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DESCRIPTION
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The main assingment is called assingment-2-data-context, all other information is in CSV files. I need help complementing the assignment by the deadline.
Attachments
for_students/assignment2-data-context-content.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###### University of Chicago\n",
"###### DATA 25900: Ethics, Fairness, Responsibility, and Privacy in Data Science, Spring 2022\n",
"###### Course Staff: Raul Castro Fernandez, Zhiru Zhu"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem 1 - Warmup (5 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1.1 The dataset `class-grades-mod.csv` represents grades for students of a class. What is the average grade on the 'Final' exam? In this case, when dealing with missing values an oracle tells you that any missing value is missing completely at random (MCAR). (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem 2 - Dealing with Missing Data (45 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A self-driving company is testing a new concept for a self-driving car. As part of the pilot test, there is a human inside the vehicle every time the vehicle goes on for a trip. The vehicle is equipped with sensors that collect different data streams. Every time a trip is over, a computer collects data from the vehicle's sensors and some input from the human. The resulting dataset is then loaded into a database ([SQLite](https://www.sqlite.org/index.html), in this case), where it becomes available for analysis to other data scientists downstream.\n",
"\n",
"The data scientist who used to work with the database has left the company. Coincidentally, the database is down, so you cannot access it directly. Fortunately, the previous scientist did a good job in hardening the *pipeline* and there exists a backup copy of the database ('data/travel-times.sql') as a SQL script.\n",
"\n",
"Before leaving, the previous data scientist left a brief note: \"there are some missing values in this dataset\"."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.0 Open `travel-times.sql` (you can open it in plain text to read it) and get familiar with the content. Load the content into SQLite. You can work with the dataset using SQLite directly. Or you may want to transform it first into a dataframe and work with it from Pandas. If you choose the latter, you have many options. These are two for you to consider: i) [read the sql table from pandas](https://pandas.pydata.org/docs/reference/api/pandas.read_sql.html); ii) export the data in SQLite into a CSV file first, and then read it from pandas. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.1 How many cells have a missing value? Note the pipeline of stages here, from the moment where the data is generated to the moment where it gets to you is a bit more complex than in the past. Think carefully about what may go 'wrong' while the data flows through that pipeline. (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2 We want to understand what is a typical distance travelled. We know the car reliably measures the 'Distance' travelled in kilometers. This data, however, cannot be directly fed into the database, so the analyst reads it and inputs it manually. However, the analyst apparently forgets inputting the data sometimes, leading to some missing values. Before analyzing the results, fix the data in the 'Distance' column using the following methods:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2.1 Fix 'Distance' by dropping missing values. (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2.2 Fix 'Distance' by using LOCF (last observation carried forward) hot-deck imputation. (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2.3 Fix 'Distance' by using mean imputation. (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2.4 Fix 'Distance' by using multiple imputation. We suggest 'MICE', which has an implementation (IterativeImputer) with sklearn, [here](https://scikit-learn.org/stable/modules/generated/sklearn.impute.IterativeImputer.html#sklearn.impute.IterativeImputer) (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.3 All the above methods are common ways of dealing with missing values. Step back and concentrate on the original problem in 2.2. How would you fix the missing values? Which approach would you choose if you had to show this data to a decision-maker and you want to make the case that you have a reasonable and *interpretable* method? (You cannot drop values in this case and you may think of approaches beyond the ones in 2.2.2-2.2.4). (10 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.4 After deciding an imputation strategy, how would you present the 'fixed' dataset to the decision-maker? Note the decision-make may use the dataset directly, or have more components of a pipeline in use. Create the dataset you would present the decision maker and show it here along with a brief description of what you did. (5 points)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.5 The data in the 'Distance' column is missing because an analyst sometimes forgets inputting it from the vehicle. Every time this happens, the repercusions affect every other analysts downstream. You do not want to deal with missing data when it can be avoided. What changes would you make to the pipeline (hint: to the database schema) so that if the analyst inputing the data forgets to include 'Distance' they'll receive a notification/error or any other indication that they have not finished their job? (5 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Data in the Wild (30 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This is a snapshot from March 23 from a [dataset provided by the City of Chicago](https://data.cityofchicago.org/Parks-Recreation/Beach-Weather-Stations-Automated-Sensors/k7hf-8y75) through their open data portal. The dataset contains historial data up to March 23. Take a look."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"df1 = pd.read_csv(\"data/Beach_Weather_Stations_-_Automated_Sensors-03-23-22.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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" <td>17.89</td>\n",
" <td>NaN</td>\n",
" <td>39</td>\n",
" <td>NaN</td>\n",
" <td>0.00</td>\n",
" <td>NaN</td>\n",
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" <td>249</td>\n",
" <td>1.4</td>\n",
" <td>2.3</td>\n",
" <td>993.6</td>\n",
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" <td>15.1</td>\n",
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" <td>19.50</td>\n",
" <td>13.0</td>\n",
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" <td>7.06</td>\n",
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" <th>131611</th>\n",
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" <td>6.00</td>\n",
" <td>NaN</td>\n",
" <td>88</td>\n",
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" <td>1.27</td>\n",
" <td>NaN</td>\n",
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" <td>FosterWeatherStation202203231500</td>\n",
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" <th>131612</th>\n",
" <td>Oak Street Weather Station</td>\n",
" <td>03/23/2022 03:00:00 PM</td>\n",
" <td>7.30</td>\n",
" <td>6.9</td>\n",
" <td>95</td>\n",
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" Station Name Measurement Timestamp Air Temperature \\\n",
"0 63rd Street Weather Station 09/27/2018 10:00:00 AM 16.40 \n",
"1 63rd Street Weather Station 09/27/2018 11:00:00 AM 17.10 \n",
"2 63rd Street Weather Station 09/27/2018 01:00:00 PM 18.20 \n",
"3 Foster Weather Station 09/27/2018 01:00:00 PM 17.89 \n",
"4 63rd Street Weather Station 09/27/2018 03:00:00 PM 19.50 \n",
"... ... ... ... \n",
"131608 Foster Weather Station 03/23/2022 02:00:00 PM 7.06 \n",
"131609 Oak Street Weather Station 03/23/2022 02:00:00 PM 7.00 \n",
"131610 63rd Street Weather Station 03/23/2022 03:00:00 PM 7.50 \n",
"131611 Foster Weather Station 03/23/2022 03:00:00 PM 6.00 \n",
"131612 Oak Street Weather Station 03/23/2022 03:00:00 PM 7.30 \n",
"\n",
" Wet Bulb Temperature Humidity Rain Intensity Interval Rain \\\n",
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"2 12.4 51 0.0 0.00 \n",
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"4 13.0 47 0.0 0.00 \n",
"... ... ... ... ... \n",
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"... ... ... ... ... \n",
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"131611 NaN NaN 0 3.3 \n",
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" Maximum Wind Speed Barometric Pressure Solar Radiation Heading \\\n",
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"3 2.3 993.6 0 NaN \n",
"4 5.7 992.9 461 355.0 \n",
"... ... ... ... ... \n",
