h4CtZ+97TjiIiISAWwJs2wo07F+x+Lv/Jcsin8kOtYBrBdO4IzLsLatE07pmwkFT8RKZf4lUnJZSB774/1OSTtOCIiIlLBrGYtrM8heK+DYNZMNmvUiCWNW2R8E3ipWCp+IrLB/IN38Yduhx3bY0efrn8ARERE8pgFBdCuE9WKi7GFC9OOI5tI666LyAbxL+cR3/E3aNSU4Iw/YoX6vZGIiIhIrlDxE5Ff5SuWE99yFRgE51yO1aqTdiQRERERKQcVPxH5Rb52LfFd18KiBQRnXYo13iLtSCIiIiJSTip+IvKz3B0ffhe8/2/shHO0kpeIiIhIjlLxE5Gf5c+Mxl96BjsoJOjaM+04IiIiIrKRVPxEZL387an44w9gu+2FHXJM2nFEREREZBNkZFm+MAxbAkOBJoADQ6Iounmdxy8ErgcaRVG0MAxDA24GDgRWAidGUTQ9E1lFBPyTj4jv+Sds1QY76Tws0O+IRERERHJZpn6aWwtcGEVRW6ArMDgMw7bwv1K4H/DpOs/vC7Qp/XMacGeGcopUef71IuLbroI69QgGX4pVq552JBERERHZRBkpflEUzf/+jF0URcuA2UDz0odvBP5Acibwe/2BoVEUeRRFU4H6YRhqKUGRSuarviO+7Wr49luCcy7DNts87UgiIiIiUgEyfv1WGIZbAR2B18Mw7A/MjaJo5k+e1hz4bJ3XP+eHoigilcDjmPieG+CzjwlO/z3WYuu0I4mIiIhIBcnIPX7fC8OwDvA4cD7J5Z+XkFzmubHv7zSSS0GJooji4uKKiFmhCgsLszJXmjST9Ut7LsuG3s7KGVOpe8r51Op5QGo51pX2TLKRZlKWZlKWZlKWZrJ+mktZmklZmklZuTiTjBW/MAyLSErfsCiKRoVhuDOwNTAzDEOAFsD0MAx3B+YCLdd58xalx34kiqIhwJDSV33hwoWV+BlsnOLiYrIxV5o0k/VLcy7xS8/gTwzD9jmQFV16sjJL/n70tVKWZlKWZlKWZlKWZrJ+mktZmklZmklZ2TqTZs2a/exjmVrV04B7gdlRFN0AEEXRO0DjdZ7zX2C30lU9xwJnh2E4AugCLImiaH4msopUNf7+v/Fhd0LbjthRp2JmaUcSERERkQqWqTN+ewKDgHfCMJxReuySKIom/MzzJ5Bs5TCHZDuHkyo/okjV41/MJb7zWmjcjOD0P2AFBWlHEhEREZFKkJHiF0XRy8AvnkaIomirdV52YHAlxxKp0nz5UuJb/wIFBQTnXI7Vqp12JBERERGpJNqVWaQK8rVrkjN9ixcSnHUJ1qhp2pFEREREpBKp+IlUMe6OP3wHfPAuduK52LY7ph1JRERERCqZip9IFeMTR+GvTML6HUXQpUfacUREREQkA1T8RKoQn/4qPupBbPe9sX5Hpx1HRERERDJExU+kivD/fkh87w3QeofkEk9t2yAiIiJSZaj4iVQBvngh8W3XQN36yWIuRdXSjiQiIiIiGZSpffxEJCX+3bfEt10Fq74l+O0/sHr1044kIiIiIhmmM34ieczjEuJ7/gmff5Js0N58y7QjiYiIiEgKVPxE8pg//iDMnIYdfSrWbte044iIiIhISlT8RPJUPOVp/JnRWK+DCXoelHYcEREREUmRip9IHvLZM/Hhd0G7XbHwlLTjiIiIiEjKVPxE8ozP/5z4zmuhaQuC036PFRSkHUlEREREUqbiJ5JHfNlS4lv/AkVFBOdcjtWslXYkEREREckCKn4iecLXrCG+46/w9SKCwZdiDRunHUlEREREsoSKn0gecHd86G0wZxZ28vnYNtunHUlEREREsoiKn0ge8AmP4lOfx/ofQ9C5e9pxRERERCTLqPiJ5Dh/82V89MNY132wg45MO46IiIiIZCEVP5Ec5h9/QHzfTbDtjtjx52BmaUcSERERkSyk4ieSo3zRV8S3XQ31GxCcdQlWVJR2JBERERHJUip+IjnIv1uZbNuwZk2ybUPdzdKOJCIiIiJZTMVPJMd4XEI85HqY/xnBGX/AtmiZdiQRERERyXIqfiI5xqP74J03saNPx9p2TDuOiIiIiOQAFT+RHBK/MAGfNA7rcwjBPn3TjiMiIiIiOULFTyRH+LvT8UeGwC6dsSNOSjuOiIiIiOQQFT+RHODzPiUe8g9o1org1AuxoCDtSCIiIiKSQ1T8RLKcL1tCfOtVUK16soJnjVppRxIRERGRHKPiJ5LFfM1q4tuvgaVfEwy+DGvQKO1IIiIiIpKDVPxEspS74w/cCh+9T3Dyb7Gt26QdSURERERylIqfSJby8SPxaS9iAwZhu+6ZdhwRERERyWEqfiJZKJ42BR87HNujF9b38LTjiIiIiEiOU/ETyTL+0fv4/TdDm7bYoMGYWdqRRERERCTHqfiJZBFfuCBZzGXzhgRnXoIVFaUdSURERETygIqfSJaIV65Itm0oWUtw7p+wuvXSjiQiIiIieULFTyQLeEkJS66/HBbMJTjjIqxpi7QjiYiIiEgeUfETSZm74yPvZvXbU7Fjz8R2bJ92JBERERHJM4VpBxCpyvyLz4kfvhP+8w61+h/Dqu77pR1JRERERPKQip9ICnzNanzCY/jEx6BadezYM6kz8FhWLV6cdjQRERERyUMqfiIZ5rNmEA+7E76cj+3eAzvyZKze5ligK69FREREpHKo+IlkiC/9Gh95Hz7tRWi8BcFv/4K17ZB2LBERERGpAlT8RCqZxzH+0jP4qAdh9Srs4KOwAw/HiqqlHU1EREREqggVP5FK5J9/TPzQHfB//4HtdyY47kxt1SAiIiIiGafiJ1IJfNV3+NhH8OfGQO262Mm/xbrug5mlHU1EREREqiAVP5EK5jNeJ35kCCz+Cuu+H3bYCVjtumnHEhEREZEqTMVPpIL44q+IH7kbZkyF5lsS/PFabNu2accSEREREVHxE9lUXlKCTxqHjx0OHidn+Pr0xwr1v5eIiIiIZAf9ZCqyCfzjD4gfuh0++xh23o3gmNOx4iZpxxIRERER+REVP5GN4CuX4088hL84ETZrQHDmRdBxDy3eIiIiIiJZKSPFLwzDlsBQoAngwJAoim4Ow/AqoD8QA18CJ0ZRNC8MQwNuBg4EVpYen56JrCK/xN3xN17Co3th6RKs18HYocdiNWqlHU1ERERE5GcFGfo4a4ELoyhqC3QFBodh2Ba4LoqiXaIo6gCMB/5U+vy+QJvSP6cBd2Yop8jP8i/nEd90BX739VC/IcGl/yQ46lSVPhERERHJehk54xdF0XxgfunLy8IwnA00j6Jo1jpPq01yNhCSs4BDoyhyYGoYhvXDMNyi9P2IZJSvWYM/PQp/MoLCQuzo07B9+mJBQdrRREREREQ2SMbv8QvDcCugI/B66evXAMcDS4CepU9rDny2zpt9XnrsR8UvDMPTSM4IEkURxcXFlRl9oxQWFmZlrjTl0kxWvzudpXddRzz3E6p360XdU86joEGjSvlYuTSXTNFMytJMytJMytJMytJM1k9zKUszKUszKSsXZ5LR4heGYR3gceD8KIqWAkRRdClwaRiGFwNnA3/e0PcXRdEQYEjpq75w4cIKTrzpiouLycZcacqFmfiyJfij/9/evUdbWdd5HH8/BxDwHqImoIl5KTQFdYSAURNs8J6lPzV1zEuO6YzVdJm0taamNU5rVi1Xl9GKxtIUpW9pZhMpoDaKIipK44W8pRigKIpXFIH9zB/Ppo7ug6Jy9m+ffd6vtc46z3nO3ud8zpd9Dvu7n9/zfX5KOfsGGLw1HWd/jVUf2otlNaCbsveEujSbNWlkTRpZk0bWpJE16Zp1aWRNGlmTRq1akyFDhqz1c01r/FJK/aiavikRcVUXN5kCTKNq/BYB23b63LD6PqlblbUa5S0zKa+8BF5dTnHQURSHHEPRv3/uaJIkSdI71qypngVwETA/Is7vtH+niHio/uERwB/r29cA/5hSmgqMBp73/D51t3LR49QuuxAevh92GkHH8WdSDN0udyxJkiTpXWvWEb9xwInAPSmlefV95wKnppR2obqcwwLgjPrnplFdyuFhqss5nNyknOqFyhUrKH87lXL61TBgQ4qT/oli7ASKjmYNvZUkSZK6V7Omes4Curqy9bS13L4EzurWUBJQ3jOX2uU/hKVLqmbvqJMpNtk0dyxJkiRpvWr6VE+pFZTPPUNt6o9h7q3w3mF0fPE/KHbZLXcsSZIkqVvY+KlXKWurKW/8HeXVl8Lq1RQfO4Hio0dS9OuXO5okSZLUbWz81GuUCx6hdukFsOBhGDGKjuPPoNhqm9yxJEmSpG5n46e2V76ynPLXUyhv+C1suhnF6V+i2Hs8RdHVaaeSJElS+7HxU9sqyxLumk1t6mR4fhnFfgdRHHkCxYYb544mSZIkNZWNn9pSuXQJtct/BPfcCdsOp+PMcymG75w7liRJkpSFjZ/aSrlqFeWMX1P+zxVQdFCkUykOOJSiT5/c0SRJkqRsbPzUNsqH76d26YWw+HEYOYaO4z5NMWjL3LEkSZKk7Gz81OOVL79IeeUllDdPh0Fb0nHWVylGjs4dS5IkSWoZNn7qscqypJx9I+UvfgLLX6qux3fYsRQDBuaOJkmSJLUUGz/1SOWTC6ld9gN44B7YYRc6TjyTYtjw3LEkSZKklmTjpx6lXPka5bRfUF57JWzQn+KEMyn+9qMUHR25o0mSJEkty8ZPPUZ5/93UpvwQnnqCYvR+FOkUik3fkzuWJEmS1PJs/NTyyueXUcZFlLffBFsNoePz36AYMTJ3LEmSJKnHsPFTyyprNcqbrqO86mewckU1uOWgoyj6bZA7miRJktSj2PipJZV/fpTapRfAow/CB3an4/gzKN47LHcsSZIkqUey8VNLKV99hfI3V1DOvAY22oTi1M9TjN6foihyR5MkSZJ6LBs/tYxy3m3UrpgMzy6tJnV+4iSKjTbJHUuSJEnq8Wz8lF35zNPUpk6GeXNg6Pvo+JcvUez4wdyxJEmSpLZh46dsytWrKa+/hvKaK6CsVUf4Jh5B0deHpSRJkrQ++QxbWZR/eoDapRfCwkfhQ3vT8cl/oBi8de5YkiRJUluy8VNTlc8+zQtX/pTadVfDZoPo+MxXYNSHHd4iSZIkdSMbP3W7cuVK+MMcarNmwP3zeKUoKA44lOJjx1MM2DB3PEmSJKnt2fip25QLH6WcNZNyzu/hpRdh0GCKQxJbHHo0y/p4EXZJkiSpWWz8tF6Vy1+ivP0mylkzYcHD0LcvxcgxFOMmwog9KDr60GfwYFi6NHdUSZIkqdew8dO7VtZq8OC9lLNmUN41G1a+BsO2pzj20xSj96PYeNPcESVJkqRezcZP71j57NOUt95Aeev18PSTMHAjinETKMYfCNu934EtkiRJUouw8dPb8pdBLbfMhPvuhrKEXT5EcfgnKfb8MMUG/XNHKz1ddAAADLRJREFUlCRJkvQGNn5aJ+XCx6qlnGsGtbxnMMXBR1OMm0ix5Xtzx5MkSZL0Jmz8tFbl8perQS23zITHHoI+fSlGjqYYPxFGjKTo6JM7oiRJkqR1YOOn1ylrNXjovuro3txbq0EtQ99HccxpFKP3p9jEQS2SJElST2PjJwDKZ5dSzr6hOrr39JMwcEOKsQdQjDsQtt/RQS2SJElSD2bj14uVq1bCH26nNmvNoJZafVDLcRSjxlL0d1CLJEmS1A5s/HqhctGCainnbb+Hl16AzbegOPgoirETKLbaJnc8SZIkSeuZjV8vUS5/mfKOmylnzfjLoBZG7kPHuANhVwe1SJIkSe3Mxq+NlWUJD95LOWsm5V23wGtrBrWcWh/UslnuiJIkSZKawMavDZXLnqG89frXD2oZcwDFeAe1SJIkSb2RjV+bqAa13EHtlplw711/HdRy2HEUezqoRZIkSerNbPx6uHLR4/VBLTfWB7UMojjoExTjJlBsNSR3PEmSJEktwMavBypfWU55x02Us2bCow9Wg1r22IeO8RNh11EOapEkSZL0OjZ+PURZlvDQfdXRvbn1QS1DtqNIp1KMcVCLJEmSpLWz8Wtx5bJnKGffUA1qeeoJGDCQYsxH6oNadnJQiyRJkqS3ZOPXgspVK+H/7qA2q9Oglp13pTjkGIq9xlL0H5A7oiRJkqQexMavhZSL1wxq+T28+DxsNohi0scpxk2k2NpBLZIkSZLeGRu/zKpBLTdTzppRH9TSpxrUMm4i7LonRR8HtUiSJEl6d2z8MvjroJaZ9UEtK2CbbSmOPqUa1LLp5rkjSpIkSWojNn5NVD73DOXsG6vLMDy1uBrUMnq/alDL8J0d1CJJkiSpWzSl8UspbQv8DNgaKIHJEfHdlNK3gMOA14BHgJMj4rn6fc4BTgVWA2dHxHXNyLq+latWUd41m9otM+GeuZ0GtRxNsdc4B7VIkiRJ6nYdTfo+q4AvRMQIYAxwVkppBDAD2C0idgceBM4BqH/uWGBXYBJwYUqpx53sVrvpOpaedgS1H3wTFjxCMelIOv79h/T50jfpGDvBpk+SJElSUzTliF9EPAE8Ud9+MaU0HxgaEdM73ew24Kj69hHA1IhYATyaUnoY2AeY3Yy8682AgfT7wO6s/Jt9YTcHtUiSJEnKo+nn+KWUtgdGAXPe8KlTgJ/Xt4dSNYJrLKzve+PXOh04HSAiGDx48PqO++4c/HH6Hp5YtWpV7iQtpW/fvq33b9UCrEsja9LImjSyJo2sSSNr0jXr0siaNLImjXpiTZra+KWUNgauBD4XES902v9VquWgU97O14uIycDk+ofl0qVL11fU9Wbw4MG0Yq6crEnXrEsja9LImjSyJo2sSSNr0jXr0siaNLImjVq1JkOGrP3a301r/FJK/aiavikRcVWn/Z8CDgUmRERZ370I2LbT3YfV90mSJEmS3qZmTfUsgIuA+RFxfqf9k4AvA/tFxPJOd7kGuDyldD4wBNgJuL0ZWSVJkiSp3TTriN844ETgnpTSvPq+c4HvAf2BGSklgNsi4oyIuC+lFMD9VEtAz4qI1U3KKkmSJEltpVlTPWcBXV2dfNqb3Oc84LxuCyVJkiRJvUSzruMnSZIkScrExk+SJEmS2pyNnyRJkiS1ORs/SZIkSWpzNn6SJEmS1OZs/CRJkiSpzdn4SZIkSVKbs/GTJEmSpDZXlGWZO8P60jY/iCRJkiS9Q0VXO9vpiF/Rim8ppbm5M7TamzWxLtbEmlgTa2JNWuPNulgTa9KWNelSOzV+kiRJkqQu2PhJkiRJUpuz8et+k3MHaEHWpGvWpZE1aWRNGlmTRtakkTXpmnVpZE0aWZNGPa4m7TTcRZIkSZLUBY/4SZIkSVKb65s7QLtKKf0EOBR4KiJ2y52nFaSUtgV+BmxNdfmNyRHx3byp8kopDQBuAvpT/T7+MiK+ljdVa0gp9QHuBBZFxKG587SClNJjwIvAamBVROydN1F+KaXNgf8GdqP6u3JKRMzOmyqflNIuwM877doB+NeI+E6mSC0hpfR54DSqx8g9wMkR8WreVHmllD4LfJpqAuCPe+tjpKvnaymlQVS/R9sDjwEpIpblythsa6nJ0cDXgQ8C+0TEnfkSNt9aavIt4DDgNeARqr8rz+VL+dY84td9LgYm5Q7RYlYBX4iIEcAY4KyU0ojMmXJbARwQEXsAI4FJKaUxmTO1is8C83OHaEEfiYiRNn1/8V3g2oj4ALAHvfwxExEP1B8fI4G9gOXArzLHyiqlNBQ4G9i7/oStD3Bs3lR5pZR2o2r69qH6vTk0pbRj3lTZXEzj87WvANdHxE7A9fWPe5OLaazJvcDHqV6s7o0uprEmM4DdImJ34EHgnGaHerts/LpJRNwEPJs7RyuJiCci4q769otUT9CG5k2VV0SUEfFS/cN+9bdef+JtSmkYcAjVkRypSymlzYB9gYsAIuK1Vn+1tckmAI9ExILcQVpAX2BgSqkvsCGwOHOe3D4IzImI5RGxCvhfqif1vc5anq8dAVxS374E+FhTQ2XWVU0iYn5EPJApUnZrqcn0+u8PwG3AsKYHe5tc6qksUkrbA6OAOZmjZFdf0jgX2BG4ICJ6fU2A7wBfBjbJHaTFlMD0lFIJ/CgietxEsfVsOPA08NOU0h5Uv0efjYiX88ZqGccCV+QOkVtELEopfRt4HHgFmB4R0zPHyu1e4LyU0hZUNTmYamm9KltHxBP17SepTlGR3swpvH6ZfUvyiJ+aLqW0MXAl8LmIeCF3ntwiYnV9WdYwYJ/6EpxeK6W0Zg393NxZWtD4iNgTOIhqqfS+uQNl1hfYE/hBRIwCXqb3LcnqUkppA+Bw4Be5s+SWUnoP1RGc4cAQYKOU0gl5U+UVEfOB/wSmA9cC86jOHdYbRESJK3H0JlJKX6U6nWlK7ixvxcZPTZVS6kfV9E2JiKty52kl9SVqN+K5oeOAw+uDTKYCB6SULssbqTVExKL6+6eoztvaJ2+i7BYCCzsdJf8lVSOo6sWBuyJiSe4gLWAi8GhEPB0RK4GrgLGZM2UXERdFxF4RsS+wjOocJVWWpJS2Aai/fypzHrWolNKnqIa+HF9/kaCl2fipaVJKBdW5OPMj4vzceVpBSmnL+lRCUkoDgQOBP+ZNlVdEnBMRwyJie6qlajdERK9+dR4gpbRRSmmTNdvAR6mWa/VaEfEk8Of6JEuozmm7P2OkVnIcLvNc43FgTEppw/r/QxPo5UOAAFJKW9Xfb0d1ft/leRO1lGuAk+rbJwG/zphFLSqlNInqtJTDI2J57jzrwgu4d5OU0hXA/sBgYAnwtYi4KGuozFJK44GbqUZp1+q7z42IaflS5ZVS2p3qxPE+VC/ERER8I2+q1pFS2h/4opdzgJTSDvx1OmNf4PKIOC9jpJaQUhpJNQRoA+BPVOO0e83Y9a7UXxh4HNghIp7PnacVpJT+DTiGajnW3cBpEbEib6q8Uko3A1sAK4F/jojrM0fKoqvna8DVQADbAQuoLufQawb2raUmzwLfB7YEngPmRcTf5crYbGupyTlUl+N6pn6z2yLijCwB15GNnyRJkiS1OZd6SpIkSVKbs/GTJEmSpDZn4ydJkiRJbc7GT5IkSZLanI2fJEmSJLU5Gz9JkjJIKX09pXRZ7hySpN7Bxk+SpG6WUto/pbQwdw5JUu9l4ydJkiRJbc4LuEuSerWU0mPABcCJwPuBqcC5wMXAeGAOcHRELEspHQ58ExgKzAM+ExHzO32d/wL+HngfcC1wEtAHWAr0B5bXv+3OwOnACOBV4EjgceCkiLizO39eSVLv5BE/SZLgE8CBVA3ZYcDvqJq/Lan+rzw7pbQzcAXwufr+acBvUkobdPo6CZgEDAd2Bz4VES8DBwGLI2Lj+tvi+u0Pp2o0NweuoWocJUla72z8JEmC70fEkohYBNwMzImIuyPiVeBXwCjgGOC3ETEjIlYC3wYGAmM7fZ3vRcTiiHgW+A0w8i2+76yImBYRq4FLgT3W888lSRJg4ydJEsCSTtuvdPHxxsAQYMGanRFRA/5MtexzjSc7bS+v3+/NvPH2A1JKfdc9tiRJ68bGT5KkdbOY6tw9AFJKBbAtsGgd7usJ9ZKkrGz8JElaNwEcklKakFLqB3wBWAHcug73XQJskVLarDsDSpK0NjZ+kiStg4h4ADgB+D7VlM7DgMMi4rV1uO8fqQbD/Cml9FxKaUi3hpUk6Q28nIMkSZIktTmP+EmSJElSm7PxkyRJkqQ2Z+MnSZIkSW3Oxk+SJEmS2pyNnyRJkiS1ORs/SZIkSWpzNn6SJEmS1OZs/CRJkiSpzdn4SZIkSVKb+3/L8uHK4OMgQAAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":375},"id":"8OtmluaIC6-U","executionInfo":{"status":"ok","timestamp":1614624694324,"user_tz":-60,"elapsed":24014,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"c6f9f0a2-672a-424f-ca4a-fea8cc8c3796"},"source":["#plotting a line chart to check the trend of the price over the years\n","fig, ax = plt.subplots(figsize=(15,6))\n","\n","year = df.groupby('year')['price'].mean()\n","year = year.reset_index()\n","\n","sns.lineplot(x='year', y='price', data=year, ci=None, markers=True, ax=ax)\n","ax.set_xticks(ticks=df['year'].value_counts(ascending=True).index)\n","\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"orfd2sCEC6-V","executionInfo":{"status":"ok","timestamp":1614624694324,"user_tz":-60,"elapsed":24008,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"7389d422-6cfc-462e-c212-8ea4e7b7c203"},"source":["df['price'].describe()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["count 72.000000\n","mean 249.272674\n","std 66.640579\n","min 132.000000\n","25% 233.650000\n","50% 255.440000\n","75% 279.300000\n","max 409.080000\n","Name: price, dtype: float64"]},"metadata":{"tags":[]},"execution_count":80}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xlaBd4eIC6-V","executionInfo":{"status":"ok","timestamp":1614624694325,"user_tz":-60,"elapsed":24003,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"042bceaa-31fa-4430-955a-f75587ed517a"},"source":["df.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(72, 24)"]},"metadata":{"tags":[]},"execution_count":81}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IwIYgWYuC6-V","executionInfo":{"status":"ok","timestamp":1614624694325,"user_tz":-60,"elapsed":23998,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"4fc4bffc-317c-4d54-f200-8243b315fd98"},"source":["#selecting only the price column\n","price = df['price'].values.reshape(-1, 1)\n","price[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[135.75],\n"," [140. ],\n"," [140. ],\n"," [145.75],\n"," [146.3 ]])"]},"metadata":{"tags":[]},"execution_count":82}]},{"cell_type":"markdown","metadata":{"id":"az28sLnMC6-V"},"source":["# Data preparation for modelling\n","To prepare the data for modelling, we need to scale the data to give it a regular pattern between -1 and 1, To do this we will be using the sklearn library for preproccessing data, using the MinMax scaler to scale the data between -1 and 1"]},{"cell_type":"code","metadata":{"id":"whfS0DriC6-V"},"source":["#import the library\n","from sklearn.preprocessing import MinMaxScaler"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0T1u70MSC6-V","executionInfo":{"status":"ok","timestamp":1614624694326,"user_tz":-60,"elapsed":23991,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"1b53caf0-ba73-4de6-b6e8-03ce76624254"},"source":["#assign the scaler to a variable then fit and transform the data-price column\n","scaler = MinMaxScaler(feature_range=(-1, 1))\n","\n","scaler = scaler.fit(price)\n","scaled_data = scaler.transform(price)\n","scaled_data[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[-0.97293201],\n"," [-0.94225494],\n"," [-0.94225494],\n"," [-0.90075069],\n"," [-0.89678071]])"]},"metadata":{"tags":[]},"execution_count":84}]},{"cell_type":"markdown","metadata":{"id":"nP5YstomC6-V"},"source":["# To supervised learning \n","To be able to predict with a neural network, the data needs to be converted from time series to supervised learning. This can be done using different means. Here, a lag feature was generated using the shift function from the existing dataset."]},{"cell_type":"code","metadata":{"id":"JG8SxXMgC6-W"},"source":["#Add a lagged column to the price using the shift function\n","df_data= pd.DataFrame(scaled_data)\n","lag=1\n","columns = [df_data.shift(i) for i in range(1, lag+1)]\n","columns.append(df_data)\n","df_data = pd.concat(columns, axis=1)\n","df_data.fillna(0, inplace=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":202},"id":"mhSrRIhyC6-W","executionInfo":{"status":"ok","timestamp":1614624694327,"user_tz":-60,"elapsed":23984,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"25a54f5a-49af-467c-8285-4650f690f23f"},"source":["lagged_data = df_data\n","lagged_data.columns = ['lag', 'price']\n","lagged_data.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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lagprice
00.000000-0.972932
1-0.972932-0.942255
2-0.942255-0.942255
