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@bicubic
Last active February 10, 2019 10:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('d:/dev/govhack-employment-fund-dataset_20150701-to-20170630.csv')"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"df = df.fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DATA_AS_AT</th>\n",
" <th>TRANSACTION_ID</th>\n",
" <th>EXPENDITURE</th>\n",
" <th>STATE</th>\n",
" <th>JSKR_LINKAGE_KEY</th>\n",
" <th>STREAM_PLACEMENT_DESC</th>\n",
" <th>EF_CATEGORY_DESCRIPTION</th>\n",
" <th>DERIVED_DATE_OF_SERVICE</th>\n",
" <th>ACTIVITY_TYPE_DESC</th>\n",
" <th>ACTIVITY_SUB_DESC</th>\n",
" <th>EDUCATION_LEVEL_DESC</th>\n",
" <th>GENDER</th>\n",
" <th>INDIGENOUS</th>\n",
" <th>HOMELESS</th>\n",
" <th>PWD</th>\n",
" <th>CALD</th>\n",
" <th>REFUGEE</th>\n",
" <th>EX_OFFENDER</th>\n",
" <th>AGE_GROUP</th>\n",
" <th>UE_GROUP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2018-08-05</td>\n",
" <td>303887J</td>\n",
" <td>150.0</td>\n",
" <td>QLD</td>\n",
" <td>1</td>\n",
" <td>Stream A</td>\n",
" <td>Professional Services</td>\n",
" <td>2016-01-04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Bachelor Degree or equivalent</td>\n",
" <td>Female</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50 to 54 years</td>\n",
" <td>Under 12 Months</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2018-08-05</td>\n",
" <td>283232J</td>\n",
" <td>300.0</td>\n",
" <td>QLD</td>\n",
" <td>1</td>\n",
" <td>Stream A</td>\n",
" <td>Professional Services</td>\n",
" <td>2015-12-21</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Bachelor Degree or equivalent</td>\n",
" <td>Female</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50 to 54 years</td>\n",
" <td>Under 12 Months</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2018-08-05</td>\n",
" <td>412011J</td>\n",
" <td>150.0</td>\n",
" <td>QLD</td>\n",
" <td>1</td>\n",
" <td>Stream A</td>\n",
" <td>Professional Services</td>\n",
" <td>2016-01-11</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Bachelor Degree or equivalent</td>\n",
" <td>Female</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50 to 54 years</td>\n",
" <td>Under 12 Months</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2018-08-05</td>\n",
" <td>376042J</td>\n",
" <td>150.0</td>\n",
" <td>QLD</td>\n",
" <td>1</td>\n",
" <td>Stream A</td>\n",
" <td>Professional Services</td>\n",
" <td>2016-02-08</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Bachelor Degree or equivalent</td>\n",
" <td>Female</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>50 to 54 years</td>\n",
" <td>Under 12 Months</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2018-08-05</td>\n",
" <td>415778J</td>\n",
" <td>225.0</td>\n",
" <td>VIC</td>\n",
" <td>2</td>\n",
" <td>Stream C</td>\n",
" <td>Professional Services</td>\n",
" <td>2016-02-18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Diploma or equivalent</td>\n",
" <td>Female</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>25 to 29 years</td>\n",
" <td>24 to 59 Months</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DATA_AS_AT TRANSACTION_ID EXPENDITURE STATE JSKR_LINKAGE_KEY \\\n",
"0 2018-08-05 303887J 150.0 QLD 1 \n",
"1 2018-08-05 283232J 300.0 QLD 1 \n",
"2 2018-08-05 412011J 150.0 QLD 1 \n",
"3 2018-08-05 376042J 150.0 QLD 1 \n",
"4 2018-08-05 415778J 225.0 VIC 2 \n",
"\n",
" STREAM_PLACEMENT_DESC EF_CATEGORY_DESCRIPTION DERIVED_DATE_OF_SERVICE \\\n",
"0 Stream A Professional Services 2016-01-04 \n",
"1 Stream A Professional Services 2015-12-21 \n",
"2 Stream A Professional Services 2016-01-11 \n",
"3 Stream A Professional Services 2016-02-08 \n",
"4 Stream C Professional Services 2016-02-18 \n",
"\n",
" ACTIVITY_TYPE_DESC ACTIVITY_SUB_DESC EDUCATION_LEVEL_DESC GENDER \\\n",
"0 0 0 Bachelor Degree or equivalent Female \n",
"1 0 0 Bachelor Degree or equivalent Female \n",
"2 0 0 Bachelor Degree or equivalent Female \n",
"3 0 0 Bachelor Degree or equivalent Female \n",
"4 0 0 Diploma or equivalent Female \n",
"\n",
" INDIGENOUS HOMELESS PWD CALD REFUGEE EX_OFFENDER AGE_GROUP \\\n",
"0 0.0 0.0 0.0 1.0 0.0 0.0 50 to 54 years \n",
"1 0.0 0.0 0.0 1.0 0.0 0.0 50 to 54 years \n",
"2 0.0 0.0 0.0 1.0 0.0 0.0 50 to 54 years \n",
"3 0.0 0.0 0.0 1.0 0.0 0.0 50 to 54 years \n",
"4 0.0 1.0 0.0 0.0 0.0 0.0 25 to 29 years \n",
"\n",
" UE_GROUP \n",
"0 Under 12 Months \n",
"1 Under 12 Months \n",
"2 Under 12 Months \n",
"3 Under 12 Months \n",
"4 24 to 59 Months "
