city-of-scottsdale-citations
What can the dataset of citations issued by the City of Scottsdale Police Department tell me?
Science Score: 18.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
○codemeta.json file
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○.zenodo.json file
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○DOI references
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○Academic publication links
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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (5.0%) to scientific vocabulary
Repository
What can the dataset of citations issued by the City of Scottsdale Police Department tell me?
Basic Info
- Host: GitHub
- Owner: mrkjhsn
- Language: Jupyter Notebook
- Default Branch: master
- Size: 19.7 MB
Statistics
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
City-of-Scottsdale-Citations
What can the dataset* of citations issued by the City of Scottsdale Police Department tell me?
As resident of Scottsdale Arizona, I'm interested in an understanding of the city I can form by combing through it's data. I walk, I bicycle, I drive through it regularly, I shop and grocery stores, I visit public libraries. These daily activities have allowed me to gain an understanding of the city through direct contact. In contrast to that understanding, what story about the city can be formed by looking at something like the citations(approximately 27K over the last year) issed by the City of Scottsdale Police Department.
Analysis by Day of the Year
- which days of the year are associated with the highest/lowest numbers of citations? what could be contributing factors?
- are temperature/seasonal changes a contributing factor to some citations?
Analysis by Location
- which locations are associated with the highest numbers of citations of any given type?
- do citations cluster in certain areas of the city?
Interaction between weather and citation volume
- Do some weather occurences create a spike in some citations?
- For instance, does rain or sandstorms cause more people to get into traffic accidents?
- What about extremely hot and cold days of the year?
Analysis by Police Officer
- do some officers have a higher number of citations in specific "charge descriptions"?
*Contains information from the City of Scottsdale Open Database Portal, which is made available here under the Open Database License.
Owner
- Name: Mark Johnson
- Login: mrkjhsn
- Kind: user
- Location: Scottsdale, AZ
- Repositories: 1
- Profile: https://github.com/mrkjhsn
Citation (citation_predictions.ipynb)
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using facebook prophet, I'm interested in trying to predict the volume of different citations over time.\n",
"\n",
"my inspiration for this https://pbpython.com/prophet-overview.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import and Prep data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mrkjh\\Miniconda3\\lib\\site-packages\\statsmodels\\tools\\_testing.py:19: FutureWarning:\n",
"\n",
"pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
"\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from fbprophet import Prophet\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"citations = pd.read_csv('https://raw.githubusercontent.com/mrkjhsn/Scottsdale_Datasets/master/citations.csv', \n",
" index_col='Citation #',\n",
" low_memory=False)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(60859, 21)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Arizona Statute Code</th>\n",
" <th>Beat</th>\n",
" <th>Charge Description</th>\n",
" <th>Citation Date</th>\n",
" <th>Citation Time</th>\n",
" <th>Citation Type Code</th>\n",
" <th>Citation Type Description</th>\n",
" <th>Cited Person</th>\n",
" <th>Cited Person Age</th>\n",
" <th>Cited Person Ethnicity</th>\n",
" <th>...</th>\n",
" <th>Cited Person Sex</th>\n",
" <th>City</th>\n",
" <th>District</th>\n",
" <th>Officer Badge #</th>\n",
" <th>State</th>\n",
" <th>Street</th>\n",
" <th>Street Number</th>\n",
" <th>Zip</th>\n",
" <th>Zone</th>\n",
" <th>tcmainid</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Citation #</th>\n",
