"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_no_outl[(df_no_outl.sec_diff>=50) & (df_no_outl.sec_diff<=70)].sec_diff.plot(kind='hist',bins=50,figsize=(15,5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's safe to say that on average, Google timeline records my GPS points after every ~60 seconds and sometimes it records GPS points rapidly (less than 10 seconds)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,axes= plt.subplots(nrows=2,figsize=(25,10),sharey=True)\n",
"norm_day = df[(df.year==2016) & (df.month==10) & (df.day==10) & (df.sec_diff<1000)]\n",
"norm_day.set_index('date_time').sec_diff.plot(ax=axes[0]);\n",
"\n",
"norm_day = df[(df.year==2016) & (df.month==9) & (df.day==7) & (df.sec_diff<1000)]\n",
"norm_day.set_index('date_time').sec_diff.plot(ax=axes[1]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are the time difference distribution for 2 typical school day (my common routine). We can see two patterns:\n",
"- Time difference is bigger (maximum is 200 to 400 seconds) during sleep time when there is little movement (before 9 am)\n",
"- Tim difference is smaller and more condense during school time when there is lot of movement between 9 am - 6 pm (commute, walk between classes) , and a mix between big and small during night time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate speed and identify abnormal speed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With both time differences and distance differences, we can easily calculate speed between 2 GPS points. From here we can identify odd GPS points if its speed is more than a threshold"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(342869, 23)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# df = pd.read_feather(PATH/'houston_processed_miles_time_diff.feather')\n",
"# df.shape"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# max speed\n",
"max_mph=80"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"speed = (df_timediff.mile_diff / df_timediff.sec_diff) * 3600 # miles/sec to mph"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 322810.000000\n",
"mean 6.236048\n",
"std 117.219923\n",
"min 0.000000\n",
"25% 0.000000\n",
"50% 0.000000\n",
"75% 0.250316\n",
"max 38186.397830\n",
"dtype: float64"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"speed.describe()"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"temp = df[df.sec_diff!=0] #exclude 0 time diff to avoid inf speed\n",
"df_abnormal=temp[speed>=max_mph]"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3857, 23)"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_abnormal.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Abnormal speed can be a result of GPS points glitch or plane travel. We will keep these GSP points"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"# keeping small glitches (<1 miles) or plane travel (probably > 15 miles)\n",
"abnormal_idx = df_abnormal[(df_abnormal.mile_diff>1) & (df_abnormal.mile_diff<15 )].index"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1301,)"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"abnormal_idx.shape"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"df.drop(abnormal_idx,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"# at this point, mile diff and sec diff have to be recalculated. Remove them for now\n",
"df.drop(['mile_diff','sec_diff'],axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"df.reset_index(drop=True,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(341568, 21)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df.to_feather(PATH/'houston_ready.feather')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quick GPS scatter plots"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_feather(PATH/'houston_ready.feather')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-98.5920927, -73.7636073)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(20,5))\n",
"sns.boxplot(ax=ax,x='act_type1',y='act_conf1',data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"'TILTING' is the most confident activity Google comes up with. However, after checking with google timeline, TILTING can relate to home GPS location (still), school location and even on driving path."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check to see whether 'IN_VEHICLE' is accurate label by checking how many high confidence IN_VEHICLE data points are in 'home' square area; between (29.6890,-95.2719) and (29.6899, -95.2708). A point to be considered 'high confidence' will have act_conf1 >= 70"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"