3-0.942255-0.900751
4-0.900751-0.896781
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"],"text/plain":[" lag price\n","0 0.000000 -0.972932\n","1 -0.972932 -0.942255\n","2 -0.942255 -0.942255\n","3 -0.942255 -0.900751\n","4 -0.900751 -0.896781"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"markdown","metadata":{"id":"zuOJeti6C6-W"},"source":["\n","\n","# Forecast and modelling using LSTM\n","- From keras library on the tensorflow backend. LSTM stands for Long short-term Memory, It is an artificial recurrent neural network(RNN) architechture used in deep learning, It is well suited in classifying, processing, making predictions based on a time series data. Since the task involves a time series forecasting, LSTM is the best for the analysis"]},{"cell_type":"code","metadata":{"id":"x_0Uvy5yC6-W"},"source":["#importing necessary libraries\n","import tensorflow as tf\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense\n","from tensorflow.keras.layers import LSTM\n","from tensorflow.keras.layers import Dropout"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"scrolled":true,"id":"XuWtwPsLC6-W"},"source":["#dividing data into features and labels,\n","#The model expects the input shape to be three-dimensional with [samples, timesteps, features], \n","#hence it must reshape the single input sample before making the prediction.\n","feature_set= np.array(lagged_data)\n","x, y = feature_set[:, 0:-1], feature_set[:, -1:]\n","x = x.reshape(x.shape[0], 1, x.shape[1])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4Ien0y7DC6-W","executionInfo":{"status":"ok","timestamp":1614624694328,"user_tz":-60,"elapsed":23974,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"3376f6c6-a273-4b80-f99d-f58f34e69a0c"},"source":["x.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(72, 1, 1)"]},"metadata":{"tags":[]},"execution_count":89}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"74yQ2jUQC6-X","executionInfo":{"status":"ok","timestamp":1614624694328,"user_tz":-60,"elapsed":23969,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"b8b1c3c6-3884-415d-f4d4-41eb6f5eec93"},"source":["x[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[[ 0. ]],\n","\n"," [[-0.97293201]],\n","\n"," [[-0.94225494]],\n","\n"," [[-0.94225494]],\n","\n"," [[-0.90075069]]])"]},"metadata":{"tags":[]},"execution_count":90}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YozsHL4EC6-X","executionInfo":{"status":"ok","timestamp":1614624694328,"user_tz":-60,"elapsed":23964,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"c571598e-e982-4f3a-8185-a7dde3775c92"},"source":["y[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[-0.97293201],\n"," [-0.94225494],\n"," [-0.94225494],\n"," [-0.90075069],\n"," [-0.89678071]])"]},"metadata":{"tags":[]},"execution_count":91}]},{"cell_type":"code","metadata":{"scrolled":true,"id":"YOJ5QH4pC6-X"},"source":["#build our model\n","model = Sequential()\n","model.add(LSTM(units=50, batch_input_shape=(1, x.shape[1], x.shape[2]), stateful=True, return_sequences=True))\n","model.add(Dropout(0.2)) \n","model.add(LSTM(units=50, return_sequences=True))\n","model.add(Dropout(0.2))\n","model.add(LSTM(units=50, return_sequences=False))\n","model.add(Dropout(0.2))\n","model.add(Dense(units=1))\n","model.compile(loss='mean_squared_error', optimizer='rmsprop')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V3rrLh15C6-X","executionInfo":{"status":"ok","timestamp":1614624694603,"user_tz":-60,"elapsed":24232,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"61db9315-616a-4e93-b59c-42b3ea0d085d"},"source":["model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"sequential_1\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","lstm_3 (LSTM) (1, 1, 50) 10400 \n","_________________________________________________________________\n","dropout_3 (Dropout) (1, 1, 50) 0 \n","_________________________________________________________________\n","lstm_4 (LSTM) (1, 1, 50) 20200 \n","_________________________________________________________________\n","dropout_4 (Dropout) (1, 1, 50) 0 \n","_________________________________________________________________\n","lstm_5 (LSTM) (1, 50) 20200 \n","_________________________________________________________________\n","dropout_5 (Dropout) (1, 50) 0 \n","_________________________________________________________________\n","dense_1 (Dense) (1, 1) 51 \n","=================================================================\n","Total params: 50,851\n","Trainable params: 50,851\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LxJ01uiZC6-X","executionInfo":{"status":"ok","timestamp":1614624687922,"user_tz":-60,"elapsed":28663,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"0b954f5f-4c0b-4bef-89b3-d17c43513411"},"source":["#fit the feature and label into the model, using batch size of 1 \n","history = model.fit(x, y, epochs = 100, batch_size = 1, verbose=1, shuffle=False)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Epoch 1/100\n","72/72 [==============================] - 4s 3ms/step - loss: 0.4011\n","Epoch 2/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.3592\n","Epoch 3/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.3286\n","Epoch 4/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.2932\n","Epoch 5/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.2813\n","Epoch 6/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.2588\n","Epoch 7/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.2207\n","Epoch 8/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.2226\n","Epoch 9/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.1957\n","Epoch 10/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.1588\n","Epoch 11/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.1186\n","Epoch 12/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.1076\n","Epoch 13/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0892\n","Epoch 14/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0724\n","Epoch 15/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.1112\n","Epoch 16/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0652\n","Epoch 17/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0930\n","Epoch 18/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0781\n","Epoch 19/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0674\n","Epoch 20/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0734\n","Epoch 21/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0749\n","Epoch 22/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0726\n","Epoch 23/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0707\n","Epoch 24/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0633\n","Epoch 25/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0551\n","Epoch 26/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0685\n","Epoch 27/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0677\n","Epoch 28/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0548\n","Epoch 29/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0517\n","Epoch 30/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0566\n","Epoch 31/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0763\n","Epoch 32/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0561\n","Epoch 33/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0792\n","Epoch 34/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0551\n","Epoch 35/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0723\n","Epoch 36/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0566\n","Epoch 37/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0502\n","Epoch 38/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0451\n","Epoch 39/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0433\n","Epoch 40/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0720\n","Epoch 41/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0581\n","Epoch 42/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0524\n","Epoch 43/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0474\n","Epoch 44/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0813\n","Epoch 45/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0693\n","Epoch 46/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0513\n","Epoch 47/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0517\n","Epoch 48/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0462\n","Epoch 49/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0541\n","Epoch 50/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0508\n","Epoch 51/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0465\n","Epoch 52/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0425\n","Epoch 53/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0353\n","Epoch 54/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0343\n","Epoch 55/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0455\n","Epoch 56/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0548\n","Epoch 57/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0625\n","Epoch 58/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0749\n","Epoch 59/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0505\n","Epoch 60/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0599\n","Epoch 61/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0565\n","Epoch 62/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0358\n","Epoch 63/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0483\n","Epoch 64/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0577\n","Epoch 65/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0470\n","Epoch 66/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0435\n","Epoch 67/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0422\n","Epoch 68/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0467\n","Epoch 69/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0355\n","Epoch 70/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0285\n","Epoch 71/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0339\n","Epoch 72/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0289\n","Epoch 73/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0275\n","Epoch 74/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0306\n","Epoch 75/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0318\n","Epoch 76/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0389\n","Epoch 77/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0332\n","Epoch 78/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0388\n","Epoch 79/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0428\n","Epoch 80/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0347\n","Epoch 81/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0379\n","Epoch 82/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0437\n","Epoch 83/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0387\n","Epoch 84/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0541\n","Epoch 85/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0613\n","Epoch 86/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0398\n","Epoch 87/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0565\n","Epoch 88/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0309\n","Epoch 89/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0386\n","Epoch 90/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0440\n","Epoch 91/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0434\n","Epoch 92/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0502\n","Epoch 93/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0324\n","Epoch 94/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0467\n","Epoch 95/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0325\n","Epoch 96/100\n","72/72 [==============================] - 0s 2ms/step - loss: 0.0531\n","Epoch 97/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0394\n","Epoch 98/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0522\n","Epoch 99/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0357\n","Epoch 100/100\n","72/72 [==============================] - 0s 3ms/step - loss: 0.0498\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":371},"id":"l9XWNndNC6-X","executionInfo":{"status":"ok","timestamp":1614624688442,"user_tz":-60,"elapsed":29178,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"1c2042ac-fc6d-44e2-c000-6bb04c210303"},"source":["#plot the model performance\n","plt.figure(figsize=(8,5))\n","plt.plot(history.history['loss'])\n","plt.xlabel(\"Epochs\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Model Performance\")\n","plt.show"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":36},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"prTsKIUsC6-X","executionInfo":{"status":"ok","timestamp":1614624689508,"user_tz":-60,"elapsed":30237,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"fbad2111-1556-427b-a138-ec91cefc55ba"},"source":["#make prediction on the dataset\n","prediction = model.predict(x, batch_size=1)\n","prediction[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[-0.40902478],\n"," [-0.9493515 ],\n"," [-0.9799767 ],\n"," [-0.9960539 ],\n"," [-0.97945786]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FNdGzZDSC6-Y","executionInfo":{"status":"ok","timestamp":1614624689509,"user_tz":-60,"elapsed":30233,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"5cea83e3-e456-4e70-d05f-f7845b6278d6"},"source":["#inverse transform the prediction to get the actual prediction price from the scaled one\n","inverse_pred = scaler.inverse_transform(prediction)\n","inverse_pred[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[213.8737 ],\n"," [139.01685],\n"," [134.77403],\n"," [132.54669],\n"," [134.8459 ]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":202},"id":"jp9i_SNGC6-Y","executionInfo":{"status":"ok","timestamp":1614624689509,"user_tz":-60,"elapsed":30227,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"6c99af62-c677-4cc2-a67b-03a0bfcbe061"},"source":["#make the actual price and predicted price into a dataframe for easy comparison\n","df_pred = pd.DataFrame()\n","\n","df_pred['date'] = df.index\n","df_pred['price'] = list(df['price'])\n","df_pred['prediction'] = inverse_pred\n","df_pred.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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datepriceprediction