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" <tr>\n",
" <th>2074492</th>\n",
" <td>97XX</td>\n",
" <td>12.0</td>\n",
" <td>Amended Charge</td>\n",
" <td>12/20/2018</td>\n",
" <td>2222</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Way, Dennis</td>\n",
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" <td>U</td>\n",
" <td>...</td>\n",
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" <td>Scottsdale</td>\n",
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" <tr>\n",
" <th>8093305</th>\n",
" <td>28-701A</td>\n",
" <td>10.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>12/20/2018</td>\n",
" <td>844</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Grady, Scott</td>\n",
" <td>61</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D3</td>\n",
" <td>780</td>\n",
" <td>AZ</td>\n",
" <td>N Scottsdale Rd</td>\n",
" <td>8xxx</td>\n",
" <td>NaN</td>\n",
" <td>2601.0</td>\n",
" <td>641302</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2076259</th>\n",
" <td>28-4135C</td>\n",
" <td>3.0</td>\n",
" <td>No Proof of Insurance</td>\n",
" <td>12/18/2018</td>\n",
" <td>2147</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Dudgeon, Miranda</td>\n",
" <td>20</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>F</td>\n",
" <td>Scottsdale</td>\n",
" <td>D1</td>\n",
" <td>1509</td>\n",
" <td>AZ</td>\n",
" <td>E Osborn Rd / N Scottsdale Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>706.0</td>\n",
" <td>641303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8093703</th>\n",
" <td>28-2532A</td>\n",
" <td>5.0</td>\n",
" <td>Expired/No Arizona Registration</td>\n",
" <td>12/21/2018</td>\n",
" <td>2116</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Fox, William</td>\n",
" <td>34</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D2</td>\n",
" <td>826</td>\n",
" <td>AZ</td>\n",
" <td>E Chaparral Rd / N Hayden Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>1106.0</td>\n",
" <td>641304</td>\n",
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" <tr>\n",
" <th>2053182</th>\n",
" <td>28-4135C</td>\n",
" <td>15.0</td>\n",
" <td>No Proof of Insurance</td>\n",
" <td>12/20/2018</td>\n",
" <td>2324</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Rhoden, David</td>\n",
" <td>24</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D4</td>\n",
" <td>1440</td>\n",
" <td>AZ</td>\n",
" <td>E Frank Lloyd Wright Bl / N Hayden Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>3604.0</td>\n",
" <td>641305</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" Arizona Statute Code Beat Charge Description \\\n",
"Citation # \n",
"2074492 97XX 12.0 Amended Charge \n",
"8093305 28-701A 10.0 Speed Greater Than R&P or Posted \n",
"2076259 28-4135C 3.0 No Proof of Insurance \n",
"8093703 28-2532A 5.0 Expired/No Arizona Registration \n",
"2053182 28-4135C 15.0 No Proof of Insurance \n",
"\n",
" Citation Date Citation Time Citation Type Code \\\n",
"Citation # \n",
"2074492 12/20/2018 2222 CV \n",
"8093305 12/20/2018 844 CV \n",
"2076259 12/18/2018 2147 CV \n",
"8093703 12/21/2018 2116 CV \n",
"2053182 12/20/2018 2324 CV \n",
"\n",
" Citation Type Description Cited Person Cited Person Age \\\n",
"Citation # \n",
"2074492 Civil Traffic Way, Dennis 51 \n",
"8093305 Civil Traffic Grady, Scott 61 \n",
"2076259 Civil Traffic Dudgeon, Miranda 20 \n",
"8093703 Civil Traffic Fox, William 34 \n",
"2053182 Civil Traffic Rhoden, David 24 \n",
"\n",
" Cited Person Ethnicity ... Cited Person Sex City District \\\n",
"Citation # ... \n",
"2074492 U ... M Scottsdale D3 \n",
"8093305 U ... M Scottsdale D3 \n",
"2076259 U ... F Scottsdale D1 \n",
"8093703 U ... M Scottsdale D2 \n",
"2053182 U ... M Scottsdale D4 \n",
"\n",
" Officer Badge # State Street \\\n",
"Citation # \n",
"2074492 1476 AZ E Sahuaro DR / N Scottsdale Rd \n",
"8093305 780 AZ N Scottsdale Rd \n",
"2076259 1509 AZ E Osborn Rd / N Scottsdale Rd \n",
"8093703 826 AZ E Chaparral Rd / N Hayden Rd \n",
"2053182 1440 AZ E Frank Lloyd Wright Bl / N Hayden Rd \n",
"\n",
" Street Number Zip Zone tcmainid \n",
"Citation # \n",
"2074492 xxx NaN 3003.0 641301 \n",
"8093305 8xxx NaN 2601.0 641302 \n",
"2076259 xxx NaN 706.0 641303 \n",