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22b1ad44a20>"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1ad443c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('AGE_GROUP').EXPENDITURE.sum().sort_values().plot(kind='pie', figsize=(5,5))"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22b1a8c1a90>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1ad405c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('GENDER').EXPENDITURE.sum().plot(kind='pie', figsize=(5,5))"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22b19fee160>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1abe95c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('EF_CATEGORY_DESCRIPTION').EXPENDITURE.sum().sort_values().plot(kind='barh', figsize=(5,7))"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22b1ad0a2e8>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1a399978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('EDUCATION_LEVEL_DESC').EXPENDITURE.sum().sort_values().plot(kind='barh', figsize=(5,7))"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22b1a92f7f0>"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1a87c4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('STATE').EXPENDITURE.sum().plot(kind='pie', figsize=(5,5))"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22b1a017c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = df.groupby('EDUCATION_LEVEL_DESC').EXPENDITURE.sum().sort_values(ascending=False) / 1000000.\n",
"plt.figure(figsize=(10,8))\n",
"ax = sns.barplot(x=v.values, y=v.index, palette=\"deep\")\n",
"ax.set_ylabel(\"EDUCATION LEVEL\")\n",
"ax.set_xlabel(\"EXPENDITURE ($MM)\")\n",
"sns.despine(bottom=False)\n",
"plt.tight_layout(h_pad=2)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>EX_OFFENDER</th>\n",
" <th>0.0</th>\n",
" <th>1.0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>GENDER</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Female</th>\n",
" <td>87.098116</td>\n",
" <td>5.697551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Male</th>\n",
" <td>103.454603</td>\n",
" <td>27.609669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Unknown</th>\n",
" <td>0.003186</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"EX_OFFENDER 0.0 1.0\n",
"GENDER \n",
"Female 87.098116 5.697551\n",
"Male 103.454603 27.609669\n",
"Unknown 0.003186 NaN"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['GENDER', 'EX_OFFENDER']).EXPENDITURE.sum().unstack()/ 1000000."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th>HOMELESS</th>\n",
" <th>0.0</th>\n",
" <th>1.0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>GENDER</th>\n",
" <th></th>\n",
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" <tr>\n",
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" <td>82.254501</td>\n",
" <td>10.541167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Male</th>\n",
" <td>108.193902</td>\n",
" <td>22.870370</td>\n",
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" <tr>\n",
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"text/plain": [
"HOMELESS 0.0 1.0\n",
"GENDER \n",
"Female 82.254501 10.541167\n",
"Male 108.193902 22.870370\n",
"Unknown 0.003186 NaN"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"df.groupby(['GENDER', 'HOMELESS']).EXPENDITURE.sum().unstack()/ 1000000."
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th>REFUGEE</th>\n",
" <th>0.0</th>\n",
" <th>1.0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>GENDER</th>\n",
" <th></th>\n",
" <th></th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Female</th>\n",
" <td>89.549812</td>\n",
" <td>3.245855</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Male</th>\n",
" <td>124.114453</td>\n",
" <td>6.949820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Unknown</th>\n",
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"</div>"
],
"text/plain": [
"REFUGEE 0.0 1.0\n",
"GENDER \n",
"Female 89.549812 3.245855\n",
"Male 124.114453 6.949820\n",
"Unknown 0.003186 NaN"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['GENDER', 'REFUGEE']).EXPENDITURE.sum().unstack()/ 1000000."
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
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" <th>REFUGEE</th>\n",
" <th>0.0</th>\n",
" <th>1.0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>STATE</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
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" <tr>\n",
" <th>ACT</th>\n",
" <td>1.804189</td>\n",
" <td>0.066103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NSW</th>\n",
" <td>51.637117</td>\n",
" <td>1.819758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NT</th>\n",
" <td>1.559958</td>\n",
" <td>0.056159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>QLD</th>\n",
" <td>57.989262</td>\n",
" <td>1.459682</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SA</th>\n",
" <td>21.960895</td>\n",
" <td>1.642099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TAS</th>\n",
" <td>7.459203</td>\n",
" <td>0.354077</td>\n",
" </tr>\n",
" <tr>\n",
" <th>VIC</th>\n",
" <td>48.284247</td>\n",
" <td>3.952387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WA</th>\n",
" <td>22.972582</td>\n",
" <td>0.845410</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"REFUGEE 0.0 1.0\n",
"STATE \n",
"ACT 1.804189 0.066103\n",
"NSW 51.637117 1.819758\n",
"NT 1.559958 0.056159\n",
"QLD 57.989262 1.459682\n",
"SA 21.960895 1.642099\n",
"TAS 7.459203 0.354077\n",
"VIC 48.284247 3.952387\n",
"WA 22.972582 0.845410"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['STATE', 'REFUGEE']).EXPENDITURE.sum().unstack()/ 1000000."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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