{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## LexPipe's time entry dataset\n",
"\n",
"This notebook showcases exploratory data analysis of a dataset with time entries for services provided for legal matters, including labels for the phase of legal proceedings that were derived from the public docket. Each legal matter contains time entry information that includes a narrative description of the work that was conducted, as well as an associated duration and date, and other information on the person logging the entry, court, etc. This notebook is intended to give a rough overview of the dataset and inspire users for further analysis. If you would like to do your own analysis, start by downloading the clean data file [here](https://huggingface.co/datasets/LexPipe/time-entries-and-phases/resolve/main/cleaned_time_entries_and_phases.csv)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The dataset contains the following columns:\n",
"\n",
"| **Column** | **Column Name** | **Description** | \n",
"|--------------|------------------------|--------------------------------------------------------------------|\n",
"| 1 | **EntryID** | Unique identifier of the entry. | \n",
"| 2 | **Narrative** | Description of the work performed during the time entry. | \n",
"| 3 | **PhaseName** | Name of the phase in the legal proceedings. | \n",
"| 4 | **PhaseDurationDays** | Total time between the first and last entry in the phase (in days).| \n",
"| 5 | **EntryDurationHours** | Total duration of the legal services for the entry (in hours). | \n",
"| 6 | **Timekeeper** | Name of the person logging the time entry. |\n",
"| 7 | **Rate** | Hourly rate of the timekeeper. | \n",
"| 8 | **Position** | Position or role of the timekeeper (e.g., associate, partner). | \n",
"| 9 | **Partner** | Is the time keeper a partner in the firm or not. |\n",
"| 10 | **Firm** | Law firm name associated with the time entry. | \n",
"| 11 | **Date** | Date of the time entry. |\n",
"| 12 | **Docket** | Unique identifier for the case in the docket system. | \n",
"| 13 | **Court** | Court presiding over the matter. | \n",
"| 14 | **Matter** | Identifier or name of the legal matter. | \n",
"| 15 | **IsHighQuality** | Indicates if the entry is of high quality. |\n",
"\n",
"The narratives have been cleaned with named entity recognition, so names are replaced with placeholders (\"PERSON\", \"ORG\", etc). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's load the data and take a look at what we have."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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PhaseName
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Timekeeper
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Rate
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Position
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Partner
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Firm
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"text/plain": [
" EntryID Narrative PhaseName PhaseDurationDays \\\n",
"0 1 re status conference pleading 52.0 \n",
"1 2 re status conference pleading 52.0 \n",
"2 3 re status conference pleading 52.0 \n",
"3 4 re status conference pleading 52.0 \n",
"4 5 re status conference pleading 52.0 \n",
"\n",
" EntryDurationHours Timekeeper Rate Position Partner \\\n",
"0 0.3 Susan K. Leader 930.0 Partner 1 \n",
"1 1.1 Josh A. Rubin NaN Litigation Counsel 0 \n",
"2 0.7 Josh A. Rubin NaN Litigation Counsel 0 \n",
"3 1.9 Josh A. Rubin NaN Litigation Counsel 0 \n",
"4 0.2 Josh A. Rubin NaN Litigation Counsel 0 \n",
"\n",
" Firm Date Docket Court \\\n",
"0 NaN 2019-11-06T00:00:00 2019-0858 Delaware State, Court of Chancery \n",
"1 NaN 2019-11-06T00:00:00 2019-0858 Delaware State, Court of Chancery \n",
"2 NaN 2019-11-06T00:00:00 2019-0858 Delaware State, Court of Chancery \n",
"3 NaN 2019-11-07T00:00:00 2019-0858 Delaware State, Court of Chancery \n",
"4 NaN 2019-11-20T00:00:00 2019-0858 Delaware State, Court of Chancery \n",
"\n",
" Matter IsHighQuality \n",
"0 NaN 0 \n",
"1 NaN 0 \n",
"2 NaN 0 \n",
"3 NaN 0 \n",
"4 NaN 0 "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Path to the CSV file\n",
"file_path = './data/cleaned_time_entries_and_phases.csv'\n",
"\n",
"# Load the CSV file into a pandas DataFrame\n",
"df = pd.read_csv(file_path, sep='\\t')\n",
"\n",
"# Display the first 5 rows of the DataFrame\n",