"8093703 xxx NaN 1106.0 641304 \n",
"2053182 xxx NaN 3604.0 641305 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"citations.loc[:,'Citation Date'] = pd.to_datetime(citations['Citation Date'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2017-09-23 00:00:00')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations['Citation Date'].min()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2020-05-03 00:00:00')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations['Citation Date'].max()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# aggregate based on count per day\n",
"count_per_day = citations.groupby('Citation Date').size().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# assign labels to colmns\n",
"# based on what Prophet requires\n",
"count_per_day.columns = [\"ds\", \"y\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <td>32</td>\n",
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" <tr>\n",
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" <td>2017-09-25</td>\n",
" <td>90</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>2017-09-26</td>\n",
" <td>80</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>2017-09-27</td>\n",
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" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>949</th>\n",
" <td>2020-04-29</td>\n",
" <td>9</td>\n",
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" <tr>\n",
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" <td>2020-04-30</td>\n",
" <td>21</td>\n",
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" <tr>\n",
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" <td>2020-05-01</td>\n",
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" <td>2020-05-02</td>\n",
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" <tr>\n",
" <th>953</th>\n",
" <td>2020-05-03</td>\n",
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"<p>954 rows × 2 columns</p>\n",
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],
"text/plain": [
" ds y\n",
"0 2017-09-23 32\n",
"1 2017-09-24 75\n",
"2 2017-09-25 90\n",
"3 2017-09-26 80\n",
"4 2017-09-27 106\n",
".. ... ...\n",
"949 2020-04-29 9\n",
"950 2020-04-30 21\n",
"951 2020-05-01 9\n",
"952 2020-05-02 11\n",
"953 2020-05-03 6\n",
"\n",
"[954 rows x 2 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_per_day"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Model using Prophet"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x26d887676d8>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = Prophet()\n",
"m1.fit(count_per_day)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# predict 1 year into the future\n",
"future1 = m1.make_future_dataframe(periods=365)\n",
"\n",
"# make forecast\n",
"forecast1 = m1.predict(future1)\n",
"\n",
"# plot forecast\n",
"m1.plot(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly covid-19 has dramatically reduced citation counts, which is causing the model to predict a downward trend for the future."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m1.plot_components(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's unclear to me why Wednesday has the most."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exclude dates in 2020 to avoid Covid-19 influence"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(55780, 21)"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations[citations['Citation Date'] < '2020-01-01'].shape"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# aggregate based on count per day\n",
"count_per_day = citations[citations['Citation Date'] < '2020-01-01'].groupby('Citation Date').size().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"# assign labels to colmns\n",
"# based on what Prophet requires\n",
"count_per_day.columns = [\"ds\", \"y\"]"
]
},
{
"cell_type": "code",
"execution_count": 59,
"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>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2017-09-23</td>\n",
" <td>32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2017-09-24</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2017-09-25</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2017-09-26</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2017-09-27</td>\n",