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"131610 1.8 975.1 18 351.0 \n",
"131611 0.0 974.3 23 NaN \n",
"131612 1.6 975.9 15 357.0 \n",
"\n",
" Battery Life Measurement Timestamp Label \\\n",
"0 11.9 09/27/2018 10:00 AM \n",
"1 11.9 09/27/2018 11:00 AM \n",
"2 11.9 09/27/2018 1:00 PM \n",
"3 15.1 09/27/2018 1:00 PM \n",
"4 11.9 09/27/2018 3:00 PM \n",
"... ... ... \n",
"131608 15.2 03/23/2022 2:00 PM \n",
"131609 11.8 03/23/2022 2:00 PM \n",
"131610 11.9 03/23/2022 3:00 PM \n",
"131611 15.2 03/23/2022 3:00 PM \n",
"131612 11.9 03/23/2022 3:00 PM \n",
"\n",
" Measurement ID \n",
"0 63rdStreetWeatherStation201809271000 \n",
"1 63rdStreetWeatherStation201809271100 \n",
"2 63rdStreetWeatherStation201809271300 \n",
"3 FosterWeatherStation201809271300 \n",
"4 63rdStreetWeatherStation201809271500 \n",
"... ... \n",
"131608 FosterWeatherStation202203231400 \n",
"131609 OakStreetWeatherStation202203231400 \n",
"131610 63rdStreetWeatherStation202203231500 \n",
"131611 FosterWeatherStation202203231500 \n",
"131612 OakStreetWeatherStation202203231500 \n",
"\n",
"[131613 rows x 18 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This is an updated dataset from April 1st."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df2 = pd.read_csv(\"data/Beach_Weather_Stations_-_Automated_Sensors_UPDATE_APRIL_1st.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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" <th>Wet Bulb Temperature</th>\n",
" <th>Humidity</th>\n",
" <th>Rain Intensity</th>\n",
" <th>Interval Rain</th>\n",
" <th>Total Rain</th>\n",
" <th>Precipitation Type</th>\n",
" <th>Wind Direction</th>\n",
" <th>Wind Speed</th>\n",
" <th>Maximum Wind Speed</th>\n",
" <th>Barometric Pressure</th>\n",
" <th>Solar Radiation</th>\n",
" <th>Heading</th>\n",
" <th>Battery Life</th>\n",
" <th>Measurement Timestamp Label</th>\n",
" <th>Measurement ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>63rd Street Weather Station</td>\n",
" <td>09/27/2018 10:00:00 AM</td>\n",
" <td>16.40</td>\n",
" <td>12.2</td>\n",
" <td>61</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>260.3</td>\n",
" <td>0.0</td>\n",
" <td>231</td>\n",
" <td>2.5</td>\n",
" <td>4.7</td>\n",
" <td>996.3</td>\n",
" <td>484</td>\n",
" <td>356.0</td>\n",
" <td>11.9</td>\n",
" <td>09/27/2018 10:00 AM</td>\n",
" <td>63rdStreetWeatherStation201809271000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>63rd Street Weather Station</td>\n",
" <td>09/27/2018 11:00:00 AM</td>\n",
" <td>17.10</td>\n",
" <td>11.5</td>\n",
" <td>51</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>260.3</td>\n",
" <td>0.0</td>\n",
" <td>244</td>\n",
" <td>3.6</td>\n",
" <td>5.7</td>\n",
" <td>995.4</td>\n",
" <td>468</td>\n",
" <td>356.0</td>\n",
" <td>11.9</td>\n",
" <td>09/27/2018 11:00 AM</td>\n",
" <td>63rdStreetWeatherStation201809271100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>63rd Street Weather Station</td>\n",
" <td>09/27/2018 01:00:00 PM</td>\n",
" <td>18.20</td>\n",
" <td>12.4</td>\n",
" <td>51</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>260.3</td>\n",
" <td>0.0</td>\n",
" <td>248</td>\n",
" <td>3.1</td>\n",
" <td>5.3</td>\n",
" <td>994.8</td>\n",
" <td>377</td>\n",
" <td>355.0</td>\n",
" <td>11.9</td>\n",
" <td>09/27/2018 1:00 PM</td>\n",
" <td>63rdStreetWeatherStation201809271300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/27/2018 01:00:00 PM</td>\n",
" <td>17.89</td>\n",
" <td>NaN</td>\n",
" <td>39</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>249</td>\n",
" <td>1.4</td>\n",
" <td>2.3</td>\n",
" <td>993.6</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/27/2018 1:00 PM</td>\n",
" <td>FosterWeatherStation201809271300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>63rd Street Weather Station</td>\n",
" <td>09/27/2018 03:00:00 PM</td>\n",
" <td>19.50</td>\n",
" <td>13.0</td>\n",
" <td>47</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>260.3</td>\n",
" <td>0.0</td>\n",
" <td>249</td>\n",
" <td>3.1</td>\n",
" <td>5.7</td>\n",
" <td>992.9</td>\n",
" <td>461</td>\n",
" <td>355.0</td>\n",
" <td>11.9</td>\n",
" <td>09/27/2018 3:00 PM</td>\n",
" <td>63rdStreetWeatherStation201809271500</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",
" </tr>\n",
" <tr>\n",
" <th>620</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/25/2015 07:00:00 AM</td>\n",
" <td>18.56</td>\n",
" <td>NaN</td>\n",
" <td>81</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>68</td>\n",
" <td>1.3</td>\n",
" <td>1.4</td>\n",
" <td>1001.4</td>\n",
" <td>24</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/25/2015 7:00 AM</td>\n",
" <td>FosterWeatherStation201509250700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>621</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/25/2015 08:00:00 AM</td>\n",
" <td>18.39</td>\n",
" <td>NaN</td>\n",
" <td>86</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>37</td>\n",
" <td>1.4</td>\n",
" <td>1.6</td>\n",
" <td>1001.4</td>\n",
" <td>97</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/25/2015 8:00 AM</td>\n",
" <td>FosterWeatherStation201509250800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>622</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/25/2015 09:00:00 AM</td>\n",
" <td>18.89</td>\n",
" <td>NaN</td>\n",
" <td>84</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>40</td>\n",
" <td>1.7</td>\n",
" <td>2.0</td>\n",
" <td>1002.0</td>\n",
" <td>275</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/25/2015 9:00 AM</td>\n",
" <td>FosterWeatherStation201509250900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>623</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/25/2015 10:00:00 AM</td>\n",
" <td>18.78</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>56</td>\n",
" <td>2.6</td>\n",
" <td>2.9</td>\n",
" <td>1002.0</td>\n",
" <td>280</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/25/2015 10:00 AM</td>\n",
" <td>FosterWeatherStation201509251000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>624</th>\n",
" <td>Foster Weather Station</td>\n",
" <td>09/25/2015 11:00:00 AM</td>\n",
" <td>18.67</td>\n",
" <td>NaN</td>\n",
" <td>83</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5</td>\n",
" <td>3.1</td>\n",
" <td>3.8</td>\n",
" <td>1002.0</td>\n",
" <td>604</td>\n",
" <td>NaN</td>\n",
" <td>15.1</td>\n",
" <td>09/25/2015 11:00 AM</td>\n",
" <td>FosterWeatherStation201509251100</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>625 rows � 18 columns</p>\n",
"</div>"
],
"text/plain": [
" Station Name Measurement Timestamp Air Temperature \\\n",
"0 63rd Street Weather Station 09/27/2018 10:00:00 AM 16.40 \n",
"1 63rd Street Weather Station 09/27/2018 11:00:00 AM 17.10 \n",
"2 63rd Street Weather Station 09/27/2018 01:00:00 PM 18.20 \n",
"3 Foster Weather Station 09/27/2018 01:00:00 PM 17.89 \n",
"4 63rd Street Weather Station 09/27/2018 03:00:00 PM 19.50 \n",
".. ... ... ... \n",
"620 Foster Weather Station 09/25/2015 07:00:00 AM 18.56 \n",
"621 Foster Weather Station 09/25/2015 08:00:00 AM 18.39 \n",
"622 Foster Weather Station 09/25/2015 09:00:00 AM 18.89 \n",
"623 Foster Weather Station 09/25/2015 10:00:00 AM 18.78 \n",
"624 Foster Weather Station 09/25/2015 11:00:00 AM 18.67 \n",
"\n",
" Wet Bulb Temperature Humidity Rain Intensity Interval Rain \\\n",
"0 12.2 61 0.0 0.0 \n",
"1 11.5 51 0.0 0.0 \n",
"2 12.4 51 0.0 0.0 \n",
"3 NaN 39 NaN 0.0 \n",
"4 13.0 47 0.0 0.0 \n",
".. ... ... ... ... \n",
"620 NaN 81 NaN 0.0 \n",
"621 NaN 86 NaN 0.0 \n",
"622 NaN 84 NaN 0.0 \n",
"623 NaN 82 NaN 0.0 \n",
"624 NaN 83 NaN 0.0 \n",
"\n",
" Total Rain Precipitation Type Wind Direction Wind Speed \\\n",
"0 260.3 0.0 231 2.5 \n",
"1 260.3 0.0 244 3.6 \n",
"2 260.3 0.0 248 3.1 \n",
"3 NaN NaN 249 1.4 \n",
"4 260.3 0.0 249 3.1 \n",
".. ... ... ... ... \n",
"620 NaN NaN 68 1.3 \n",
"621 NaN NaN 37 1.4 \n",
"622 NaN NaN 40 1.7 \n",
"623 NaN NaN 56 2.6 \n",
"624 NaN NaN 5 3.1 \n",
"\n",
" Maximum Wind Speed Barometric Pressure Solar Radiation Heading \\\n",
"0 4.7 996.3 484 356.0 \n",
"1 5.7 995.4 468 356.0 \n",
"2 5.3 994.8 377 355.0 \n",
"3 2.3 993.6 0 NaN \n",
"4 5.7 992.9 461 355.0 \n",
".. ... ... ... ... \n",
"620 1.4 1001.4 24 NaN \n",
"621 1.6 1001.4 97 NaN \n",
"622 2.0 1002.0 275 NaN \n",
"623 2.9 1002.0 280 NaN \n",
"624 3.8 1002.0 604 NaN \n",
"\n",
" Battery Life Measurement Timestamp Label \\\n",
"0 11.9 09/27/2018 10:00 AM \n",
"1 11.9 09/27/2018 11:00 AM \n",
"2 11.9 09/27/2018 1:00 PM \n",
"3 15.1 09/27/2018 1:00 PM \n",
"4 11.9 09/27/2018 3:00 PM \n",
".. ... ... \n",
"620 15.1 09/25/2015 7:00 AM \n",
"621 15.1 09/25/2015 8:00 AM \n",
"622 15.1 09/25/2015 9:00 AM \n",
"623 15.1 09/25/2015 10:00 AM \n",
"624 15.1 09/25/2015 11:00 AM \n",
"\n",
" Measurement ID \n",
"0 63rdStreetWeatherStation201809271000 \n",
"1 63rdStreetWeatherStation201809271100 \n",