"df.head() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's make sure the data are in the correct format."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 12099 entries, 0 to 12098\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 EntryID 12099 non-null int64 \n",
" 1 Narrative 12087 non-null object \n",
" 2 PhaseName 5312 non-null object \n",
" 3 PhaseDurationDays 5312 non-null float64\n",
" 4 EntryDurationHours 11940 non-null float64\n",
" 5 Timekeeper 12089 non-null object \n",
" 6 Rate 6348 non-null float64\n",
" 7 Position 9145 non-null object \n",
" 8 Partner 12099 non-null int64 \n",
" 9 Firm 11891 non-null object \n",
" 10 Date 12099 non-null object \n",
" 11 Docket 12089 non-null object \n",
" 12 Court 12099 non-null object \n",
" 13 Matter 11673 non-null object \n",
" 14 IsHighQuality 12099 non-null int64 \n",
"dtypes: float64(3), int64(3), object(9)\n",
"memory usage: 1.4+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see the date of entries are not date-time formatted yet, so let's do that."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Convert the date column to datetime format\n",
"df['Date'] = pd.to_datetime(df['Date'], errors='coerce')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's get an overview of how complete the data is, by visualizing any missing values."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.colors import ListedColormap\n",
"\n",
"# Set the plot style\n",
"plt.style.use('ggplot')\n",
"\n",
"# Define a two-color colormap for plotting\n",
"magma = plt.get_cmap('magma')\n",
"cmap = ListedColormap([magma(10), magma(245)]) # Use the first and last colors\n",
"\n",
"# Create the heatmap of missing values\n",
"heatmap = sns.heatmap(df.isna(), cmap=cmap, cbar_kws={'label': 'Missing Values'})\n",
"\n",
"# Format the color bar\n",
"colorbar = heatmap.collections[0].colorbar # Access the color bar\n",
"colorbar.set_ticks([0, 1]) # Set the tick positions\n",
"colorbar.set_ticklabels(['no', 'yes']) # Set the tick labels\n",
"\n",
"# Set title y-label\n",
"plt.title('Missing Values in Dataset')\n",
"plt.ylabel('Time Entry (Index)')\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most columns look relatively complete, but there are a few with missing values. Namely, the name and duration of the legal phase included in this dataset are inferred from the public docket, and not available for all matters / time entries. The rate of the person logging the time entry was also not always available."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look a the rate of the people logging the time entries, split by the different positions. "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Drop duplicate entries for each Timekeeper to ensure each person contributes only once\n",
"unique_timekeepers = df.drop_duplicates(subset=['Timekeeper'])\n",
"\n",
"# Group by Position and calculate the average rate\n",
"average_rate_by_position = unique_timekeepers.groupby('Position')['Rate'].mean().sort_values(ascending=False).dropna()\n",
"\n",
"# Plot the bar chart\n",
"plt.figure(figsize=(8, 6))\n",
"average_rate_by_position.plot(kind='bar', color='skyblue')\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Position')\n",
"plt.ylabel('Average Rate ($USD/hour)')\n",
"plt.title('Average Rate by Position')\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.tight_layout()\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do the same, but now per firm."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Drop duplicate entries for each Timekeeper to ensure each person contributes only once\n",
"unique_timekeepers = df.drop_duplicates(subset=['Timekeeper'])\n",
"\n",
"# Group by Position and calculate the average rate\n",
"average_rate_by_position = unique_timekeepers.groupby('Firm')['Rate'].mean().sort_values(ascending=False).dropna()\n",
"\n",
"# Plot the bar chart\n",
"plt.figure(figsize=(5, 6))\n",
"average_rate_by_position.plot(kind='bar', color='skyblue')\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Firm')\n",
"plt.ylabel('Average Rate ($USD/hour)')\n",
"plt.title('Average Rate by Firm')\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.tight_layout()\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## High quality matters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To help guide users, there is a column included for 'high quality' matters. These matters have a substantial amount of hours (1000+) of cumulative time entries. Let's take a closer look at them."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Select only high quality matters\n",