" <td>106</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>825</th>\n",
" <td>2019-12-27</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>826</th>\n",
" <td>2019-12-28</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>827</th>\n",
" <td>2019-12-29</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>828</th>\n",
" <td>2019-12-30</td>\n",
" <td>44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>829</th>\n",
" <td>2019-12-31</td>\n",
" <td>37</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>830 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2017-09-23 32\n",
"1 2017-09-24 75\n",
"2 2017-09-25 90\n",
"3 2017-09-26 80\n",
"4 2017-09-27 106\n",
".. ... ...\n",
"825 2019-12-27 66\n",
"826 2019-12-28 67\n",
"827 2019-12-29 49\n",
"828 2019-12-30 44\n",
"829 2019-12-31 37\n",
"\n",
"[830 rows x 2 columns]"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_per_day"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x26d8ed88160>"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = Prophet()\n",
"m1.fit(count_per_day)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# predict 1 year into the future\n",
"future1 = m1.make_future_dataframe(periods=365)\n",
"\n",
"# make forecast\n",
"forecast1 = m1.predict(future1)\n",
"\n",
"# plot forecast\n",
"m1.plot(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly covid-19 has dramatically reduced citation counts, which is causing the model to predict a downward trend for the future."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m1.plot_components(forecast1);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dig deeper into trends of specific citation types"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Citation #\n",
"2074492 51\n",
"8093305 51\n",
"2076259 51\n",
"8093703 51\n",
"2053182 51\n",
" ..\n",
"8097857 18\n",
"8097856 18\n",
"8097855 18\n",
"8100779 18\n",
"2101557 18\n",
"Name: Citation Date, Length: 60859, dtype: int64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# based on the week of the year\n",
"citations['Citation Date'].dt.weekofyear"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Charge Description\n",
"Speed Greater Than R&P or Posted 4739.108220\n",
"Lap and Shoulder Belts Required 581.433333\n",
"Expired/No Arizona Registration 442.956259\n",
"Failure to Control Speed to Avoid A Collision 305.596908\n",
"Suspended/Revoked D.L. 234.694947\n",
"DUI-Impaired to Slightest Degree 212.211161\n",
"Exceed 15mph In School Crossing 209.409615\n",
"Parking to Obstruct Traffic 182.285714\n",
"No Proof of Insurance 174.245475\n",
"Loading or Unloading In Through Lane 144.114130\n",
"Drug Paraphernalia-Possess/Use 137.461161\n",
"Fail to Obey Traffic Control Device 136.013575\n",
"Fail to Stop at Stop Sign 120.996606\n",
"Fail to Stop For Red Signal 71.978884\n",
"Exceed Limit By More Than 20mph 56.809955\n",
"Urinate/Defecate In Public 50.342006\n",
"Liquor-Under 21 Any Liquor In Body 46.933855\n",
"Exceed 15mph School Cross/Civil Penalty Doubled 37.242915\n",
"Fail to Yield Turning Left at Intersection 34.019608\n",
"Void Charge 29.155354\n",
"dtype: float64"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# which citation type has the largest variance\n",
"# over the course of the year?\n",
"\n",
"citations.groupby([\"Charge Description\", citations['Citation Date'] \\\n",
" .dt.weekofyear]).size().unstack().var(axis=1) \\\n",
" .sort_values(ascending=False).head(20)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Speed Greater Than R&P or Posted', 'Lap and Shoulder Belts Required',\n",
" 'Expired/No Arizona Registration',\n",
" 'Failure to Control Speed to Avoid A Collision',\n",
" 'Suspended/Revoked D.L.', 'DUI-Impaired to Slightest Degree',\n",
" 'Exceed 15mph In School Crossing', 'Parking to Obstruct Traffic',\n",
" 'No Proof of Insurance', 'Loading or Unloading In Through Lane'],\n",
" dtype='object', name='Charge Description')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citations.groupby([\"Charge Description\", citations['Citation Date'] \\\n",