"2 63rdStreetWeatherStation201809271300 \n",
"3 FosterWeatherStation201809271300 \n",
"4 63rdStreetWeatherStation201809271500 \n",
".. ... \n",
"620 FosterWeatherStation201509250700 \n",
"621 FosterWeatherStation201509250800 \n",
"622 FosterWeatherStation201509250900 \n",
"623 FosterWeatherStation201509251000 \n",
"624 FosterWeatherStation201509251100 \n",
"\n",
"[625 rows x 18 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Imagine you are responsible for this dataset. Use the [Great Expectations library in Python](https://greatexpectations.io) to create \"context\" for this data. This library will allow you to create rules (aka \"Expectations\") that the data should follow and then check later if those are invalidated. In this exercise, we ask you to use the library to create rules *automatically*. We want to concentrate on four columns: `Solar Radiation`, `Air Temperature`, `Wet Bulb Temperature`, and `Total Rain`. After creating the rules on the older file `Beach_Weather_Stations_-_Automated_Sensors-03-23-22.csv`, validate them on the newer one `Beach_Weather_Stations_-_Automated_Sensors_UPDATE_APRIL_1st.csv`. \n",
"\n",
"#### *Note*: follow the [getting started tutorial](https://docs.greatexpectations.io/docs/tutorials/getting_started/tutorial_overview) using the provided dataset instead of the dataset from the tutorial (so you don't need to clone the ge_tutorials repository), and eventually you should able to see the validation results in the Data Docs webpage."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3.1 As a sanity check, for your validation results, what are the \"Evaluated Expectations\" and \"Success Percent\"? You should find the numbers in the \"Statistics\" section. (10 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3.2 Describe the Expectations you created. Can you explain some of the 'anomalies' detected? What are your thoughts on the validation results? Include a free text response no longer than a reading response (10 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3.3 How do you imagine this software (the techniques behind it) could be used in practice? Include a free text response no longer than a reading response. (10 points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
for_students/data/class-grades-mod.csv
Prefix Assignment Tutorial Midterm TakeHome Final padding
05 57.14 34.09 64.38 51.48 52.50 0
08 95.05 105.49 67.50 99.07 68.33 0
08 83.70 83.17 30.0 63.15 0
07 81.22 96.06 49.38 105.93 80.56 0
08 91.32 93.64 95.0 107.41 73.89 0
07 95.0 92.58 93.12 97.78 68.06 0
08 95.05 102.99 56.25 99.07 50.0 0
07 72.85 86.85 60.0 66 56.11 0
08 84.26 93.10 47.50 18.52 0
07 90.10 97.55 51.25 88.89 63.61 0
07 80.44 90.20 75.0 91.48 39.72 0
06 86.26 80.60 74.38 87.59 77.50 0
08 97.16 103.71 72.50 93.52 63.33 0
07 91.28 83.53 81.25 99.81 88 0
08 84.80 89.08 44.38 16.91 90 0
07 93.83 95.43 88.12 80.93 90.0 0
08 84.80 89.08 47.50 16.91 53.33 0
04 92.01 102.52 38.75 86.11 49.17 0
08 55.14 81.85 75.0 56.11 62.50 0
08 93.04 82.93 79.38 83.33 91.11 0
for_students/data/Beach_Weather_Stations_-_Automated_Sensors_UPDATE_APRIL_1st.csv
Station Name Measurement Timestamp Air Temperature Wet Bulb Temperature Humidity Rain Intensity Interval Rain Total Rain Precipitation Type Wind Direction Wind Speed Maximum Wind Speed Barometric Pressure Solar Radiation Heading Battery Life Measurement Timestamp Label Measurement ID
63rd Street Weather Station 09/27/2018 10:00:00 AM 16.40 12.2 61 0.0 0.00 260.3 0 231 2.5 4.7 996.3 484 356 11.9 09/27/2018 10:00 AM 63rdStreetWeatherStation201809271000
63rd Street Weather Station 09/27/2018 11:00:00 AM 17.10 11.5 51 0.0 0.00 260.3 0 244 3.6 5.7 995.4 468 356 11.9 09/27/2018 11:00 AM 63rdStreetWeatherStation201809271100
63rd Street Weather Station 09/27/2018 01:00:00 PM 18.20 12.4 51 0.0 0.00 260.3 0 248 3.1 5.3 994.8 377 355 11.9 09/27/2018 1:00 PM 63rdStreetWeatherStation201809271300
Foster Weather Station 09/27/2018 01:00:00 PM 17.89 39 0.00 249 1.4 2.3 993.6 0 15.1 09/27/2018 1:00 PM FosterWeatherStation201809271300
63rd Street Weather Station 09/27/2018 03:00:00 PM 19.50 13.0 47 0.0 0.00 260.3 0 249 3.1 5.7 992.9 461 355 11.9 09/27/2018 3:00 PM 63rdStreetWeatherStation201809271500
Foster Weather Station 09/27/2018 03:00:00 PM 19.39 37 0.00 209 4.0 4.6 991.9 0 15.0 09/27/2018 3:00 PM FosterWeatherStation201809271500
63rd Street Weather Station 09/27/2018 04:00:00 PM 20.20 12.2 38 0.0 0.00 260.3 0 212 4.1 9.2 992.3 412 355 11.9 09/27/2018 4:00 PM 63rdStreetWeatherStation201809271600
Foster Weather Station 09/27/2018 04:00:00 PM 19.78 33 0.00 178 2.4 4.4 991.5 0 15.1 09/27/2018 4:00 PM FosterWeatherStation201809271600
63rd Street Weather Station 09/27/2018 05:00:00 PM 20.40 12.4 38 0.0 0.00 260.3 0 212 2.7 6.0 991.7 37 355 11.9 09/27/2018 5:00 PM 63rdStreetWeatherStation201809271700
Foster Weather Station 09/27/2018 05:00:00 PM 20.00 33 0.00 200 2.5 3.1 990.9 0 15.1 09/27/2018 5:00 PM FosterWeatherStation201809271700
63rd Street Weather Station 09/27/2018 06:00:00 PM 20.10 11.9 36 0.0 0.00 260.3 0 250 4.0 5.2 991.7 51 355 11.9 09/27/2018 6:00 PM 63rdStreetWeatherStation201809271800
Foster Weather Station 09/27/2018 06:00:00 PM 19.56 34 0.00 211 2.2 2.4 990.9 0 15.1 09/27/2018 6:00 PM FosterWeatherStation201809271800
63rd Street Weather Station 09/27/2018 08:00:00 PM 18.70 11.9 44 0.0 0.00 260.3 0 203 2.7 6.3 991.6 1 355 11.8 09/27/2018 8:00 PM 63rdStreetWeatherStation201809272000
63rd Street Weather Station 09/27/2018 11:00:00 PM 16.70 11.0 50 0.0 0.00 260.3 0 219 2.3 4.6 993.0 2 355 11.9 09/27/2018 11:00 PM 63rdStreetWeatherStation201809272300
Foster Weather Station 09/27/2018 11:00:00 PM 17.50 38 0.00 211 1.7 2.2 991.9 0 15.1 09/27/2018 11:00 PM FosterWeatherStation201809272300
63rd Street Weather Station 09/28/2018 12:00:00 AM 16.10 10.9 53 0.0 0.00 260.3 0 233 2.7 4.4 993.0 2 355 11.9 09/28/2018 12:00 AM 63rdStreetWeatherStation201809282400
Foster Weather Station 09/28/2018 12:00:00 AM 17.06 40 0.00 224 2.5 2.7 991.9 0 15.1 09/28/2018 12:00 AM FosterWeatherStation201809282400
63rd Street Weather Station 09/28/2018 01:00:00 AM 15.60 11.0 57 0.0 0.00 260.3 0 234 3.0 4.8 992.9 2 355 11.9 09/28/2018 1:00 AM 63rdStreetWeatherStation201809280100
Foster Weather Station 09/28/2018 01:00:00 AM 16.78 42 0.00 219 1.2 1.5 991.9 0 15.1 09/28/2018 1:00 AM FosterWeatherStation201809280100
63rd Street Weather Station 09/28/2018 03:00:00 AM 15.20 11.2 62 0.0 0.00 260.3 0 247 2.7 4.0 993.4 2 355 11.8 09/28/2018 3:00 AM 63rdStreetWeatherStation201809280300
Foster Weather Station 09/28/2018 03:00:00 AM 15.67 48 0.00 223 1.9 2.3 992.2 0 15.1 09/28/2018 3:00 AM FosterWeatherStation201809280300
63rd Street Weather Station 09/28/2018 04:00:00 AM 14.60 11.1 66 0.0 0.00 260.3 0 243 2.6 3.6 993.4 2 355 11.9 09/28/2018 4:00 AM 63rdStreetWeatherStation201809280400
Foster Weather Station 09/28/2018 04:00:00 AM 15.06 51 0.00 187 1.1 1.4 992.2 0 15.1 09/28/2018 4:00 AM FosterWeatherStation201809280400
63rd Street Weather Station 09/28/2018 05:00:00 AM 14.10 11.2 70 0.0 0.00 260.3 0 255 2.9 4.9 994.0 2 355 11.9 09/28/2018 5:00 AM 63rdStreetWeatherStation201809280500
Foster Weather Station 09/28/2018 05:00:00 AM 14.50 55 0.00 210 1.8 2.2 993.2 0 15.1 09/28/2018 5:00 AM FosterWeatherStation201809280500
63rd Street Weather Station 09/28/2018 06:00:00 AM 13.80 11.0 72 0.0 0.00 260.3 0 251 2.9 5.2 994.4 2 355 11.9 09/28/2018 6:00 AM 63rdStreetWeatherStation201809280600
Foster Weather Station 09/28/2018 06:00:00 AM 14.17 57 0.00 216 1.6 1.8 993.6 0 15.1 09/28/2018 6:00 AM FosterWeatherStation201809280600
63rd Street Weather Station 09/28/2018 07:00:00 AM 13.50 11.0 74 0.0 0.00 260.3 0 256 3.2 4.4 995.0 11 355 11.9 09/28/2018 7:00 AM 63rdStreetWeatherStation201809280700
Foster Weather Station 09/28/2018 07:00:00 AM 13.89 60 0.00 240 1.7 2.3 994.2 0 15.1 09/28/2018 7:00 AM FosterWeatherStation201809280700
63rd Street Weather Station 09/28/2018 08:00:00 AM 14.40 11.4 70 0.0 0.00 260.3 0 273 3.5 4.9 995.6 117 355 11.9 09/28/2018 8:00 AM 63rdStreetWeatherStation201809280800
Foster Weather Station 09/28/2018 08:00:00 AM 14.17 61 0.00 225 1.4 1.7 994.6 0 15.1 09/28/2018 8:00 AM FosterWeatherStation201809280800
63rd Street Weather Station 09/28/2018 09:00:00 AM 15.00 12.0 71 0.0 0.00 260.3 0 271 1.5 3.0 996.3 110 356 11.9 09/28/2018 9:00 AM 63rdStreetWeatherStation201809280900
Foster Weather Station 09/28/2018 09:00:00 AM 14.78 62 0.00 284 1.0 1.2 995.6 0 15.1 09/28/2018 9:00 AM FosterWeatherStation201809280900
63rd Street Weather Station 09/28/2018 10:00:00 AM 15.80 12.4 68 0.0 0.00 260.3 0 302 0.9 2.4 996.6 192 356 11.9 09/28/2018 10:00 AM 63rdStreetWeatherStation201809281000
Foster Weather Station 09/28/2018 10:00:00 AM 15.39 60 0.00 287 1.5 1.6 995.9 0 15.1 09/28/2018 10:00 AM FosterWeatherStation201809281000