02015-01-15135.75213.873703
12015-02-15140.00139.016846
22015-03-15140.00134.774033
32015-04-15145.75132.546692
42015-05-15146.30134.845901
\n","
"],"text/plain":[" date price prediction\n","0 2015-01-15 135.75 213.873703\n","1 2015-02-15 140.00 139.016846\n","2 2015-03-15 140.00 134.774033\n","3 2015-04-15 145.75 132.546692\n","4 2015-05-15 146.30 134.845901"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"markdown","metadata":{"id":"OgMoSWHuC6-Y"},"source":["# scoring the model"]},{"cell_type":"code","metadata":{"id":"ElWTfjteC6-Y"},"source":["from sklearn.metrics import mean_squared_error, r2_score"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"gTWHChn7F3rM"},"source":["y_true, y_pred = np.array(df_pred['price']), np.array(df_pred['prediction'])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"p_inAHuKEqFP","executionInfo":{"status":"ok","timestamp":1614624689511,"user_tz":-60,"elapsed":30218,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"4145b8bf-a4c5-45bc-91f9-ab970f8cba11"},"source":["print('MSE', mean_squared_error(y_true, y_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["MSE 509.6561592816484\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ncwobe1-C6-Z","executionInfo":{"status":"ok","timestamp":1614624689511,"user_tz":-60,"elapsed":30211,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"d61074ec-3819-48b3-a4ed-2c88df1979b0"},"source":["print('RMSE ', np.sqrt(np.mean(np.abs((y_true - y_pred) / y_true)) * 100))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["RMSE 2.5934889762377416\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lxYPkHiWC6-Z","executionInfo":{"status":"ok","timestamp":1614624689511,"user_tz":-60,"elapsed":30205,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"2cb5d014-3060-44fb-8d59-c0004899c14c"},"source":["print('R2 Score ', r2_score(y_true, y_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["R2 Score 0.8836211927092437\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Y8mh_GE1C6-Z"},"source":["def mean_absolute_percentage_error(y_true, y_pred): \n"," y_true, y_pred = np.array(y_true), np.array(y_pred)\n"," return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ssbhnvckC6-Z","executionInfo":{"status":"ok","timestamp":1614624689512,"user_tz":-60,"elapsed":30198,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"858db07a-a8db-4531-9af4-8405a6a0ce7e"},"source":["mape = mean_absolute_percentage_error(df_pred['price'], df_pred['prediction'])\n","mape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["6.726185069866688"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"XMghPWBqC6-Z"},"source":["# Compare the actual price and the prediction"]},{"cell_type":"code","metadata":{"id":"X73uNDZcC6-Z"},"source":["#SET DATE COLUMN AS INDEX\n","df_pred.set_index('date', inplace=True)\n","df_pred.index = pd.to_datetime(df_pred.index)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":500},"id":"cvRy3k7oC6-a","executionInfo":{"status":"ok","timestamp":1614624690596,"user_tz":-60,"elapsed":31272,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"944e92a1-2d74-4f01-de6b-c07e890374b2"},"source":["#plot the actual and the predicted price\n","plt.figure(figsize=(12,8))\n","plt.plot(df_pred['price'], color=\"blue\", label=\"actual\")\n","plt.plot(df_pred['prediction'], color=\"red\", label=\"predicted\")\n","plt.title(\"Rice Price Prediction\")\n","plt.legend()\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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date
2020-08-15Rice (local) - Wholesale1/100 100 KGcereals and tubers409.08NGNNigeriaBorno2216.0Biu1968.07114.09.011968_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.597450e+09158
2020-09-15Rice (local) - Wholesale1/100 100 KGcereals and tubers404.35NGNNigeriaBorno2216.0Biu1968.07114.09.011968_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.600128e+09159
2020-10-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.00NGNNigeriaJigawa2223.0Gujungu1973.07114.09.011973_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.602720e+091510
2020-11-15Rice (local) - Wholesale1/100 100 KGcereals and tubers336.00NGNNigeriaJigawa2223.0Gujungu1973.07114.09.011973_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.605398e+091511
2020-12-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.00NGNNigeriaGombe65704.0Gombe1972.07114.09.011972_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.607990e+091512
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"],"text/plain":[" cmname unit ... day month\n","date ... \n","2020-08-15 Rice (local) - Wholesale 1/100 100 KG ... 15 8\n","2020-09-15 Rice (local) - Wholesale 1/100 100 KG ... 15 9\n","2020-10-15 Rice (local) - Wholesale 1/100 100 KG ... 15 10\n","2020-11-15 Rice (local) - Wholesale 1/100 100 KG ... 15 11\n","2020-12-15 Rice (local) - Wholesale 1/100 100 KG ... 15 12\n","\n","[5 rows x 24 columns]"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"markdown","metadata":{"id":"fpEMfBvSC6-a"},"source":["# Focasting 12 months"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0W2gzsEEC6-a","executionInfo":{"status":"ok","timestamp":1614624690597,"user_tz":-60,"elapsed":31261,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"da87bd9e-4961-440a-d0dc-4165f112dce0"},"source":["#past price data scaled\n","price_ = scaler.transform([df['price']]).reshape(-1)\n","price_[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.97293201, -0.94225494, -0.94225494, -0.90075069, -0.89678071])"]},"metadata":{"tags":[]},"execution_count":50}]},{"cell_type":"code","metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"e8aRbwBSC6-a","executionInfo":{"status":"ok","timestamp":1614624690598,"user_tz":-60,"elapsed":31257,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"9e5f700d-8d20-40a1-f731-9dca8b82e2be"},"source":["price_.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(72,)"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"code","metadata":{"id":"RhJncU8MC6-a"},"source":["#1 year, 12 months forcast\n","\n","num_prediction = 11\n","look_back = 1\n","past = price_\n","forecast = past[-look_back:] \n","for _ in range(num_prediction):\n"," x = forecast[-look_back:]\n"," x = x.reshape((1, look_back, 1))\n"," out = model.predict(x)[0][0]\n"," forecast = np.append(forecast, out)\n"," \n","forecast = forecast[look_back-1:]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vex1VG2IC6-a","executionInfo":{"status":"ok","timestamp":1614624691303,"user_tz":-60,"elapsed":31953,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"758e5d8f-029c-4ede-be78-c8bb45038973"},"source":["#12months forcast date\n","last_date = df_pred.index.values[-1]\n","forecast_dates = pd.date_range(last_date, periods=num_prediction+1, freq='MS').tolist()\n","forecast_dates[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Timestamp('2021-01-01 00:00:00', freq='MS'),\n"," Timestamp('2021-02-01 00:00:00', freq='MS'),\n"," Timestamp('2021-03-01 00:00:00', freq='MS'),\n"," Timestamp('2021-04-01 00:00:00', freq='MS'),\n"," Timestamp('2021-05-01 00:00:00', freq='MS')]"]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"l2LybtDXC6-b","executionInfo":{"status":"ok","timestamp":1614624691304,"user_tz":-60,"elapsed":31912,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"510cbcfd-c2ea-4e85-8aaa-efc4b171bdfc"},"source":["#forecast\r\n","forecast"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 0.5374621 , 0.38558626, 0.0673452 , -0.3539542 , -0.67463869,\n"," -0.82384181, -0.88910699, -0.92017084, -0.93426061, -0.93742275,\n"," -0.93003976, -0.91001737])"]},"metadata":{"tags":[]},"execution_count":54}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fTsnEXm4C6-b","executionInfo":{"status":"ok","timestamp":1614624691304,"user_tz":-60,"elapsed":31905,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"1327cf3f-ed95-4fd4-e356-745d6441c518"},"source":["len(forecast_dates)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["12"]},"metadata":{"tags":[]},"execution_count":55}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a_eZKOxiC6-b","executionInfo":{"status":"ok","timestamp":1614624691305,"user_tz":-60,"elapsed":31899,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"03bb0506-4158-4eab-e8de-14b38bf7d627"},"source":["#inverse transform the forecast to get the actual forecast price from the scaled one\n","forecast = scaler.inverse_transform(forecast.reshape(-1, 1))\n","forecast[:5]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[345. ],\n"," [323.9591207 ],\n"," [279.87000428],\n"," [221.50318569],\n"," [177.07555609]])"]},"metadata":{"tags":[]},"execution_count":56}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"n6wkyStsC6-b","executionInfo":{"status":"ok","timestamp":1614624691305,"user_tz":-60,"elapsed":31893,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"9516da52-cc6b-4c90-b163-482de10a54be"},"source":["len(forecast)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["12"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":233},"id":"_ucR4peUC6-b","executionInfo":{"status":"ok","timestamp":1614624691306,"user_tz":-60,"elapsed":31888,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"0bc19dae-4cec-44cf-a782-4f091f87e02f"},"source":["#forcast into dataframe\n","future = pd.DataFrame()\n","future['date'] = list(forecast_dates)\n","future['predicted_price'] = forecast\n","future.set_index('date', inplace=True)\n","future.index = pd.to_datetime(future.index)\n","future.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
predicted_price
date
2021-01-01345.000000
2021-02-01323.959121
2021-03-01279.870004
2021-04-01221.503186
2021-05-01177.075556
\n","
"],"text/plain":[" predicted_price\n","date \n","2021-01-01 345.000000\n","2021-02-01 323.959121\n","2021-03-01 279.870004\n","2021-04-01 221.503186\n","2021-05-01 177.075556"]},"metadata":{"tags":[]},"execution_count":58}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":517},"id":"bRbuE65dC6-c","executionInfo":{"status":"ok","timestamp":1614624691692,"user_tz":-60,"elapsed":32270,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"1498a566-c3c8-43ff-ecde-588eca104e16"},"source":["plt.figure(figsize=(12,8))\n","\n","plt.plot(df_pred['price'], color='blue', label=\"past\")\n","plt.plot(future['predicted_price'], color='red', label=\"future\")\n","plt.title('Future Rice Price Predictions')\n","plt.legend()\n","plt.show"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":59},{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"yYhlqef0JrCv"},"source":["# Conclusion\r\n","The model performance on the existing data gave an r2 score of 88.36%\r\n","\r\n","The model forecast that the price of wholesale local rice will drastically reduce in 2022."]},{"cell_type":"code","metadata":{"id":"adKho5nJC6-c"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/Level 3/Intermediate/Rice_Price_Forcasting.ipynb b/Level 3/Intermediate/Rice_Price_Forcasting.ipynb new file mode 100644 index 0000000..964fea9 --- /dev/null +++ b/Level 3/Intermediate/Rice_Price_Forcasting.ipynb @@ -0,0 +1,3396 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "colab": { + "name": "Rice Price Forcasting.ipynb", + "provenance": [], + "collapsed_sections": [ + "az28sLnMC6-V", + "nP5YstomC6-V", + "zuOJeti6C6-W", + "OgMoSWHuC6-Y", + "XMghPWBqC6-Z", + "fpEMfBvSC6-a", + "yYhlqef0JrCv" + ] + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "iBuViPJBC6-O" + }, + "source": [ + "# Rice Price Forcast, Using Time Series\n", + "\n", + "Background \n", + "- Rice is one of the one of the most consumed staples in Nigeria, which can be made into different forms. It made up to the 10% of household food spending in nigeria. In 2015 the nigeria government placed a ban on importation of rice to encourage a local local production, this in turn gave rise to high of demand of the locally produced rice.\n", + "source - [medium-thrive-agric](https://medium.com/thrive-agric/rice-production-in-nigeria-7ef4918ced6a#:~:text=Nigeria%20is%20the%20largest%20producer,being%20the%20top%20producing%20country)\n", + "\n", + "Tasks\n", + "- The task is to forecast the wholesales prices of Local Rice in nigeria for the next 12months\n", + "\n", + "Time Series Forecasting\n", + "- Time series forecasting is a technique for predicting events through a time sequence.\n", + " \n", + "Data\n", + "- The data was provided through with the assigned tasks, it contains the price list of different consumables in nigeria, since the task is to forecast the price of the wholesale price of local rice, we will be selecting only the rows containing the wholesale price in Nigeria for the analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CAzGInDfC6-Q" + }, + "source": [ + "# Import some of the necessary libraries for data exploration." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "F4RUBf8FC6-Q" + }, + "source": [ + "import pandas as pd \n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "import seaborn as sns\n", + "import datetime as dt\n", + "warnings.filterwarnings('ignore')\n", + "plt.style.use('ggplot')\n", + "%matplotlib inline" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fWgnf2nDDOR_", + "outputId": "4fc96dd8-1b60-4934-c466-b4346a32fd88" + }, + "source": [ + "from google.colab import drive\r\n", + "drive.mount('/content/drive')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 361 + }, + "id": "0hkp7VFVC6-Q", + "outputId": "5162707c-5736-496c-944d-5a2dd6c03fd8" + }, + "source": [ + "#import and read the data\n", + "data = pd.read_csv('/content/drive/MyDrive/Codes/wfp_food_median_prices_nigeria (1).csv')\n", + "data.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " date cmname ... interpolated x\n", + "count 5473 5473 ... 5472.000000 3.514000e+03\n", + "unique 73 55 ... NaN NaN\n", + "top 2017-01-15 Oil (palm) - Wholesale ... NaN NaN\n", + "freq 76 216 ... NaN NaN\n", + "mean NaN NaN ... 0.357822 1.526491e+09\n", + "std NaN NaN ... 0.479403 5.134165e+07\n", + "min NaN NaN ... 0.000000 1.421280e+09\n", + "25% NaN NaN ... 0.000000 1.487117e+09\n", + "50% NaN NaN ... 