" .dt.weekofyear]).size().unstack().var(axis=1) \\\n",
" .sort_values(ascending=False).head(10).index"
]
},
{
"cell_type": "code",
"execution_count": 50,
"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>Arizona Statute Code</th>\n",
" <th>Beat</th>\n",
" <th>Charge Description</th>\n",
" <th>Citation Date</th>\n",
" <th>Citation Time</th>\n",
" <th>Citation Type Code</th>\n",
" <th>Citation Type Description</th>\n",
" <th>Cited Person</th>\n",
" <th>Cited Person Age</th>\n",
" <th>Cited Person Ethnicity</th>\n",
" <th>...</th>\n",
" <th>Cited Person Sex</th>\n",
" <th>City</th>\n",
" <th>District</th>\n",
" <th>Officer Badge #</th>\n",
" <th>State</th>\n",
" <th>Street</th>\n",
" <th>Street Number</th>\n",
" <th>Zip</th>\n",
" <th>Zone</th>\n",
" <th>tcmainid</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Citation #</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>8093305</th>\n",
" <td>28-701A</td>\n",
" <td>10.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2018-12-20</td>\n",
" <td>844</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Grady, Scott</td>\n",
" <td>61</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D3</td>\n",
" <td>780</td>\n",
" <td>AZ</td>\n",
" <td>N Scottsdale Rd</td>\n",
" <td>8xxx</td>\n",
" <td>NaN</td>\n",
" <td>2601.0</td>\n",
" <td>641302</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8093703</th>\n",
" <td>28-2532A</td>\n",
" <td>5.0</td>\n",
" <td>Expired/No Arizona Registration</td>\n",
" <td>2018-12-21</td>\n",
" <td>2116</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Fox, William</td>\n",
" <td>34</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D2</td>\n",
" <td>826</td>\n",
" <td>AZ</td>\n",
" <td>E Chaparral Rd / N Hayden Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>1106.0</td>\n",
" <td>641304</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8093304</th>\n",
" <td>28-701A</td>\n",
" <td>10.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2018-12-20</td>\n",
" <td>803</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Meltzer, Travis</td>\n",
" <td>30</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D3</td>\n",
" <td>780</td>\n",
" <td>AZ</td>\n",
" <td>N Scottsdale Rd</td>\n",
" <td>8xxx</td>\n",
" <td>NaN</td>\n",
" <td>2601.0</td>\n",
" <td>641306</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8092697</th>\n",
" <td>28-701A</td>\n",
" <td>18.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2018-12-22</td>\n",
" <td>1609</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Case, Felicia</td>\n",
" <td>49</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>F</td>\n",
" <td>Scottsdale</td>\n",
" <td>D4</td>\n",
" <td>1450</td>\n",
" <td>AZ</td>\n",
" <td>N Pima Rd</td>\n",
" <td>2xxx</td>\n",
" <td>NaN</td>\n",
" <td>3906.0</td>\n",
" <td>641307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8093306</th>\n",
" <td>28-701A</td>\n",
" <td>10.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2018-12-20</td>\n",
" <td>859</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Roholt, Michael</td>\n",
" <td>43</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D3</td>\n",
" <td>780</td>\n",
" <td>AZ</td>\n",
" <td>N Scottsdale Rd</td>\n",
" <td>8xxx</td>\n",
" <td>NaN</td>\n",
" <td>2601.0</td>\n",
" <td>641308</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8097859</th>\n",
" <td>28-701A</td>\n",
" <td>19.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2020-05-02</td>\n",
" <td>1424</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Seguin, JOshua</td>\n",
" <td>31</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D4</td>\n",
" <td>806</td>\n",
" <td>AZ</td>\n",
" <td>E Adobe DR / N Miller Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>3901.0</td>\n",
" <td>689658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8097857</th>\n",
" <td>28-701A</td>\n",
" <td>17.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2020-05-02</td>\n",
" <td>1008</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Martinez, Evelyn</td>\n",
" <td>33</td>\n",
" <td>H</td>\n",
" <td>...</td>\n",
" <td>F</td>\n",
" <td>Scottsdale</td>\n",
" <td>D4</td>\n",
" <td>806</td>\n",