63rd Street Weather Station 09/27/2018 09:00:00 PM 18.10 11.5 45 0.0 0.00 260.3 0 240 2.4 3.4 992.2 1 355 11.9 09/27/2018 9:00 PM 63rdStreetWeatherStation201809272100
63rd Street Weather Station 09/28/2018 11:00:00 AM 17.00 13.0 64 0.0 0.00 260.3 0 345 3.6 4.4 996.8 200 356 11.9 09/28/2018 11:00 AM 63rdStreetWeatherStation201809281100
Foster Weather Station 09/28/2018 11:00:00 AM 15.17 60 0.00 325 3.4 4.0 996.3 0 15.1 09/28/2018 11:00 AM FosterWeatherStation201809281100
Foster Weather Station 09/12/2015 03:00:00 PM 15.28 58 0.00 350 4.5 5.1 993.9 602 15.1 09/12/2015 3:00 PM FosterWeatherStation201509121500
Foster Weather Station 09/12/2015 04:00:00 PM 15.67 54 0.00 9 7.0 8.5 993.9 469 15.1 09/12/2015 4:00 PM FosterWeatherStation201509121600
Foster Weather Station 09/12/2015 05:00:00 PM 15.89 62 0.00 359 2.8 3.3 993.6 307 15.1 09/12/2015 5:00 PM FosterWeatherStation201509121700
Foster Weather Station 09/12/2015 06:00:00 PM 15.67 64 0.00 1 3.3 3.8 993.6 138 15.1 09/12/2015 6:00 PM FosterWeatherStation201509121800
Foster Weather Station 09/12/2015 07:00:00 PM 15.39 62 0.00 349 2.5 3.1 993.6 6 15.1 09/12/2015 7:00 PM FosterWeatherStation201509121900
Foster Weather Station 09/12/2015 08:00:00 PM 15.28 62 0.00 5 2.1 2.5 993.6 0 15.1 09/12/2015 8:00 PM FosterWeatherStation201509122000
Foster Weather Station 09/12/2015 09:00:00 PM 15.17 63 0.00 346 2.0 2.8 993.9 0 15.1 09/12/2015 9:00 PM FosterWeatherStation201509122100
Foster Weather Station 09/12/2015 10:00:00 PM 14.67 59 0.00 312 2.8 3.0 993.9 1 15.1 09/12/2015 10:00 PM FosterWeatherStation201509122200
Foster Weather Station 09/12/2015 11:00:00 PM 13.67 64 0.00 301 1.7 2.0 993.9 0 15.1 09/12/2015 11:00 PM FosterWeatherStation201509122300
Foster Weather Station 09/12/2015 12:00:00 AM 14.00 68 0.00 314 5.0 6.1 993.9 1 15.1 09/12/2015 12:00 AM FosterWeatherStation201509122400
Foster Weather Station 09/13/2015 02:00:00 AM 11.78 71 0.00 266 1.7 2.0 993.6 0 15.1 09/13/2015 2:00 AM FosterWeatherStation201509130200
Foster Weather Station 09/13/2015 03:00:00 AM 11.39 72 0.00 266 3.0 3.2 993.6 0 15.2 09/13/2015 3:00 AM FosterWeatherStation201509130300
Foster Weather Station 09/13/2015 04:00:00 AM 11.28 72 0.00 262 1.3 2.1 993.6 0 15.1 09/13/2015 4:00 AM FosterWeatherStation201509130400
Foster Weather Station 09/13/2015 05:00:00 AM 11.28 72 0.00 247 1.3 1.5 993.9 0 15.2 09/13/2015 5:00 AM FosterWeatherStation201509130500
Foster Weather Station 09/13/2015 06:00:00 AM 11.50 70 0.00 206 2.5 3.4 993.9 0 15.1 09/13/2015 6:00 AM FosterWeatherStation201509130600
Foster Weather Station 09/13/2015 07:00:00 AM 12.06 67 0.00 272 3.8 4.2 994.2 25 15.2 09/13/2015 7:00 AM FosterWeatherStation201509130700
Foster Weather Station 09/13/2015 08:00:00 AM 13.00 64 0.00 268 1.7 2.0 994.6 253 15.1 09/13/2015 8:00 AM FosterWeatherStation201509130800
Foster Weather Station 09/13/2015 09:00:00 AM 15.17 55 0.00 273 2.3 2.5 994.6 378 15.1 09/13/2015 9:00 AM FosterWeatherStation201509130900
Foster Weather Station 09/13/2015 10:00:00 AM 17.00 48 0.00 291 4.2 4.4 994.6 527 15.1 09/13/2015 10:00 AM FosterWeatherStation201509131000
Foster Weather Station 09/13/2015 11:00:00 AM 18.06 43 0.00 273 4.2 5.3 994.6 335 15.1 09/13/2015 11:00 AM FosterWeatherStation201509131100
Foster Weather Station 09/13/2015 12:00:00 PM 19.00 38 0.00 279 2.9 3.4 994.6 808 15.1 09/13/2015 12:00 PM FosterWeatherStation201509131200
Foster Weather Station 09/13/2015 01:00:00 PM 19.06 36 0.00 321 3.1 3.5 993.9 171 15.1 09/13/2015 1:00 PM FosterWeatherStation201509131300
Foster Weather Station 09/13/2015 02:00:00 PM 20.00 34 0.00 318 1.5 2.0 993.6 816 15.1 09/13/2015 2:00 PM FosterWeatherStation201509131400
Foster Weather Station 09/13/2015 03:00:00 PM 19.39 52 0.00 146 0.4 0.7 993.2 691 15.1 09/13/2015 3:00 PM FosterWeatherStation201509131500
Foster Weather Station 09/13/2015 04:00:00 PM 17.89 57 0.00 135 1.6 2.2 992.9 118 15.1 09/13/2015 4:00 PM FosterWeatherStation201509131600
Foster Weather Station 09/13/2015 05:00:00 PM 18.28 52 0.00 132 3.2 3.7 992.6 296 15.1 09/13/2015 5:00 PM FosterWeatherStation201509131700
Foster Weather Station 09/13/2015 06:00:00 PM 18.28 57 0.00 131 2.3 2.5 992.2 131 15.1 09/13/2015 6:00 PM FosterWeatherStation201509131800
Foster Weather Station 09/13/2015 07:00:00 PM 18.28 54 0.00 152 1.8 2.0 992.2 5 15.1 09/13/2015 7:00 PM FosterWeatherStation201509131900
Foster Weather Station 09/13/2015 08:00:00 PM 18.78 43 0.00 197 1.5 1.7 992.2 0 15.1 09/13/2015 8:00 PM FosterWeatherStation201509132000
Foster Weather Station 09/13/2015 09:00:00 PM 18.39 45 0.00 190 1.7 2.4 992.6 1 15.1 09/13/2015 9:00 PM FosterWeatherStation201509132100
Foster Weather Station 09/13/2015 10:00:00 PM 18.06 46 0.00 190 1.8 2.3 992.9 0 15.1 09/13/2015 10:00 PM FosterWeatherStation201509132200
Foster Weather Station 09/13/2015 11:00:00 PM 17.39 49 0.00 220 1.3 1.4 992.9 0 15.1 09/13/2015 11:00 PM FosterWeatherStation201509132300
Foster Weather Station 09/13/2015 12:00:00 AM 12.67 67 0.00 277 2.7 3.1 993.9 0 15.2 09/13/2015 12:00 AM FosterWeatherStation201509132400
Foster Weather Station 09/14/2015 01:00:00 AM 16.00 54 0.00 206 2.8 3.0 993.2 0 15.1 09/14/2015 1:00 AM FosterWeatherStation201509140100
Foster Weather Station 09/14/2015 02:00:00 AM 15.56 54 0.00 210 3.2 3.4 993.6 1 15.1 09/14/2015 2:00 AM FosterWeatherStation201509140200
63rd Street Weather Station 09/28/2018 12:00:00 PM 16.90 12.5 61 0.0 0.00 260.3 0 332 2.6 4.1 997.7 255 355 11.9 09/28/2018 12:00 PM 63rdStreetWeatherStation201809281200
Foster Weather Station 09/28/2018 12:00:00 PM 15.39 60 0.00 308 1.7 2.2 996.6 0 15.1 09/28/2018 12:00 PM FosterWeatherStation201809281200
63rd Street Weather Station 09/28/2018 01:00:00 PM 16.50 12.3 62 0.0 0.00 260.3 0 305 1.4 3.2 997.5 156 355 11.9 09/28/2018 1:00 PM 63rdStreetWeatherStation201809281300
Foster Weather Station 09/28/2018 01:00:00 PM 15.39 57 0.00 301 2.8 3.2 997.0 0 15.1 09/28/2018 1:00 PM FosterWeatherStation201809281300
63rd Street Weather Station 09/28/2018 02:00:00 PM 16.20 12.3 64 0.0 0.00 260.3 0 284 1.1 3.8 997.9 75 355 11.8 09/28/2018 2:00 PM 63rdStreetWeatherStation201809281400
Foster Weather Station 09/28/2018 02:00:00 PM 14.78 64 0.00 298 3.5 4.3 997.6 0 15.1 09/28/2018 2:00 PM FosterWeatherStation201809281400
63rd Street Weather Station 09/28/2018 03:00:00 PM 15.50 11.3 61 0.0 0.00 260.3 0 320 2.6 6.5 998.9 31 356 11.9 09/28/2018 3:00 PM 63rdStreetWeatherStation201809281500
Foster Weather Station 09/28/2018 03:00:00 PM 13.17 66 0.10 260 2.2 2.5 998.6 0 15.1 09/28/2018 3:00 PM FosterWeatherStation201809281500
63rd Street Weather Station 09/28/2018 04:00:00 PM 12.80 9.5 66 0.0 0.40 260.7 60 326 2.2 5.1 1000.2 26 355 11.9 09/28/2018 4:00 PM 63rdStreetWeatherStation201809281600
Foster Weather Station 09/28/2018 04:00:00 PM 11.28 71 1.68 308 4.7 5.3 1000.0 0 15.1 09/28/2018 4:00 PM FosterWeatherStation201809281600
63rd Street Weather Station 09/28/2018 05:00:00 PM 11.30 9.4 79 0.6 1.90 262.6 60 315 2.4 5.3 1000.8 28 355 11.9 09/28/2018 5:00 PM 63rdStreetWeatherStation201809281700
Foster Weather Station 09/28/2018 05:00:00 PM 10.28 73 0.61 265 2.6 4.1 999.7 0 15.1 09/28/2018 5:00 PM FosterWeatherStation201809281700
63rd Street Weather Station 09/28/2018 07:00:00 PM 10.80 9.2 81 0.0 0.00 263.2 0 290 1.8 3.5 1001.0 3 355 11.8 09/28/2018 7:00 PM 63rdStreetWeatherStation201809281900
Foster Weather Station 09/28/2018 07:00:00 PM 10.17 76 0.05 242 1.1 1.3 1000.0 0 15.1 09/28/2018 7:00 PM FosterWeatherStation201809281900
63rd Street Weather Station 09/28/2018 08:00:00 PM 10.90 9.3 82 0.0 0.00 263.2 0 272 2.0 3.8 1001.7 3 355 11.9 09/28/2018 8:00 PM 63rdStreetWeatherStation201809282000
Foster Weather Station 09/28/2018 08:00:00 PM 10.17 71 0.00 270 1.8 2.0 1000.7 0 15.1 09/28/2018 8:00 PM FosterWeatherStation201809282000
63rd Street Weather Station 09/29/2018 01:00:00 AM 9.60 7.7 77 0.0 0.00 263.2 0 322 0.8 2.2 1003.5 3 355 11.9 09/29/2018 1:00 AM 63rdStreetWeatherStation201809290100
Foster Weather Station 09/29/2018 01:00:00 AM 8.56 71 0.00 257 1.3 1.6 1002.4 0 15.1 09/29/2018 1:00 AM FosterWeatherStation201809290100
63rd Street Weather Station 07/31/2019 09:00:00 AM 20.60 16.6 67 0.0 0.00 406.7 0 40 3.5 6.6 999.9 443 357 11.9 07/31/2019 9:00 AM 63rdStreetWeatherStation201907310900
Foster Weather Station 07/31/2019 09:00:00 AM 20.06 58 0.00 54 3.0 3.8 999.7 0 15.1 07/31/2019 9:00 AM FosterWeatherStation201907310900
Oak Street Weather Station 07/31/2019 09:00:00 AM 20.80 15.7 59 0.0 0.00 153.5 0 91 4.6 6.2 1001.0 485 320 12.1 07/31/2019 9:00 AM OakStreetWeatherStation201907310900
63rd Street Weather Station 07/31/2019 10:00:00 AM 20.40 17.1 72 0.0 0.00 406.7 0 41 3.8 8.2 1000.3 590 357 11.9 07/31/2019 10:00 AM 63rdStreetWeatherStation201907311000
Foster Weather Station 07/31/2019 10:00:00 AM 20.17 53 0.00 22 3.3 3.6 1000.0 0 15.1 07/31/2019 10:00 AM FosterWeatherStation201907311000