0.000000 1.529021e+09\n", + "75% NaN NaN ... 1.000000 1.571098e+09\n", + "max NaN NaN ... 1.000000 1.607990e+09\n", + "\n", + "[11 rows x 23 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 64 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "caCiYOKHC6-R", + "outputId": "86d3cbb1-1229-4c3a-b62f-6d99e59a1985" + }, + "source": [ + "data.isnull().sum()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "date 0\n", + "cmname 0\n", + "unit 0\n", + "category 0\n", + "price 0\n", + "currency 1958\n", + "country 1958\n", + "admname 1958\n", + "adm1id 1958\n", + "mktname 1958\n", + "mktid 1959\n", + "cmid 0\n", + "ptid 1959\n", + "umid 1959\n", + "catid 0\n", + "sn 1958\n", + "default 5473\n", + "year 1958\n", + "label 0\n", + "cmnameshort 0\n", + "scaling 1\n", + "interpolated 1\n", + "x 1959\n", + "dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 65 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DTZIDXh0C6-S", + "outputId": "cfc0ab28-68da-49b5-8b77-534ad755561e" + }, + "source": [ + "data.cmname.unique()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['#item+name', 'Bananas - Retail', 'Beans (red) - Retail',\n", + " 'Beans (white) - Retail', 'Bread - Retail',\n", + " 'Cassava meal (gari, yellow) - Retail',\n", + " 'Cassava meal (gari, yellow) - Wholesale',\n", + " 'Cowpeas (brown) - Retail', 'Cowpeas (brown) - Wholesale',\n", + " 'Cowpeas (white) - Retail', 'Cowpeas (white) - Wholesale',\n", + " 'Cowpeas - Retail', 'Eggs - Retail', 'Fish - Retail',\n", + " 'Gari (white) - Retail', 'Gari (white) - Wholesale',\n", + " 'Groundnuts (shelled) - Retail',\n", + " 'Groundnuts (shelled) - Wholesale', 'Groundnuts - Retail',\n", + " 'Maize (white) - Retail', 'Maize (white) - Wholesale',\n", + " 'Maize (yellow) - Retail', 'Maize (yellow) - Wholesale',\n", + " 'Maize - Wholesale', 'Maize flour - Retail',\n", + " 'Meat (beef) - Retail', 'Meat (goat) - Retail', 'Milk - Retail',\n", + " 'Millet - Retail', 'Millet - Wholesale', 'Oil (palm) - Retail',\n", + " 'Oil (palm) - Wholesale', 'Oil (vegetable) - Retail',\n", + " 'Onions - Retail', 'Oranges - Retail', 'Rice (imported) - Retail',\n", + " 'Rice (imported) - Wholesale', 'Rice (local) - Retail',\n", + " 'Rice (local) - Wholesale', 'Rice (milled, local) - Wholesale',\n", + " 'Salt - Retail', 'Sorghum (brown) - Retail',\n", + " 'Sorghum (brown) - Wholesale', 'Sorghum (white) - Retail',\n", + " 'Sorghum (white) - Wholesale', 'Sorghum - Retail',\n", + " 'Sorghum - Wholesale', 'Spinach - Retail', 'Sugar - Retail',\n", + " 'Tomatoes - Retail', 'Watermelons - Retail',\n", + " 'Yam (Abuja) - Retail', 'Yam (Abuja) - Wholesale', 'Yam - Retail',\n", + " 'Yam - Wholesale'], dtype=object)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 66 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O1i2YScYC6-S" + }, + "source": [ + "# Select the rows containing wholesale price of local rice " + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 569 + }, + "id": "rXUyv3FrC6-S", + "outputId": "d2d74c12-1700-4024-fc5b-166f05e29d34" + }, + "source": [ + "df = data[(data['cmname'] == 'Rice (local) - Wholesale')]\n", + "df.sample(5)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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38632018-11-15Rice (local) - Wholesale1/100 100 KGcereals and tubers240.0NGNNigeriaYobe2240.0Damaturu1969.07114.09.011969_71_14_9NaN2018.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.542240e+09
38882020-12-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.0NGNNigeriaGombe65704.0Gombe1972.07114.09.011972_71_14_9NaN2020.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.607990e+09
38622018-10-15Rice (local) - Wholesale1/100 100 KGcereals and tubers242.0NGNNigeriaYobe2240.0Damaturu1969.07114.09.011969_71_14_9NaN2018.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.539562e+09
38232015-07-15Rice (local) - Wholesale1/100 100 KGcereals and tubers142.24NGNNigeriaKano2225.0Dawanau1976.07114.09.011976_71_14_9NaN2015.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.436918e+09
38832020-07-15Rice (local) - Wholesale1/100 100 KGcereals and tubers390.0NGNNigeriaKatsina2226.0Dandume1970.07114.09.011970_71_14_9NaN2020.0Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.594771e+09
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" + ], + "text/plain": [ + " date cmname ... interpolated x\n", + "3863 2018-11-15 Rice (local) - Wholesale ... 0.0 1.542240e+09\n", + "3888 2020-12-15 Rice (local) - Wholesale ... 0.0 1.607990e+09\n", + "3862 2018-10-15 Rice (local) - Wholesale ... 0.0 1.539562e+09\n", + "3823 2015-07-15 Rice (local) - Wholesale ... 0.0 1.436918e+09\n", + "3883 2020-07-15 Rice (local) - Wholesale ... 0.0 1.594771e+09\n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 67 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ugiZtzQuC6-S" + }, + "source": [ + "# Data exploration and cleaning" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_E-fyWHCC6-S" + }, + "source": [ + "df['price']=df['price'].apply(pd.to_numeric, errors='coerce')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uFW9ctxJC6-T" + }, + "source": [ + "df['date'] = df['date'].apply(pd.to_datetime)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "POL17tXAC6-T" + }, + "source": [ + "df = df.sort_values('date')\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "HeKubNmsC6-T" + }, + "source": [ + "# Create new columns with the date column\n", + "df['day'] = df['date'].dt.day\n", + "df['month'] = df['date'].dt.month\n", + "df['year'] = df['date'].dt.year" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "3dmZK9_3C6-T" + }, + "source": [ + "#set date column as index\n", + "df.set_index('date', inplace=True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DCry10TsC6-T", + "outputId": "0eba48cb-d009-4aba-db32-1f27c0415ec0" + }, + "source": [ + "df.info()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 72 entries, 2015-01-15 to 2020-12-15\n", + "Data columns (total 24 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 cmname 72 non-null object \n", + " 1 unit 72 non-null object \n", + " 2 category 72 non-null object \n", + " 3 price 72 non-null float64\n", + " 4 currency 70 non-null object \n", + " 5 country 70 non-null object \n", + " 6 admname 70 non-null object \n", + " 7 adm1id 70 non-null object \n", + " 8 mktname 70 non-null object \n", + " 9 mktid 70 non-null float64\n", + " 10 cmid 72 non-null object \n", + " 11 ptid 70 non-null float64\n", + " 12 umid 70 non-null float64\n", + " 13 catid 72 non-null object \n", + " 14 sn 70 non-null object \n", + " 15 default 0 non-null float64\n", + " 16 year 72 non-null int64 \n", + " 17 label 72 non-null object \n", + " 18 cmnameshort 72 non-null object \n", + " 19 scaling 72 non-null float64\n", + " 20 interpolated 72 non-null float64\n", + " 21 x 70 non-null float64\n", + " 22 day 72 non-null int64 \n", + " 23 month 72 non-null int64 \n", + "dtypes: float64(8), int64(3), object(13)\n", + "memory usage: 14.1+ KB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "butRZZa4C6-T", + "outputId": "af6688b9-9400-486d-f33e-b17a0c8c538f" + }, + "source": [ + "#average price according to states\n", + "RIE=df[['admname', 'price']]\n", + "rie =RIE.groupby(['admname'], as_index=False).mean()\n", + "rie=rie.sort_values(['price'], ascending=False)\n", + "rie" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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9Zamfara286.300000
0Borno276.207273
7Oyo271.216667
1Gombe266.953704
3Kaduna251.945000
8Yobe241.100000
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4Kano231.906667
5Katsina224.052000
6Kebbi207.728333
\n", + "
" + ], + "text/plain": [ + " admname price\n", + "9 Zamfara 286.300000\n", + "0 Borno 276.207273\n", + "7 Oyo 271.216667\n", + "1 Gombe 266.953704\n", + "3 Kaduna 251.945000\n", + "8 Yobe 241.100000\n", + "2 Jigawa 234.924360\n", + "4 Kano 231.906667\n", + "5 Katsina 224.052000\n", + "6 Kebbi 207.728333" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 74 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 354 + }, + "id": "r3awM-hhC6-U", + "outputId": "6c35f076-69a2-4d46-8512-0505fa133fd0" + }, + "source": [ + "fig= plt.subplots(figsize=(12,5))\n", + "g = sns.barplot(x='admname', y='price', data=rie)\n", + "g.title.set_text('The Average Rice Price corresponding to State')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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" + ], + "text/plain": [ + " price\n", + "month \n", + "8 273.353333\n", + "9 267.211667\n", + "7 264.962222\n", + "6 263.150704\n", + "5 259.241667\n", + "12 248.521667\n", + "10 247.500000\n", + "4 247.308333\n", + "11 242.133333\n", + "3 232.676667\n", + "2 224.991667\n", + "1 220.220833" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 76 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "KAlcUFA9C6-U", + "outputId": "9d6dd449-fb7a-4ad8-9fb1-85d505a39176" + }, + "source": [ + "#plotting a line chart to check the trend of the price over the given dates\n", + "fig, ax = plt.subplots(figsize=(15,6))\n", + "\n", + "trend = df.groupby('date')['price'].mean()\n", + "trend = trend.reset_index()\n", + "\n", + "sns.lineplot(x='date', y='price', data=trend, ci=None, markers=True, ax=ax)\n", + "ax.set_xticks(ticks=trend['date'].value_counts(ascending=True).index)\n", + "ax.set_xticklabels(trend['date'], rotation=90, ha=\"right\")\n", + "\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "LwM9t7BRC6-U", + "outputId": "24fb27b5-7f9d-4d01-971e-f66675d88598" + }, + "source": [ + "#plotting a line chart to check the trend of the price over the months\n", + "fig, ax = plt.subplots(figsize=(15,6))\n", + "\n", + "month = df.groupby('month')['price'].mean()\n", + "month = month.reset_index()\n", + "\n", + "sns.lineplot(x='month', y='price', data=month, ci=None, markers=True, ax=ax)\n", + "ax.set_xticks(ticks=df['month'].value_counts(ascending=True).index)\n", + "\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "8OtmluaIC6-U", + "outputId": "c6f9f0a2-672a-424f-ca4a-fea8cc8c3796" + }, + "source": [ + "#plotting a line chart to check the trend of the price over the years\n", + "fig, ax = plt.subplots(figsize=(15,6))\n", + "\n", + "year = df.groupby('year')['price'].mean()\n", + "year = year.reset_index()\n", + "\n", + "sns.lineplot(x='year', y='price', data=year, ci=None, markers=True, ax=ax)\n", + "ax.set_xticks(ticks=df['year'].value_counts(ascending=True).index)\n", + "\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "orfd2sCEC6-V", + "outputId": "7389d422-6cfc-462e-c212-8ea4e7b7c203" + }, + "source": [ + "df['price'].describe()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "count 72.000000\n", + "mean 249.272674\n", + "std 66.640579\n", + "min 132.000000\n", + "25% 233.650000\n", + "50% 255.440000\n", + "75% 279.300000\n", + "max 409.080000\n", + "Name: price, dtype: float64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 80 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xlaBd4eIC6-V", + "outputId": "042bceaa-31fa-4430-955a-f75587ed517a" + }, + "source": [ + "df.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(72, 24)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 81 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IwIYgWYuC6-V", + "outputId": "4fc4bffc-317c-4d54-f200-8243b315fd98" + }, + "source": [ + "#selecting only the price column\n", + "price = df['price'].values.reshape(-1, 1)\n", + "price[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[135.75],\n", + " [140. ],\n", + " [140. ],\n", + " [145.75],\n", + " [146.3 ]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 82 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "az28sLnMC6-V" + }, + "source": [ + "# Data preparation for modelling\n", + "To prepare the data for modelling, we need to scale the data to give it a regular pattern between -1 and 1, To do this we will be using the sklearn library for preproccessing data, using the MinMax scaler to scale the data between -1 and 1" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "whfS0DriC6-V" + }, + "source": [ + "#import the library\n", + "from sklearn.preprocessing import MinMaxScaler" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0T1u70MSC6-V", + "outputId": "1b53caf0-ba73-4de6-b6e8-03ce76624254" + }, + "source": [ + "#assign the scaler to a variable then fit and transform the data-price column\n", + "scaler = MinMaxScaler(feature_range=(-1, 1))\n", + "\n", + "scaler = scaler.fit(price)\n", + "scaled_data = scaler.transform(price)\n", + "scaled_data[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[-0.97293201],\n", + " [-0.94225494],\n", + " [-0.94225494],\n", + " [-0.90075069],\n", + " [-0.89678071]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 84 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nP5YstomC6-V" + }, + "source": [ + "# To supervised learning \n", + "To be able to predict with a neural network, the data needs to be converted from time series to supervised learning. This can be done using different means. Here, a lag feature was generated using the shift function from the existing dataset." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JG8SxXMgC6-W" + }, + "source": [ + "#Add a lagged column to the price using the shift function\n", + "df_data= pd.DataFrame(scaled_data)\n", + "lag=1\n", + "columns = [df_data.shift(i) for i in range(1, lag+1)]\n", + "columns.append(df_data)\n", + "df_data = pd.concat(columns, axis=1)\n", + "df_data.fillna(0, inplace=True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "id": "mhSrRIhyC6-W", + "outputId": "25a54f5a-49af-467c-8285-4650f690f23f" + }, + "source": [ + "lagged_data = df_data\n", + "lagged_data.columns = ['lag', 'price']\n", + "lagged_data.