" <td>AZ</td>\n",
" <td>N 100th St</td>\n",
" <td>1xxx</td>\n",
" <td>NaN</td>\n",
" <td>3406.0</td>\n",
" <td>689661</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8097856</th>\n",
" <td>28-701A</td>\n",
" <td>13.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2020-05-02</td>\n",
" <td>644</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Zayas, Bozena</td>\n",
" <td>39</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>F</td>\n",
" <td>Scottsdale</td>\n",
" <td>D3</td>\n",
" <td>806</td>\n",
" <td>AZ</td>\n",
" <td>E Shea Bl / E Via Linda</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>2911.0</td>\n",
" <td>689662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8097855</th>\n",
" <td>28-701A</td>\n",
" <td>19.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2020-05-02</td>\n",
" <td>622</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Anderson, Michael</td>\n",
" <td>32</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D4</td>\n",
" <td>806</td>\n",
" <td>AZ</td>\n",
" <td>E Princess Bl / N Scottsdale Rd</td>\n",
" <td>xxx</td>\n",
" <td>NaN</td>\n",
" <td>3701.0</td>\n",
" <td>689663</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8100779</th>\n",
" <td>28-701A</td>\n",
" <td>7.0</td>\n",
" <td>Speed Greater Than R&P or Posted</td>\n",
" <td>2020-04-30</td>\n",
" <td>806</td>\n",
" <td>CV</td>\n",
" <td>Civil Traffic</td>\n",
" <td>Dena Soria, Ramon</td>\n",
" <td>38</td>\n",
" <td>U</td>\n",
" <td>...</td>\n",
" <td>M</td>\n",
" <td>Scottsdale</td>\n",
" <td>D2</td>\n",
" <td>719</td>\n",
" <td>AZ</td>\n",
" <td>N Goldwater Bl</td>\n",
" <td>4xxx</td>\n",
" <td>NaN</td>\n",
" <td>1002.0</td>\n",
" <td>689689</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>26094 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" Arizona Statute Code Beat Charge Description \\\n",
"Citation # \n",
"8093305 28-701A 10.0 Speed Greater Than R&P or Posted \n",
"8093703 28-2532A 5.0 Expired/No Arizona Registration \n",
"8093304 28-701A 10.0 Speed Greater Than R&P or Posted \n",
"8092697 28-701A 18.0 Speed Greater Than R&P or Posted \n",
"8093306 28-701A 10.0 Speed Greater Than R&P or Posted \n",
"... ... ... ... \n",
"8097859 28-701A 19.0 Speed Greater Than R&P or Posted \n",
"8097857 28-701A 17.0 Speed Greater Than R&P or Posted \n",
"8097856 28-701A 13.0 Speed Greater Than R&P or Posted \n",
"8097855 28-701A 19.0 Speed Greater Than R&P or Posted \n",
"8100779 28-701A 7.0 Speed Greater Than R&P or Posted \n",
"\n",
" Citation Date Citation Time Citation Type Code \\\n",
"Citation # \n",
"8093305 2018-12-20 844 CV \n",
"8093703 2018-12-21 2116 CV \n",
"8093304 2018-12-20 803 CV \n",
"8092697 2018-12-22 1609 CV \n",
"8093306 2018-12-20 859 CV \n",
"... ... ... ... \n",
"8097859 2020-05-02 1424 CV \n",
"8097857 2020-05-02 1008 CV \n",
"8097856 2020-05-02 644 CV \n",
"8097855 2020-05-02 622 CV \n",
"8100779 2020-04-30 806 CV \n",
"\n",
" Citation Type Description Cited Person Cited Person Age \\\n",
"Citation # \n",
"8093305 Civil Traffic Grady, Scott 61 \n",
"8093703 Civil Traffic Fox, William 34 \n",
"8093304 Civil Traffic Meltzer, Travis 30 \n",
"8092697 Civil Traffic Case, Felicia 49 \n",
"8093306 Civil Traffic Roholt, Michael 43 \n",
"... ... ... ... \n",
"8097859 Civil Traffic Seguin, JOshua 31 \n",
"8097857 Civil Traffic Martinez, Evelyn 33 \n",
"8097856 Civil Traffic Zayas, Bozena 39 \n",
"8097855 Civil Traffic Anderson, Michael 32 \n",
"8100779 Civil Traffic Dena Soria, Ramon 38 \n",
"\n",
" Cited Person Ethnicity ... Cited Person Sex City District \\\n",
"Citation # ... \n",
"8093305 U ... M Scottsdale D3 \n",
"8093703 U ... M Scottsdale D2 \n",
"8093304 U ... M Scottsdale D3 \n",
"8092697 U ... F Scottsdale D4 \n",
"8093306 U ... M Scottsdale D3 \n",
"... ... ... ... ... ... \n",
"8097859 U ... M Scottsdale D4 \n",
"8097857 H ... F Scottsdale D4 \n",
"8097856 U ... F Scottsdale D3 \n",
"8097855 U ... M Scottsdale D4 \n",
"8100779 U ... M Scottsdale D2 \n",
"\n",
" Officer Badge # State Street \\\n",
"Citation # \n",
"8093305 780 AZ N Scottsdale Rd \n",
"8093703 826 AZ E Chaparral Rd / N Hayden Rd \n",
"8093304 780 AZ N Scottsdale Rd \n",