Oak Street Weather Station 07/31/2019 10:00:00 AM 20.70 16.2 64 0.0 0.00 153.5 0 94 4.0 6.0 1001.4 633 320 12.1 07/31/2019 10:00 AM OakStreetWeatherStation201907311000
63rd Street Weather Station 07/31/2019 11:00:00 AM 20.40 17.0 72 0.0 0.00 406.7 0 52 2.0 5.1 1000.8 705 356 11.9 07/31/2019 11:00 AM 63rdStreetWeatherStation201907311100
Foster Weather Station 07/31/2019 11:00:00 AM 20.06 54 0.00 52 1.3 1.8 1000.3 0 15.1 07/31/2019 11:00 AM FosterWeatherStation201907311100
Oak Street Weather Station 07/31/2019 11:00:00 AM 20.90 16.1 61 0.0 0.00 153.5 0 85 3.7 4.6 1001.7 752 320 12.0 07/31/2019 11:00 AM OakStreetWeatherStation201907311100
63rd Street Weather Station 07/31/2019 12:00:00 PM 20.50 15.9 62 0.0 0.00 406.7 0 49 2.8 6.4 1000.7 785 356 11.9 07/31/2019 12:00 PM 63rdStreetWeatherStation201907311200
Foster Weather Station 07/31/2019 12:00:00 PM 20.39 51 0.00 34 2.1 2.6 1000.0 0 15.1 07/31/2019 12:00 PM FosterWeatherStation201907311200
Oak Street Weather Station 07/31/2019 12:00:00 PM 21.10 15.5 56 0.0 0.00 153.5 0 82 4.0 4.8 1001.6 821 320 12.0 07/31/2019 12:00 PM OakStreetWeatherStation201907311200
63rd Street Weather Station 07/31/2019 01:00:00 PM 20.40 15.9 63 0.0 0.00 406.7 0 39 4.1 6.8 1000.4 809 356 11.9 07/31/2019 1:00 PM 63rdStreetWeatherStation201907311300
Foster Weather Station 07/31/2019 01:00:00 PM 20.39 57 0.00 52 2.3 2.9 1000.0 0 15.1 07/31/2019 1:00 PM FosterWeatherStation201907311300
Oak Street Weather Station 07/31/2019 01:00:00 PM 21.30 15.7 56 0.0 0.00 153.5 0 82 3.7 5.0 1001.4 848 320 12.1 07/31/2019 1:00 PM OakStreetWeatherStation201907311300
63rd Street Weather Station 07/31/2019 02:00:00 PM 20.70 16.9 69 0.0 0.00 406.7 0 31 4.8 6.6 1000.4 787 355 11.9 07/31/2019 2:00 PM 63rdStreetWeatherStation201907311400
Foster Weather Station 07/31/2019 02:00:00 PM 20.56 62 0.00 13 2.4 3.4 1000.0 0 15.0 07/31/2019 2:00 PM FosterWeatherStation201907311400
63rd Street Weather Station 09/28/2018 09:00:00 PM 10.30 8.4 78 0.0 0.00 263.2 0 281 2.2 4.7 1002.1 3 355 11.8 09/28/2018 9:00 PM 63rdStreetWeatherStation201809282100
Foster Weather Station 09/28/2018 09:00:00 PM 10.00 73 0.00 263 1.7 1.9 1001.4 0 15.1 09/28/2018 9:00 PM FosterWeatherStation201809282100
63rd Street Weather Station 09/29/2018 02:00:00 AM 9.50 7.0 70 0.0 0.00 263.2 0 294 1.2 2.5 1003.8 3 355 11.8 09/29/2018 2:00 AM 63rdStreetWeatherStation201809290200
Foster Weather Station 09/14/2015 03:00:00 AM 15.06 55 0.00 208 3.8 4.5 993.6 0 15.1 09/14/2015 3:00 AM FosterWeatherStation201509140300
Foster Weather Station 09/14/2015 04:00:00 AM 14.78 57 0.00 199 2.1 2.6 993.6 0 15.2 09/14/2015 4:00 AM FosterWeatherStation201509140400
Foster Weather Station 09/14/2015 05:00:00 AM 14.50 57 0.00 200 4.9 5.3 993.6 0 15.1 09/14/2015 5:00 AM FosterWeatherStation201509140500
Foster Weather Station 09/14/2015 06:00:00 AM 14.67 57 0.00 212 3.3 3.7 993.9 1 15.1 09/14/2015 6:00 AM FosterWeatherStation201509140600
Foster Weather Station 09/14/2015 07:00:00 AM 14.50 59 0.00 222 5.2 6.6 994.6 58 15.1 09/14/2015 7:00 AM FosterWeatherStation201509140700
Foster Weather Station 09/14/2015 08:00:00 AM 15.06 60 0.00 206 6.0 6.8 994.9 78 15.1 09/14/2015 8:00 AM FosterWeatherStation201509140800
Foster Weather Station 09/14/2015 09:00:00 AM 17.06 55 0.00 213 4.5 5.1 995.3 112 15.1 09/14/2015 9:00 AM FosterWeatherStation201509140900
Foster Weather Station 09/14/2015 10:00:00 AM 19.39 49 0.00 203 1.7 2.9 995.6 497 15.1 09/14/2015 10:00 AM FosterWeatherStation201509141000
Foster Weather Station 09/14/2015 11:00:00 AM 21.50 47 0.00 208 6.5 7.2 995.3 604 15.1 09/14/2015 11:00 AM FosterWeatherStation201509141100
Foster Weather Station 09/14/2015 12:00:00 PM 23.67 41 0.00 195 5.2 5.7 994.9 669 15.1 09/14/2015 12:00 PM FosterWeatherStation201509141200
Foster Weather Station 09/14/2015 01:00:00 PM 25.17 38 0.00 160 2.8 3.3 994.6 686 15.1 09/14/2015 1:00 PM FosterWeatherStation201509141300
Foster Weather Station 09/14/2015 02:00:00 PM 26.39 36 0.00 206 6.1 7.1 994.2 648 15.1 09/14/2015 2:00 PM FosterWeatherStation201509141400
Foster Weather Station 09/14/2015 03:00:00 PM 27.00 36 0.00 203 3.0 4.0 993.9 560 15.1 09/14/2015 3:00 PM FosterWeatherStation201509141500
Foster Weather Station 09/14/2015 04:00:00 PM 27.28 36 0.00 178 2.2 2.6 993.9 427 15.1 09/14/2015 4:00 PM FosterWeatherStation201509141600
Foster Weather Station 09/14/2015 05:00:00 PM 27.28 36 0.00 185 1.1 1.5 993.9 270 15.1 09/14/2015 5:00 PM FosterWeatherStation201509141700
Foster Weather Station 09/14/2015 06:00:00 PM 27.06 36 0.00 196 4.9 5.7 993.6 115 15.1 09/14/2015 6:00 PM FosterWeatherStation201509141800
Foster Weather Station 09/14/2015 07:00:00 PM 26.06 38 0.00 165 2.2 2.5 994.2 5 15.1 09/14/2015 7:00 PM FosterWeatherStation201509141900
Foster Weather Station 09/14/2015 08:00:00 PM 25.00 42 0.00 218 3.0 3.6 994.6 0 15.1 09/14/2015 8:00 PM FosterWeatherStation201509142000
Foster Weather Station 09/14/2015 09:00:00 PM 24.06 43 0.00 191 2.9 4.9 994.9 0 15.1 09/14/2015 9:00 PM FosterWeatherStation201509142100
Foster Weather Station 09/14/2015 10:00:00 PM 23.28 44 0.00 221 6.3 6.8 995.3 1 15.1 09/14/2015 10:00 PM FosterWeatherStation201509142200
Foster Weather Station 09/14/2015 11:00:00 PM 22.56 47 0.00 212 4.4 5.6 996.3 0 15.1 09/14/2015 11:00 PM FosterWeatherStation201509142300
Foster Weather Station 09/14/2015 12:00:00 AM 16.89 50 0.00 222 2.3 2.8 993.2 0 15.1 09/14/2015 12:00 AM FosterWeatherStation201509142400
Foster Weather Station 09/15/2015 01:00:00 AM 21.28 53 0.00 204 6.6 7.2 996.6 1 15.1 09/15/2015 1:00 AM FosterWeatherStation201509150100
Foster Weather Station 09/15/2015 02:00:00 AM 20.78 56 0.00 201 7.4 8.2 997.0 0 15.1 09/15/2015 2:00 AM FosterWeatherStation201509150200
Foster Weather Station 09/15/2015 03:00:00 AM 20.28 58 0.00 194 3.9 5.1 997.3 0 15.1 09/15/2015 3:00 AM FosterWeatherStation201509150300
Foster Weather Station 09/15/2015 04:00:00 AM 19.89 59 0.00 203 4.3 4.6 998.0 0 15.1 09/15/2015 4:00 AM FosterWeatherStation201509150400
Foster Weather Station 09/15/2015 05:00:00 AM 19.39 60 0.00 202 2.8 3.3 998.6 1 15.1 09/15/2015 5:00 AM FosterWeatherStation201509150500
Foster Weather Station 09/15/2015 06:00:00 AM 18.78 62 0.00 238 3.4 3.8 999.0 0 15.1 09/15/2015 6:00 AM FosterWeatherStation201509150600
Foster Weather Station 09/15/2015 07:00:00 AM 18.78 60 0.00 205 2.7 3.0 999.7 52 15.1 09/15/2015 7:00 AM FosterWeatherStation201509150700
Foster Weather Station 09/15/2015 08:00:00 AM 19.50 57 0.00 206 2.9 3.0 1000.0 140 15.1 09/15/2015 8:00 AM FosterWeatherStation201509150800
Foster Weather Station 09/15/2015 09:00:00 AM 20.67 53 0.00 204 3.5 3.6 1000.3 364 15.1 09/15/2015 9:00 AM FosterWeatherStation201509150900
Foster Weather Station 09/15/2015 10:00:00 AM 22.17 49 0.00 194 3.6 4.1 1000.7 455 15.1 09/15/2015 10:00 AM FosterWeatherStation201509151000
Foster Weather Station 09/15/2015 11:00:00 AM 23.28 46 0.00 198 1.2 1.9 1000.7 592 15.1 09/15/2015 11:00 AM FosterWeatherStation201509151100
Foster Weather Station 09/15/2015 12:00:00 PM 25.00 42 0.00 210 3.2 3.6 1000.3 674 15.1 09/15/2015 12:00 PM FosterWeatherStation201509151200
Foster Weather Station 09/15/2015 01:00:00 PM 25.89 39 0.00 201 3.3 3.5 1000.0 365 15.1 09/15/2015 1:00 PM FosterWeatherStation201509151300
63rd Street Weather Station 09/28/2018 10:00:00 PM 10.10 8.5 82 0.0 0.00 263.2 0 281 1.3 2.1 1002.5 3 355 11.9 09/28/2018 10:00 PM 63rdStreetWeatherStation201809282200
Foster Weather Station 09/28/2018 10:00:00 PM 9.50 77 0.00 265 1.7 2.0 1001.7 0 15.1 09/28/2018 10:00 PM FosterWeatherStation201809282200
Foster Weather Station 09/29/2018 02:00:00 AM 8.17 69 0.00 261 2.0 2.3 1002.7 0 15.1 09/29/2018 2:00 AM FosterWeatherStation201809290200
63rd Street Weather Station 09/29/2018 03:00:00 AM 9.00 6.7 73 0.0 0.00 263.2 0 285 1.6 3.4 1004.0 3 355 11.9 09/29/2018 3:00 AM 63rdStreetWeatherStation201809290300
Foster Weather Station 09/29/2018 03:00:00 AM 7.67 70 0.00 293 1.5 2.1 1003.4 0 15.2 09/29/2018 3:00 AM FosterWeatherStation201809290300
Oak Street Weather Station 07/31/2019 02:00:00 PM 21.00 16.5 63 0.0 0.00 153.5 0 79 3.3 4.7 1001.5 820 320 11.9 07/31/2019 2:00 PM OakStreetWeatherStation201907311400
63rd Street Weather Station 05/31/2020 06:00:00 AM 12.60 9.4 66 0.0 0.00 231.4 0 79 7.2 9.2 1005.3 56 351 11.9 05/31/2020 6:00 AM 63rdStreetWeatherStation202005310600
Oak Street Weather Station 05/31/2020 06:00:00 AM 12.30 8.9 65 0.0 0.00 13.4 0 78 3.9 5.1 1006.3 78 357 12.0 05/31/2020 6:00 AM OakStreetWeatherStation202005310600
63rd Street Weather Station 05/31/2020 09:00:00 AM 12.20 8.5 61 0.0 0.00 231.4 0 81 5.3 6.5 1006.8 541 352 11.9 05/31/2020 9:00 AM 63rdStreetWeatherStation202005310900
Oak Street Weather Station 05/31/2020 09:00:00 AM 12.30 8.1 57 0.0 0.00 13.4 0 98 2.0 3.0 1007.8 570 357 12.0 05/31/2020 9:00 AM OakStreetWeatherStation202005310900