"df = df[df['IsHighQuality'] == 1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start by getting some descriptive statistics on the high quality matters."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
],
"text/plain": [
" Docket total_hours total_fee num_entries mean_rate\n",
"0 1:17-cv-00687 855.1000 315373.910 210 389.638454\n",
"1 2018-0350 4142.5200 1922470.745 3972 568.139522\n",
"2 262021TR002910TRAXMX 1227.2000 47795.500 781 767.794118\n",
"3 654817/2021 5520.5000 233107.500 3128 743.837209\n",
"4 IPR2021-00480 986.9975 193610.875 500 740.362319"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Group by Docket (each high quality matter)\n",
"stats = df.groupby('Docket').agg(\n",
" total_hours=pd.NamedAgg(column='EntryDurationHours', aggfunc='sum'),\n",
" total_fee=pd.NamedAgg(column='EntryDurationHours', aggfunc=lambda x: (x * df.loc[x.index, 'Rate']).sum(skipna=True)),\n",
" num_entries=pd.NamedAgg(column='EntryID', aggfunc='count'),\n",
" mean_rate=pd.NamedAgg(column='Rate', aggfunc='mean')\n",
").reset_index()\n",
"\n",
"# Plot: Total hours per matter\n",
"plt.figure(figsize=(4, 6))\n",
"plt.bar(stats['Docket'], stats['total_hours'], color='skyblue')\n",
"plt.xlabel('Docket (Matter)')\n",
"plt.ylabel('Total Hours')\n",
"plt.title('Total hours logged per matter')\n",
"plt.xticks(rotation=90, ha='right')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Optionally, display the summary statistics as a table\n",
"display(stats)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The amount of hours varies substantially across matters. Let's see how those hours are distributed across the duration of entire legal matters."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# Define a colormap for the matters\n",
"colors = plt.cm.tab20(range(len(df['Docket'].unique()))) # Use a colormap with enough distinct colors\n",
"\n",
"# Create the plot\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"# Iterate over each unique matter\n",
"for i, matter_id in enumerate(df['Docket'].unique()):\n",
" # Filter the DataFrame for the current matter\n",
" matter_df = df[df['Docket'] == matter_id]\n",
"\n",
" # Sort the DataFrame by date to ensure proper cumulative calculation\n",
" matter_df = matter_df.sort_values(by='Date')\n",
"\n",
" # Convert the Date column to datetime if not already\n",
" matter_df['Date'] = pd.to_datetime(matter_df['Date'])\n",
"\n",
" # Calculate days relative to the start of the first time entry\n",
" start_date = matter_df['Date'].min()\n",
" matter_df['DaysRelative'] = (matter_df['Date'] - start_date).dt.days\n",
"\n",
" # Calculate the cumulative entry duration\n",
" matter_df['CumulativeDuration'] = matter_df['EntryDurationHours'].cumsum()\n",
"\n",
" # Plot the cumulative entry duration for the current matter\n",
" plt.plot(\n",
" matter_df['DaysRelative'],\n",
" matter_df['CumulativeDuration'],\n",
" label=matter_id,\n",
" color=colors[i],\n",
" linewidth=4\n",
" )\n",
"\n",
"# Add labels, legend, and title\n",
"plt.xlabel('Days Relative to Start of Matter (Number)')\n",
"plt.ylabel('Cumulative Entry Duration (Hours)')\n",
"plt.title('Cumulative Entry Duration per Matter')\n",
"plt.legend(title='Matter ID', loc='upper right') # Place the legend outside the plot\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are a few things to notice here: one is that for some matters there are many hours logged in a relatively short amount of time, while other matters are very protracted in time. \n",
"\n",
"Matter 654817/2021 in particular has a large amount of hours logged. Let's see how those hours are distributed across docket-inferred phases of the proceedings."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Filter the DataFrame for the current matter\n",
"matter_id = '654817/2021'\n",
"matter_df = df[df['Docket'] == matter_id]\n",
"\n",
"# Drop rows where phase name is NaN or empty\n",
"matter_df = matter_df.dropna(subset=['PhaseName'])\n",
"\n",
"# Create a color map for unique PhaseName values\n",
"phase_names = ['pleading', 'discovery', 'pre-trial', 'post-trial'] # You can also find these with matter_df['PhaseName'].unique()\n",
"colors = plt.cm.tab20(range(len(phase_names))) # Use a colormap with enough distinct colors\n",
"color_map = dict(zip(phase_names, colors))\n",
"\n",
"# Plot each entry duration\n",
"plt.figure(figsize=(10, 6))\n",
"for _, row in matter_df.iterrows():\n",
" phase_name = row['PhaseName']\n",
" entry_duration = row['EntryDurationHours']\n",
" date = row['Date']\n",