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " lag price\n", + "0 0.000000 -0.972932\n", + "1 -0.972932 -0.942255\n", + "2 -0.942255 -0.942255\n", + "3 -0.942255 -0.900751\n", + "4 -0.900751 -0.896781" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 86 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zuOJeti6C6-W" + }, + "source": [ + "\n", + "\n", + "# Forecast and modelling using LSTM\n", + "- From keras library on the tensorflow backend. LSTM stands for Long short-term Memory, It is an artificial recurrent neural network(RNN) architechture used in deep learning, It is well suited in classifying, processing, making predictions based on a time series data. Since the task involves a time series forecasting, LSTM is the best for the analysis" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "x_0Uvy5yC6-W" + }, + "source": [ + "#importing necessary libraries\n", + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "id": "XuWtwPsLC6-W" + }, + "source": [ + "#dividing data into features and labels,\n", + "#The model expects the input shape to be three-dimensional with [samples, timesteps, features], \n", + "#hence it must reshape the single input sample before making the prediction.\n", + "feature_set= np.array(lagged_data)\n", + "x, y = feature_set[:, 0:-1], feature_set[:, -1:]\n", + "x = x.reshape(x.shape[0], 1, x.shape[1])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4Ien0y7DC6-W", + "outputId": "3376f6c6-a273-4b80-f99d-f58f34e69a0c" + }, + "source": [ + "x.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(72, 1, 1)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 89 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "74yQ2jUQC6-X", + "outputId": "b8b1c3c6-3884-415d-f4d4-41eb6f5eec93" + }, + "source": [ + "x[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[[ 0. ]],\n", + "\n", + " [[-0.97293201]],\n", + "\n", + " [[-0.94225494]],\n", + "\n", + " [[-0.94225494]],\n", + "\n", + " [[-0.90075069]]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 90 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YozsHL4EC6-X", + "outputId": "c571598e-e982-4f3a-8185-a7dde3775c92" + }, + "source": [ + "y[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[-0.97293201],\n", + " [-0.94225494],\n", + " [-0.94225494],\n", + " [-0.90075069],\n", + " [-0.89678071]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 91 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "id": "YOJ5QH4pC6-X" + }, + "source": [ + "#build our model\n", + "model = Sequential()\n", + "model.add(LSTM(units=50, batch_input_shape=(1, x.shape[1], x.shape[2]), stateful=True, return_sequences=True))\n", + "model.add(Dropout(0.2)) \n", + "model.add(LSTM(units=50, return_sequences=True))\n", + "model.add(Dropout(0.2))\n", + "model.add(LSTM(units=50, return_sequences=False))\n", + "model.add(Dropout(0.2))\n", + "model.add(Dense(units=1))\n", + "model.compile(loss='mean_squared_error', optimizer='rmsprop')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V3rrLh15C6-X", + "outputId": "61db9315-616a-4e93-b59c-42b3ea0d085d" + }, + "source": [ + "model.summary()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "lstm_3 (LSTM) (1, 1, 50) 10400 \n", + "_________________________________________________________________\n", + "dropout_3 (Dropout) (1, 1, 50) 0 \n", + "_________________________________________________________________\n", + "lstm_4 (LSTM) (1, 1, 50) 20200 \n", + "_________________________________________________________________\n", + "dropout_4 (Dropout) (1, 1, 50) 0 \n", + "_________________________________________________________________\n", + "lstm_5 (LSTM) (1, 50) 20200 \n", + "_________________________________________________________________\n", + "dropout_5 (Dropout) (1, 50) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (1, 1) 51 \n", + "=================================================================\n", + "Total params: 50,851\n", + "Trainable params: 50,851\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LxJ01uiZC6-X", + "outputId": "0b954f5f-4c0b-4bef-89b3-d17c43513411" + }, + "source": [ + "#fit the feature and label into the model, using batch size of 1 \n", + "history = model.fit(x, y, epochs = 100, batch_size = 1, verbose=1, shuffle=False)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "72/72 [==============================] - 4s 3ms/step - loss: 0.4011\n", + "Epoch 2/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.3592\n", + "Epoch 3/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.3286\n", + "Epoch 4/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.2932\n", + "Epoch 5/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.2813\n", + "Epoch 6/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.2588\n", + "Epoch 7/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.2207\n", + "Epoch 8/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.2226\n", + "Epoch 9/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.1957\n", + "Epoch 10/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.1588\n", + "Epoch 11/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.1186\n", + "Epoch 12/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.1076\n", + "Epoch 13/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0892\n", + "Epoch 14/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0724\n", + "Epoch 15/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.1112\n", + "Epoch 16/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0652\n", + "Epoch 17/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0930\n", + "Epoch 18/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0781\n", + "Epoch 19/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0674\n", + "Epoch 20/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0734\n", + "Epoch 21/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0749\n", + "Epoch 22/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0726\n", + "Epoch 23/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0707\n", + "Epoch 24/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0633\n", + "Epoch 25/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0551\n", + "Epoch 26/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0685\n", + "Epoch 27/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0677\n", + "Epoch 28/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0548\n", + "Epoch 29/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0517\n", + "Epoch 30/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0566\n", + "Epoch 31/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0763\n", + "Epoch 32/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0561\n", + "Epoch 33/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0792\n", + "Epoch 34/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0551\n", + "Epoch 35/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0723\n", + "Epoch 36/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0566\n", + "Epoch 37/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0502\n", + "Epoch 38/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0451\n", + "Epoch 39/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0433\n", + "Epoch 40/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0720\n", + "Epoch 41/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0581\n", + "Epoch 42/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0524\n", + "Epoch 43/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0474\n", + "Epoch 44/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0813\n", + "Epoch 45/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0693\n", + "Epoch 46/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0513\n", + "Epoch 47/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0517\n", + "Epoch 48/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0462\n", + "Epoch 49/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0541\n", + "Epoch 50/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0508\n", + "Epoch 51/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0465\n", + "Epoch 52/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0425\n", + "Epoch 53/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0353\n", + "Epoch 54/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0343\n", + "Epoch 55/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0455\n", + "Epoch 56/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0548\n", + "Epoch 57/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0625\n", + "Epoch 58/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0749\n", + "Epoch 59/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0505\n", + "Epoch 60/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0599\n", + "Epoch 61/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0565\n", + "Epoch 62/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0358\n", + "Epoch 63/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0483\n", + "Epoch 64/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0577\n", + "Epoch 65/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0470\n", + "Epoch 66/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0435\n", + "Epoch 67/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0422\n", + "Epoch 68/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0467\n", + "Epoch 69/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0355\n", + "Epoch 70/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0285\n", + "Epoch 71/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0339\n", + "Epoch 72/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0289\n", + "Epoch 73/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0275\n", + "Epoch 74/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0306\n", + "Epoch 75/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0318\n", + "Epoch 76/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0389\n", + "Epoch 77/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0332\n", + "Epoch 78/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0388\n", + "Epoch 79/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0428\n", + "Epoch 80/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0347\n", + "Epoch 81/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0379\n", + "Epoch 82/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0437\n", + "Epoch 83/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0387\n", + "Epoch 84/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0541\n", + "Epoch 85/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0613\n", + "Epoch 86/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0398\n", + "Epoch 87/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0565\n", + "Epoch 88/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0309\n", + "Epoch 89/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0386\n", + "Epoch 90/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0440\n", + "Epoch 91/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0434\n", + "Epoch 92/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0502\n", + "Epoch 93/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0324\n", + "Epoch 94/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0467\n", + "Epoch 95/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0325\n", + "Epoch 96/100\n", + "72/72 [==============================] - 0s 2ms/step - loss: 0.0531\n", + "Epoch 97/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0394\n", + "Epoch 98/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0522\n", + "Epoch 99/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0357\n", + "Epoch 100/100\n", + "72/72 [==============================] - 0s 3ms/step - loss: 0.0498\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 371 + }, + "id": "l9XWNndNC6-X", + "outputId": "1c2042ac-fc6d-44e2-c000-6bb04c210303" + }, + "source": [ + "#plot the model performance\n", + "plt.figure(figsize=(8,5))\n", + "plt.plot(history.history['loss'])\n", + "plt.xlabel(\"Epochs\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.title(\"Model Performance\")\n", + "plt.show" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 36 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "prTsKIUsC6-X", + "outputId": "fbad2111-1556-427b-a138-ec91cefc55ba" + }, + "source": [ + "#make prediction on the dataset\n", + "prediction = model.predict(x, batch_size=1)\n", + "prediction[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[-0.40902478],\n", + " [-0.9493515 ],\n", + " [-0.9799767 ],\n", + " [-0.9960539 ],\n", + " [-0.97945786]], dtype=float32)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FNdGzZDSC6-Y", + "outputId": "5cea83e3-e456-4e70-d05f-f7845b6278d6" + }, + "source": [ + "#inverse transform the prediction to get the actual prediction price from the scaled one\n", + "inverse_pred = scaler.inverse_transform(prediction)\n", + "inverse_pred[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[213.8737 ],\n", + " [139.01685],\n", + " [134.77403],\n", + " [132.54669],\n", + " [134.8459 ]], dtype=float32)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "id": "jp9i_SNGC6-Y", + "outputId": "6c99af62-c677-4cc2-a67b-03a0bfcbe061" + }, + "source": [ + "#make the actual price and predicted price into a dataframe for easy comparison\n", + "df_pred = pd.DataFrame()\n", + "\n", + "df_pred['date'] = df.index\n", + "df_pred['price'] = list(df['price'])\n", + "df_pred['prediction'] = inverse_pred\n", + "df_pred.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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datepriceprediction
02015-01-15135.75213.873703
12015-02-15140.00139.016846
22015-03-15140.00134.774033
32015-04-15145.75132.546692
42015-05-15146.30134.845901