63rd Street Weather Station 05/31/2020 11:00:00 AM 12.70 8.6 58 0.0 0.00 231.4 0 89 2.8 4.0 1006.9 783 351 11.9 05/31/2020 11:00 AM 63rdStreetWeatherStation202005311100
Oak Street Weather Station 05/31/2020 11:00:00 AM 12.20 7.7 53 0.0 0.00 13.4 0 106 1.4 2.1 1007.8 816 357 12.1 05/31/2020 11:00 AM OakStreetWeatherStation202005311100
63rd Street Weather Station 05/31/2020 12:00:00 PM 12.50 8.8 61 0.0 0.00 231.4 0 67 2.2 5.2 1006.7 826 351 11.8 05/31/2020 12:00 PM 63rdStreetWeatherStation202005311200
Oak Street Weather Station 05/31/2020 12:00:00 PM 12.40 8.0 55 0.0 0.00 13.4 0 102 1.2 1.8 1007.5 874 357 12.0 05/31/2020 12:00 PM OakStreetWeatherStation202005311200
63rd Street Weather Station 05/31/2020 02:00:00 PM 12.60 8.7 60 0.0 0.00 231.4 0 62 1.8 3.6 1006.1 808 350 11.8 05/31/2020 2:00 PM 63rdStreetWeatherStation202005311400
Oak Street Weather Station 05/31/2020 02:00:00 PM 12.40 7.9 53 0.0 0.00 13.4 0 80 2.0 3.4 1006.6 863 357 12.0 05/31/2020 2:00 PM OakStreetWeatherStation202005311400
63rd Street Weather Station 05/31/2020 04:00:00 PM 13.70 9.7 60 0.0 0.00 231.4 0 87 3.2 5.1 1004.7 621 350 11.8 05/31/2020 4:00 PM 63rdStreetWeatherStation202005311600
Oak Street Weather Station 05/31/2020 04:00:00 PM 13.00 8.7 57 0.0 0.00 13.4 0 108 1.6 2.5 1005.5 662 357 11.9 05/31/2020 4:00 PM OakStreetWeatherStation202005311600
63rd Street Weather Station 05/31/2020 07:00:00 PM 14.60 10.6 61 0.0 0.00 231.4 0 122 2.0 3.3 1003.4 155 349 11.9 05/31/2020 7:00 PM 63rdStreetWeatherStation202005311900
Oak Street Weather Station 05/31/2020 07:00:00 PM 13.90 9.8 59 0.0 0.00 13.4 0 118 1.8 3.6 1004.1 23 357 12.0 05/31/2020 7:00 PM OakStreetWeatherStation202005311900
63rd Street Weather Station 05/31/2020 08:00:00 PM 14.60 10.7 62 0.0 0.00 231.4 0 135 1.3 2.6 1003.5 11 351 11.8 05/31/2020 8:00 PM 63rdStreetWeatherStation202005312000
Oak Street Weather Station 05/31/2020 08:00:00 PM 14.30 10.0 58 0.0 0.00 13.4 0 111 1.4 2.6 1004.1 8 357 12.1 05/31/2020 8:00 PM OakStreetWeatherStation202005312000
63rd Street Weather Station 05/31/2020 09:00:00 PM 15.10 11.3 64 0.0 0.00 231.4 0 150 0.7 1.6 1003.2 2 350 11.8 05/31/2020 9:00 PM 63rdStreetWeatherStation202005312100
Oak Street Weather Station 05/31/2020 09:00:00 PM 14.90 10.4 57 0.0 0.00 13.4 0 98 0.9 2.6 1003.8 0 357 11.9 05/31/2020 9:00 PM OakStreetWeatherStation202005312100
63rd Street Weather Station 05/31/2020 11:00:00 PM 15.80 11.4 59 0.0 0.00 231.4 0 164 2.0 4.1 1002.8 2 350 11.8 05/31/2020 11:00 PM 63rdStreetWeatherStation202005312300
Oak Street Weather Station 05/31/2020 11:00:00 PM 16.10 10.4 48 0.0 0.00 13.4 0 114 1.3 2.5 1003.5 0 357 11.9 05/31/2020 11:00 PM OakStreetWeatherStation202005312300
63rd Street Weather Station 06/01/2020 12:00:00 AM 15.40 10.3 52 0.0 0.00 231.4 0 188 1.6 2.7 1003.1 2 349 11.9 06/01/2020 12:00 AM 63rdStreetWeatherStation202006012400
Oak Street Weather Station 06/01/2020 12:00:00 AM 16.20 11.0 53 0.0 0.00 13.4 0 115 0.9 1.1 1003.6 0 357 12.0 06/01/2020 12:00 AM OakStreetWeatherStation202006012400
63rd Street Weather Station 06/01/2020 02:00:00 AM 14.30 9.3 52 0.0 0.00 231.4 0 190 2.3 3.9 1003.4 2 351 11.9 06/01/2020 2:00 AM 63rdStreetWeatherStation202006010200
Oak Street Weather Station 06/01/2020 02:00:00 AM 16.40 10.0 44 0.0 0.00 13.4 0 72 1.0 2.4 1003.8 0 357 12.0 06/01/2020 2:00 AM OakStreetWeatherStation202006010200
63rd Street Weather Station 06/01/2020 03:00:00 AM 14.30 9.2 51 0.0 0.00 231.4 0 190 1.9 2.5 1003.2 2 351 11.8 06/01/2020 3:00 AM 63rdStreetWeatherStation202006010300
Oak Street Weather Station 06/01/2020 03:00:00 AM 16.40 9.6 40 0.0 0.00 13.4 0 102 0.5 1.8 1003.8 0 357 11.9 06/01/2020 3:00 AM OakStreetWeatherStation202006010300
63rd Street Weather Station 06/01/2020 04:00:00 AM 13.50 8.7 53 0.0 0.00 231.4 0 209 1.4 2.4 1003.0 2 350 11.8 06/01/2020 4:00 AM 63rdStreetWeatherStation202006010400
Oak Street Weather Station 06/01/2020 04:00:00 AM 16.80 9.3 36 0.0 0.00 13.4 0 318 1.1 3.6 1003.6 0 357 12.0 06/01/2020 4:00 AM OakStreetWeatherStation202006010400
63rd Street Weather Station 09/28/2018 11:00:00 PM 9.70 8.4 85 0.0 0.00 263.2 0 294 1.2 2.6 1003.0 3 355 11.9 09/28/2018 11:00 PM 63rdStreetWeatherStation201809282300
Foster Weather Station 09/28/2018 11:00:00 PM 9.17 75 0.00 279 3.0 3.3 1002.0 0 15.1 09/28/2018 11:00 PM FosterWeatherStation201809282300
63rd Street Weather Station 09/29/2018 04:00:00 AM 8.80 6.6 74 0.0 0.00 263.2 0 294 1.5 3.0 1004.2 3 355 11.8 09/29/2018 4:00 AM 63rdStreetWeatherStation201809290400
Foster Weather Station 09/29/2018 04:00:00 AM 7.39 70 0.00 268 2.4 2.6 1003.4 0 15.1 09/29/2018 4:00 AM FosterWeatherStation201809290400
63rd Street Weather Station 09/29/2018 05:00:00 AM 8.20 6.3 76 0.0 0.00 263.2 0 288 1.3 3.5 1004.7 3 355 11.9 09/29/2018 5:00 AM 63rdStreetWeatherStation201809290500
Foster Weather Station 09/29/2018 05:00:00 AM 7.17 71 0.00 279 3.3 4.6 1003.7 0 15.2 09/29/2018 5:00 AM FosterWeatherStation201809290500
Foster Weather Station 09/15/2015 02:00:00 PM 27.00 37 0.00 206 2.0 2.9 999.7 660 15.1 09/15/2015 2:00 PM FosterWeatherStation201509151400
Foster Weather Station 09/15/2015 03:00:00 PM 27.39 30 0.00 170 4.0 4.8 999.0 580 15.1 09/15/2015 3:00 PM FosterWeatherStation201509151500
Foster Weather Station 09/15/2015 04:00:00 PM 28.06 29 0.00 187 3.4 4.1 999.0 446 15.1 09/15/2015 4:00 PM FosterWeatherStation201509151600
Foster Weather Station 09/15/2015 05:00:00 PM 27.06 27 0.00 267 1.2 2.1 998.6 288 15.1 09/15/2015 5:00 PM FosterWeatherStation201509151700
Foster Weather Station 09/15/2015 06:00:00 PM 26.78 29 0.00 142 6.3 7.2 998.6 71 15.1 09/15/2015 6:00 PM FosterWeatherStation201509151800
Foster Weather Station 09/15/2015 07:00:00 PM 25.78 33 0.00 198 4.1 5.8 998.6 5 15.1 09/15/2015 7:00 PM FosterWeatherStation201509151900
Foster Weather Station 09/15/2015 08:00:00 PM 24.50 36 0.00 176 3.2 3.6 999.0 1 15.1 09/15/2015 8:00 PM FosterWeatherStation201509152000
Foster Weather Station 09/15/2015 09:00:00 PM 24.67 36 0.00 179 1.4 1.7 999.3 1 15.1 09/15/2015 9:00 PM FosterWeatherStation201509152100
Foster Weather Station 09/15/2015 10:00:00 PM 24.17 37 0.00 161 1.3 1.6 1000.0 2 15.1 09/15/2015 10:00 PM FosterWeatherStation201509152200
Foster Weather Station 09/15/2015 11:00:00 PM 23.00 40 0.00 162 1.9 2.1 1000.3 0 15.1 09/15/2015 11:00 PM FosterWeatherStation201509152300
Foster Weather Station 09/15/2015 12:00:00 AM 21.89 50 0.00 208 6.7 7.9 996.3 0 15.1 09/15/2015 12:00 AM FosterWeatherStation201509152400
Foster Weather Station 09/16/2015 01:00:00 AM 21.50 45 0.00 201 4.5 5.2 1000.3 0 15.1 09/16/2015 1:00 AM FosterWeatherStation201509160100
Foster Weather Station 09/16/2015 02:00:00 AM 20.89 46 0.00 210 2.1 3.3 1000.0 0 15.1 09/16/2015 2:00 AM FosterWeatherStation201509160200
Foster Weather Station 09/16/2015 03:00:00 AM 20.17 48 0.00 180 1.7 1.9 999.7 0 15.1 09/16/2015 3:00 AM FosterWeatherStation201509160300
Foster Weather Station 09/16/2015 04:00:00 AM 20.17 48 0.00 200 2.1 2.4 999.3 0 15.1 09/16/2015 4:00 AM FosterWeatherStation201509160400
Foster Weather Station 09/16/2015 05:00:00 AM 19.39 51 0.00 227 2.1 2.4 1000.0 0 15.1 09/16/2015 5:00 AM FosterWeatherStation201509160500
Foster Weather Station 09/16/2015 06:00:00 AM 18.06 57 0.00 153 1.2 1.5 1000.7 0 15.1 09/16/2015 6:00 AM FosterWeatherStation201509160600
Foster Weather Station 09/16/2015 07:00:00 AM 18.50 57 0.00 199 2.1 2.2 1000.7 39 15.1 09/16/2015 7:00 AM FosterWeatherStation201509160700
Foster Weather Station 09/16/2015 08:00:00 AM 19.56 55 0.00 153 2.2 2.7 1000.7 187 15.1 09/16/2015 8:00 AM FosterWeatherStation201509160800
Foster Weather Station 09/16/2015 09:00:00 AM 20.67 51 0.00 216 4.1 4.4 1000.7 346 15.1 09/16/2015 9:00 AM FosterWeatherStation201509160900
Foster Weather Station 09/16/2015 10:00:00 AM 22.67 46 0.00 205 5.2 5.9 1000.7 492 15.1 09/16/2015 10:00 AM FosterWeatherStation201509161000
Foster Weather Station 09/16/2015 11:00:00 AM 24.78 42 0.00 214 4.2 5.6 1000.7 604 15.1 09/16/2015 11:00 AM FosterWeatherStation201509161100
Foster Weather Station 09/16/2015 12:00:00 PM 25.50 40 0.00 207 8.4 9.1 1000.0 669 15.1 09/16/2015 12:00 PM FosterWeatherStation201509161200
Foster Weather Station 09/16/2015 01:00:00 PM 26.50 40 0.00 201 2.8 3.2 999.7 680 15.1 09/16/2015 1:00 PM FosterWeatherStation201509161300
Foster Weather Station 09/16/2015 02:00:00 PM 27.28 36 0.00 203 4.2 4.4 998.6 644 15.1 09/16/2015 2:00 PM FosterWeatherStation201509161400
Foster Weather Station 09/16/2015 03:00:00 PM 27.78 34 0.00 203 5.5 6.1 997.6 550 15.1 09/16/2015 3:00 PM FosterWeatherStation201509161500
Foster Weather Station 09/16/2015 04:00:00 PM 27.78 33 0.00 169 4.7 5.3 997.0 422 15.1 09/16/2015 4:00 PM FosterWeatherStation201509161600
Foster Weather Station 09/16/2015 05:00:00 PM 27.89 35 0.00 164 3.4 4.2 996.6 267 15.1 09/16/2015 5:00 PM FosterWeatherStation201509161700