"8092697 1450 AZ N Pima Rd \n",
"8093306 780 AZ N Scottsdale Rd \n",
"... ... ... ... \n",
"8097859 806 AZ E Adobe DR / N Miller Rd \n",
"8097857 806 AZ N 100th St \n",
"8097856 806 AZ E Shea Bl / E Via Linda \n",
"8097855 806 AZ E Princess Bl / N Scottsdale Rd \n",
"8100779 719 AZ N Goldwater Bl \n",
"\n",
" Street Number Zip Zone tcmainid \n",
"Citation # \n",
"8093305 8xxx NaN 2601.0 641302 \n",
"8093703 xxx NaN 1106.0 641304 \n",
"8093304 8xxx NaN 2601.0 641306 \n",
"8092697 2xxx NaN 3906.0 641307 \n",
"8093306 8xxx NaN 2601.0 641308 \n",
"... ... ... ... ... \n",
"8097859 xxx NaN 3901.0 689658 \n",
"8097857 1xxx NaN 3406.0 689661 \n",
"8097856 xxx NaN 2911.0 689662 \n",
"8097855 xxx NaN 3701.0 689663 \n",
"8100779 4xxx NaN 1002.0 689689 \n",
"\n",
"[26094 rows x 21 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# subset based on the top 5\n",
"citations[citations['Charge Description'].isin(citations.groupby([\"Charge Description\", citations['Citation Date'] \\\n",
" .dt.weekofyear]).size().unstack().var(axis=1) \\\n",
" .sort_values(ascending=False).head(5).index)]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Focus on only one specific citation type 'Exceed 15mph In School Crossing'"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"# aggregate based on count per day\n",
"count_per_day = citations[(citations['Charge Description'] == 'Exceed 15mph In School Crossing') &\n",
" (citations['Citation Date'] < '2020-01-01')].groupby('Citation Date').size().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"# assign labels to colmns\n",
"# based on what Prophet requires\n",
"count_per_day.columns = [\"ds\", \"y\"]"
]
},
{
"cell_type": "code",
"execution_count": 73,
"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>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2017-09-25</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2017-09-26</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2017-09-27</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2017-09-28</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2017-10-02</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>295</th>\n",
" <td>2019-12-05</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>296</th>\n",
" <td>2019-12-10</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>297</th>\n",
" <td>2019-12-11</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>298</th>\n",
" <td>2019-12-13</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>299</th>\n",
" <td>2019-12-18</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>300 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2017-09-25 5\n",
"1 2017-09-26 2\n",
"2 2017-09-27 3\n",
"3 2017-09-28 1\n",
"4 2017-10-02 2\n",
".. ... ..\n",
"295 2019-12-05 5\n",
"296 2019-12-10 3\n",
"297 2019-12-11 2\n",
"298 2019-12-13 2\n",
"299 2019-12-18 4\n",
"\n",
"[300 rows x 2 columns]"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_per_day"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x26d8d26a2b0>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = Prophet()\n",
"m1.fit(count_per_day)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# predict 1 year into the future\n",
"future1 = m1.make_future_dataframe(periods=365)\n",
"\n",
"# make forecast\n",
"forecast1 = m1.predict(future1)\n",
"\n",
"# plot forecast\n",
"m1.plot(forecast1);"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m1.plot_components(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When school starts up each year is the largest peak of this citation type."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Focus on only one specific citation type 'Failure to Control Speed to Avoid A Collision'"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"# aggregate based on count per day\n",
"count_per_day = citations[(citations['Charge Description'] == 'Failure to Control Speed to Avoid A Collision') &\n",
" (citations['Citation Date'] < '2020-01-01')].groupby('Citation Date').size().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# assign labels to colmns\n",
"# based on what Prophet requires\n",
"count_per_day.columns = [\"ds\", \"y\"]"
]
},
{
"cell_type": "code",