" color = color_map[phase_name]\n",
" \n",
" # Plot the vertical line\n",
" plt.plot([date, date], [0, entry_duration], color=color, linewidth=2)\n",
" \n",
" # Plot the dot at the top\n",
" plt.scatter(date, entry_duration, color=color, s=50, label=phase_name if phase_name not in plt.gca().get_legend_handles_labels()[1] else \"\")\n",
"\n",
"# Set y-axis limit\n",
"plt.ylim(0, 16)\n",
"\n",
"# Add labels and legend\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Entry Duration (Hours)')\n",
"plt.title('Entries for Matter ' + matter_id)\n",
"plt.legend(title='Phase Name', loc='upper right')\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"\n",
"# Show the plot for the current matter\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A substantial amount of time of this matter was spent in the discovery phase. Let's take a closer look at the narrative descriptions in this phase, to see if we can figure out what went on during that time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Narratives"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16 Attention to discovery requests; emails re same\n",
"17 Finalize discovery for service\n",
"18 Review all relevant court rules\n",
"19 Emails with opposing counsel re discovery\n",
"20 Review and revise discovery requests; emails r...\n",
"21 Attention to discovery issues; emails re same\n",
"22 Emails with team\n",
"23 Attention to discovery issues; emails re same;...\n",
"24 Services Billed\n",
"25 Services Billed\n",
"26 Services Billed\n",
"27 Review and analyze contract\n",
"28 Review and revise demand letter; emails re same\n",
"29 Review and revise demand letter to ORG\n",
"30 Attention to emails with client re status and ...\n",
"31 Emails with client; conference PERSON\n",
"32 Review and revise letter to ORG ; emails with ...\n",
"33 Draft demand letter to ORG\n",
"34 Revise finalize letter; conference PERSON rega...\n",
"35 Finalize and prepare letter for mailing\n",
"36 Review correspondence; emails with client\n",
"37 Attention to emails from clients\n",
"38 Draft summons and complaint\n",
"39 Review and revise summons and complaint\n",
"40 Review draft complaint\n",
"Name: Narrative, dtype: object"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filter the DataFrame for the specified matter and phase\n",
"matter_id = '654817/2021'\n",
"matter_df = df[(df['Docket'] == matter_id) & (df['PhaseName'] == 'discovery')]\n",
"matter_df['Narrative'].head(25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A few things to note here: part of the cleaning process of the narratives was to scrub names of individuals and organizations with a named entity recognition algorithm. For this reason, the narratives contain all caps PERSON, ORG, etc.\n",
"\n",
"Another thing to note is that some of these narratives are quite clearly discovery-related, as one would expect (since we selected time entries from the discovery phase). Let's get a sense of the most common words / phrases with a word cloud:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from wordcloud import WordCloud, STOPWORDS\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Filter the DataFrame for the specified matter and phase\n",
"matter_id = '654817/2021'\n",
"matter_df = df[(df['Docket'] == matter_id) & (df['PhaseName'] == 'discovery')]\n",
"\n",
"# Combine all narrative descriptions into a single string\n",
"text = \" \".join(matter_df['Narrative'].dropna())\n",
"\n",
"# Add words to the stopword set to leave them out\n",
"custom_stopwords = set(STOPWORDS)\n",
"custom_stopwords.add('person')\n",
"custom_stopwords.add('org')\n",
"\n",
"# Generate the word cloud\n",
"wordcloud = WordCloud(\n",
" width=800,\n",
" height=400,\n",
" background_color='white',\n",
" colormap='viridis',\n",
" stopwords=custom_stopwords # Pass the custom stopwords\n",
").generate(text)\n",
"\n",
"# Plot the word cloud\n",
"plt.figure(figsize=(10, 6))\n",
"plt.imshow(wordcloud, interpolation='bilinear')\n",
"plt.axis('off') # Turn off the axis\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Larger words indicate they are more frequent. Clearly, document review and email were large parts of this phase. We can also notice 'discovery issues' listed, which is more informative about the nature of the work being done. Note that word frequency statistics like this could conceivably be used to predict the phase name for time entries for which we do not yet have labels. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}