Foster Weather Station 09/16/2015 06:00:00 PM 27.50 34 0.00 187 2.7 3.7 996.3 34 15.1 09/16/2015 6:00 PM FosterWeatherStation201509161800
Foster Weather Station 09/16/2015 07:00:00 PM 26.78 36 0.00 166 3.0 3.2 996.3 4 15.1 09/16/2015 7:00 PM FosterWeatherStation201509161900
Foster Weather Station 09/16/2015 08:00:00 PM 25.78 39 0.00 152 1.4 2.0 996.3 1 15.1 09/16/2015 8:00 PM FosterWeatherStation201509162000
Foster Weather Station 09/16/2015 09:00:00 PM 25.00 42 0.00 163 1.4 1.7 996.3 1 15.1 09/16/2015 9:00 PM FosterWeatherStation201509162100
63rd Street Weather Station 09/29/2018 06:00:00 AM 8.00 6.1 76 0.0 0.00 263.2 0 284 1.2 3.1 1005.2 3 355 11.9 09/29/2018 6:00 AM 63rdStreetWeatherStation201809290600
Foster Weather Station 09/29/2018 06:00:00 AM 7.06 68 0.00 291 3.0 3.4 1004.4 0 15.2 09/29/2018 6:00 AM FosterWeatherStation201809290600
63rd Street Weather Station 07/31/2019 03:00:00 PM 20.70 17.6 74 0.0 0.00 406.7 0 21 5.0 8.0 1000.5 722 355 11.9 07/31/2019 3:00 PM 63rdStreetWeatherStation201907311500
Foster Weather Station 07/31/2019 03:00:00 PM 20.78 61 0.05 12 2.0 2.3 1000.0 0 15.1 07/31/2019 3:00 PM FosterWeatherStation201907311500
Oak Street Weather Station 07/31/2019 03:00:00 PM 21.40 17.0 65 0.0 0.00 153.5 0 66 3.5 4.2 1001.4 745 320 12.1 07/31/2019 3:00 PM OakStreetWeatherStation201907311500
63rd Street Weather Station 07/31/2019 04:00:00 PM 20.80 17.6 74 0.0 0.00 406.7 0 29 5.3 7.4 1000.2 614 355 12.0 07/31/2019 4:00 PM 63rdStreetWeatherStation201907311600
Foster Weather Station 07/31/2019 04:00:00 PM 20.78 60 0.00 31 2.9 3.6 999.7 0 15.1 07/31/2019 4:00 PM FosterWeatherStation201907311600
Oak Street Weather Station 07/31/2019 04:00:00 PM 21.50 17.1 65 0.0 0.00 153.5 0 79 3.3 4.4 1001.1 624 320 12.0 07/31/2019 4:00 PM OakStreetWeatherStation201907311600
63rd Street Weather Station 07/31/2019 05:00:00 PM 20.70 17.5 74 0.0 0.00 406.7 0 41 4.6 8.1 999.3 481 355 11.9 07/31/2019 5:00 PM 63rdStreetWeatherStation201907311700
Foster Weather Station 07/31/2019 05:00:00 PM 20.50 62 0.00 40 2.5 2.9 999.0 0 15.0 07/31/2019 5:00 PM FosterWeatherStation201907311700
Oak Street Weather Station 07/31/2019 05:00:00 PM 20.90 16.8 67 0.0 0.00 153.5 0 90 3.9 5.0 1000.4 43 320 12.1 07/31/2019 5:00 PM OakStreetWeatherStation201907311700
63rd Street Weather Station 07/31/2019 07:00:00 PM 20.90 16.9 67 0.0 0.00 406.7 0 34 3.7 6.7 999.2 147 355 11.9 07/31/2019 7:00 PM 63rdStreetWeatherStation201907311900
Foster Weather Station 07/31/2019 07:00:00 PM 20.56 54 0.00 44 1.4 1.6 998.6 0 15.1 07/31/2019 7:00 PM FosterWeatherStation201907311900
Oak Street Weather Station 07/31/2019 07:00:00 PM 21.40 15.9 57 0.0 0.00 153.5 0 80 2.9 3.9 1000.0 147 320 12.1 07/31/2019 7:00 PM OakStreetWeatherStation201907311900
63rd Street Weather Station 07/31/2019 08:00:00 PM 21.00 15.9 59 0.0 0.00 406.7 0 22 3.3 5.3 998.7 12 355 11.9 07/31/2019 8:00 PM 63rdStreetWeatherStation201907312000
Foster Weather Station 07/31/2019 08:00:00 PM 20.28 51 0.00 21 1.3 2.0 998.3 0 15.1 07/31/2019 8:00 PM FosterWeatherStation201907312000
Oak Street Weather Station 07/31/2019 08:00:00 PM 21.60 15.5 53 0.0 0.00 153.5 0 61 3.2 4.0 999.8 6 320 12.0 07/31/2019 8:00 PM OakStreetWeatherStation201907312000
63rd Street Weather Station 07/31/2019 09:00:00 PM 21.20 16.0 58 0.0 0.00 406.7 0 24 3.7 6.3 999.4 1 356 11.8 07/31/2019 9:00 PM 63rdStreetWeatherStation201907312100
Foster Weather Station 07/31/2019 09:00:00 PM 20.28 52 0.00 359 0.9 1.1 998.6 0 15.1 07/31/2019 9:00 PM FosterWeatherStation201907312100
Oak Street Weather Station 07/31/2019 09:00:00 PM 21.70 15.2 51 0.0 0.00 153.5 0 59 3.4 4.7 1000.2 -3 320 12.0 07/31/2019 9:00 PM OakStreetWeatherStation201907312100
63rd Street Weather Station 07/31/2019 11:00:00 PM 21.20 15.8 57 0.0 0.00 406.7 0 47 1.8 3.4 999.8 1 356 11.9 07/31/2019 11:00 PM 63rdStreetWeatherStation201907312300
Foster Weather Station 07/31/2019 11:00:00 PM 20.56 52 0.00 7 2.1 2.3 999.0 0 15.1 07/31/2019 11:00 PM FosterWeatherStation201907312300
Oak Street Weather Station 07/31/2019 11:00:00 PM 21.70 15.5 52 0.0 0.00 153.5 0 86 2.8 3.5 1000.6 -3 320 12.0 07/31/2019 11:00 PM OakStreetWeatherStation201907312300
63rd Street Weather Station 08/01/2019 12:00:00 AM 21.00 16.6 64 0.0 0.00 406.7 0 64 2.4 4.6 999.5 1 356 11.8 08/01/2019 12:00 AM 63rdStreetWeatherStation201908012400
Foster Weather Station 08/01/2019 12:00:00 AM 20.06 59 0.00 10 1.4 2.1 999.0 0 15.1 08/01/2019 12:00 AM FosterWeatherStation201908012400
Oak Street Weather Station 08/01/2019 12:00:00 AM 21.30 16.1 59 0.0 0.00 153.5 0 83 2.2 3.1 1000.4 -3 320 12.0 08/01/2019 12:00 AM OakStreetWeatherStation201908012400
63rd Street Weather Station 08/01/2019 01:00:00 AM 21.00 16.7 65 0.0 0.00 406.7 0 64 2.4 4.0 999.6 1 356 11.9 08/01/2019 1:00 AM 63rdStreetWeatherStation201908010100
Foster Weather Station 08/01/2019 01:00:00 AM 20.00 59 0.00 25 1.6 1.9 999.0 0 15.1 08/01/2019 1:00 AM FosterWeatherStation201908010100
Oak Street Weather Station 08/01/2019 01:00:00 AM 21.00 16.5 64 0.0 0.00 153.5 0 90 2.2 2.8 1000.5 -3 320 12.1 08/01/2019 1:00 AM OakStreetWeatherStation201908010100
63rd Street Weather Station 08/01/2019 02:00:00 AM 20.80 17.4 71 0.0 0.00 406.7 0 60 1.8 3.4 999.5 1 356 12.0 08/01/2019 2:00 AM 63rdStreetWeatherStation201908010200
Foster Weather Station 08/01/2019 02:00:00 AM 19.78 65 0.00 64 1.0 1.7 999.0 0 15.1 08/01/2019 2:00 AM FosterWeatherStation201908010200
Oak Street Weather Station 08/01/2019 02:00:00 AM 21.10 16.7 64 0.0 0.00 153.5 0 97 2.7 3.5 1000.3 -4 320 12.0 08/01/2019 2:00 AM OakStreetWeatherStation201908010200
63rd Street Weather Station 08/01/2019 03:00:00 AM 20.90 17.4 71 0.0 0.00 406.7 0 64 1.7 3.4 999.7 1 356 11.9 08/01/2019 3:00 AM 63rdStreetWeatherStation201908010300
Foster Weather Station 08/01/2019 03:00:00 AM 19.89 65 0.00 30 1.7 1.8 999.0 0 15.1 08/01/2019 3:00 AM FosterWeatherStation201908010300
Oak Street Weather Station 08/01/2019 03:00:00 AM 21.20 16.7 64 0.0 0.00 153.5 0 92 2.2 2.6 1000.4 -4 320 12.1 08/01/2019 3:00 AM OakStreetWeatherStation201908010300
Foster Weather Station 09/16/2015 12:00:00 AM 22.28 43 0.00 202 3.7 4.2 1000.3 0 15.1 09/16/2015 12:00 AM FosterWeatherStation201509162400
Foster Weather Station 09/17/2015 01:00:00 AM 22.00 53 0.00 176 3.7 4.0 996.3 0 15.1 09/17/2015 1:00 AM FosterWeatherStation201509170100
Foster Weather Station 09/17/2015 02:00:00 AM 21.39 56 0.00 182 2.1 2.3 996.3 1 15.1 09/17/2015 2:00 AM FosterWeatherStation201509170200
Foster Weather Station 09/17/2015 03:00:00 AM 20.78 59 0.00 189 5.2 6.8 995.9 0 15.1 09/17/2015 3:00 AM FosterWeatherStation201509170300
Foster Weather Station 09/17/2015 04:00:00 AM 20.17 61 0.00 210 3.8 4.8 995.6 0 15.1 09/17/2015 4:00 AM FosterWeatherStation201509170400
Foster Weather Station 09/17/2015 05:00:00 AM 19.89 64 0.00 203 4.0 5.1 995.6 0 15.1 09/17/2015 5:00 AM FosterWeatherStation201509170500
Foster Weather Station 09/17/2015 06:00:00 AM 20.06 63 0.00 198 4.7 5.1 995.3 0 15.1 09/17/2015 6:00 AM FosterWeatherStation201509170600
Foster Weather Station 09/17/2015 07:00:00 AM 20.56 60 0.00 202 5.1 5.9 994.9 18 15.1 09/17/2015 7:00 AM FosterWeatherStation201509170700
Foster Weather Station 09/17/2015 08:00:00 AM 21.28 58 0.00 198 3.7 4.0 994.6 80 15.1 09/17/2015 8:00 AM FosterWeatherStation201509170800
Foster Weather Station 09/17/2015 09:00:00 AM 22.56 56 0.00 206 3.4 4.2 994.6 346 15.1 09/17/2015 9:00 AM FosterWeatherStation201509170900
Foster Weather Station 09/17/2015 10:00:00 AM 24.00 54 0.00 212 2.5 3.0 994.2 485 15.1 09/17/2015 10:00 AM FosterWeatherStation201509171000
Foster Weather Station 09/17/2015 11:00:00 AM 25.67 51 0.00 223 3.0 3.4 993.6 667 15.1 09/17/2015 11:00 AM FosterWeatherStation201509171100
Foster Weather Station 09/17/2015 12:00:00 PM 26.56 51 0.00 196 3.8 5.7 993.2 630 15.1 09/17/2015 12:00 PM FosterWeatherStation201509171200
Foster Weather Station 09/17/2015 01:00:00 PM 27.67 49 0.00 192 3.8 4.5 992.6 666 15.1 09/17/2015 1:00 PM FosterWeatherStation201509171300
Foster Weather Station 09/17/2015 02:00:00 PM 28.67 47 0.00 174 4.7 5.4 991.9 646 15.1 09/17/2015 2:00 PM FosterWeatherStation201509171400
Foster Weather Station 09/17/2015 03:00:00 PM 29.00 47 0.00 210 3.2 4.0 990.9 268 15.1 09/17/2015 3:00 PM FosterWeatherStation201509171500
Foster Weather Station 09/17/2015 04:00:00 PM 29.00 47 0.00 195 2.5 3.2 990.2 128 15.1 09/17/2015 4:00 PM FosterWeatherStation201509171600
Foster Weather Station 09/17/2015 05:00:00 PM 24.89 54 1.32 252 3.1 4.0 991.2 9 15.1 09/17/2015 5:00 PM FosterWeatherStation201509171700
Foster Weather Station 09/17/2015 06:00:00 PM 21.06 76 1.88 93 0.4 0.9 989.8 6 15.1 09/17/2015 6:00 PM FosterWeatherStation201509171800
Foster Weather Station 09/17/2015 07:00:00 PM 24.17 68 0.33 170 3.8 4.3 988.8 0 15.1 09/17/2015 7:00 PM FosterWeatherStation201509171900