"execution_count": 91,
"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>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2017-09-25</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2017-09-26</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2017-09-27</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2017-09-28</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2017-09-29</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>750</th>\n",
" <td>2019-12-24</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>751</th>\n",
" <td>2019-12-26</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>752</th>\n",
" <td>2019-12-27</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>753</th>\n",
" <td>2019-12-28</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>754</th>\n",
" <td>2019-12-31</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>755 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2017-09-25 5\n",
"1 2017-09-26 4\n",
"2 2017-09-27 10\n",
"3 2017-09-28 7\n",
"4 2017-09-29 2\n",
".. ... ..\n",
"750 2019-12-24 3\n",
"751 2019-12-26 2\n",
"752 2019-12-27 5\n",
"753 2019-12-28 2\n",
"754 2019-12-31 3\n",
"\n",
"[755 rows x 2 columns]"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_per_day"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x26d92856f98>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = Prophet(weekly_seasonality=True)\n",
"m1.fit(count_per_day)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# predict 1 year into the future\n",
"future1 = m1.make_future_dataframe(periods=365)\n",
"\n",
"# make forecast\n",
"forecast1 = m1.predict(future1)\n",
"\n",
"# plot forecast\n",
"m1.plot(forecast1);"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m1.plot_components(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Focus on only one specific citation type 'Liquor-Under 21 Any Liquor In Body'"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"# aggregate based on count per day\n",
"count_per_day = citations[(citations['Charge Description'] == 'Liquor-Under 21 Any Liquor In Body') &\n",
" (citations['Citation Date'] < '2020-01-01')].groupby('Citation Date').size().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"# assign labels to colmns\n",
"# based on what Prophet requires\n",
"count_per_day.columns = [\"ds\", \"y\"]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"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>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2017-10-11</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2017-10-15</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2017-11-11</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2017-12-03</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2017-12-15</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>2019-11-09</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>2019-11-12</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>2019-12-01</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>2019-12-06</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>2019-12-13</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>68 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2017-10-11 1\n",
"1 2017-10-15 2\n",
"2 2017-11-11 4\n",
"3 2017-12-03 2\n",
"4 2017-12-15 1\n",
".. ... ..\n",
"63 2019-11-09 1\n",
"64 2019-11-12 1\n",
"65 2019-12-01 1\n",
"66 2019-12-06 4\n",
"67 2019-12-13 1\n",
"\n",
"[68 rows x 2 columns]"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_per_day"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x26d8ed51a90>"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = Prophet()\n",
"m1.fit(count_per_day)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# predict 1 year into the future\n",
"future1 = m1.make_future_dataframe(periods=365)\n",
"\n",
"# make forecast\n",
"forecast1 = m1.predict(future1)\n",
"\n",
"# plot forecast\n",
"m1.plot(forecast1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There seems to be a strong peak during the WM Open each February."
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m1.plot_components(forecast1);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}