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" + ], + "text/plain": [ + " date price prediction\n", + "0 2015-01-15 135.75 213.873703\n", + "1 2015-02-15 140.00 139.016846\n", + "2 2015-03-15 140.00 134.774033\n", + "3 2015-04-15 145.75 132.546692\n", + "4 2015-05-15 146.30 134.845901" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 39 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OgMoSWHuC6-Y" + }, + "source": [ + "# scoring the model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ElWTfjteC6-Y" + }, + "source": [ + "from sklearn.metrics import mean_squared_error, r2_score" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "gTWHChn7F3rM" + }, + "source": [ + "y_true, y_pred = np.array(df_pred['price']), np.array(df_pred['prediction'])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p_inAHuKEqFP", + "outputId": "4145b8bf-a4c5-45bc-91f9-ab970f8cba11" + }, + "source": [ + "print('MSE', mean_squared_error(y_true, y_pred))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "MSE 509.6561592816484\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ncwobe1-C6-Z", + "outputId": "d61074ec-3819-48b3-a4ed-2c88df1979b0" + }, + "source": [ + "print('RMSE ', np.sqrt(np.mean(np.abs((y_true - y_pred) / y_true)) * 100))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "RMSE 2.5934889762377416\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lxYPkHiWC6-Z", + "outputId": "2cb5d014-3060-44fb-8d59-c0004899c14c" + }, + "source": [ + "print('R2 Score ', r2_score(y_true, y_pred))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "R2 Score 0.8836211927092437\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Y8mh_GE1C6-Z" + }, + "source": [ + "def mean_absolute_percentage_error(y_true, y_pred): \n", + " y_true, y_pred = np.array(y_true), np.array(y_pred)\n", + " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ssbhnvckC6-Z", + "outputId": "858db07a-a8db-4531-9af4-8405a6a0ce7e" + }, + "source": [ + "mape = mean_absolute_percentage_error(df_pred['price'], df_pred['prediction'])\n", + "mape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "6.726185069866688" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 46 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XMghPWBqC6-Z" + }, + "source": [ + "# Compare the actual price and the prediction" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "X73uNDZcC6-Z" + }, + "source": [ + "#SET DATE COLUMN AS INDEX\n", + "df_pred.set_index('date', inplace=True)\n", + "df_pred.index = pd.to_datetime(df_pred.index)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 500 + }, + "id": "cvRy3k7oC6-a", + "outputId": "944e92a1-2d74-4f01-de6b-c07e890374b2" + }, + "source": [ + "#plot the actual and the predicted price\n", + "plt.figure(figsize=(12,8))\n", + "plt.plot(df_pred['price'], color=\"blue\", label=\"actual\")\n", + "plt.plot(df_pred['prediction'], color=\"red\", label=\"predicted\")\n", + "plt.title(\"Rice Price Prediction\")\n", + "plt.legend()\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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date
2020-08-15Rice (local) - Wholesale1/100 100 KGcereals and tubers409.08NGNNigeriaBorno2216.0Biu1968.07114.09.011968_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.597450e+09158
2020-09-15Rice (local) - Wholesale1/100 100 KGcereals and tubers404.35NGNNigeriaBorno2216.0Biu1968.07114.09.011968_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.600128e+09159
2020-10-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.00NGNNigeriaJigawa2223.0Gujungu1973.07114.09.011973_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.602720e+091510
2020-11-15Rice (local) - Wholesale1/100 100 KGcereals and tubers336.00NGNNigeriaJigawa2223.0Gujungu1973.07114.09.011973_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.605398e+091511
2020-12-15Rice (local) - Wholesale1/100 100 KGcereals and tubers345.00NGNNigeriaGombe65704.0Gombe1972.07114.09.011972_71_14_9NaN2020Rice (local) - Wholesale (1/100 100 KG)Rice loc. Whs.0.010.01.607990e+091512
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" + ], + "text/plain": [ + " cmname unit ... day month\n", + "date ... \n", + "2020-08-15 Rice (local) - Wholesale 1/100 100 KG ... 15 8\n", + "2020-09-15 Rice (local) - Wholesale 1/100 100 KG ... 15 9\n", + "2020-10-15 Rice (local) - Wholesale 1/100 100 KG ... 15 10\n", + "2020-11-15 Rice (local) - Wholesale 1/100 100 KG ... 15 11\n", + "2020-12-15 Rice (local) - Wholesale 1/100 100 KG ... 15 12\n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 49 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fpEMfBvSC6-a" + }, + "source": [ + "# Focasting 12 months" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0W2gzsEEC6-a", + "outputId": "da87bd9e-4961-440a-d0dc-4165f112dce0" + }, + "source": [ + "#past price data scaled\n", + "price_ = scaler.transform([df['price']]).reshape(-1)\n", + "price_[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([-0.97293201, -0.94225494, -0.94225494, -0.90075069, -0.89678071])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 50 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "e8aRbwBSC6-a", + "outputId": "9e5f700d-8d20-40a1-f731-9dca8b82e2be" + }, + "source": [ + "price_.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(72,)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 51 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RhJncU8MC6-a" + }, + "source": [ + "#1 year, 12 months forcast\n", + "\n", + "num_prediction = 11\n", + "look_back = 1\n", + "past = price_\n", + "forecast = past[-look_back:] \n", + "for _ in range(num_prediction):\n", + " x = forecast[-look_back:]\n", + " x = x.reshape((1, look_back, 1))\n", + " out = model.predict(x)[0][0]\n", + " forecast = np.append(forecast, out)\n", + " \n", + "forecast = forecast[look_back-1:]" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vex1VG2IC6-a", + "outputId": "758e5d8f-029c-4ede-be78-c8bb45038973" + }, + "source": [ + "#12months forcast date\n", + "last_date = df_pred.index.values[-1]\n", + "forecast_dates = pd.date_range(last_date, periods=num_prediction+1, freq='MS').tolist()\n", + "forecast_dates[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[Timestamp('2021-01-01 00:00:00', freq='MS'),\n", + " Timestamp('2021-02-01 00:00:00', freq='MS'),\n", + " Timestamp('2021-03-01 00:00:00', freq='MS'),\n", + " Timestamp('2021-04-01 00:00:00', freq='MS'),\n", + " Timestamp('2021-05-01 00:00:00', freq='MS')]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 53 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "l2LybtDXC6-b", + "outputId": "510cbcfd-c2ea-4e85-8aaa-efc4b171bdfc" + }, + "source": [ + "#forecast\r\n", + "forecast" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 0.5374621 , 0.38558626, 0.0673452 , -0.3539542 , -0.67463869,\n", + " -0.82384181, -0.88910699, -0.92017084, -0.93426061, -0.93742275,\n", + " -0.93003976, -0.91001737])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 54 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fTsnEXm4C6-b", + "outputId": "1327cf3f-ed95-4fd4-e356-745d6441c518" + }, + "source": [ + "len(forecast_dates)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "12" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 55 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "a_eZKOxiC6-b", + "outputId": "03bb0506-4158-4eab-e8de-14b38bf7d627" + }, + "source": [ + "#inverse transform the forecast to get the actual forecast price from the scaled one\n", + "forecast = scaler.inverse_transform(forecast.reshape(-1, 1))\n", + "forecast[:5]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[345. ],\n", + " [323.9591207 ],\n", + " [279.87000428],\n", + " [221.50318569],\n", + " [177.07555609]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 56 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "n6wkyStsC6-b", + "outputId": "9516da52-cc6b-4c90-b163-482de10a54be" + }, + "source": [ + "len(forecast)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "12" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 57 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 233 + }, + "id": "_ucR4peUC6-b", + "outputId": "0bc19dae-4cec-44cf-a782-4f091f87e02f" + }, + "source": [ + "#forcast into dataframe\n", + "future = pd.DataFrame()\n", + "future['date'] = list(forecast_dates)\n", + "future['predicted_price'] = forecast\n", + "future.set_index('date', inplace=True)\n", + "future.index = pd.to_datetime(future.index)\n", + "future.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " predicted_price\n", + "date \n", + "2021-01-01 345.000000\n", + "2021-02-01 323.959121\n", + "2021-03-01 279.870004\n", + "2021-04-01 221.503186\n", + "2021-05-01 177.075556" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 58 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 517 + }, + "id": "bRbuE65dC6-c", + "outputId": "1498a566-c3c8-43ff-ecde-588eca104e16" + }, + "source": [ + "plt.figure(figsize=(12,8))\n", + "\n", + "plt.plot(df_pred['price'], color='blue', label=\"past\")\n", + "plt.plot(future['predicted_price'], color='red', label=\"future\")\n", + "plt.title('Future Rice Price Predictions')\n", + "plt.legend()\n", + "plt.show" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 59 + }, + { + "output_type": "display_data", + "data": 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3n3/uZOrUYIfbDBxocdZZjaxa5aG62sHQoZE0jjD7Dbz5ZtzvvZfUfbaMG0fd7bd3eP8vf/lLli5dyuOPP86DDz7Y7jY33HAD//3vf1m8eDEAK1as6PQ5Bw8ezPPPP091dTXf/va3eeyxx8jPz+fee+/lvvvu48orr+z+FxSlYCwiIiJZK1Y7PGVKx8EYoLjYDsNVVQrGvdUZZ5wBwOuvv86HH37I7NmzAWhpaWHixIlJeY64g7Hf73cCq4HNgUDgNL/fPwb4B1AEvA6cHwgEmv1+vwd4BJgIfA6cGwgEPkrKaEVERKRPWbrUw7hxLQwZ0nnYjQXjzz93AqFOt+1rOpvZTQen00kksuf7Fwy2/yLH5XJhtVr3u+12+fn5AFiWxZQpU/jDH/6Q9LEmUmP8Q+D9Vp//EpgbCARKgR3AxdHbLwZ2RG+fG91OREREJCG7dhlWr877QjeKjhQV2RdkVVXp8qlsM3r0aN555x0A3nnnHTZu3AhAv379qK+v373dyJEj+fDDDwkGg9TW1vLyyy+3u7+JEyeyatUqNmzYAEBDQwPr169PyljjOnv8fv8o4FTggejnBpgOzI9u8jBwZvTj2dHPid5/QnR7ERERkbitWJFHS4vpsowCvlhKIdnllFNOoaamhuOPP54HH3yQ/fffH4DCwkKOOOIIpk+fzh133MHIkSM5/fTTmT59OpdccgmHHHJIu/srKipi7ty5fP/732fGjBmcccYZSQvG8ZZS3A1cAwyIjQmoCQQCsfcqPgFGRj8eCWwCCAQCIb/fXxvdviopIxYREZE+YdkyDz5fhCOPbO5y20GDLFwui88/VzDOFq+++uruj//+97+3u8299977hc9vuukmbrrpJlwuF6HQnpKY1vsCOO6443juueeSOFpbl8HY7/efBnwWCARe9/v905L1xH6//1LgUoBAIEBxcXGydt0pl8uVtufqq3SMU0vHN/V0jFNLxzf1essxfuklN1OnWowcGd/XMmQI1NfnU1yc2sU+cuH4btu2DZcrt3ssJGP8Ho8noe9VPM94LHCG3+8/BfACA4HfAgV+v98VnTUeBWyObr8ZGA184vf7XcAg7IvwviAQCNwH3Bf91KqqSs+EcnFxMel6rr5Kxzi1dHxTT8c4tXR8U683HOONG51UVAzl/PPrqKqKr0ft4MElfPJJmKqq6pSOLReObzAYxOl0ZnoY3dZ2xri7gsHgXt+rESNGdLh9l+83BAKB6wOBwKhAILAf8DXgxUAg8A1gCXBOdLMLgYXRj5+Ofk70/hcDgYCFiIiISJxibdqmTeu6vjimuDisUgrpkZ6cPdcCV/n9/grsGuJ50dvnAUXR268CruvZEEVERKSvWbbMw8iRIcaOjX/WsKgooovvolq3PevLEj0OCRVvBAKBpcDS6MeVwJHtbNMEzEloFCIiIiJRoRC8/LKH009vxCTQ16q4WME4xuFwEAqFcr7OuCdCoRCO9tYR70TfPVoiIiKSldasyWPnTkeny0C3p7g4QmOjg4YGQ35+354x9Xq9NDU1EQwGMYm8usgSHo+nw4VA4mFZFg6HA6/Xm9DjFIxFREQkqyxb5sHhsDjuuESD8Z5FPvbZJ5yKoeUMYww+ny/Tw+i2TF3gqPcbREREJKssXeph/PgWCgoSm/UtKtIiH9IzOnNEREQka+zYYXjrLXdC3ShitPqd9JTOHBEREckaL7/sIRIxTJ3alPBjY8H4889zt3+vZJaCsYiIiGSNZcs8DBwYYfz4loQfq1IK6SmdOSIiIpIVLAuWLvVy3HFButNlzOez6NdPLduk+3TmiIiISFaoqHDx6afOhNu0tVZcHNHqd9JtOnNEREQkK3RnGei27NXvVGMs3aNgLCIiIlnhvffcDBkSZtSo7vcgLi4Oq5RCuk1njoiIiGSFykon++8f6tE+VEohPaEzR0RERLLChg2uHgfjoiI7GEciSRqU9CkKxiIiIpJxdXWGqionY8b0bCnn4uII4bChpsYkaWTSlygYi4iISMZt2GD3Z0tGKQVokQ/pHgVjERERybjKSjsYjxnT01IKe8ZZF+BJd+isERERkYzbsMGJMRb77tvzGmNQMJbu0VkjIiIiGVdZ6WLkyDBeb8/2s6eUQhFHEqezRkRERDIuGR0pAAoLYzPGqjGWxCkYi4iISEZZlj1j3NOOFAAuFwwerEU+pHt01oiIiEhGVVc7qKtzJGXGGLTIh3SfzhoRERHJqGR1pIhRMJbu0lkjIiIiGVVZadcDJ2vGuKgoolIK6RadNSIiIpJRlZUuXC6L0aN7XmMMsRljXXwniVMwFhERkYzasMHFPvuEcbmSs7/i4jA1NQ6am5OzP+k7FIxFREQko+yOFMkpo4A9i3xUVyvmSGJ0xoiIiEjGRCLw0UfOpNUXw55FPlRnLInSGSMiIiIZs3Wrg8bG5LVqg9ar36nOWBKjYCwiIiIZk+xWbQBFRfZFfJoxlkTpjBEREZGM2bDBDsYqpZBsoDNGREREMqay0oXXazF8eCRp+xw40MLttrTIhyRMZ4yIiIhkzIYNdkcKRxITiTGxRT5UYyyJUTAWERGRjKmsdCa1vjimuDisUgpJmM4YERERyYhQCDZudCW1vjjGXv1OMUcSozNGREREMuKTT5y0tJiUzBjbpRSKOZIYnTEiIiKSEXs6UoSTvu/iYjsYW1bSdy29mIKxiIiIZEQqehjHFBdHaGpy0NBgkr5v6b0UjEVERCQjNmxwMmBAZHff4WTSIh/SHTpbREREJCMqK+1WbSYFk7pa5EO6Q2eLiIiIZMSGDanpSAF7grE6U0gidLaIiIhI2gWDdleKMWOSf+EdtJ4x1iIfEj8FYxEREUm7jRtdRCImZTPGhYWqMZbE6WwRERGRtEtlRwoAnw/691cvY0mMzhYRERFJu8pKu8QhVcEYtPqdJE5ni4iIiKTdhg0uiorCFBSkbgUOe/U71RhL/BSMRUREJO3sVm2pufAuprg4rBljSYjOFhEREUm7VLZqi4ktCy0SL50tIiIikla7dhm2bnWmtL4Y7FKKzz93EEn+wnrSSykYi4iISFpt2GDX/aZjxjgSMdTUKO5IfHSmiIiISFqlulVbTHGxehlLYnSmiIiISFpt2BALxqm9+K6oKLb6neKOxEdnioiIiKRVZaWLYcPC5OenrlUbtF4WWnFH4qMzRURERNIqHR0pYE8wVss2iZfOFBEREUmrysrUd6QAGDw4gjGWFvmQuCkYi4iISNrs2GHYscOZlhljpxMKC9XLWOKnM0VERETSJnbhXTqCMdjlFCqlkHjpTBEREZG02ROMU9uRIia2yIdIPHSmiIiISNpUVrpwOCz22Sd9M8aqMZZ4KRiLiIhI2lRWuhg9OkxeXnqer7g4rBljiZvOFBEREUmb9993MXZsemaLwS6lqK110NyctqeUHKZgLCIiImmxaZOTdevcfOUrwbQ9p3oZSyJ0loiIiEha/PvfHgBmzGhK23MqGEsidJaIiIhIWpSXe9l//1DaOlIAFBXZz6UL8CQerq428Pv9XmA54IluPz8QCNzi9/sfAqYCtdFNLwoEAm/6/X4D/BY4BWiI3v5GKgYvIiIiuWHXLsN//uPhoot2pfV5YzPGWuRD4tFlMAaCwPRAIFDv9/vdwMt+v39R9L4fBwKB+W22nwWURf8dBfwx+r+IiIj0US+/7KG52aS1jAIUjCUxXZ4lgUDACgQC9dFP3dF/VicPmQ08En3cK0CB3+8f3vOhioiISK4qL/cwYECEI49Mb3uI/v0tPB5LNcYSl7jOEr/f7/T7/W8CnwGLA4HAq9G7fub3+9/2+/1z/X6/J3rbSGBTq4d/Er1NRERE+qBIBP79by9TpwZxu9P73MbYdcaqMZZ4xFNKQSAQCAPj/X5/AfCU3+8/BLge2ArkAfcB1wK3x/vEfr//UuDS6P4pLi5OcOjd43K50vZcfZWOcWrp+KaejnFq6fimXrYd4zfeMGzb5uSss9wZGdewYQ7q6rxJe+5sO769UaaOcVzBOCYQCNT4/f4lwMmBQODX0ZuDfr//QeBH0c83A6NbPWxU9La2+7oPO1ADWFVVVQkNvLuKi4tJ13P1VTrGqaXjm3o6xqml45t62XaM58/vjzEujjiiiqqqSNqfv6CgkE8/dSTtmGTb8e2NUnmMR4wY0eF9XZZS+P3+kuhMMX6/3wfMBD6I1Q1Hu1CcCayNPuRp4AK/32/8fv/RQG0gEPi0Z1+CiIiI5Kryci8TJrRQVJT+UAz26ne6+E7iEc9ZMhxY4vf73wZWYdcYPwP81e/3vwO8AxQDP41u/xxQCVQA9wPfS/qoRUREJCds2+bgrbfy0t6NorXi4giff+7E6qx1gAhxlFIEAoG3gcPbuX16B9tbwPd7PjQRERHJdS++6AXSu9pdW0VFYZqaDLt2Gfr3VzqWjul9BREREUmZ8nIPI0aE+NKXQhkbQ6yEQ+UU0hWdISIiIpISTU2wfLmHGTOCGJO5ccQW+di+PfGWbWvWuLn88gKqq+3I5H7jDVznnoupq0vqGCU7KBiLiIhISrzyioeGBkdGyygADjqoBbfb4h//8CX0OMuCW28dxMsve8jLs0swTGMjjgULyHvttVQMVTJMwVhERERSorzcg9cbYfLkYEbHMWJEhEsuqecf/+jHmjXxrzDy9NNeVq/O45prdu6uTW6eMAErLw/PypWpGq5kkIKxiIiIJJ1l2avdfeUrzfgSm6hNiR/+sJ4hQ8L85CeDiMTRNa6pCe68cyAHH9yC39+w5w6fD+uoo8hTMO6VFIxFREQk6datc7FxoyvjZRQx/ftb3HBDHWvW5DF/ftdJ/f77+/PJJy5uuaUWZ5vSZGvKFNzvvKM6415IwVhERESSrrzcbtN2wgnZEYwBzj67kQkTmrnzzoHs3Nnx1YCffebgd7/rz0knNXLssc173R+ZMgUTiajOuBdSMBYREZGkKy/3cMghzQwfnpnV7trjcMAdd9RSVeXgt78d0OF2//u/A2huNtx0U/szwtZRR6nOuJdSMBYREZGk2rHDsGpVHjNmZPaiu/aMH9/Cuec28MAD/aio2Lt927vvuvj73/O56KJd7L9/uP2d+Hw0T5hA3ooVKR6tpJuCsYiIiCTV0qVeIhGTNfXFbV133U68Xotbbx30hWWiLQtuu20QBQURrrhiZ6f7aD7mGNxr12Jqa1M8WkknBWMRERFJqvJyD8XFYQ47rCXTQ2lXSUmEq67ayZIlXsrLPbtvX7zYw3/+4+Hqq3dSUND50tHBY45RnXEvpGAsIiIiSRMKwZIlXk44IYgji1PGN7+5i9LSFm69dRDBIDQ3wx13DKK0tIXzzmvo8vHqZ9w7uTI9ABEREek9Vq3Ko7Y286vddcXthttvr+PrXy/igQf64/FYVFa6eOSRz3HHswaIz0fzxInqZ9zLKBiLiIhI0ixa5MXjsZgyJfsuvGtr6tQgJ53UyN139ycvD6ZObWL69PjH3XzMMfS/+25MbS3WoEEpHKmkSxa/ySEiIiK5xLLsYDxlSnD3EsrZ7pZb6giHDXV1hptvrsN03N54L6oz7n0UjEVERCQp3n7bzZYtLmbNasz0UOK2775hfvObGn7+81oOOiiU0GObJ0zA8nhUZ9yLqJRCREREkuK557w4nRYzZ2Z3fXFbZ57ZzSDv9dr9jBWMew3NGIuIiEiPWRY895yPY45pprAwN8ookkH9jHsXBWMRERHpsXXrXFRW5lYZRTKozrh3UTAWERGRHnvuOS8AJ5+cW2UUPaU6495FwVhERER6bNEiL5MmNTNsWCTTQ0kv1Rn3KgrGIiIi0iMbNzpZuzavz5VRxKjOuPdQMBYREZEeWbTILqOYNatvlVHEqM6491AwFhERkR5ZtMjLwQe3