Foster Weather Station 09/17/2015 08:00:00 PM 26.28 57 0.00 175 2.1 2.6 989.2 1 15.1 09/17/2015 8:00 PM FosterWeatherStation201509172000
Foster Weather Station 09/17/2015 09:00:00 PM 26.17 55 0.05 180 4.9 5.9 988.5 1 15.1 09/17/2015 9:00 PM FosterWeatherStation201509172100
Foster Weather Station 09/18/2015 01:00:00 AM 24.56 63 0.00 201 3.5 4.2 987.8 1 15.1 09/18/2015 1:00 AM FosterWeatherStation201509180100
Foster Weather Station 09/18/2015 02:00:00 AM 18.67 92 29.79 36 2.8 3.0 988.5 0 15.1 09/18/2015 2:00 AM FosterWeatherStation201509180200
Foster Weather Station 09/18/2015 03:00:00 AM 18.67 92 19.61 105 0.5 0.9 987.5 0 15.1 09/18/2015 3:00 AM FosterWeatherStation201509180300
Foster Weather Station 09/18/2015 04:00:00 AM 19.28 93 4.75 346 1.0 1.1 987.8 0 15.1 09/18/2015 4:00 AM FosterWeatherStation201509180400
Foster Weather Station 09/18/2015 05:00:00 AM 19.17 92 3.45 191 0.6 0.8 987.5 0 15.1 09/18/2015 5:00 AM FosterWeatherStation201509180500
Foster Weather Station 09/18/2015 06:00:00 AM 20.28 92 0.81 218 2.7 3.3 987.1 0 15.1 09/18/2015 6:00 AM FosterWeatherStation201509180600
Foster Weather Station 09/18/2015 07:00:00 AM 19.56 89 0.00 255 2.2 2.8 987.5 22 15.1 09/18/2015 7:00 AM FosterWeatherStation201509180700
Foster Weather Station 09/18/2015 08:00:00 AM 20.00 84 0.00 250 1.2 1.7 988.1 112 15.1 09/18/2015 8:00 AM FosterWeatherStation201509180800
Foster Weather Station 09/18/2015 10:00:00 AM 22.78 75 0.00 197 4.9 5.3 987.8 432 15.1 09/18/2015 10:00 AM FosterWeatherStation201509181000
Foster Weather Station 09/18/2015 11:00:00 AM 24.00 74 0.00 219 1.6 2.9 987.8 174 15.1 09/18/2015 11:00 AM FosterWeatherStation201509181100
Foster Weather Station 09/18/2015 12:00:00 PM 23.78 77 0.00 222 2.7 3.3 988.1 93 15.1 09/18/2015 12:00 PM FosterWeatherStation201509181200
Foster Weather Station 09/18/2015 01:00:00 PM 24.06 77 0.00 200 0.6 0.9 987.5 186 15.1 09/18/2015 1:00 PM FosterWeatherStation201509181300
Foster Weather Station 09/18/2015 02:00:00 PM 21.00 82 0.00 340 1.3 1.4 988.1 53 15.1 09/18/2015 2:00 PM FosterWeatherStation201509181400
Foster Weather Station 09/18/2015 03:00:00 PM 19.50 90 0.00 33 0.8 1.0 987.5 94 15.1 09/18/2015 3:00 PM FosterWeatherStation201509181500
Foster Weather Station 09/18/2015 04:00:00 PM 19.56 90 0.05 9 0.9 1.1 986.1 110 15.1 09/18/2015 4:00 PM FosterWeatherStation201509181600
Foster Weather Station 09/18/2015 05:00:00 PM 20.06 91 0.00 131 1.4 1.7 986.8 3 15.1 09/18/2015 5:00 PM FosterWeatherStation201509181700
63rd Street Weather Station 09/29/2018 07:00:00 AM 7.90 6.1 77 0.0 0.00 263.2 0 271 1.5 2.9 1005.7 14 355 11.9 09/29/2018 7:00 AM 63rdStreetWeatherStation201809290700
Foster Weather Station 09/29/2018 07:00:00 AM 7.17 70 0.00 269 1.6 1.7 1004.7 0 15.2 09/29/2018 7:00 AM FosterWeatherStation201809290700
63rd Street Weather Station 09/29/2018 08:00:00 AM 8.90 6.9 75 0.0 0.00 263.2 0 264 1.4 1.9 1005.6 44 355 11.9 09/29/2018 8:00 AM 63rdStreetWeatherStation201809290800
Foster Weather Station 09/29/2018 08:00:00 AM 8.28 68 0.00 248 1.6 1.7 1004.7 0 15.1 09/29/2018 8:00 AM FosterWeatherStation201809290800
63rd Street Weather Station 09/29/2018 09:00:00 AM 12.40 9.3 68 0.0 0.00 263.2 0 336 1.1 2.1 1005.9 309 356 11.8 09/29/2018 9:00 AM 63rdStreetWeatherStation201809290900
Foster Weather Station 09/29/2018 09:00:00 AM 11.28 61 0.00 209 0.8 1.1 1005.4 0 15.1 09/29/2018 9:00 AM FosterWeatherStation201809290900
63rd Street Weather Station 09/29/2018 10:00:00 AM 13.30 8.9 55 0.0 0.00 263.2 0 38 2.4 3.2 1006.1 457 356 11.9 09/29/2018 10:00 AM 63rdStreetWeatherStation201809291000
Foster Weather Station 09/29/2018 10:00:00 AM 12.78 45 0.00 343 2.5 2.9 1005.4 0 15.1 09/29/2018 10:00 AM FosterWeatherStation201809291000
63rd Street Weather Station 09/29/2018 11:00:00 AM 13.80 8.9 52 0.0 0.00 263.2 0 58 1.9 3.5 1005.7 566 356 11.9 09/29/2018 11:00 AM 63rdStreetWeatherStation201809291100
Foster Weather Station 09/29/2018 11:00:00 AM 13.50 41 0.00 67 1.4 1.7 1004.7 0 15.1 09/29/2018 11:00 AM FosterWeatherStation201809291100
63rd Street Weather Station 09/29/2018 12:00:00 PM 14.30 8.6 45 0.0 0.00 263.2 0 73 3.1 4.8 1005.7 921 355 11.9 09/29/2018 12:00 PM 63rdStreetWeatherStation201809291200
Foster Weather Station 09/29/2018 12:00:00 PM 13.67 49 0.00 9 3.1 3.7 1004.7 0 15.1 09/29/2018 12:00 PM FosterWeatherStation201809291200
63rd Street Weather Station 09/29/2018 01:00:00 PM 14.10 8.7 48 0.0 0.00 263.2 0 49 1.4 2.4 1005.3 417 355 11.8 09/29/2018 1:00 PM 63rdStreetWeatherStation201809291300
Foster Weather Station 09/29/2018 01:00:00 PM 13.89 42 0.00 3 3.3 3.6 1004.7 0 15.1 09/29/2018 1:00 PM FosterWeatherStation201809291300
63rd Street Weather Station 09/29/2018 02:00:00 PM 14.10 8.7 48 0.0 0.00 263.2 0 67 2.9 5.4 1004.4 135 356 11.9 09/29/2018 2:00 PM 63rdStreetWeatherStation201809291400
Foster Weather Station 09/29/2018 02:00:00 PM 13.17 48 0.00 2 1.7 2.2 1004.1 0 15.1 09/29/2018 2:00 PM FosterWeatherStation201809291400
63rd Street Weather Station 09/29/2018 03:00:00 PM 14.10 8.3 44 0.0 0.00 263.2 0 78 2.1 3.3 1004.1 145 355 11.9 09/29/2018 3:00 PM 63rdStreetWeatherStation201809291500
Foster Weather Station 09/29/2018 03:00:00 PM 13.17 51 0.00 62 1.5 1.9 1003.4 0 15.1 09/29/2018 3:00 PM FosterWeatherStation201809291500
63rd Street Weather Station 09/29/2018 04:00:00 PM 14.10 8.8 49 0.0 0.00 263.2 0 92 1.7 3.3 1004.1 68 355 11.9 09/29/2018 4:00 PM 63rdStreetWeatherStation201809291600
Foster Weather Station 09/29/2018 04:00:00 PM 13.39 47 0.00 87 2.7 3.0 1003.4 0 15.1 09/29/2018 4:00 PM FosterWeatherStation201809291600
63rd Street Weather Station 09/29/2018 05:00:00 PM 14.20 9.1 50 0.0 0.00 263.2 0 74 2.8 4.3 1003.5 33 356 11.9 09/29/2018 5:00 PM 63rdStreetWeatherStation201809291700
Foster Weather Station 09/29/2018 05:00:00 PM 13.50 47 0.00 94 1.8 2.2 1002.7 0 15.1 09/29/2018 5:00 PM FosterWeatherStation201809291700
63rd Street Weather Station 09/29/2018 06:00:00 PM 14.40 9.2 50 0.0 0.00 263.2 0 86 3.1 4.2 1003.1 6 355 11.9 09/29/2018 6:00 PM 63rdStreetWeatherStation201809291800
Foster Weather Station 09/29/2018 06:00:00 PM 13.67 45 0.00 37 3.0 3.4 1003.0 0 15.1 09/29/2018 6:00 PM FosterWeatherStation201809291800
63rd Street Weather Station 09/29/2018 07:00:00 PM 14.60 9.9 55 0.0 0.00 263.2 0 97 2.8 4.9 1002.7 2 356 11.9 09/29/2018 7:00 PM 63rdStreetWeatherStation201809291900
Foster Weather Station 09/29/2018 07:00:00 PM 13.89 51 0.00 98 0.8 1.2 1002.4 0 15.1 09/29/2018 7:00 PM FosterWeatherStation201809291900
63rd Street Weather Station 07/31/2019 06:00:00 PM 20.80 16.9 68 0.0 0.00 406.7 0 41 4.2 7.6 999.2 309 354 12.0 07/31/2019 6:00 PM 63rdStreetWeatherStation201907311800
Foster Weather Station 07/31/2019 06:00:00 PM 20.28 62 0.00 33 2.0 2.1 998.6 0 15.1 07/31/2019 6:00 PM FosterWeatherStation201907311800
Oak Street Weather Station 07/31/2019 06:00:00 PM 20.80 16.8 67 0.0 0.00 153.5 0 81 3.6 4.8 1000.2 24 320 12.0 07/31/2019 6:00 PM OakStreetWeatherStation201907311800
63rd Street Weather Station 07/31/2019 10:00:00 PM 21.60 14.8 48 0.0 0.00 406.7 0 31 4.6 6.2 999.6 1 356 11.8 07/31/2019 10:00 PM 63rdStreetWeatherStation201907312200
Foster Weather Station 07/31/2019 10:00:00 PM 20.50 47 0.00 347 1.5 2.0 999.0 0 15.1 07/31/2019 10:00 PM FosterWeatherStation201907312200
Oak Street Weather Station 07/31/2019 10:00:00 PM 22.00 15.6 51 0.0 0.00 153.5 0 61 3.1 3.8 1000.6 -3 320 12.0 07/31/2019 10:00 PM OakStreetWeatherStation201907312200
63rd Street Weather Station 08/01/2019 04:00:00 AM 21.20 17.7 71 0.0 0.00 406.7 0 67 2.8 4.6 999.2 1 356 11.9 08/01/2019 4:00 AM 63rdStreetWeatherStation201908010400
Foster Weather Station 08/01/2019 04:00:00 AM 20.00 67 0.00 36 1.1 1.4 998.6 0 15.1 08/01/2019 4:00 AM FosterWeatherStation201908010400
Oak Street Weather Station 08/01/2019 04:00:00 AM 21.20 17.0 66 0.0 0.00 153.5 0 104 2.4 2.8 1000.2 -3 320 12.0 08/01/2019 4:00 AM OakStreetWeatherStation201908010400
63rd Street Weather Station 09/29/2018 08:00:00 PM 14.70 10.0 52 0.0 0.00 263.2 0 66 3.1 5.1 1003.4 2 356 11.9 09/29/2018 8:00 PM 63rdStreetWeatherStation201809292000
Foster Weather Station 09/18/2015 06:00:00 PM 19.78 88 1.09 68 1.0 1.3 986.8 3 15.1 09/18/2015 6:00 PM FosterWeatherStation201509181800
Foster Weather Station 09/18/2015 07:00:00 PM 19.78 87 0.15 172 2.1 2.3 986.5 0 15.1 09/18/2015 7:00 PM FosterWeatherStation201509181900
Foster Weather Station 09/18/2015 08:00:00 PM 20.17 89 4.65 96 1.2 1.4 986.8 0 15.1 09/18/2015 8:00 PM FosterWeatherStation201509182000
Foster Weather Station 09/18/2015 09:00:00 PM 19.56 92 7.39 164 2.4 2.8 986.1 0 15.1 09/18/2015 9:00 PM FosterWeatherStation201509182100
Foster Weather Station 09/18/2015 10:00:00 PM 19.28 92 0.13 159 1.9 2.1 985.4 0 15.1 09/18/2015 10:00 PM FosterWeatherStation201509182200
Foster Weather Station 09/18/2015 11:00:00 PM 20.39 91 0.10 188 2.4 2.6 984.4
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