sO++4UwPJSNUZ9x7KBiLiIhIt23b5mD16r5bRgGozrgXUTAWERGRbnv+eS+WZTjllL5ZRhGjOuPeQcFYREREum3RIi/77x/igAMSW065twlOnqw6415AwVhERES6ZccOw4oVHk45pRFjMj2azGo+/HDVGfcCCsYiIiLSLeXlXkIh02e7UXyB6ox7BQVjERER6ZZFi7wMHx7msMNaMj2UrBCcPFl1xjlOwVhEROPUT4IAACAASURBVEQStmuXYdkyr8ooWmlWP+Ocp2AsIiIiCVuyxENTk8ooWttdZ7xiRaaHIt2kYCwiIiIJW7TIS1FRmCOPbM70ULKH10vLuHG4338/0yORblIwFhERkYQEg/aFdyed1ITTmenRZJfw8OE4tm7N9DCkmxSMRUREJCEvv+yhvt6hMop2hIcPx/npp5kehnSTgrGIiIgkZNkyD/n5EY49NpjpoWSd8PDhOOrrMTt3Znoo0g0KxiIiIpKQTZuc7LtvGI8n0yPJPpHhwwFwqpwiJykYi4iISEI2b3YxYkQ408PISuFYMFY5RU5SMBYREZGEbNniYORIBeP2hIcNA8ChYJyTFIxFREQkbo2Nhh07nJox7kB46FBAM8a5SsFYRERE4rZ5sx0dFIw74PUSLixUMM5RCsYiIiISty1b7MbFKqXoWGT4cF18l6MUjEVERCRusWCsGeOOqZdx7lIwFhERkbht2eLEGIthwxSMOxIeNkwX3+UoBWMRERGJ2+bNToYMiZCXl+mRZK/w8OE4q6uhSSsD5hoFYxEREYnbli3qSNGV3b2Mt23L8EgkUQrGIiIiEjcF465p9bvcpWAsIiIicbEsu5RCwbhzWv0udykYi4iISFxqagyNjVr1rita/S53KRiLiIhIXDZvVqu2eFgDBhDp318zxjlIwVhERETioh7G8QsPG6ZgnIMUjEUkIQ880I8XXvBkehgikgFa9S5+Wv0uNykYi0jctm51cOutA7nkkkKWL1cTU5G+ZssWJ263RXFxJNNDyXpa/S43KRiLSNz++U8flmUYOTLMJZcU8t57rkwPSUTSKNaqzaH00KXwsGE4PvsMwppdzyU6tUUkbgsX+jjkkGbmz6+if3+L888vYssW/RoR6SvUqi1+4eHDMeEwju3bMz0USYD+oolIXD7+2MmaNXnMnt3EiBERHn30c+rrDRdcUERdncn08EQkDbZscTJ8uIJxPNTLODcpGItIXJ5+2gfAGWc0AjBuXIj779/BunUuLrmkkObmTI5ORFItHIatW5268C5OCsa5ScFYROKycKGPSZOaGTVqzx/FKVOC/OpXNbz8socf/7gAy8rgAEUkpT77zEEoZFRKESctC52bFIxFpEv//a+L9993M3t24173nXtuIz/6UR3z5+fz618PyMDoRCQd1MM4MZHCQqy8PK1+l2N0SbmIdOnpp304HBannbZ3MAa44op6PvnEyd13D2DUqDD/7/81pHmEIpJq6mGcIGPsRT40Y5xTNGMsIp2yLFiwwMfkyc0MGdJ+71Jj4Be/qGXatCauvXYQGzc60zxKEUk1LQedOPUyzj0KxiLSqXfecfPRRy7OPLP92eIYtxt++ctawmHDE0/40jQ6EUmXLVuc9O8fYeBAXUwQLy0LnXsUjEWkUwsW+HC7LU4+ufNgDDBqVJhjjgnyxBP5uhBPpJeJLe5h1J0xbruXhdYvxJzRZY2x3+/3AssBT3T7+YFA4Ba/3z8G+AdQBLwOnB8IBJr9fr8HeASYCHwOnBsIBD5K0fhFJIUiEbu+eOrUIIMHx/eL/eyzG/nRjwpYs8bNhAktKR6hiKRLLBhL/MLDhmGamjA7dmAVFmZ6OBKHeGaMg8D0QCBwGDAeONnv9x8N/BKYGwgESoEdwMXR7S8GdkRvnxvdTkRy0KpVeXz6qbPLMorWTj21Ea/X4okn8lM4MhFJty1b1MM4UWG1bMs5XQbjQCBgBQKB+uin7ug/C5gOzI/e/jBwZvTj2dHPid5/gt/v1xsvIilwzTWDePLJ1NXzLlzow+uNcOKJTXE/ZuBAixNPbGLhQq8W/RDpJYJB2L5dq94lSot85J642rX5/X4ndrlEKXAvsB6oCQQCoegmnwAjox+PBDYBBAKBkN/vr8Uut6hqs89LgUuj21FcXNyzryROLpcrbc/VV+kYp1bs+G7bBn/9ax5/+1s+eXkDuOii9jtGdFcoBM895+a00yLsu29RQo/95jcNTz/tZPXqEs44I/dq63QOp5aOb+ol+xivX2//f9BB+RQXe5O231wV9/EdNw6AQTt3EtE5n5BM/Z6IKxgHAoEwMN7v9xcATwEH9fSJA4HAfcB90U+tqqqqzjZPmuLiYtL1XH2VjnFqxY7v8uUeoIj99gvzP//jpL5+J1/7WvwlD11ZtszD9u1FnHxyLVVV8c8YAxx+OBQVDeXBB0NMnrwjaWNKF53DqaXjm3rJPsZr1+YBxQwYUENVld4Kivv4ulwMdzhorKhgp875hKTy98SIESM6vC+hrhSBQKAGWAIcAxT4/f5YsB4FbI5+vBkYDRC9fxD2RXgikkRr17oBePLJKqZODXL11YP5+9+TV9e7cKGPAQMiHH98YqEY7NZtZ57ZSHm5l5oaVVKJ5DqtetdNbjeRkhKtfpdDugzGfr+/JDpTjN/v9wEzgfexA/I50c0uBBZGP346+jnR+18MBAK5916qSJZbu9bNPvuEGDIkwrx51Rx/fBM/+lEBf/tbz8NxMAiLFnk5+eQmvN181/TssxtpbjY884x6GovkulgwVo1x4sKxlm2SE+KZMR4OLPH7/W8Dq4DFgUDgGeBa4Cq/31+BXUM8L7r9PKAoevtVwHXJH7aIrF3r5pBD7HZoXi888EA106c38eMf9zwcL13qpa7OwezZ3S/NOPTQFsrKWrTYh0gvsHmzk6KiMD79OCdMq9/lli5rjAOBwNvA4e3cXgkc2c7tTcCcpIxORNq1c6fho49czJnTsPs2rxfuv7+aSy4p5Mc/LsCy4BvfaOhkLx1buNBLYWGY444LdnuMxtizxr/4xUA+/tjJvvt2PtP0z396Wb/exRVX1He6nYik36efqlVbd4WHDcPzn/9kehgSJ618J5KD3nvPri+OzRjHxMLx9OlNXHNNAX/5S+Izx9u2OXjhBS+nntqE292zcX71q/aMc1ct5ZYs8fD97w/mt78dQFh/e0WyzubNWtyjuyLDh+Ooq8Ps2pXpoUgcFIxFclDswru2wRi+GI6vvbaAX/96QNyrka5Z4+aUU0oAOO+8nv8SHznSXiJ6/vyOl4heu9bFd74zGLcbmpsNmzY5e/y8IpJcWvWu+8LDhgHoArwcoWAskoPWrnVTXBxm6ND2exd7vTBvXjXnntvA3LkD+O53B9PYRblwIODj7LOLcbstFi6s4pBDQp0/IE7nnNPARx+5eOONvaefN292csEFRQwaFOGee+y2buvWxdVFUkTSpK7OsHOnQ6UU3aTV73KLgrFIDopdeGc66YSWlwd33VXDTTfV8swzXubMKWbbtr1/5Fta4OabB3LllYOZNKmZ557bzsEHJycUA5x6alO7S0TX1hrOO6+QxkbDX/5SzbHH2vXM69crGItkE3Wk6BmtfpdbFIxFckwwCB9+6Gq3jKItY+C7393FvHk7+OADF6eeWsLatXuCZ3W1g69/vYh58/rz7W/X87e/fU5hYXK7Kw4YYHHSSY0sXOjbvUR0MAgXX1zIhg0uHnigmgMPDFFQYFFSEqaiQsFYJJvEgrFmjLsnVkqhYJwbFIxFcsx77xlCIcPBB3cdjGNOOqmJBQvsFYTOOquY55/3snati1mzinn99TzuvnsHt91WhytFmfTssxupqXGwZImXSASuvrqAlSs9/OY3NRx77J5VtEpLQwrGIllGi3v0kM9HpKBApRQ5Qn+BRHLMm2/a9RPxzBi3dsghIZ59djvf+lYhF188GI8HCgoiPPlkFePHJ7avRE2dGqS4OMz8+T7eeMPNU0/lc+21dbu7VsSMHRvimWd8WBadlomISPps3uzE6bQ6vKZBuhYePlwX3+UIBWORHPPmm4b+/SPst1/iszdDh0aYP7+K668vYPt2B3Pn1jBkSOr/2LlcMHt2Iw8+2I9IxPCNb+zi8sv37ldcWhqipsZBdbWDoiL9ERbJBlu2OBk2LIxTDWO6TYt85A6VUojkmLfeMowb14Kjmz+9Ph/cfXcNf/1rdVpCccycOY1EIobp05u4887admeEy8rsi/5UTiGSPdTDuOe0LHTuUDAWySHhMLz9tkm4jCIbfPnLLTz//Gfcf391h7XMpaUKxiLZRqve9Vx42DCc27ez+wpkyVoKxiJxWrfORVNTZsewYYOTXbtyMxiDXefs9XZ8/4gRYbzeiHoZi2SJSMQOxpox7plIrGXbZ59leCTSFQVjkTjU1hpOPLGERx7pl9FxvPuuvUhGIh0pconDAWPHhtXLWCRLfP65g2DQKBj3kFq25Q4FY5E4rFvnornZ7A6mmfLOO3m43RYHHJC8BTiyTVlZi0opRLKEehgnR2yRD8eWLRkeiXRFwVgkDrEZzEwHtrVr3Rx8sEVeXkaHkVKlpSE2bXJ2uYS1iKTe5s3qYZwMWhY6dygYi8QhFogrKlxYyV0YLm6WBWvXuhg/PkMDSJOxY0NYlqGyUrPGIpmmxT2Swxo4kIjPp1KKHKBgLBKHWDCur3ewdWtmfmy2bHGwY4eTww7r3cFYnSlEsseWLU683giDB/fu3zspZwwRtWzLCQrGInGoqHBTVGTPmGSqY0Ksvrm3zxiPGRPCGEsX4IlkAbuHcUQrUSaBFvnIDQrGIl1oaYGNG52ceKLdq62iIjMX4K1d68YYi0MP7d3B2OeDffYJa8ZYJAts2aIexskSHjZMy0LnAAVjkS58/LGLUMhw9NHNDByYuR67a9e6GTMmTP/+GXn6tBo7NsS6dZntACIidjBWfXFyhIcPx7ltm90cWrKWgrFIF2Izl2VlIUpLQxkNxrm6sEeiSktDVFa69PdDJINaWmDbNodmjJMkPHw4JhTCUVWV6aFIJxSMRboQC8b77x+irCyUkbf4q6sNmze7+lQwbmoyu1tFiUj6bdvmxLK0uEeyRNSyLScoGIt0oaLCxbBhYQYMsCgra2H7dic1Nem9EiV24V1fCcZlZepMIZJp6mGcXLt7GavOOKspGIt0oaLCxdixdlDLVCuxvhaMY8c5U2UrIqJV75Ittiy0LsDLbgrGIp2wLHvVu1hQy9RM5tq1boYNC1NU1DeKbgsLIwwerM4UIpmkGePkihQXYzmd9gV4krUUjEU6sX27g7o6x+5gPHp0GI/HSnvHhL504V1MaWlIvYxFMmjLFicFBRHy83t3i8i0cTiIFBXp4rssp2As0olYMIsFY6fTvggvnW/xNzYa1q/vOxfexZSWZuZCRxGxqVVb8kWKi3Fu357pYUgnFIxFOhELZmPH7gml6Q5s773nIhIxfTIYV1U52bFDS26JZIK96p2CcTKFS0o0Y5zlFIxFOlFR4SI/P8Lw4Xtqe8vKQmzc6KSxMT1jWLu2b114F5OpCx0zbe1aF5dfXsB//9u3vm7JPlr1LvkixcU4NGOc1RSMRTqxfr3dkcLR6ieltLQFyzJs2JCe4PLuu24KCiKMGtW3/kDFgnFfqzN+6KF+PPlkPieeWMLPfz6AxkbNmEv61dcbamocmjFOskhJiV1KYaluO1spGIt0onWrtphYZ4p01RmvXetm3LgWTB/LR7ELHSsq+s7S0JYFy5d7+MpXgpxzTgO///0Ajj++hPJyT6aHJin2858PYPHi7Pk+l5d7ATj88OYMj6R3CZeUYIJBzM6dmR6KdEDBWKQDjY2GTz5x7p65jBkzJoQx6QlsLS3wwQd9ryMFZOZCx0yrrHSyebOLWbMaueuuWp54ogqfz+LCC4u45JLBbNmiX9m90SefOPn97wdw110DMj2U3R5/3MeoUSGOOUbBOJkixcUAKqfIYvotK9KBykp7OdS2M8Y+H+yzTzgtga2iwkUw2PcuvIsZO7ZvdaZ46SV7xnDKlCAARx/dzPPPb+f66+t48UUP06YN4f77+xEKdbaX7nnttTyeesqX/B1LlxYtsmdn33knLyvO908/dbB8uYezz278QhmZ9FxkyBAAnLoAL2vplBfpQOwPVNsZ49ht6fgDFrvw7stf7pvBuLTUvtAxGMz0SNJj+XIPo0eH2G+/PXWdeXlw2WX1LFmynaOOaubWWwdxyiklrFmT3Hcsbr99IDfeOEiljxnwr395GTUqhMNhsWBB5l+cPPlkPpGI4ZxzGjI9lF4nrBnjrKdgLNKBykoXxliMGbN3MC4rC1FZ6SKc4utS3ngjj/z8CPvvn4IpwhxQWhoiEjF89FHmZ9FSLRSCFSs8TJkSbLeefJ99wjzySDV/+lM1n3/u4PTTi7n++kHU1va8+Hz7dgdvvummttbB9u36s5BOVVUOXn01jzlzGpk8uZmnnvJl9MWJZdllFJMmNbP//rrwLtkiJSUAatmWxfQbUKQDFRUuRo8O42tnAqesrIVg0LBxozOlY3jllTyOPLIZV+/Phe2Kzdb3hTrjNWvc7Nzp4Ctf6Xh63Bg47bQmli79jIsv3sVf/pLP1KlDehymXnzRg2XZAfvDD3v/sc4mL7zgxbIMs2Y1ctZZDXz0kYu33srcBadvveVm3To3fr9mi1MhUliI5XBokY8spmAs0oGKCle7ZRSQnh67VVUOPvzQ3acvfonVd2dD3WWqvfSSB2Msjj2267qRAQMsbrutjkWLtjNyZJjLLhvM175WxPr13XuhVl7uZcAAu1d3XzjW2WTRIi/77BNi3LgQs2Y1kZdnZbTW+/HH8/F6LU4/PU2N2vsap5NIYaFKKbKYgrFIOyKRPT2M25OOYPzKK3kAHH10HymwbUd+vsXIkaE+0ct4+XIPhx7aQmFh/FO/hxwS4umnq7jzzhreftvNjBlDePDB/ISeNxiEZcs8zJ7dSP/+Edat6zvt8TKtrs7w8sseZs1qwhgYNMhi+vQm/vlPX8rLtNoTDMKCBT5OOqmRgQNVbJ4qEa1+l9UUjEXa8emnThobHR0G44ICi5KScEpDxCuv5OHzRTjssL554V1MupfgzoSdOw1vvJHXaRlFR5xOuPDCBpYt+4yjjmrmjjsSqzt+9VUPu3Y5mDmzibKykEop0ujFF700NxtmzWrafduZZzaybZuTlSvz0j6e8nIvNTUO5szRbHEqRYqLVUqRxRSMRdrRWUeKmNLS1PbYXbnSwxFHNOPu4xN4sWAciXS9ba5auTKPcNjsbtPWHUOGRLj++jqCQcM//xn/W/GLF3vweiMce2yQsrLe/yIkmyxa5GXIkDATJ+4pl5oxo4l+/SIZ6U7x+OP5DB0a7tF5KF0Ll5SolCKLKRiLtCOeYBwLEam4gry62sEHH/Tt+uKY0tIQDQ0OPv209/66Wr7cg88XYdKknn2/Dz20hQMOaOHxx+Mrp7Ase5bwuOOa8fnsc/qzz5zU1PSxZRYzoLHRvujxxBObvtAr2OeDWbOaePZZX1rbFFZVOViyxMNXv9qIM7XXFPd5keJiOxirN2JW6r1/aUR6YP16F4MGRSgu7niasqwsRF2dg88+S/6PUay+WMF4z4uT9et779T58uUejj66GU8PVwQ2BubMaWT16ry4LsRbt87Fxo0uZsyw38ovK2vZfbuk1ksveWhocHDKKU173XfWWY3U1TlYssSbtvE89ZSPUMgwZ466UaRapKQER1MTZteuTA9F2qFgLNKOigr7wrv2+snGlJamLkS88koeXm+Eww5TME7HhY6ZtHmzg/Xr3d2qL27PV7/agMNhMX9+17PGixfbwWtPMI4d6977IiRbLFrkY+DACMccs/f3/bjjghQVhdPanSIQyOeww5o58MC+2TM9nbTIR3ZTMBZpx/r1Hbdqi9kTIpIf2Fas8DBpUgt56b/+JuuUlEQYODDSa2cx2y4D3VPDhkWYMiXIE0/4uqzLLi/3cMghzQwfbm84enQYr9fSBXgpFgrZ/YtnzGhq92fc5YLTT2+ivNxLfX3qy1refdfFe++5NVucJloWOrspGIu0sXOnYetWZ5fBeNiwCP37R5IejHfsMHzwgavdmaS+yBi7n3FvnTFevtzDkCFhDjooeTN1c+Y0snmzixUrOn5lVV1tWL06jxkz9pxnTifsv3/uH+vNmx385S/5NO1dpZAVXnklj5oaxxe6UbR15pkNNDUZ/vWv1JdTPP54Pm63xezZ6kaRDpoxzm4KxiJtxHrmdhWMjYl1pkju286vvmqvQqb64j3KynpnL+NIxJ4xPu649peB7q6TTmpkwIBIpxfhLV3qJRIxzJz5xXBWVtaSszPGW7Y4uOGGQRx33FCuvbaA224blOkhtetf//Li9UaYNq3jF7+TJrUwenQo5d0pWlrs+uIZM5oS6qEt3bd7WWgF46ykYCzSRmy2bOzYrvsHp6LH7sqVeXi9FuPHKxjHlJaG2LbNSV1d7+qW8N57LqqrnUlvj+XzwRlnNPLcc1527Wr/mC1e7KWkJMyhh37xPC8rC/HJJy4aGnLnWG/d6uCmmwZy7LFD+etf85kzp4FvfGMXjzzSj0WL0ncBWzwiEbu+eNq0IPn5HQdRY2D27EaWL/dQVZW6P9VLl3qoqnKqd3EaRYqKsIxRKUWWUjAWaaOiwoXLZbHvvl0vPVVWFmLr1uQGtpUrPUyY0PMOBb1Jb70Ab/lyO7Ql68K71ubMaaShwcEzz+wdDFta7EB0wglfbBUGe2rnc2GGfts2BzffPJDJk4fy6KP9OOecBl566TN+9atafvrTWg49tJkf/aiAzZuz50/dW2+52brV2WkZRcxZZzUSDpt2v4fx2rjRybPPelm+3MMbb7ipqHCxdauDhgaDZdllFIWFYY4/PkvrTnojl4vI4MGaMc5S2f+bTyTN1q93se++obgW1mh9Ad6ECT1foa6mxvDeey6uvnpnj/fVm8Rm79etS85xzhbLl3s48MAWhg1L/uolkyY1s99+IR5/PJ9zz/3ibOCqVXnU1TmYOXPvQH7AAfY5/eGHLr785ew91g89lM8ddwyipQXmzGngBz+o/8KL2bw8uPfeHZx8cgmXXz6YQOBzXFnwF2/RIi8ul7W7E0hnDjooxJe+1MJTT+Vz0UWJXRj36adw882D+Nvf8gmF2n/h7nRahMOGiy+u14W+aaZlobNXFvyaEMku8XSkiGndsi0Zge211/KwLMPRR6uMorUxY8L06xfhrbfy9gp5uaqx0f5+n39+anqZGgPnnNPAr389kE2bnIwevSc0Ll7sJS/Panemer/9QjidVlZ3AQmH4X//dyBf/nIzd99dw377tf/uzv77h7nzzlp++MPB3HNPf666qj7NI/0iy4LnnvMxeXKQgoL46nnPPLORn/987+9hR2prDX/8Y3/mzXPT3OzmG99o4NxzGwgGDTt3GnbudOz+v67OEAwaLrkks8elL9Ky0Nkre3/ziWRAKAQbNrjims0B2HffMG63lbS3nVeu9ODxWBx+uIJxa04nTJjQwurVvWdaa9UqD8Fgz5aB7so55zTy618PZP58H1deuSf8lJd7mTw5SL9+e4ezvDwYMya1y5331DvvuKmpcXDhhQ0dhuKYc86x63Tnzh3Ascc2c9RRmfvZ+vBDFxs2uBIKorNn28F44UIfl13W8eMaG+Ghh/rx+98PoKbGwbnnhvnBD6q6PD6SGeGSEvLWrMn0MKQd2fubTyQDNm1y0txsGDs2vhljlyu5IeKVV/KYMKEZb3ZdL5QVJk1q5re/7U99vaF//9y/en75cg9ut5XS7iOjR4eZPDnI/Pn5XHFFPcbA+vVOKitdXHxxxyGrrCyU1Z0pli2zC/Djrc2+885aXn89j8suK+CFF7YzeHBmzp9Fi7wYY3HyyfHX844eHWbSpGYeeyyfkSPbD7nbtzv405/6s3Wrk+OPb+K66+qYNq2AqiqF4my1e1loyTrZ+5tPJANiF3fFW0oR2/b993vesq2uzrB2rZsrrtDbmu2ZNKmZSMSwZo2br3wl92fUly/3MGlSc6edCZJhzpwGrrxyMKtX53HEEc2Ul9uvuk44oeNQWVoa4oUXvDQ3k5W1p8uX2wuTdLZke2v9+1v84Q87mD27mB//uID779+R1PZ48Vq0yMvEiS0MHZpYTbnf38A11xRw2WWDO9xmwoRmfve7HUyenPs/G31BpKQER0MDpqEBK7/rVSolfbLnUl2RLBAriYh3xhjs2bWPP3YS7OE74q+9lkckYjj6aC3s0Z7DD2/GGKtXlFNUVTl4993kLQPdmVNPbSI/P0IgYPfDLS/3ctBBLZ3Wqx5wQIhw2LBhQ/bNndTX2wuTTJ2a2LE77LAWrruujkWLfDz6aPqDSEWFi7Vr85g1K/Ea+a9/vYEVK7axfHn7/1as2MbTT1cpFOeQsHoZZy0FY5FWKipclJSE474wBuxgHIn0PESsXOkhL89iwgT9cWvPoEEWBx4Y4vXXcz8Yv/xycpeB7ky/fhannNLEP//pY9s2B6+9ltdlDX2s20o21hmvWJFHKGQSDsYAl166i2nTmrjttkF88EF6v7Y77hhI//4Rzj478WBsjH09w9ix7f/bd99wRmbApfu0yEf2UjAWaaWiwpXQbDHYK4VBz0PEK6/kcfjhzfhSu9BVTps4sZnXX88jkvzuZmlVXu6hoCCy1+IaqTJnTgM7d9qrwoVCpstgXFoawpjs7EyxfLkHny/CpEmJv4B0OODuu2vwei1+/vOBKRhd+/79bw/l5V6uvHInJSU5fvJKUsSCsRb5yD4KxiKtrF+feDDef3/7LemeLD6xc6fh7bfdWga6C5MmNVNX58jKwBavl17K46mn8jnnnAaczvQ85+TJzYwcGeJf//IxeHC4y9aCPp/FqFHhrDzOS5d6OeaY7i+AU1IS4eKL6ykv96Zl1ri5GW65ZRBjx7bwrW+lpjWf5J5wcTGgGeNspGAsElVd7aC62pnQhXcA+fkWo0b1bGnoVatUXxyP2CxhrtYZ79hhuOKKwZSWtnDddelbxMXhsNuWAUyfHowrkJeVhVi3rucXlSbTxo1ONmxwdauMorWLLtqFzxfhj3/sn6SRdWzevH5s2ODittvqsvJCRsmMSCwYa8Y46ygYxQW9vAAAIABJREFUS5+yZYuDtWtdNDbuXZAXu/Au0WAMPQ8RK1fm4XZbTJqUvSuNZYMxY8IUFoZzMhhbFlx3XQFVVQ5+97safL70tgw799wGfL4IZ50VX41rWVmI9etdhLOo49fy5fY0cU+DcWGhxde/3sCCBT42b07dtP22bQ7mzh3AzJlNHH+8XvRKK243kYICLfKRhbLvfTKRFDr//CI++MCNMRb77BPmgANCHHBAC2VlISorux+MDzwwxIoVHmprDYMGJR54Vq70MH58c9rDUq4xxp41zsVg/MQTPp55xsd119Wlrba4tX33DfPBB1vjXha5rCxEMGjYtMmZNYtELFvmYfjwcLd+Rtu69NJdPPRQP+67rx+33VaXhNHt7c47B9LSYrjlltqU7F9yW7ikRKUUWUgzxtJn1Ncb/vtfF6ef3shVV+3k0ENb2LTJyX339eeKKwZzzz0D8PkiHTbR78yZZzYSDBoeeyzxNlD19aovTsSkSS1UVrqors6dX1+bNjm56aZBHHlkkO99L3N9quMNxbDnotJsWegjFIL//MfD1KlNSenAMGpUmNmzG/nb3/LZsSP5LR1ef93N/Pn5XHppPWPGZMcLC8kukeJilVJkoez4jSeSBu+/78ayDGef3cDMmXve1mxpgY8/dvHhhy4KCiLduiDqy19uYdKkZh5+uB/f/vYuHAlkttWr8wiHjYJxnPbUGbs58cTsf3s6HIYf/rAAy4J77qlJ2wV3PRVr2VZRkR3H+a233NTWOnpcRtHa975Xz5NP5vPww/2SurBOJAI/+ckghg0L84MfaMEeaV+kpAT3229nehjSRu5MuYj00Lvv2q8DDz74i29ju912+cQppzT1qEH+t75Vz0cfuViyJLHL5VeuzMPlsrrVfqovOvTQZlwuK2f6Gf/xj/159VUPP/1pbaeLamSbQYMshg7Nns4Uy5Z5MMbiuOOSF4y/9KUQ06c38ec/96Mx8fbCHQoEfLz1Vh433lhHv34qj5L2hUtKNGOchbr8jef3+0cDjwBDAQu4LxAI/Nbv998KXALECmRuCAQCz0Ufcz1wMRAGfhAIBJ5PwdhFErJ2rZvCwjDDh6emj+isWU0MHRrmwQf7dbrcbmstLfDccz7Gj29J+dLAvYXPZ8/Q50Kd8TvvuPnf/x3Aaac17u4KkUtKS0NZFIy9HHZYC4WFyf05+f736zn77GIeeyyfiy5q6PH+amsNd945kEmTmuO+0FH6pkhxMY76emhsRA3ss0c8M8Yh4OpAIDAOOBr4vt/vHxe9b24gEBgf/RcLxeOArwEHAycDf/D7/Tny5qH0Zu++6+bgg0MpWyEqLw/OO28XS5Z4qayM75R/5JF+VFa6+P7309e6qzeYOLGZN9/MoyWLm3g0Nhouu6yA4uIIv/hFTU6uTHbAAS2sW+fCyvBrttpaw5o17pSsFHjUUc1MmNDMn/7Un1DPr+lj7twBVFc7uOOO2pz8nkv6aJGP7NRlMA4EAp8GAoE3oh/vBN4HRnbykNnAPwKBQDAQCGwAKoAjkzFYke5qaYEPPnBzyCGpTVLnndeA223x0EP9uty2utrwm98M4Ljjgl+oeZauTZrUTFOT4d13s6vPboxlwc9+NoCKCjdz59YweHBuvhtQWhqivt7Bp59mtupuxQoP4XD3loHuijH2rPHGjS6efdbbo32tW+fiwQf78fWvN2Sk84jklrCWhc5KCb1H5vf79wMOB14FjgUu8/v9FwCrsWeVd2CH5ldaPewTOg/SIilXUeGiudnsVV+cbEOGRDjttEYCgXyuvXZnp/WFv/nNAOrqDLfeqpmlRE2cuGehj/HjMxdAQiF70YmK/9/enYdHWd77H3/Pnj0hmbAkUpWlLOJCRQSCuFKX9pK2nj7VuqKIxyNVcD20FVT0tCK02uN2uVXUUr2Vupwe9Ye7RgWpCwgEj4AbsgZCErLN+vtjJooKksDMPLN8XteVi2Rm8sx37gzJZ+65n++92s3q1R5Wr3bz8cdu1qxx09joZNKkHUmZ5UyVnU/Aq6qy73G89pqPwsIIP/pRctbh//jH7QwYEOSOO4o59dS963oRDMJVV5VSUBDlmmv0DpDsWeeMsdYZp5cuB2PLsoqABcBUY0yTZVl3AbOIrTueBcwFzu/G8SYDkwGMMfjju8Akm9vtTtl95ap0HOPPPovNeI0dW4jfv+fZ3H0xdaqDJ5908vzzlVx00a7XM9fVwUMPeZg0KcJRR5V16/jpOL6p5vfDD34Q5cMPi/D7E782rytjvHEjjBvn4bPPvk5RvXtHGTw4yq9+FeXQQ0Occ44Xrzdzf1ajRsX+Xb++FL8/cWvzu/scrq31cMwxUaqqkjeWV13l4KKL3HzwQSXjx3d/hv/yy10sWeJi3rwQgwaVJ6HC7tHvieRKyPj+8IcAlLa1fbUTnnzNrudwl4KxZVkeYqH4b8aYfwAYYzbtdP29wD/jX34J9N3p2/eLX/YNxph7gHviX0brU/SKye/3k6r7ylXpOMaLFpWQl1dAeXk9yS6tf3845BA/t9/u4Be/qP/O7FM0ClOnllNYGGXKlC3U13cvcKTj+Nph+PAy3nzTl5Sx2NMYR6Nw/vnlbNwIN9+8nSFDggwYEPrO5i5Nydk3ImWcTigr683773dQX5+4TSq68xz+5BMXn3zSi0mTGqmv3/eT43Zn/Hjo3bsXf/hDhOHDt3brexcsyOeOO3owadIOTjihKem/Y7pCvyeSKyHj63RSBbR+8gk79LP6jmQ+h6uqqnZ73R4XjlmW5QDuB+qMMX/a6fI+O93s58Dy+OfPAKdbluWzLOtAYCDwzl7ULZIwy5d7GDIklJIesg4HTJzYwv/9n4fa2u92Tnj5ZR+vvprHtGnNVFQkp0NGLhgxIsiGDS6+/DL161/nzy/gpZfymD69ibPOauXww4N7teNhunM4Yht9rF5tX2eK116LtT9M9pIUnw8uvHAHb77pY+nSrq9dX77czdVXlzJqVAe//32GvxKS1PL5iJSWailFmunKX5Qa4GzgOMuyPoh/nALMtizrQ8uylgHHAtMAjDErAAOsBJ4HLjHGZE7zTsk60SisXOlJ+vrinZ16ahvl5eHvnIQXDML115fQr1+I885rSVk92ejrjT5S27bts89cXHddCTU1HVxwQfb/DAcODNm6+93rr/vo2zeUkt3jzjyzlZKSCLffXtSl2zc0OLjwwnLKyqLcfXcDnvQ8F1TSWNjvx6WT79LKHn/bGWNqgV2divDs93zPTcBN+1CXSMKsW+eisdGZ9I4UO8vLg1//upU77yxi3ToX++0X+6M+b14ha9Z4ePDBrXjTvw1vWhsyJEh+foR33/UyYUJ7Su6zcxc7lwv+/Oft3drhMFMNHBhi/nwX27Y5KS9P7TscwWBsG+gJE9pScoJqcXGUiRNbuO22YiZPhptuaqSyctePORyGKVN6sGGDiwUL6nd7O5HvE9EmH2knB36tS67rbOmVyhljgHPOic0mzptXAMC2bU7+9Kdijj66nRNOyNxOBenC44HDDkvtRh93313EkiWxXeyqq3PjjbDOzhR2bPTx/vteduxI7DbQe3L55c1Mn97Eiy/mccwxPVmwIH+XfZznzCnm1VfzuPHGRg4/XK3ZZO9E/H5cmzfbXYbsRMFYst7y5R6czihDhiSge383VFdHOOmkdubPj203O2dOMTt2OJg5s0nt2RJkxIgAy5d7aG1N/oCuWOHmlluKOeWUNk47LXd2NOsMxqleThGJwEMPFeB0RqmpSV0wdrthypQdLFy4hf79Q1x6aQ/OOaec9eu//nP5/PN5/OUvxZxxRgtnnpm8EwIl+2lb6PSjYCxZb8UKN/37h8jPT/3JURMntrB9u5PZs0t4+OECzj67lUGDUhvQs9mIEQHCYUe3TpbaGx0dcNllPSgri3DzzbnVd7qqKkxBQSSlM8ahEEybVsaTTxZwySU7KCtL/f/dAQNCPPlkPddf38jbb3s57riePPJIAatXu7nssjIOPTTAjTfm1nNBEi/i9+NsaoL21CwHkz1TMJast3x58ne8253RowMMHhzknnuKKC6OcsUVavyfSJ0bPiR7OcWcOcXU1XmYM2d7ytfZ2s3pjIXEVAXjQAAuvrgHTzxRwJVXNtm6WYbLBZMmtfDSS1s4+OAg11xTxoknVuL1Rrn33gby9m2jPJGvt4Xe2r0WgZI8CsaS1bZtc7B+vTvl64s7ORx81X3i8subcy5UJVt5eZQBA5K7znjxYi933VXEmWe25Oza8IEDQ3z8cfJbLrS1wQUXlPPss/nMnNnItGk70mJGdv/9wxizlZtv3k7fviHuvrshZ9aYS3JpW+j0Y18PHpEUsOvEu52dcUYrPXtGOOEEvVWWDCNGBHj++dgJUokOUTt2OJg6tYwf/CDMzJm526N24MAQCxYUsHChj+OO68CdhL8cO3Y4OO+8chYt8jJ79va0W7vrcMBZZ7Vy1lnpVZdktoiCcdrRjLFktc5gPGyYfet63W448cT2lGwukotGjAiyfbuTNWsSP8DXX1/CunUubrttO4WF2beBR1edfHI7lZVhJk6s4IgjenHjjSUJXVrR0ODg9NMreOcdL7ffnn6hWCRZvlpKoRPw0oZmjCWrrVjhoU+fsJYwZLHOjT7efdfLgAGJ6xaxcKGP+fMLmTKlmSOOCCTsuJlowIAQS5Zs4uWX83jssXzuvbeQu+4qYvjwAKef3sqpp7ZRUhIlGoWGBiebNjnZvNn11b8dHQ4qK8P07BmhZ88wgwbF1u/m5cGWLU7OOKOCNWvc3HtvAyeeqHdWJHeE/X5AM8bpRMFYstqKFand8U5Sr3//EGVlEWprffzqV4kJxlu2wFVXlTF0aFAnTMZ5PLF3Pk48sZ0tW5wsWJCPMQVcc00ZM2eWUF4eYcsWF8FgV9ezVFFaGnvBGgjAvHnbkr7ts0jaycsjUlyslm1pRMFYslZbG6xe7ebkkzUDlc2cTjjttFbuv7+IX/6ylXHj9m12NxqFSy5x09Tk4NFHtUPhrlRWRvj3f2/hootaWLrUw4IF+TQ2Ound++tZ4V69vv7X44mydauTLVtis8htbaWsXdvK5s0umpocnHtuCyNG6AWs5KaItoVOKwrGkrU++shDOOzQjHEOmD69mdde8zF1ag9efHEz5eV7vx748cfzefppJ7//fWPKN4XJNA5HbPfBww7b8/+x3r0j9O4d4eCDwe+PUF+/IwUViqS/cGWlllKkEZ18J1lr+fLOE+8UjLNdfn6UO+5oYNs2J1dfXbbLLXy7Yt06FzNmlDJ2bITJk1sSW6SIyC5E/H4F4zSiYCxZa8UKDyUlEfr2Vb/RXDBsWIj//M8mnnsun7//vaDb3x+JxHZbi0TgvvtC6iIiIikRqaxUV4o0omAsWavzxLt02CBAUmPy5BbGju1gxoySbrdvu+++Qt56y8f11zdx4IFJKlBE5FvClZU4t2+PnYUqtlMwlqwUDsPKlW6GDtUyilzidMKttzbg88GUKT26/Hfmo4/c/PGPJYwf387pp6uHroikTqSzZZtmjdOCgrFkpU8+cdHW5tT64hzUp0+EOXO2s2yZl7lzi/d4+0AALr20jKKiCLfcsl3vMIhISmmTj/SiYCxZKR22ghb7nHxyO7/+dQt33FHE22/vvt9aKAS33FLM8uVeZs9upLJSG8GISGqFtS10WlG7NslKK1Z48HqjDByodlu56rrrmnj7bR+XXlrGCy9soaws1qriiy9cvPqqj9df91Fb66OpyYlltXLSSep3LSKp1zljrKUU6UHBWLLS8uUefvjDoDZnyGGFhVFuv72BCRP8/OY3Pdh//xCvvprHJ5/Efu1VVYX46U/bGDeuQ6FYRGzz1VIKzRinBQVjyTrRaCwYjx+vsJPrDjssyJVXNvPHP5aQnx9h9OgA553XwjHHdNC/f0jriUXEdtH8fCKFhVpKkSYUjCXrbNrkZOtWFwcdpGUUAlOm7OD449vp3z+Ez2d3NSIi3xWprNRSijShYCxZp/PEO3WkEIhtWzx0qF4kiUj6ivj9WkqRJtSVQrJO51bQQ4YoGIuISPoLV1ZqKUWaUDCWrLNihYcDDghRXBy1uxQREZE9ivj9CsZpQsFYsk7nVtAiIiKZIFJZiauhAYL622U3BWPJKs3NDj791K31xSIikjHCndtCb91qcyWiYCxZZeVK7XgnIiKZRZt8pA8FY8kqK1fGGq0MHapgLCIimSGsTT7ShoKxZJW6Og89eoTp3TtidykiIiJd8tWMsYKx7RSMJavU1XkYMkQ7momISOb4altoLaWwnYKxZI1IBFatcqt/sYiIZJRoYSGR/HzNGKcBBWPJGp9/7qK11cmQIdrlTEREMou2hU4PCsaSNerqtOOdiIhkJm0LnR4UjCVr1NW5cTiiDBqkGWMREcks2hY6PSgYS9aoq/Nw4IFh8vO1FbSIiGQWbQudHhSMJWvU1XkYPFjLKEREJPNEevXCuW2btoW2mYKxZIXWVgeffurSxh4iIpKRwn364IhGcW3caHcpOU3BWLLCRx+5iUYd6kghIiIZKVxdDYBr/XqbK8ltCsaSFdSRQkREMlm4qgpQMLabgrFkhVWr3BQWRujbN2x3KSIiIt32VTD+8kubK8ltCsaSFVau9DBoUAinntEiIpKBooWFRMrKNGNsM8UIyXjRaGwphZZRiIhIJgv36aNgbDMFY8l4Gzc62b7dqY4UIiKS0cLV1VpKYTMFY8l4q1Z1nninjhQiIpK5wlVVmjG2mYKxZLzOjhSDBmnGWEREMle4qgrn9u04WlvtLiVnKRhLxqurc1NVFaKsTFtBi4hI5lIvY/spGEvGi514p2UUIiKS2dTL2H4KxpLRAgH4+GO3OlKIiEjGUy9j+ykYS0Zbs8ZNKKStoEVEJPOFe/cm6nBoxthGCsaS0bQVtIiIZA2vl0jPnjgVjG2jYCwZra7OjdcbpV8/zRiLiEjmC1dV4dZSCtsoGEtGq6vzMHBgCI/H7kpERET2XbiqSjPGNlIwloxWV+dh8GAtoxARkezw1SYfUbUgtYOCsWSsbdscbNzo0lbQIiKSNcLV1Tjb2nA0NNhdSk5SMJaMpa2gRUQk26iXsb0UjCVjqSOFiIhkGwVjeykYS8aqq3NTURGmsjJidykiIiIJoW2h7aVgLBlr1SoPgweHcDjsrkRERCQxIn4/UY9HwdgmCsaSkcJhWLVKW0GLiEiWcTpjnSnUy9gWCsaSkT77zEVbm1MdKUREJOt81bJNUk7BWDLS1yfeqSOFiIhkl3CfPgrGNlEwloxUV+fB6YwycKBmjEVEJLuEq6txbdgQWzcoKeXe0w0sy+oLPAT0AqLAPcaY2yzLKgceAw4APgUsY0yDZVkO4DbgFKAVOM8Y815yypdctWqVmwMPDJGfb3clIiIiiRWuqsIRDuPcvJlInz52l5NTujJjHAKuMMYMBUYBl1iWNRT4T+AlY8xA4KX41wAnAwPjH5OBuxJeteS8ujqPllGIiEhWUi9j++wxGBtjNnTO+BpjmoE6oBqYAMyL32we8LP45xOAh4wxUWPMIqDMsiy93JGEaWlx8Omn6kghIiLZ6atexupMkXLdWmNsWdYBwHBgMdDLGLMhftVGYkstIBaav9jp29bFLxNJiFWrYiuANGMsIiLZSDPG9tnjGuNOlmUVAQuAqcaYJsuyvrrOGBO1LCvanTu2LGsysaUWGGPw+/3d+fa95na7U3ZfuSrZY/zFF7HXc2PGFOH3FyXtftKVnsPJpzFOLo1v8mmMkyvp41tRQbSoiKJt28jP0Z+jXc/hLgVjy7I8xELx34wx/4hfvMmyrD7GmA3xpRKb45d/CfTd6dv3i1/2DcaYe4B74l9G6+vr96b+bvP7/aTqvnJVssd4yZJSCgudFBbWk4s/Sj2Hk09jnFwa3+TTGCdXKsa3sqqK0Nq1NOTozzGZY1wVn5Hfla50pXAA9wN1xpg/7XTVM8C5wB/j/z690+VTLMt6FDgSaNxpyYXIPluyxMvw4UGcajYoIiJZSpt82KMrM8Y1wNnAh5ZlfRC/7LfEArGxLOsC4DOgc23Fs8Rata0m1q5tYkIrlpzW2Ohg5Uo3V1zRbHcpIiIiSROursazfLndZeScPQZjY0wt4NjN1cfv4vZR4JJ9rEtkl5Ys8RKNOhg5MmB3KSIiIkkT7tMHV309dHSAz2d3OTlDb0ZLRnnnHS8eT5Qf/Uit2kREJHt91Zlig1ajppKCsWSURYt8HHpokPz8bjVBERERySjqZWwPBWPJGG1tDpYu9TBqVIfdpYiIiCSVehnbQ8FYMsa773oIhRwceaTWF4uISHYL94ltGqwZ49RSMJaMsXixD6czyogRCsYiIpLl8vMJV1RoxjjFFIwlYyxa5OWgg4KUlGh9sYiIZL9wVZVOvksxBWPJCIEAvPeeV23aREQkZ4Srq7WUIsUUjCUjLFvmob3dwahRCsYiIpIbtPtd6ikYS0ZYvDjW3Fwn3omISK4IV1XhbG7G0dRkdyk5Q8FYMsKiRV4GDgxSURGxuxQREZGUUMu21FMwlrQXDse2gtZssYiI5BIF49RTMJa0V1fnprnZqfXFIiKSU74KxjoBL2UUjCXtLVoUW188cqR2vBMRkdwR6dWLqMulGeMUUjCWtLd4sZe+fUNUV2t9sYiI5BC3m3CvXgrGKaRgLGktGo0FY60vFhGRXBSpqtJSihRSMJa0tmaNm61bXVpfLCIiOSlUXa3d71JIwVjS2qJFXgCOPFLri0VEJPdEOreFjmg5YSooGEtaW7zYS8+eYQ48MGx3KSIiIikXqq7G0dGBc+tWu0vJCQrGkraiUXj7bR9HHhnA4bC7GhERkdSLqJdxSikYS9pat87Fhg0uRo3SMgoREclN2uQjtRSMJW0tXhxbXzxypE68ExGR3BSurga0yUeqKBhL2lq82EtpaYTBg0N2lyIiImKLSI8eRPPyNGOcIgrGkrYWLfIxcmQAp56lIiKSqxwOwn36aMY4RRQ5JC1t3uxk7Vq31heLiEjOC1dXa8Y4RRSMJS11ri/WjnciIpLrwlVVCsYpomAsaWnxYi8FBRGGDQvaXYqIiIitwlVVODdtgqD+JiabgrGkpcWLfYwYEcDjsbsSERERe4Wrq3FEo7g2bbK7lKynYCxpZ/t2B3V1brVpExERYaeWbZ9/bnMl2U/BWNLO22/7iEYdjBmjYCwiIhI8+GAAvEuW2FxJ9lMwlrRTW+sjPz/C8OEKxiIiIpHycoJDhuB76y27S8l6CsaSdmprvYweHcDrtbsSERGR9NAxZgzef/0LOtTGNJkUjCWtbNjgZPVqDzU1+o8vIiLSKVBTg6O9He/779tdSlZTMJa0UlvrA2DsWAVjERGRTh1HHknU4cCr5RRJpWAsaaW21kd5eZihQ0N2lyIiIpI2omVlBIcNw/fmm3aXktUUjCVtRKOxYDxmTACnnpkiIiLfEBgzBu9770Fbm92lZC3FD0kba9a42LjRxVFHaRmFiIjIt3WMGYMjEIidhCdJoWAsaUPri0VERHYvcOSRRF0utW1LIgVjSRu1tT722y/E/vuH7S5FREQk7USLiwkecoiCcRIpGEtaCIfhrbd8jB3bgcNhdzUiIiLpqaOmBs8HH+BoabG7lKykYCxpYflyD42NTsaO1W53IiIiuxMYMwZHKIT3nXfsLiUrKRhLWtD6YhERkT0LHHEEUY9H/YyTRMFY0sIbb/gYPDhIZWXE7lJERETSVrSggMDw4VpnnCQKxmK79nZYssSrbaBFRES6IDBmDJ5ly3A0NdldStZRMBbbvfuul/Z2h5ZRiIiIdEHHmDE4IhG8ixbZXUrWUTAW29XW+nC5oowerRPvRERE9iRw+OFEfT4tp0gCBWOx3Rtv+Dj00CDFxVG7SxEREUl/eXkEDj9cwTgJFIzFVk1NDpYu9WgbaBERkW7oGDMG98qVOBoa7C4lqygYi60WLfISiWh9sYiISHcEampwRKP4tM44oRSMxVa1tT7y8iIcfrjWF4uIiHRV4LDDiOTnq59xgikYi61qa32MHBnA57O7EhERkQzi9RI44gh8b75pdyVZRcFYbLNpk5OPPvJoG2gREZG9EKipwfPRRzjr6+0uJWsoGItt3nwzNk2sE+9ERES6r2PMGAAtp0ggBWOxTW2tj7KyCAcdFLS7FBERkYwTPOQQIkVFatuWQArGYotoFN54w8uYMR24XHZXIyIikoHcbgIjR2rGOIEUjMUWa9e6WL/eTU2NllGIiIjsrY6aGjxr1uDcuNHuUrKCgrHY4oUX8gA4/ngFYxERkb0VqKkB0HKKBFEwFlu88EIeQ4YE6ds3bHcpIiIiGSs4dCiR0lItp0gQBWNJuW3bHCxZ4mX8+Ha7SxEREclsLhftxx1H/jPP4Ny82e5qMp6CsaTcK6/kEQ47+PGPFYxFRET2VfPll+MIBCieM8fuUjKegrGk3MKFefTsGebQQ9WmTUREZF+F+/Wj5bzzKPj733GvXGl3ORlNwVhSqqMDXn3Vx/jx7Tj17BMREUmI5qlTiZaUUHrDDbGeqLJXFE0kpRYt8rFjh1Pri0VERBIoWlZG8+WX43vjDXwvvWR3ORlLwVhSauHCPPLyIowdqzZtIiIiidRyzjmE+vWjZNYsCGq54t5w7+kGlmU9APwU2GyMGRa/7DrgQmBL/Ga/NcY8G79uOnABEAYuNcb8vyTULRkoGoWFC30cfXQH+fl2VyMiIpJlPB4ar72WiokTKXjkEVonTrS7oozTlRnjB4GTdnH5n40xh8U/OkPxUOB04KD499xpWZY2/BUAVqxws369W90oREREkqRj/Hg6amoonjsXx/btdpeTcfYYjI0xrwPbuni8CcCjxpgOY8wnwGpg5D7UJ1nkhRfycDii2u1OREQkWRwOGmfMwLl9O8V/+Yvd1WScPS6l+B54R7qHAAARPUlEQVRTLMs6B/gXcIUxpgGoBhbtdJt18cu+w7KsycBkAGMMfr9/H0rpOrfbnbL7ylW7G+NXXnFz5JFRhgwpt6Gq7KHncPJpjJNL45t8GuPkSvvxPeYYIueeS+EDD+C97DLo39/uirrNrjHe22B8FzALiMb/nQuc350DGGPuAe6Jfxmtr6/fy1K6x+/3k6r7SherV7uYMaOU669vYuDAUNLvb1djvGGDk3ff7c306U3U1+9Ieg3ZLBefw6mmMU4ujW/yaYyTKxPG13nppfQ0hvCVV9Jw7712l9NtyRzjqqqq3V63V10pjDGbjDFhY0wEuJevl0t8CfTd6ab7xS8Tm4RCcNllPXjttTx+//tS21obvvhiHoDatImIiKRApFcvdlxyCfnPPot30aI9f4MAexmMLcvqs9OXPweWxz9/BjjdsiyfZVkHAgOBd/atRNkX//3fRXzwgZcTTminttbHCy/4bKlj4cI89t8/xA9/mPwZaxEREYGWiy4i3KcPJTNn4mhpsbucjLDHYGxZ1t+Bt4FBlmWtsyzrAmC2ZVkfWpa1DDgWmAZgjFkBGGAl8DxwiTEmnLTqM0w4DJs3OwmnaESWL3dz663F/Oxnrdx33zYGDAhyww2lBAKpuf9OLS0O3nwzttudw5Ha+xYREclV0fx8GmfNwrNyJf4JE3B9/rndJaU9RzQ9tg2Mrl+/PiV3lOx1QcFgbHb0889dbNjwzY8tW5yEww569Ahz9NEdHHtsB8cc04HfH0l4HR0dcMoplTQ0OHnppc306BHl5Zd9nH12BTNmNHLRRcl75fjtMX7uuTwmTSrHmHpqalKcyrNQJqxty3Qa4+TS+Cafxji5Mm18fa+9Ro+LLybqdNJwzz0Exoyxu6Q9SsEa411O1e1LVwr5lkgEpk4t46mnCgAoKorQp0+Y3r0jjBvXQe/eYSoqIixb5uHVV3089VQBDkeUQw4JcuyxHRx7bDvDhwdxJaDz89y5xaxa5eGhh7bSo0fsxc9xx3Vw3HHt3HprMf/2b21UVCQ+kO/KwoV5lJZGGDlSoVhERCTVOo4+mi3//Cfl559PxRln0HjDDbSee67dZaUlBeMEiUZh5swSnnqqgKuuauKCC1ooLt79bHwkAh9+6OHll3288koef/lLEbfeWkyvXmEuvngHZ53Vste7wy1Z4uGuu4o488yW7/QMnjGjieOPr2TOnGL+8IfGvbuDbgiH4aWXfBx3XDseT9LvTkRERHYh3K8f9f/zP/SYMoWy3/4Wz8qVNM6aBV5vymtxf/wxBfPn03TtteDcq9Pdkia9qslgt91WxAMPFDF58g4uu2zH94ZiiD0PDj00yLRpO3jmmXqWLt3InXduo1+/ENddV0pNTS/uv7+Q9m42cWhtdTB1ag+qq8PMmNH0nesHDgxx7rktPPJIAatWJf910Xvvedi61aVuFCIiIjaLFhez7YEHaJ4yhcJHHqHi9NNxpnBJiHPTJkqvvprK446jYP583B9/nLL77ioF4wR4+OECbrmlhNNOa+Xaa5v26gSz8vIoEya088QTW3n88XoOPDDEjBmxgPzAA10PyDfdVMKnn7r585+3U1S063A+bVozJSVRrrsu+e3bXnghD7c7yrHHarc7ERER27lcNE+fTsMdd+BduhT/Kafge+GFWH/XJHE0N1M8ezY9a2ooeOwxWs47j81vvUVo0KCk3efeUjDeR//8Zx7Tp5dy/PHtzJ27PSHvCIwZE+CJJ7ZiTD377x/i2mu/Dshr17qI7GZp8Ouve3nwwUImTdrB6NG7X89bXh7liiuaeeON5LdvW7gwj9GjA5SUpMVJniIiIgK0/exn1D/5JAAV551HryOOoOSGG3DX1SXuTgIBCv76V3rW1FB82210nHACm199laZZs4hUVCTufhJIXSn2QW2tl7PPruCQQ4I8+uhW8vMTP5bRaOx+5s4tZsmSWIgtLo4wbFiQYcOCHHJIkIMPDuL3hxk/vieFhRGef37LHtcnB4NwwgmVhMMOXn55c0KXGHWO8dq1Lo46qhezZjVy/vnqn5gomXY2dCbSGCeXxjf5NMbJlVXjGwiQ9/LL5D/+OHkvvogjFCIwbBhtv/wlbT//ebcDrKOxEc/y5Xg+/JDChx/G/emndIweTdPvfkdw+PAuH0ddKTLMsmUezj+/nH79Qsybl5xQDOBwwFFHBRg7diurVrlZutTDhx96WbbMw8MPF9LeHvu5ulyx+3/66W1dOmnP44GZM5s4++wKHnywkMmTExtco1FYsCDWnUPri0VERNKU10v7SSfRftJJOLdtI/+pp8h//HFKZ86kZNYsAqNGEdpvPyJ+P5GKiti/fj/higqixcW416zB8+GHsY/ly3Hv1Cs5OGQIW+fNo+P448mUjQw0Y7wb4TCsW7frvmn19U4mTiwnPz/KU0/V06dPatqefVsoBKtXu1m2zMPy5R4OOijIr37V1q1jnHVWOe++6+XNNzdTXr7vj2P9eifPPuvnr3+FTz91c+SRHfzjH1v3+bjytayaqUhTGuPk0vgmn8Y4uXJhfN0ffUTB44/jfeMNXPX1OLduxREM7vb2oQMOIDhsWOzj4IMJDhtGxO/f6/vXjHEa+fJLJxdeWM7SpbtfX1BREWb+/K22hWIAtxsGDw4xeHAIy+peIO40c2asfdtNNxUzd+7etW/r6IidZPfoowW89pqPSMTB6NEdTJvWzE9+otliERGRTBMaNIim3//+6wuiURxNTTjr63Ft3Yqzvh5nY2MsEB90ENGSEvuKTSAF42955x0vF17Yg/Z2B9dd10hZ2a6D7+jRAfbbL/N3ux44MMTFF+/g9tuLmTChnXHjut49oqMDZs8u4bHH8mlocNGnT5jf/GYHF13ko7RUs8QiIiJZw+EgWlpKuLSUcP/+dleTNArGO3nooQKuvbaUvn3DPPHEVgYOTF7rknQybVozzz2Xx5VXlvLyy1t22+bt2268sYQHHijiJz9p44wzWhk3rgOXC/x+H1n+DpOIiIhkIbVrAwIBuPrqUqZPL2PcuA7+93+35EwoBsjLg7lzt7N+vYv/+q+uvRXy3HN5PPBAEZMm7eCeexo49tiOhGxlLSIiImKXnA/Gmzc7+eUv/fztb4VMmdLMgw9uo7Q0LU5ITKkjjggyaVIL8+YV8tZb39+77YsvXFxxRRmHHhrgd7/77u56IiIiIpkop4PxBx94OPnkSlascHPXXduYPr05p2c9r7mmmQMOCHHllWW0tu66rUowCP/xHz2IRODOOxvs2GJdREREJClyNhivXOnmF7/w43ZHefrpek49Vd0T8vOjzJmznc8+c3PzzcW7vM3s2cW8956X2bO3c8ABmX/yoYiIiEinnA3GQ4aEmDq1meeeq+egg3JnPfGejB4d4NxzW7j//kKWLPnmdPArr/i4885izjqrRS8kREREJOvkbDB2OODSS3ckZFOLbPPb3zZRXR3m8svLaIu3R9640cmll5YxZEiQ667bu37HIiIiIuksZ4Ox7F5RUZRbbmlk7Vo3f/pTMeEwTJnSg7Y2B3ff3dClLadFREREMo36GMsujRvXwa9/3cLddxfx5Zcu3n7bx5//3MCAAVp2IiIiItlJM8ayW9de20TPnhGefrqA005r3ettp0VEREQygYKx7FZJSZQ77mjgtNNa+cMftK5YREREspuWUsj3GjUqwKhRAbvLEBEREUk6zRiLiIiIiKBgLCIiIiICKBiLiIiIiAAKxiIiIiIigIKxiIiIiAigYCwiIiIiAigYi4iIiIgACsYiIiIiIoCCsYiIiIgIoGAsIiIiIgIoGIuIiIiIAArGIiIiIiKAgrGIiIiICKBgLCIiIiICKBiLiIiIiAAKxiIiIiIigIKxiIiIiAigYCwiIiIiAoAjGo3aXQNAWhQhIiIiIjnBsasL02XG2JGqD8uy3k3l/eXih8ZY45vpHxpjjW+mf2iMNb6Z/pGCMd6ldAnGIiIiIiK2UjAWERERESE3g/E9dheQAzTGyaXxTT6NcXJpfJNPY5xcGt/ks2WM0+XkOxERERERW+XijLGIiIiIyHe47S5gX1mW1Rd4COhFrO3bPcaY2yzLKgceAw4APgUsY0yDZVmDgb8CPwJ+Z4yZs9OxPgWagTAQMsaMSOFDSVsJHuMy4D5gWPxY5xtj3k7hw0k7iRpfy7IGxW/fqR8wwxhza6oeS7pK8HN4GjApfpwPgYnGmPYUPpy0k+DxvQy4kNhZ4/fq+RuzF2N8JnANsXFsBi42xiyNH+sk4DbABdxnjPljih9O2knw+D4A/BTYbIwZlurHkq4SNca7O06i6syGGeMQcIUxZigwCrjEsqyhwH8CLxljBgIvxb8G2AZcCszZ1cGAY40xhykUf0Mix/g24HljzGDgUKAu2cVngISMrzHmo/hz9zDgcKAVeDJFjyHdJWSMLcuqjl8+Iv4HzwWcnpqHkNYSNb7DiIXikcR+P/zUsqwBqXkIaa+7Y/wJcLQx5mBgFvH1mpZluYA7gJOBocAZ8ePkuoSMb9yDwEmpKjyDJGqMd3echMj4GWNjzAZgQ/zzZsuy6oBqYAJwTPxm84BXgWuMMZuBzZZl/ST11WamRI2xZVmlwDjgvPixAkAg+Y8gvSXpOXw8sMYY81my6s4kCR5jN5BvWVYQKADWJ7f69JfA8R0CLDbGtAJYlvUa8AtgdrIfQ7rbizF+a6dvXwTsF/98JLDaGLMWwLKsR+PHWJnkh5DWEji+GGNetyzrgORXnVkSNcbfc5yEPIezYcb4K/En4nBgMdArPngAG4lNue9JFFhoWda7lmVNTk6VmW0fx/hAYAvwV8uy3rcs6z7LsgqTVmwGSsBzuNPpwN8TW1122JcxNsZ8SWyW83Niv5gbjTELk1dt5tnH5/By4CjLsiosyyoATgH6JqvWTLUXY3wB8Fz882rgi52uWxe/TOL2cXylCxI1xt86TkJkTTC2LKsIWABMNcY07XydMSZK17adHmuM+RGxt5gusSxrXOIrzVwJGGM3sTWFdxljhgMtfP2WSc5L0HMYy7K8wKnA4wkvMsPt6xhbltWD2OzGgUAVUGhZ1llJKjfj7Ov4GmPqgJuBhcDzwAfEzvmQuO6OsWVZxxILFdekrMgMpvFNvkSN8fcdZ19kRTC2LMtDbHD+Zoz5R/ziTZZl9Ylf3wfYvKfjxGeDiL/N9ySxt5yEhI3xOmCdMabzld0TxIJyzkvUczjuZOA9Y8ymxFeauRI0xicAnxhjthhjgsA/gDHJqjmTJPD38P3GmMONMeOABuD/klVzpunuGFuWdQixk50nGGO2xi/+km/Owu8XvyznJWh85Xskaox3c5yEyPhgbFmWA7gfqDPG/Gmnq54Bzo1/fi7w9B6OU2hZVnHn58CPib2tl/MSNcbGmI3AF/HuCRBbB5vT69ogceO7kzPQMopvSOAYfw6MsiyrIH7M49EJpAl9DluW1TP+7w+IrS+en9hqM1N3xzg+fv8AzjbG7PziYgkw0LKsA+PvLp0eP0ZOS+D4ym4kaoy/5zgJkfEbfFiWNRZ4g1jbpEj84t8SW29igB8AnxFr/7HNsqzewL+AkvjtdxA7M9fP12fwu4H5xpibUvU40lmixtgY02RZ1mHEXv15gbXEWl01pPLxpJsEj28hsfDWzxjTmNpHkr4SPMbXA78idmb0+8AkY0xHKh9Puknw+L4BVABB4HJjzEspfTBpai/G+D7gtPhlsFMLUsuyTgFuJdZV5QH9rUv4+P6d2MlkfmATMNMYc3+KHkraStQY7+44xphnE1FnxgdjEREREZFEyPilFCIiIiIiiaBgLCIiIiKCgrGIiIiICKBgLCIiIiICKBiLiIiIiAAKxiIiIiIigIKxiIiIiAigYCwiIiIiAsD/ByPhRxTUkCqZAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yYhlqef0JrCv" + }, + "source": [ + "# Conclusion\r\n", + "The model performance on the existing data gave an r2 score of 88.36%\r\n", + "\r\n", + "The model forecast that the price of wholesale local rice will drastically reduce in 2022." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "adKho5nJC6-c" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file